diff --git a/.dependency-cruiser.js b/.dependency-cruiser.js
index 2ffd268..8710f08 100644
--- a/.dependency-cruiser.js
+++ b/.dependency-cruiser.js
@@ -105,8 +105,8 @@ export default {
       from: {},
       to: {
         couldNotResolve: true,
-        // Allow TypeScript path aliases that are resolved by the TS compiler
-        pathNot: ['^~/'],
+        // Allow TypeScript path aliases and workspace packages that are resolved by the TS compiler
+        pathNot: ['^~/', '^@/', '^@tpmjs/'],
       },
     },
     {
@@ -143,6 +143,10 @@ export default {
     doNotFollow: {
       path: ['node_modules', '\\.next', 'dist', '\\.turbo', 'storybook-static'],
     },
+    exclude: {
+      // Exclude railway-executor - it's a Deno app with HTTP imports that can't be resolved
+      path: '^apps/railway-executor',
+    },
     tsPreCompilationDeps: true,
     tsConfig: {
       fileName: './tsconfig.json',
diff --git a/.env.vercel.production b/.env.vercel.production
new file mode 100644
index 0000000..bf0ac19
--- /dev/null
+++ b/.env.vercel.production
@@ -0,0 +1,41 @@
+# Created by Vercel CLI
+CRON_SECRET="CRON_SECRET=6c806d35cf6212f489c76414d38d2b6acbc44590ac78bb08aadea28dd04a29d0\n"
+DATABASE_URL="postgresql://neondb_owner:npg_euvYo4OTi1lX@ep-broad-darkness-a4lml85k-pooler.us-east-1.aws.neon.tech/neondb?sslmode=require"
+DATABASE_URL_UNPOOLED="postgresql://neondb_owner:npg_euvYo4OTi1lX@ep-broad-darkness-a4lml85k.us-east-1.aws.neon.tech/neondb?sslmode=require"
+NEXT_PUBLIC_STACK_PROJECT_ID="d786bd3a-a31d-4c6b-9497-5d6803dd9d86"
+NEXT_PUBLIC_STACK_PUBLISHABLE_CLIENT_KEY="pck_hafmpkaj047z331x5azv8bk5zggfnbgdedbj9pfqh1rn0"
+NX_DAEMON="false"
+PGDATABASE="neondb"
+PGHOST="ep-broad-darkness-a4lml85k-pooler.us-east-1.aws.neon.tech"
+PGHOST_UNPOOLED="ep-broad-darkness-a4lml85k.us-east-1.aws.neon.tech"
+PGPASSWORD="npg_euvYo4OTi1lX"
+PGUSER="neondb_owner"
+POSTGRES_DATABASE="neondb"
+POSTGRES_HOST="ep-broad-darkness-a4lml85k-pooler.us-east-1.aws.neon.tech"
+POSTGRES_PASSWORD="npg_euvYo4OTi1lX"
+POSTGRES_PRISMA_URL="postgresql://neondb_owner:npg_euvYo4OTi1lX@ep-broad-darkness-a4lml85k-pooler.us-east-1.aws.neon.tech/neondb?connect_timeout=15&sslmode=require"
+POSTGRES_URL="postgresql://neondb_owner:npg_euvYo4OTi1lX@ep-broad-darkness-a4lml85k-pooler.us-east-1.aws.neon.tech/neondb?sslmode=require"
+POSTGRES_URL_NON_POOLING="postgresql://neondb_owner:npg_euvYo4OTi1lX@ep-broad-darkness-a4lml85k.us-east-1.aws.neon.tech/neondb?sslmode=require"
+POSTGRES_URL_NO_SSL="postgresql://neondb_owner:npg_euvYo4OTi1lX@ep-broad-darkness-a4lml85k-pooler.us-east-1.aws.neon.tech/neondb"
+POSTGRES_USER="neondb_owner"
+STACK_SECRET_SERVER_KEY="ssk_p05kwe938wx13rpera9xf1fewc816dwkbq658xcsbwj1g"
+TURBO_CACHE="remote:rw"
+TURBO_DOWNLOAD_LOCAL_ENABLED="true"
+TURBO_REMOTE_ONLY="true"
+TURBO_RUN_SUMMARY="true"
+VERCEL="1"
+VERCEL_ENV="production"
+VERCEL_GIT_COMMIT_AUTHOR_LOGIN=""
+VERCEL_GIT_COMMIT_AUTHOR_NAME=""
+VERCEL_GIT_COMMIT_MESSAGE=""
+VERCEL_GIT_COMMIT_REF=""
+VERCEL_GIT_COMMIT_SHA=""
+VERCEL_GIT_PREVIOUS_SHA=""
+VERCEL_GIT_PROVIDER=""
+VERCEL_GIT_PULL_REQUEST_ID=""
+VERCEL_GIT_REPO_ID=""
+VERCEL_GIT_REPO_OWNER=""
+VERCEL_GIT_REPO_SLUG=""
+VERCEL_OIDC_TOKEN="eyJhbGciOiJSUzI1NiIsInR5cCI6IkpXVCIsImtpZCI6Im1yay00MzAyZWMxYjY3MGY0OGE5OGFkNjFkYWRlNGEyM2JlNyJ9.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.OF4IHrcmteA2lU1tkqHO1a9ITGGrCjCo29G8jI991q8_SQjgHZHVqcBj3AYVKZJDh6BjHib4HyNKdjO8nwUblF2dCFbYDv6y4hwB6jHNpsz32BE1JDKcXEJOKPtg_tBOFUDKtzMkPk7VOPWDVYw8Tz4_HZ_MR3SNoy1Pk9AFL-hEl3E-zR3bAYMDB8tKrIm9y9K4sZF6efMU7BR_J6Bf-i3IsbbrH-Axgq5dewlpogf-xHWmWaTXoUp6UFejNKhSMXqg3sAWTnizYeSGc2Ut6zNuAYPumUPBdQ37Kk7vuRNwS1h7RJz3vtEg6aOuw0-Ld0LdF-tWkfDGsVqanR_sxw"
+VERCEL_TARGET_ENV="production"
+VERCEL_URL=""
diff --git a/.github/workflows/health-check.yml b/.github/workflows/health-check.yml
new file mode 100644
index 0000000..ddf2a15
--- /dev/null
+++ b/.github/workflows/health-check.yml
@@ -0,0 +1,18 @@
+name: Daily Health Check
+
+on:
+  schedule:
+    # Run daily at 2am UTC
+    - cron: '0 2 * * *'
+  workflow_dispatch:
+
+jobs:
+  health-check:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Trigger health check sync
+        run: |
+          curl -X POST "${{ secrets.VERCEL_PRODUCTION_URL }}/api/sync/health-check" \
+            -H "Authorization: Bearer ${{ secrets.CRON_SECRET }}" \
+            -H "Content-Type: application/json" \
+            -f -s -S -w "\nHTTP Status: %{http_code}\n"
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 5bbf39e..b758495 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -23,7 +23,7 @@ jobs:
 
       - uses: actions/setup-node@v4
         with:
-          node-version: 21
+          node-version: 22
           cache: 'pnpm'
           registry-url: 'https://registry.npmjs.org'
 
diff --git a/.github/workflows/sync-changes.yml b/.github/workflows/sync-changes.yml
new file mode 100644
index 0000000..fa2886e
--- /dev/null
+++ b/.github/workflows/sync-changes.yml
@@ -0,0 +1,18 @@
+name: Sync NPM Changes Feed
+
+on:
+  schedule:
+    # Run every 2 minutes
+    - cron: '*/2 * * * *'
+  workflow_dispatch:
+
+jobs:
+  sync-changes:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Trigger changes feed sync
+        run: |
+          curl -X POST "${{ secrets.VERCEL_PRODUCTION_URL }}/api/sync/changes" \
+            -H "Authorization: Bearer ${{ secrets.CRON_SECRET }}" \
+            -H "Content-Type: application/json" \
+            -f -s -S -w "\nHTTP Status: %{http_code}\n"
diff --git a/.github/workflows/sync-keyword.yml b/.github/workflows/sync-keyword.yml
new file mode 100644
index 0000000..55c6399
--- /dev/null
+++ b/.github/workflows/sync-keyword.yml
@@ -0,0 +1,131 @@
+name: Sync NPM Keyword Search
+
+on:
+  schedule:
+    # Run every 15 minutes
+    - cron: '*/15 * * * *'
+  workflow_dispatch:
+
+jobs:
+  sync-keyword:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Trigger keyword search sync
+        id: sync
+        run: |
+          # Call the sync API and capture response
+          response=$(curl -X POST "${{ secrets.VERCEL_PRODUCTION_URL }}/api/sync/keyword" \
+            -H "Authorization: Bearer ${{ secrets.CRON_SECRET }}" \
+            -H "Content-Type: application/json" \
+            -f -s -S)
+
+          echo "Response: $response"
+
+          # Extract data using jq
+          processed=$(echo "$response" | jq -r '.data.processed')
+          skipped=$(echo "$response" | jq -r '.data.skipped')
+          errors=$(echo "$response" | jq -r '.data.errors')
+          packagesFound=$(echo "$response" | jq -r '.data.packagesFound')
+          durationMs=$(echo "$response" | jq -r '.data.durationMs')
+
+          # Extract and display error messages
+          errorMessages=$(echo "$response" | jq -r '.data.errorMessages[]?' 2>/dev/null || echo "")
+
+          if [ -n "$errorMessages" ]; then
+            echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
+            echo "⚠️  SYNC ERRORS ($errors total):"
+            echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
+            echo "$response" | jq -r '.data.errorMessages[]?' | while IFS= read -r error; do
+              echo "  • $error"
+            done
+            echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
+          fi
+
+          # Set outputs for Discord notification
+          echo "processed=$processed" >> $GITHUB_OUTPUT
+          echo "skipped=$skipped" >> $GITHUB_OUTPUT
+          echo "errors=$errors" >> $GITHUB_OUTPUT
+          echo "packagesFound=$packagesFound" >> $GITHUB_OUTPUT
+          echo "durationMs=$durationMs" >> $GITHUB_OUTPUT
+
+          # Store error messages for Discord (first 3, truncated)
+          if [ "$errors" -gt 0 ]; then
+            errorSummary=$(echo "$response" | jq -r '.data.errorMessages[0:3]? | join("\n• ")' 2>/dev/null || echo "")
+            if [ -n "$errorSummary" ]; then
+              # Save to file to preserve newlines
+              echo "• $errorSummary" > /tmp/error_summary.txt
+            fi
+          fi
+
+          # Store skipped packages for Discord
+          if [ "$skipped" -gt 0 ]; then
+            skippedList=$(echo "$response" | jq -r '.data.skippedPackages[]? | "\(.name) (by \(.author)) - \(.reason)"' 2>/dev/null | paste -sd "\n" - || echo "")
+            if [ -n "$skippedList" ]; then
+              echo "$skippedList" > /tmp/skipped_packages.txt
+            fi
+          fi
+
+          # Determine status emoji
+          if [ "$errors" -gt 0 ]; then
+            echo "status_emoji=⚠️" >> $GITHUB_OUTPUT
+            echo "status_color=16776960" >> $GITHUB_OUTPUT  # Yellow
+          else
+            echo "status_emoji=✅" >> $GITHUB_OUTPUT
+            echo "status_color=5763719" >> $GITHUB_OUTPUT   # Green
+          fi
+
+      - name: Send Discord notification
+        if: always()
+        run: |
+          # Format duration
+          duration_sec=$(echo "scale=2; ${{ steps.sync.outputs.durationMs }} / 1000" | bc)
+
+          # Build Discord payload using jq for proper JSON escaping
+          # Read optional data
+          error_text=""
+          skipped_text=""
+
+          if [ -f /tmp/error_summary.txt ] && [ ${{ steps.sync.outputs.errors }} -gt 0 ]; then
+            error_text=$(cat /tmp/error_summary.txt | head -c 800)
+          fi
+
+          if [ -f /tmp/skipped_packages.txt ] && [ ${{ steps.sync.outputs.skipped }} -gt 0 ]; then
+            skipped_text=$(cat /tmp/skipped_packages.txt)
+          fi
+
+          # Build fields array dynamically
+          base_fields='[
+            { "name": "📦 Packages Found", "value": "${{ steps.sync.outputs.packagesFound }}", "inline": true },
+            { "name": "✨ Processed", "value": "${{ steps.sync.outputs.processed }}", "inline": true },
+            { "name": "⏭️ Skipped", "value": "${{ steps.sync.outputs.skipped }}", "inline": true },
+            { "name": "❌ Errors", "value": "${{ steps.sync.outputs.errors }}", "inline": true },
+            { "name": "⏱️ Duration", "value": "'"${duration_sec}s"'", "inline": true },
+            { "name": "🔗 Run", "value": "[View Logs](https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }})", "inline": true }
+          ]'
+
+          # Create payload with dynamic fields
+          payload=$(jq -n \
+            --arg title "${{ steps.sync.outputs.status_emoji }} NPM Keyword Search Sync" \
+            --argjson color ${{ steps.sync.outputs.status_color }} \
+            --argjson baseFields "$base_fields" \
+            --arg error_text "$error_text" \
+            --arg skipped_text "$skipped_text" \
+            --arg timestamp "$(date -u +%Y-%m-%dT%H:%M:%S.000Z)" \
+            '
+            {
+              embeds: [{
+                title: $title,
+                color: $color,
+                fields: (
+                  $baseFields +
+                  (if $skipped_text != "" then [{ name: "📋 Skipped Packages", value: $skipped_text, inline: false }] else [] end) +
+                  (if $error_text != "" then [{ name: "🔍 Error Details", value: ("```\n" + $error_text + "\n```"), inline: false }] else [] end)
+                ),
+                timestamp: $timestamp
+              }]
+            }')
+
+          # Send to Discord
+          curl -X POST "${{ secrets.DISCORD_WEBHOOK }}" \
+            -H "Content-Type: application/json" \
+            -d "$payload"
diff --git a/.github/workflows/sync-manual.yml b/.github/workflows/sync-manual.yml
new file mode 100644
index 0000000..135f5af
--- /dev/null
+++ b/.github/workflows/sync-manual.yml
@@ -0,0 +1,97 @@
+name: Sync Manual Tools
+
+on:
+  schedule:
+    # Run daily at midnight UTC
+    - cron: '0 0 * * *'
+  workflow_dispatch:
+  # Run on pushes to main that modify manual-tools.ts
+  push:
+    branches:
+      - main
+    paths:
+      - 'manual-tools.ts'
+      - 'sync-manual-tools.ts'
+
+jobs:
+  sync-manual:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Setup pnpm
+        uses: pnpm/action-setup@v2
+        with:
+          version: 8
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: '20'
+          cache: 'pnpm'
+
+      - name: Install dependencies
+        run: pnpm install --frozen-lockfile
+
+      - name: Generate Prisma Client
+        run: pnpm --filter=@tpmjs/db db:generate
+
+      - name: Run manual tools sync
+        id: sync
+        run: |
+          # Run the sync script and capture output
+          output=$(pnpm tsx sync-manual-tools.ts 2>&1)
+          echo "$output"
+
+          # Extract statistics from output
+          processed=$(echo "$output" | grep "Processed:" | awk '{print $2}')
+          skipped=$(echo "$output" | grep "Skipped:" | awk '{print $2}')
+          errors=$(echo "$output" | grep "Errors:" | awk '{print $2}')
+          total=$(echo "$output" | grep "Total manual tools:" | awk '{print $4}')
+
+          # Set outputs for Discord notification
+          echo "processed=${processed:-0}" >> $GITHUB_OUTPUT
+          echo "skipped=${skipped:-0}" >> $GITHUB_OUTPUT
+          echo "errors=${errors:-0}" >> $GITHUB_OUTPUT
+          echo "total=${total:-0}" >> $GITHUB_OUTPUT
+
+          # Determine status
+          if [ "${errors:-0}" -gt 0 ]; then
+            echo "status_emoji=⚠️" >> $GITHUB_OUTPUT
+            echo "status_color=16776960" >> $GITHUB_OUTPUT  # Yellow
+          else
+            echo "status_emoji=✅" >> $GITHUB_OUTPUT
+            echo "status_color=5763719" >> $GITHUB_OUTPUT   # Green
+          fi
+        env:
+          DATABASE_URL: ${{ secrets.DATABASE_URL }}
+
+      - name: Send Discord notification
+        if: always()
+        run: |
+          # Build Discord payload
+          payload=$(jq -n \
+            --arg title "${{ steps.sync.outputs.status_emoji }} Manual Tools Sync" \
+            --argjson color ${{ steps.sync.outputs.status_color }} \
+            --arg timestamp "$(date -u +%Y-%m-%dT%H:%M:%S.000Z)" \
+            '
+            {
+              embeds: [{
+                title: $title,
+                color: $color,
+                fields: [
+                  { name: "📦 Total Tools", value: "${{ steps.sync.outputs.total }}", inline: true },
+                  { name: "✨ Processed", value: "${{ steps.sync.outputs.processed }}", inline: true },
+                  { name: "⏭️ Skipped", value: "${{ steps.sync.outputs.skipped }}", inline: true },
+                  { name: "❌ Errors", value: "${{ steps.sync.outputs.errors }}", inline: true },
+                  { name: "🔗 Run", value: "[View Logs](https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }})", inline: true }
+                ],
+                timestamp: $timestamp
+              }]
+            }')
+
+          # Send to Discord
+          curl -X POST "${{ secrets.DISCORD_WEBHOOK }}" \
+            -H "Content-Type: application/json" \
+            -d "$payload"
diff --git a/.github/workflows/sync-metrics.yml b/.github/workflows/sync-metrics.yml
new file mode 100644
index 0000000..7bd5c40
--- /dev/null
+++ b/.github/workflows/sync-metrics.yml
@@ -0,0 +1,18 @@
+name: Sync NPM Metrics
+
+on:
+  schedule:
+    # Run every hour
+    - cron: '0 * * * *'
+  workflow_dispatch:
+
+jobs:
+  sync-metrics:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Trigger metrics sync
+        run: |
+          curl -X POST "${{ secrets.VERCEL_PRODUCTION_URL }}/api/sync/metrics" \
+            -H "Authorization: Bearer ${{ secrets.CRON_SECRET }}" \
+            -H "Content-Type: application/json" \
+            -f -s -S -w "\nHTTP Status: %{http_code}\n"
diff --git a/.github/workflows/sync-vercel-registry.yml b/.github/workflows/sync-vercel-registry.yml
new file mode 100644
index 0000000..af21029
--- /dev/null
+++ b/.github/workflows/sync-vercel-registry.yml
@@ -0,0 +1,267 @@
+name: Sync Vercel AI Registry
+
+on:
+  schedule:
+    # Run every hour
+    - cron: '0 * * * *'
+  workflow_dispatch:
+  # Run on pushes to main that modify the sync script
+  push:
+    branches:
+      - main
+    paths:
+      - 'sync-vercel-registry.ts'
+
+permissions:
+  contents: write
+
+jobs:
+  sync-vercel:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Setup pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 10.14.0
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: '22'
+          cache: 'pnpm'
+
+      - name: Install dependencies
+        run: |
+          echo "📦 Installing dependencies..."
+          pnpm install --frozen-lockfile
+          echo "✅ Dependencies installed"
+
+      - name: Run Vercel registry sync
+        id: sync
+        run: |
+          echo "════════════════════════════════════════"
+          echo "🚀 Starting Vercel AI Registry Sync"
+          echo "════════════════════════════════════════"
+          echo ""
+          echo "📅 Time: $(date -u '+%Y-%m-%d %H:%M:%S UTC')"
+          echo "🔑 OpenAI API Key: ${OPENAI_API_KEY:0:8}..."
+          echo ""
+
+          # Run the sync script and capture output
+          output=$(pnpm tsx sync-vercel-registry.ts 2>&1)
+          exit_code=$?
+
+          echo "$output"
+          echo ""
+
+          # Extract statistics from output
+          processed=$(echo "$output" | grep "Processed:" | tail -1 | awk '{print $2}')
+          skipped=$(echo "$output" | grep "Skipped:" | tail -1 | awk '{print $2}')
+          errors=$(echo "$output" | grep "Errors:" | tail -1 | awk '{print $2}')
+          total=$(echo "$output" | grep "Total:" | tail -1 | awk '{print $2}')
+
+          # Set default values if extraction failed
+          processed=${processed:-0}
+          skipped=${skipped:-0}
+          errors=${errors:-0}
+          total=${total:-0}
+
+          echo "════════════════════════════════════════"
+          echo "📊 Sync Statistics"
+          echo "════════════════════════════════════════"
+          echo "✨ Processed: $processed"
+          echo "⏭️  Skipped: $skipped"
+          echo "❌ Errors: $errors"
+          echo "📦 Total: $total"
+          echo "════════════════════════════════════════"
+          echo ""
+
+          # Set outputs for later steps
+          echo "processed=$processed" >> $GITHUB_OUTPUT
+          echo "skipped=$skipped" >> $GITHUB_OUTPUT
+          echo "errors=$errors" >> $GITHUB_OUTPUT
+          echo "total=$total" >> $GITHUB_OUTPUT
+          echo "exit_code=$exit_code" >> $GITHUB_OUTPUT
+
+          # Check if manual-tools.ts was modified
+          if git diff --quiet manual-tools.ts; then
+            echo "has_changes=false" >> $GITHUB_OUTPUT
+            echo "ℹ️  No changes to manual-tools.ts"
+          else
+            echo "has_changes=true" >> $GITHUB_OUTPUT
+            echo "✅ manual-tools.ts was modified"
+            echo ""
+            echo "📝 Changes preview:"
+            git diff --stat manual-tools.ts
+            echo ""
+            git diff manual-tools.ts | head -50
+          fi
+
+          # Determine status for notifications
+          if [ "$exit_code" -ne 0 ]; then
+            echo "status_emoji=❌" >> $GITHUB_OUTPUT
+            echo "status_color=15158332" >> $GITHUB_OUTPUT  # Red
+            echo "status_text=Failed" >> $GITHUB_OUTPUT
+          elif [ "$errors" -gt 0 ]; then
+            echo "status_emoji=⚠️" >> $GITHUB_OUTPUT
+            echo "status_color=16776960" >> $GITHUB_OUTPUT  # Yellow
+            echo "status_text=Completed with errors" >> $GITHUB_OUTPUT
+          else
+            echo "status_emoji=✅" >> $GITHUB_OUTPUT
+            echo "status_color=5763719" >> $GITHUB_OUTPUT   # Green
+            echo "status_text=Success" >> $GITHUB_OUTPUT
+          fi
+
+          # Exit with the original exit code
+          exit $exit_code
+        env:
+          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+
+      - name: Commit and push changes
+        if: steps.sync.outputs.has_changes == 'true'
+        run: |
+          echo "════════════════════════════════════════"
+          echo "📝 Committing changes to manual-tools.ts"
+          echo "════════════════════════════════════════"
+          echo ""
+
+          # Configure git
+          git config --local user.email "github-actions[bot]@users.noreply.github.com"
+          git config --local user.name "github-actions[bot]"
+
+          # Show what's being committed
+          echo "📋 Files to commit:"
+          git status --short
+          echo ""
+
+          # Commit changes
+          git add manual-tools.ts
+
+          # Create commit message
+          COMMIT_MSG="chore: sync ${{ steps.sync.outputs.processed }} new tools from Vercel AI registry
+
+          Added ${{ steps.sync.outputs.processed }} tools from Vercel AI SDK registry:
+          - Total tools in registry: ${{ steps.sync.outputs.total }}
+          - Already synced: ${{ steps.sync.outputs.skipped }}
+          - Newly added: ${{ steps.sync.outputs.processed }}
+          - Errors: ${{ steps.sync.outputs.errors }}
+
+          🤖 Automated by GitHub Actions
+          Run: https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}"
+
+          git commit -m "$COMMIT_MSG"
+
+          echo "✅ Changes committed"
+          echo ""
+
+          # Push changes
+          echo "📤 Pushing to remote..."
+          git push
+
+          echo "✅ Changes pushed successfully"
+          echo "════════════════════════════════════════"
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Send Discord notification
+        if: always()
+        run: |
+          echo "════════════════════════════════════════"
+          echo "📢 Sending Discord notification"
+          echo "════════════════════════════════════════"
+
+          # Build fields array
+          base_fields='[
+            { "name": "📦 Total Tools", "value": "${{ steps.sync.outputs.total }}", "inline": true },
+            { "name": "✨ Processed", "value": "${{ steps.sync.outputs.processed }}", "inline": true },
+            { "name": "⏭️ Skipped", "value": "${{ steps.sync.outputs.skipped }}", "inline": true },
+            { "name": "❌ Errors", "value": "${{ steps.sync.outputs.errors }}", "inline": true },
+            { "name": "📝 Changes", "value": "${{ steps.sync.outputs.has_changes }}", "inline": true },
+            { "name": "🔗 Run", "value": "[View Logs](https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }})", "inline": true }
+          ]'
+
+          # Add commit info if changes were made
+          if [ "${{ steps.sync.outputs.has_changes }}" = "true" ]; then
+            commit_sha=$(git rev-parse HEAD)
+            commit_url="https://github.com/${{ github.repository }}/commit/${commit_sha}"
+            additional_fields='[
+              { "name": "💾 Commit", "value": "['"${commit_sha:0:7}"']('"$commit_url"')", "inline": false }
+            ]'
+
+            # Merge fields
+            all_fields=$(jq -n --argjson base "$base_fields" --argjson additional "$additional_fields" '$base + $additional')
+          else
+            all_fields="$base_fields"
+          fi
+
+          # Create Discord embed
+          payload=$(jq -n \
+            --arg title "${{ steps.sync.outputs.status_emoji }} Vercel AI Registry Sync - ${{ steps.sync.outputs.status_text }}" \
+            --argjson color ${{ steps.sync.outputs.status_color }} \
+            --argjson fields "$all_fields" \
+            --arg timestamp "$(date -u +%Y-%m-%dT%H:%M:%S.000Z)" \
+            --arg description "Synced Vercel AI SDK tools registry with TPMJS manual tools" \
+            '
+            {
+              embeds: [{
+                title: $title,
+                description: $description,
+                color: $color,
+                fields: $fields,
+                timestamp: $timestamp,
+                footer: {
+                  text: "Vercel AI Registry Sync"
+                }
+              }]
+            }')
+
+          echo "📤 Sending payload to Discord..."
+
+          # Send to Discord
+          response=$(curl -X POST "${{ secrets.DISCORD_WEBHOOK }}" \
+            -H "Content-Type: application/json" \
+            -d "$payload" \
+            -w "\nHTTP Status: %{http_code}\n" \
+            -s)
+
+          echo "$response"
+
+          if echo "$response" | grep -q "HTTP Status: 2"; then
+            echo "✅ Discord notification sent successfully"
+          else
+            echo "⚠️  Discord notification may have failed"
+          fi
+
+          echo "════════════════════════════════════════"
+        env:
+          DISCORD_WEBHOOK: ${{ secrets.DISCORD_WEBHOOK }}
+
+      - name: Summary
+        if: always()
+        run: |
+          echo ""
+          echo "════════════════════════════════════════"
+          echo "📊 Workflow Summary"
+          echo "════════════════════════════════════════"
+          echo ""
+          echo "Status: ${{ steps.sync.outputs.status_text }}"
+          echo "Tools Processed: ${{ steps.sync.outputs.processed }}"
+          echo "Tools Skipped: ${{ steps.sync.outputs.skipped }}"
+          echo "Errors: ${{ steps.sync.outputs.errors }}"
+          echo "Total in Registry: ${{ steps.sync.outputs.total }}"
+          echo "Changes Made: ${{ steps.sync.outputs.has_changes }}"
+          echo ""
+
+          if [ "${{ steps.sync.outputs.has_changes }}" = "true" ]; then
+            echo "✅ New tools added to manual-tools.ts and committed"
+          else
+            echo "ℹ️  No new tools found - manual-tools.ts is up to date"
+          fi
+
+          echo ""
+          echo "════════════════════════════════════════"
diff --git a/.vercelignore b/.vercelignore
new file mode 100644
index 0000000..028fb4f
--- /dev/null
+++ b/.vercelignore
@@ -0,0 +1,7 @@
+node_modules
+.turbo
+.next
+dist
+*.log
+.env*
+!.env.example
diff --git a/2025-BEST-PRACTICES.md b/2025-BEST-PRACTICES.md
deleted file mode 100644
index 59676be..0000000
--- a/2025-BEST-PRACTICES.md
+++ /dev/null
@@ -1,275 +0,0 @@
-# 2025 Best Practices for TPMJS Monorepo
-
-This document outlines recommendations to make TPMJS a cutting-edge 2025 monorepo optimized for both human and agentic development (Claude Code, Cursor, etc.).
-
-## High-Impact Additions
-
-### 1. Agent-First Documentation
-
-```
-packages/docs/
-├── architecture-decisions/  # ADRs in markdown
-├── patterns/               # Common patterns with examples
-├── schemas/                # JSON schemas for all data structures
-└── examples/               # Working code examples per feature
-```
-
-**Why:** Claude Code and other agents work better with:
-- Explicit decision documentation (ADRs)
-- Pattern libraries showing "the right way"
-- Machine-readable schemas
-- Real working examples to reference
-
-### 2. Automated Testing Pyramid
-
-```bash
-# Add to package.json scripts
-"test:unit": "vitest"           # ✅ Already have this
-"test:integration": "vitest -c vitest.integration.config.ts"  # Add
-"test:e2e": "playwright test"   # Add
-"test:visual": "playwright test --grep @visual"  # Add
-"test:contracts": "pactum"      # Add for API testing
-```
-
-**Packages to add:**
-- `@playwright/test` - E2E testing
-- `@playwright/experimental-ct-react` - Component testing
-- `pactum` or `msw` integration tests (you have mocks setup)
-- `chromatic` or `percy` - Visual regression
-
-### 3. Type Coverage & Quality Gates
-
-```json
-// Add to root package.json
-{
-  "scripts": {
-    "type-check": "tsc --noEmit",
-    "type-coverage": "type-coverage --at-least 95",
-    "find-deadcode": "knip",
-    "check-architecture": "depcruiser --validate"
-  }
-}
-```
-
-**Add packages:**
-- `type-coverage` - Ensure no implicit `any`
-- `knip` - Find unused files/exports/dependencies
-- `dependency-cruiser` - Enforce architecture rules
-- `@total-typescript/ts-reset` - Better built-in types
-
-### 4. Development Containers
-
-```json
-// .devcontainer/devcontainer.json
-{
-  "name": "TPMJS Dev",
-  "dockerComposeFile": "docker-compose.yml",
-  "service": "dev",
-  "features": {
-    "ghcr.io/devcontainers/features/node:1": {},
-    "ghcr.io/devcontainers-contrib/features/pnpm:2": {}
-  },
-  "customizations": {
-    "vscode": {
-      "extensions": [
-        "biomejs.biome",
-        "bradlc.vscode-tailwindcss",
-        "lokalise.i18n-ally"
-      ]
-    }
-  }
-}
-```
-
-**Why:** Agents like Claude Code work better when environment is reproducible. This also helps human developers.
-
-### 5. Code Generation & Scaffolding
-
-```typescript
-// packages/cli/ - Internal dev tool
-import { scaffold } from '@tpmjs/cli';
-
-// Commands:
-pnpm gen:component ButtonGroup
-pnpm gen:package @tpmjs/new-package
-pnpm gen:app marketing-site
-```
-
-**Create:**
-- `plop` or `hygen` templates
-- Component scaffolding (with tests, stories, exports)
-- Package scaffolding (with tsconfig, package.json, exports)
-- Consistent file structure generation
-
-**Why:** Agents can use these commands to create new code following your exact patterns.
-
-### 6. Enhanced Strict Mode TypeScript
-
-```json
-// packages/tsconfig/base.json - Add these
-{
-  "compilerOptions": {
-    "exactOptionalPropertyTypes": true,
-    "noUncheckedIndexedAccess": true,
-    "noPropertyAccessFromIndexSignature": true,
-    "allowUnusedLabels": false,
-    "allowUnreachableCode": false,
-    "noImplicitOverride": true
-  }
-}
-```
-
-### 7. Bundle Analysis & Performance
-
-```json
-{
-  "scripts": {
-    "analyze": "turbo run build --filter=@tpmjs/web -- --analyze",
-    "lighthouse": "lhci autorun",
-    "bundle-size": "size-limit"
-  }
-}
-```
-
-**Add:**
-- `@next/bundle-analyzer`
-- `@lhci/cli` - Lighthouse CI
-- `size-limit` - Bundle size tracking in CI
-
-### 8. Smart Dependency Management
-
-```json
-// .github/renovate.json
-{
-  "extends": ["config:base"],
-  "packageRules": [
-    {
-      "matchPackagePatterns": ["*"],
-      "matchUpdateTypes": ["minor", "patch"],
-      "groupName": "all non-major dependencies",
-      "groupSlug": "all-minor-patch"
-    }
-  ]
-}
-```
-
-**Use:** Renovate or Dependabot with auto-merge for passing tests
-
-### 9. API Documentation Generation
-
-```bash
-pnpm add -D -w typedoc typedoc-plugin-markdown
-```
-
-Auto-generate API docs from TSDoc comments that both humans and agents can read.
-
-### 10. Schema-First Development
-
-```typescript
-// packages/schemas/ - Central schema definitions
-export * from './tool-schema';
-export * from './registry-api-schema';
-export * from './event-schema';
-
-// Use Zod for runtime + type generation
-// Agents can read schemas to understand contracts
-```
-
-## Monorepo-Specific Improvements
-
-### 11. Better Local Development
-
-```typescript
-// turbo.json
-{
-  "pipeline": {
-    "dev": {
-      "cache": false,
-      "persistent": true,
-      "dependsOn": ["^build"]
-    },
-    "build": {
-      "dependsOn": ["^build"],
-      "outputs": ["dist/**", ".next/**"]
-    }
-  }
-}
-```
-
-### 12. Workspace Protocols & Constraints
-
-```yaml
-# .pnpm-workspace.yaml
-packages:
-  - 'apps/*'
-  - 'packages/*'
-
-# Add constraints
-pnpm-workspace-constraints:
-  dependencies:
-    '@tpmjs/ui': 'workspace:*'
-    '@tpmjs/utils': 'workspace:*'
-```
-
-## Recommended Final Structure
-
-```
-.
-├── .devcontainer/          # Dev containers config
-├── .github/
-│   ├── workflows/          # CI/CD
-│   └── renovate.json       # Dependency automation
-├── apps/
-│   └── web/
-├── packages/
-│   ├── cli/               # ⭐ NEW: Dev tooling
-│   ├── schemas/           # ⭐ NEW: Central schemas
-│   └── ...existing
-├── docs/
-│   ├── adr/              # ⭐ NEW: Architecture decisions
-│   ├── patterns/         # ⭐ NEW: Code patterns
-│   └── examples/         # ⭐ NEW: Working examples
-├── scripts/
-│   ├── scaffold.ts       # ⭐ NEW: Code generation
-│   └── validate-deps.ts  # ⭐ NEW: Architecture validation
-├── playwright.config.ts   # ⭐ NEW: E2E testing
-├── .lighthouserc.json    # ⭐ NEW: Performance
-└── knip.json             # ⭐ NEW: Dead code detection
-```
-
-## Priority Order for Implementation
-
-### Phase 1 (Foundation)
-1. **Knip + type-coverage** - Catch issues early
-2. **Code generation scripts** - Ensure consistency
-3. **ADR documentation structure** - Decision tracking
-
-### Phase 2 (Quality)
-4. **E2E testing with Playwright** - Full user flow coverage
-5. **Bundle analysis + performance budgets** - Keep app fast
-6. **Stricter TypeScript settings** - Catch more bugs at compile time
-
-### Phase 3 (DX)
-7. **Dev containers** - Reproducible environments
-8. **API documentation generation** - Auto-generated from code
-9. **Renovate automation** - Keep dependencies fresh
-
-## Benefits for Agent-Driven Development
-
-1. **Explicit Patterns** - Agents can reference documented patterns instead of guessing
-2. **Code Generation** - Consistent scaffolding commands agents can use
-3. **Machine-Readable Schemas** - JSON schemas help agents understand data structures
-4. **Quality Gates** - Automated checks catch agent mistakes early
-5. **Working Examples** - Agents can copy-paste-adapt proven patterns
-6. **Architecture Enforcement** - Dependency rules prevent agents from creating invalid imports
-
-## Next Steps
-
-Start with the highest ROI items:
-1. Install Knip to find dead code
-2. Set up code generation for components/packages
-3. Create docs/patterns/ with common examples
-4. Add stricter TypeScript compiler options
-5. Set up Playwright for E2E testing
-
-These changes will make the codebase more maintainable and significantly improve the experience of working with AI coding agents.
diff --git a/API_ROUTES_TIMEOUT_INVESTIGATION.md b/API_ROUTES_TIMEOUT_INVESTIGATION.md
deleted file mode 100644
index 575a6bd..0000000
--- a/API_ROUTES_TIMEOUT_INVESTIGATION.md
+++ /dev/null
@@ -1,932 +0,0 @@
-# API Routes Timeout Issue - Complete Investigation Report
-
-## Problem Statement
-
-API routes deployed to Vercel are timing out with no response. The Next.js application pages work perfectly, but all API endpoints at `/api/*` return timeouts or "Redirecting..." messages.
-
-**Affected URLs:**
-- `https://tpmjs.com/api/health` - Returns "Redirecting..."
-- `https://tpmjs.com/api/tools` - Returns "Redirecting..."
-- `https://tpmjs-1chh44d1u-tpmjs.vercel.app/api/health` - Timeouts (exit code 28)
-- `https://tpmjs-1chh44d1u-tpmjs.vercel.app/api/tools` - Timeouts (exit code 28)
-
-**Working:**
-- All page routes work correctly (e.g., `/`, `/tool/[slug]`)
-- UI navigation and client-side routing function normally
-- Local development API routes work perfectly
-
-## Environment Details
-
-### Project Structure
-- **Monorepo:** Turborepo setup with pnpm workspaces
-- **Framework:** Next.js 16.0.4 (App Router)
-- **Node Version:** 24.x (on Vercel)
-- **Deployment Platform:** Vercel
-- **Custom Domains:** tpmjs.com, www.tpmjs.com
-
-### Repository Structure
-```
-tpmjs/
-├── apps/
-│   └── web/                          # Next.js 16 App Router application
-│       ├── src/
-│       │   └── app/
-│       │       ├── api/
-│       │       │   ├── health/route.ts
-│       │       │   ├── stats/route.ts
-│       │       │   ├── tools/
-│       │       │   │   ├── route.ts
-│       │       │   │   ├── [id]/route.ts
-│       │       │   │   ├── [slug]/route.ts
-│       │       │   │   └── validate/route.ts
-│       │       │   └── sync/
-│       │       │       ├── changes/route.ts
-│       │       │       ├── keyword/route.ts
-│       │       │       └── metrics/route.ts
-│       │       ├── page.tsx
-│       │       └── tool/[slug]/page.tsx
-│       ├── next.config.ts
-│       └── vercel.json
-├── packages/
-│   ├── db/                           # Prisma client
-│   ├── types/                        # Shared TypeScript types
-│   ├── utils/                        # Utility functions
-│   ├── env/                          # Environment validation
-│   └── ui/                           # React component library
-├── vercel.json                       # Root Vercel configuration
-└── turbo.json
-```
-
-## API Route Examples
-
-### `/apps/web/src/app/api/health/route.ts`
-```typescript
-import { NextResponse } from 'next/server';
-
-export const runtime = 'nodejs';
-export const dynamic = 'force-dynamic';
-export const maxDuration = 60;
-
-/**
- * GET /api/health
- * Simple health check endpoint that doesn't touch the database
- */
-export async function GET() {
-  return NextResponse.json({
-    status: 'ok',
-    timestamp: new Date().toISOString(),
-    env: {
-      hasDatabase: !!process.env.DATABASE_URL,
-      nodeEnv: process.env.NODE_ENV,
-    },
-  });
-}
-```
-
-### `/apps/web/src/app/api/tools/route.ts`
-```typescript
-import { NextResponse } from 'next/server';
-import { prisma } from '@tpmjs/db/client';
-
-export const runtime = 'nodejs';
-export const dynamic = 'force-dynamic';
-
-export async function GET(request: Request) {
-  // ... query string parsing
-
-  const [tools, totalCount] = await Promise.all([
-    prisma.tool.findMany({
-      where,
-      orderBy: [
-        { qualityScore: 'desc' },
-        { npmDownloadsLastMonth: 'desc' },
-        { createdAt: 'desc' },
-      ],
-      take: limit,
-      skip: offset,
-    }),
-    prisma.tool.count({ where }),
-  ]);
-
-  return NextResponse.json({
-    data: tools,
-    pagination: {
-      page,
-      limit,
-      total: totalCount,
-      totalPages: Math.ceil(totalCount / limit),
-    },
-  });
-}
-```
-
-## Configuration Files
-
-### `/apps/web/next.config.ts` (Current)
-```typescript
-import type { NextConfig } from 'next';
-
-const nextConfig: NextConfig = {
-  transpilePackages: ['@tpmjs/ui', '@tpmjs/utils', '@tpmjs/db', '@tpmjs/types', '@tpmjs/env'],
-  reactStrictMode: true,
-};
-
-export default nextConfig;
-```
-
-### `/apps/web/vercel.json` (Current)
-```json
-{
-  "$schema": "https://openapi.vercel.sh/vercel.json",
-  "buildCommand": "cd ../.. && pnpm --filter=@tpmjs/web build",
-  "installCommand": "pnpm install"
-}
-```
-
-### `/vercel.json` (Root)
-```json
-{
-  "$schema": "https://openapi.vercel.sh/vercel.json",
-  "git": {
-    "deploymentEnabled": {
-      "main": true
-    }
-  },
-  "github": {
-    "silent": false,
-    "autoJobCancelation": true
-  },
-  "crons": [
-    {
-      "path": "/api/sync/changes",
-      "schedule": "*/2 * * * *"
-    },
-    {
-      "path": "/api/sync/keyword",
-      "schedule": "*/15 * * * *"
-    },
-    {
-      "path": "/api/sync/metrics",
-      "schedule": "0 * * * *"
-    }
-  ]
-}
-```
-
-## Local Build Verification
-
-### Local Build Output Structure
-```bash
-$ ls -R /Users/ajaxdavis/repos/tpmjs/tpmjs/apps/web/.next/server/app/api/
-
-health/
-stats/
-sync/
-tools/
-
-/apps/web/.next/server/app/api/health:
-route
-route.js
-route.js.map
-route.js.nft.json
-route_client-reference-manifest.js
-
-/apps/web/.next/server/app/api/stats:
-route
-route.js
-route.js.map
-route.js.nft.json
-route_client-reference-manifest.js
-
-/apps/web/.next/server/app/api/tools:
-[id]/
-[slug]/
-validate/
-route
-route.js
-route.js.map
-route.js.nft.json
-route_client-reference-manifest.js
-```
-
-### Routes Manifest Confirmation
-```bash
-$ cat /apps/web/.next/routes-manifest.json | jq '.staticRoutes[] | select(.page | contains("api"))'
-
-{
-  "page": "/api/health",
-  "regex": "^/api/health(?:/)?$",
-  "routeKeys": {},
-  "namedRegex": "^/api/health(?:/)?$"
-}
-{
-  "page": "/api/stats",
-  "regex": "^/api/stats(?:/)?$",
-  "routeKeys": {},
-  "namedRegex": "^/api/stats(?:/)?$"
-}
-{
-  "page": "/api/sync/changes",
-  "regex": "^/api/sync/changes(?:/)?$",
-  "routeKeys": {},
-  "namedRegex": "^/api/sync/changes(?:/)?$"
-}
-{
-  "page": "/api/sync/keyword",
-  "regex": "^/api/sync/keyword(?:/)?$",
-  "routeKeys": {},
-  "namedRegex": "^/api/sync/keyword(?:/)?$"
-}
-{
-  "page": "/api/sync/metrics",
-  "regex": "^/api/sync/metrics(?:/)?$",
-  "routeKeys": {},
-  "namedRegex": "^/api/sync/metrics(?:/)?$"
-}
-```
-
-### Node File Trace (NFT) Verification
-```bash
-$ cat /apps/web/.next/server/app/api/health/route.js.nft.json
-
-{
-  "version": 1,
-  "files": [
-    "../../../../../../../node_modules/.pnpm/next@16.0.4_@babel+core@7.28.5_react-dom@19.2.0_react@19.2.0__react@19.2.0/node_modules/next/dist/client/components/app-router-headers.js",
-    "../../../../../../../node_modules/.pnpm/next@16.0.4_@babel+core@7.28.5_react-dom@19.2.0_react@19.2.0__react@19.2.0/node_modules/next/dist/compiled/@opentelemetry/api/index.js",
-    // ... many more dependencies
-  ]
-}
-```
-
-**Conclusion:** API routes build correctly locally with all dependencies properly traced.
-
-## Vercel Deployment Analysis
-
-### Deployment Inspection Output
-```bash
-$ vercel inspect https://tpmjs-1chh44d1u-tpmjs.vercel.app
-
-General
-  id		dpl_2FHyiTWtBZzvT8EcohwYEZmdb8rb
-  name		tpmjs-web
-  target	production
-  status	● Ready
-  url		https://tpmjs-1chh44d1u-tpmjs.vercel.app
-  created	Fri Nov 28 2025 20:44:03 GMT+1000
-
-Aliases
-  ╶ https://www.tpmjs.com
-  ╶ https://tpmjs-web.vercel.app
-  ╶ https://tpmjs-web-tpmjs.vercel.app
-  ╶ https://tpmjs-web-git-main-tpmjs.vercel.app
-  ╶ https://tpmjs.com
-
-Builds
-  ┌ .        [0ms]
-  ├── λ tool/[slug] (562.92KB) [iad1]
-  ├── λ tool/[slug].rsc (562.92KB) [iad1]
-  ├── λ _global-error (642.48KB) [iad1]
-  ├── λ _global-error.rsc (642.48KB) [iad1]
-  ├── λ _global-error.segments/__PAGE__.segment.rsc (642.48KB) [iad1]
-  └── 56 output items hidden
-```
-
-**CRITICAL FINDING:** No API routes are listed in the build output. Only pages (`tool/[slug]`, `_global-error`, etc.) appear as serverless functions (`λ`).
-
-Expected API routes that should appear:
-- `λ api/health`
-- `λ api/tools`
-- `λ api/tools/[id]`
-- `λ api/tools/[slug]`
-- `λ api/sync/changes`
-- etc.
-
-### Testing Results
-```bash
-# Direct Vercel URL - Timeouts
-$ curl -s -m 10 https://tpmjs-1chh44d1u-tpmjs.vercel.app/api/health
-# Exit code 28 (timeout)
-
-# Custom Domain - Returns "Redirecting..."
-$ curl -s -m 10 https://tpmjs.com/api/health
-Redirecting...
-
-# Custom Domain - Returns "Redirecting..."
-$ curl -s -m 10 https://tpmjs.com/api/tools
-Redirecting...
-
-# Check redirect headers
-$ curl -I https://tpmjs.com
-HTTP/2 307
-cache-control: public, max-age=0, must-revalidate
-content-type: text/plain
-date: Fri, 28 Nov 2025 10:38:12 GMT
-location: https://www.tpmjs.com/
-server: Vercel
-```
-
-## Vercel Configuration Details
-
-### User-Confirmed Settings
-- **Root Directory:** `apps/web` (set in Vercel dashboard)
-- **DATABASE_URL:** Configured in Vercel environment variables (Production)
-- **Framework Preset:** (Unknown - needs verification)
-- **Build Output Directory:** (Unknown - using default `.next`)
-
-### Project List
-```bash
-$ vercel project ls | grep -i tpmjs
-
-tpmjs                          --                              16h       24.x
-v0-tool-registry-page          https://tpmjs.com               3d        22.x
-```
-
-**NOTE:** Two projects exist:
-1. `tpmjs` - Current project (Node 24.x)
-2. `v0-tool-registry-page` - Also has tpmjs.com domain (Node 22.x)
-
-This could indicate a domain routing conflict or outdated project.
-
-## Investigation Timeline & Attempts
-
-### Attempt 1: Remove Root-Level Redirects
-**Hypothesis:** The redirect in `/vercel.json` was intercepting API requests.
-
-**Original `/vercel.json`:**
-```json
-{
-  "redirects": [
-    {
-      "source": "/:path*",
-      "has": [
-        {
-          "type": "host",
-          "value": "www.tpmjs.com"
-        }
-      ],
-      "destination": "https://tpmjs.com/:path*",
-      "permanent": true
-    }
-  ]
-}
-```
-
-**Action:** Removed the `redirects` array from root `/vercel.json`.
-
-**Result:** ❌ API routes still timeout. Redirect rule was not the root cause.
-
-**Commit:** `9be3af7 fix(routing): move www redirect from vercel.json to Next.js config`
-
-### Attempt 2: Move Redirects to Next.js Config
-**Hypothesis:** Next.js should handle redirects after routing.
-
-**Action:** Added `async redirects()` to `apps/web/next.config.ts`:
-```typescript
-async redirects() {
-  return [
-    {
-      source: '/:path*',
-      has: [
-        {
-          type: 'host',
-          value: 'www.tpmjs.com',
-        },
-      ],
-      destination: 'https://tpmjs.com/:path*',
-      permanent: true,
-    },
-  ];
-}
-```
-
-**Result:** ❌ API routes returned "Redirecting..." instead of executing. Next.js `async redirects()` applies to ALL routes including API routes.
-
-**Commit:** `9be3af7 fix(routing): move www redirect from vercel.json to Next.js config`
-
-### Attempt 3: Exclude API Routes from Redirect
-**Hypothesis:** Use regex to exclude `/api/*` from redirects.
-
-**Action:** Modified redirect pattern:
-```typescript
-async redirects() {
-  return [
-    {
-      source: '/((?!api).*)',  // Negative lookahead to exclude /api/*
-      has: [
-        {
-          type: 'host',
-          value: 'www.tpmjs.com',
-        },
-      ],
-      destination: 'https://tpmjs.com/$1',
-      permanent: true,
-    },
-  ];
-}
-```
-
-**Result:** ❌ API routes back to timing out (not redirecting anymore, but still not working).
-
-**Commit:** `c42bfb6 fix(redirects): exclude API routes from www redirect`
-
-### Attempt 4: Remove All Redirects
-**Hypothesis:** Eliminate redirect loop causing ERR_TOO_MANY_REDIRECTS.
-
-**Action:** Removed `async redirects()` entirely from `next.config.ts`.
-
-**Result:** ✅ Redirect loop fixed. ❌ API routes still timeout.
-
-**Commit:** `b93cd42 fix: remove redirects to resolve redirect loop`
-
-### Attempt 5: Add Vercel Functions Configuration
-**Hypothesis:** Vercel needs explicit configuration to detect API routes.
-
-**Action:** Added to `apps/web/vercel.json`:
-```json
-{
-  "functions": {
-    "app/api/**/*.ts": {
-      "maxDuration": 60
-    }
-  }
-}
-```
-
-**Result:** ❌ No change. API routes still timeout.
-
-**Commit:** `748ca4d fix(api): configure Vercel functions for API routes with maxDuration`
-
-### Attempt 6: Add maxDuration to Route Files
-**Hypothesis:** Export configuration directly in route handlers.
-
-**Action:** Added to `apps/web/src/app/api/health/route.ts`:
-```typescript
-export const maxDuration = 60;
-```
-
-**Result:** ❌ No change. API routes still timeout.
-
-**Commit:** `8281f8f fix(build): disable Turbopack for Vercel deployment`
-
-### Attempt 7: Disable Turbopack
-**Hypothesis:** Turbopack (Next.js 16 default) has compatibility issues with Vercel.
-
-**Action:** Added `--webpack` flag to build command:
-```json
-{
-  "buildCommand": "cd ../.. && turbo build --filter=@tpmjs/web -- --webpack"
-}
-```
-
-**Result:** ❌ Build failed completely. Invalid flag syntax.
-
-**Commit:** `8281f8f fix(build): disable Turbopack for Vercel deployment`
-
-### Attempt 8: Simplify Build Command
-**Hypothesis:** Use direct pnpm build instead of Turbo wrapper.
-
-**Action:** Changed to:
-```json
-{
-  "buildCommand": "cd ../.. && pnpm --filter=@tpmjs/web build"
-}
-```
-
-**Result:** ⏳ Pending deployment test.
-
-**Commit:** `065196d fix(build): simplify Vercel build command`
-
-## Root Cause Analysis
-
-### What We Know FOR SURE
-
-1. ✅ **API routes build correctly locally**
-   - All 9 API routes compile to `.next/server/app/api/`
-   - NFT (Node File Trace) files are generated with proper dependencies
-   - Routes manifest includes all API routes
-
-2. ✅ **Next.js configuration is correct**
-   - `export const runtime = 'nodejs'` set correctly
-   - `export const dynamic = 'force-dynamic'` set correctly
-   - `transpilePackages` includes all workspace packages
-
-3. ✅ **Pages deploy and work perfectly**
-   - `/tool/[slug]` renders correctly
-   - Homepage loads
-   - Client-side navigation works
-
-4. ❌ **API routes are NOT deployed as serverless functions**
-   - `vercel inspect` shows NO API routes in build output
-   - Only pages appear as `λ` (lambda) functions
-   - This is the PRIMARY issue
-
-5. ❌ **Direct Vercel URLs timeout**
-   - Not just a custom domain issue
-   - Affects `*.vercel.app` URLs
-   - Exit code 28 (timeout) - no response at all
-
-6. ❌ **Custom domain shows "Redirecting..."**
-   - Even with all redirects removed from config
-   - Suggests a redirect at Vercel platform level OR DNS level
-   - Could be from the `v0-tool-registry-page` project conflict
-
-### Possible Root Causes
-
-#### Theory 1: Vercel Project Misconfiguration
-**Likelihood:** HIGH
-
-**Evidence:**
-- Two projects with same domain (`tpmjs` and `v0-tool-registry-page`)
-- Framework Preset might not be set to "Next.js"
-- Root Directory is `apps/web` but Vercel might not be detecting Next.js properly
-
-**What to Check:**
-1. Vercel Dashboard → Project Settings → General
-   - Framework Preset: Should be "Next.js"
-   - Root Directory: Should be "apps/web"
-   - Build Command: Should match vercel.json
-   - Output Directory: Should be blank (default `.next`)
-
-2. Vercel Dashboard → Domains
-   - Check if both projects have tpmjs.com
-   - Remove domain from `v0-tool-registry-page` if present
-
-3. Vercel Dashboard → Deployments → Build Logs
-   - Search for "API" or "route"
-   - Look for errors about missing functions
-   - Check if Next.js is detected correctly
-
-#### Theory 2: Monorepo Detection Issue
-**Likelihood:** MEDIUM
-
-**Evidence:**
-- Build command uses `cd ../.. && pnpm --filter=@tpmjs/web build`
-- Vercel might not be correctly detecting workspace structure
-- `transpilePackages` includes workspace packages
-
-**What to Check:**
-1. Build logs for workspace resolution errors
-2. Check if `node_modules` is being created in correct location
-3. Verify pnpm workspace configuration
-
-**Potential Fix:**
-Try setting `installCommand` to:
-```json
-{
-  "installCommand": "pnpm install --shamefully-hoist"
-}
-```
-
-#### Theory 3: Next.js 16 + Vercel Incompatibility
-**Likelihood:** MEDIUM
-
-**Evidence:**
-- Next.js 16 released recently (November 2024)
-- Turbopack is default (might have Vercel issues)
-- App Router API routes behave differently than Pages Router
-
-**What to Check:**
-1. Vercel build logs for Next.js version detection
-2. Any warnings about incompatible features
-3. Check Vercel's Next.js 16 support status
-
-**Potential Fix:**
-Downgrade to Next.js 15.x temporarily to test:
-```json
-{
-  "dependencies": {
-    "next": "^15.0.0"
-  }
-}
-```
-
-#### Theory 4: Environment Variable Issue
-**Likelihood:** LOW
-
-**Evidence:**
-- DATABASE_URL is configured
-- Pages work (they might not need env vars)
-- API routes use Prisma (requires DATABASE_URL)
-
-**What to Check:**
-1. Vercel Dashboard → Settings → Environment Variables
-   - Verify DATABASE_URL is set for Production
-   - Verify it's not blocked or empty
-   - Check if other vars are needed
-
-2. Build logs for Prisma generation errors
-
-**Potential Fix:**
-None - user confirmed DATABASE_URL is set.
-
-#### Theory 5: Build Output Issue
-**Likelihood:** MEDIUM-HIGH
-
-**Evidence:**
-- `vercel inspect` doesn't show API routes
-- Only pages are listed as functions
-- Build completes successfully (38-41 seconds)
-
-**What to Check:**
-1. Build logs: Does Next.js report building API routes?
-   - Look for "Route (app)" or "λ" indicators for API routes
-   - Compare to local build output
-
-2. Check if Vercel is using correct build output structure
-   - App Router uses `.next/server/app/`
-   - Pages Router uses `.next/server/pages/`
-
-**Potential Fix:**
-Try forcing Vercel to recognize the build:
-```json
-{
-  "builds": [
-    {
-      "src": "package.json",
-      "use": "@vercel/next"
-    }
-  ]
-}
-```
-
-(Note: `builds` is legacy, modern Next.js should auto-detect)
-
-## Recommended Next Steps
-
-### Immediate Actions (High Priority)
-
-1. **Check Vercel Project Settings**
-   - Go to Vercel Dashboard → tpmjs-web project
-   - Verify Framework Preset is "Next.js"
-   - Verify Root Directory is `apps/web`
-   - Screenshot settings for reference
-
-2. **Review Build Logs**
-   - Go to latest deployment
-   - Download complete build logs
-   - Search for:
-     - "Route (app)" - should show API routes
-     - "λ" - should show API functions
-     - "api" - any mentions
-     - Errors or warnings
-
-3. **Check Domain Configuration**
-   - Verify only ONE project has tpmjs.com domain
-   - Remove domain from `v0-tool-registry-page` project if present
-   - Check DNS settings aren't redirecting
-
-4. **Test Simple API Route**
-   - Create minimal API route:
-   ```typescript
-   // apps/web/src/app/api/test/route.ts
-   export async function GET() {
-     return new Response('Hello from API', { status: 200 });
-   }
-   ```
-   - Deploy and test
-   - If this doesn't work, confirms platform issue
-
-### Investigation Actions (Medium Priority)
-
-5. **Compare Working vs Non-Working**
-   - Find a deployment where pages DO work
-   - Compare build output between page routes and API routes
-   - Look for differences in how they're compiled
-
-6. **Test Vercel CLI Deploy**
-   - Deploy directly via CLI: `vercel --prod`
-   - Check if behavior differs from Git-based deploy
-   - Might reveal configuration issues
-
-7. **Check Vercel Function Logs**
-   - Even though functions aren't in build output, try:
-   - `vercel logs <deployment-url> --since 1h`
-   - Look for any API route invocations or errors
-
-8. **Review Turbo Configuration**
-   ```bash
-   # Check turbo.json for Next.js build config
-   cat /turbo.json
-
-   # Verify build runs correctly locally
-   pnpm --filter=@tpmjs/web build
-   ```
-
-### Alternative Approaches (If Above Fails)
-
-9. **Create New Vercel Project**
-   - Import from Git fresh
-   - Use identical settings
-   - Test if fresh project works
-
-10. **Contact Vercel Support**
-    - This may be a platform bug with Next.js 16
-    - Provide this document as context
-    - Ask specifically why API routes aren't in build output
-
-11. **Temporary Workaround**
-    - Deploy API routes separately (different service)
-    - Use Vercel proxy to route `/api/*` to separate deployment
-    - Not ideal but unblocks development
-
-## Environment Variables Needed
-
-```bash
-# Required for API routes
-DATABASE_URL="postgresql://..."
-
-# Optional (check if needed)
-NODE_ENV="production"
-NEXT_PUBLIC_*  # Any public env vars
-```
-
-## Build Commands Reference
-
-### Local Development
-```bash
-# Install dependencies
-pnpm install
-
-# Generate Prisma client
-pnpm --filter=@tpmjs/db db:generate
-
-# Run development server
-pnpm --filter=@tpmjs/web dev
-
-# Build for production
-pnpm --filter=@tpmjs/web build
-
-# Test build locally
-pnpm --filter=@tpmjs/web start
-```
-
-### Vercel Configuration
-**Current:**
-```json
-{
-  "buildCommand": "cd ../.. && pnpm --filter=@tpmjs/web build",
-  "installCommand": "pnpm install"
-}
-```
-
-**Alternative to try:**
-```json
-{
-  "buildCommand": "cd ../.. && turbo build --filter=@tpmjs/web",
-  "installCommand": "pnpm install",
-  "framework": "nextjs"
-}
-```
-
-## Key Files to Review
-
-1. `/apps/web/next.config.ts` - Next.js configuration
-2. `/apps/web/vercel.json` - Vercel app-level config
-3. `/vercel.json` - Vercel root config
-4. `/turbo.json` - Turborepo configuration
-5. `/apps/web/.next/routes-manifest.json` - Route definitions
-6. `/apps/web/.next/build-manifest.json` - Build output
-7. Vercel build logs (from dashboard)
-
-## Questions for Vercel Support
-
-If escalating to Vercel support, ask:
-
-1. Why are API routes not appearing in the build output (`vercel inspect`) when pages are deploying correctly?
-
-2. Is there a known issue with Next.js 16 App Router API routes in Turborepo monorepos?
-
-3. What's the correct way to configure `vercel.json` for a Next.js 16 app in a monorepo with custom build commands?
-
-4. Could having two projects (`tpmjs` and `v0-tool-registry-page`) with the same domain cause routing issues?
-
-5. Are there any specific requirements for deploying Next.js 16 API routes that differ from Next.js 15?
-
-## Related Documentation
-
-- [Next.js 16 Upgrade Guide](https://nextjs.org/docs/app/guides/upgrading/version-16)
-- [Vercel Next.js Deployment](https://vercel.com/docs/frameworks/nextjs)
-- [Vercel Functions Configuration](https://vercel.com/docs/functions/configuring-functions)
-- [Turborepo with Vercel](https://vercel.com/docs/monorepos/turborepo)
-- [Next.js App Router API Routes](https://nextjs.org/docs/app/api-reference/file-conventions/route)
-
-## Recent Commits Related to This Issue
-
-```
-065196d fix(build): simplify Vercel build command
-8281f8f fix(build): disable Turbopack for Vercel deployment
-748ca4d fix(api): configure Vercel functions for API routes with maxDuration
-b93cd42 fix: remove redirects to resolve redirect loop
-c42bfb6 fix(redirects): exclude API routes from www redirect
-9be3af7 fix(routing): move www redirect from vercel.json to Next.js config
-a92dfff fix(build): add workspace packages to Next.js transpilePackages
-cc6c824 fix(vercel): configure Turborepo monorepo build for apps/web
-```
-
-## ✅ CONCLUSION - ROOT CAUSE IDENTIFIED
-
-### The Real Problem
-
-**Vercel is NOT detecting this project as a Next.js application.**
-
-When Vercel doesn't detect Next.js, it:
-- Uses `@vercel/static-builder` instead of `@vercel/next`
-- Treats the deployment as a static site
-- Deploys pages (static HTML) successfully
-- **Completely drops all App Router API routes**
-- Never generates serverless functions for `/api/*` routes
-
-This explains EVERY symptom:
-- ✅ Pages work (they're static files)
-- ❌ API routes timeout (they were never deployed)
-- ❌ No `λ api/*` in build output (functions don't exist)
-- ❌ Direct Vercel URLs timeout (not a DNS issue)
-- ❌ "Redirecting..." on custom domain (wrong project owns the domain)
-
-### Why Vercel Doesn't Detect Next.js
-
-**1. Wrong Root Directory**
-- Vercel project likely has Root Directory set to `.` or empty
-- Should be exactly: `apps/web`
-- A single character difference breaks Next.js detection
-
-**2. Wrong Framework Preset**
-- When Vercel can't auto-detect Next.js (due to monorepo + wrong root)
-- It defaults to Framework Preset = "Other"
-- "Other" uses static builder, not Next.js builder
-
-**3. Domain Conflict**
-- Two projects exist: `tpmjs` and `v0-tool-registry-page`
-- Both have `tpmjs.com` domain assigned
-- Requests randomly route to wrong project
-- "Redirecting..." comes from the old project, not your code
-
-**4. Custom Build Commands**
-- Custom build commands can bypass Vercel's auto-detection
-- Should let Vercel auto-detect and use default commands
-
-### Evidence
-
-**Local build works:**
-```bash
-$ ls apps/web/.next/server/app/api/
-health/  stats/  sync/  tools/
-# All API routes compile correctly
-```
-
-**Vercel deployment missing API routes:**
-```bash
-$ vercel inspect https://tpmjs-1chh44d1u-tpmjs.vercel.app
-Builds
-  ├── λ tool/[slug]      # Pages present
-  ├── λ _global-error    # Pages present
-  └── 56 output items hidden
-# NO api/health, NO api/tools, NO api/* at all
-```
-
-This is **not a Next.js bug, not a Turborepo bug, not a code issue**.
-This is **pure Vercel project misconfiguration**.
-
-### The Fix (4 Steps, 5 Minutes)
-
-See `VERCEL_FIX_CHECKLIST.md` for detailed instructions.
-
-**Quick version:**
-1. Set Root Directory to `apps/web` (exactly)
-2. Set Framework Preset to "Next.js"
-3. Remove `tpmjs.com` domain from `v0-tool-registry-page` project
-4. Clear custom build commands (let Vercel auto-detect)
-
-**No code changes needed. Just fix Vercel dashboard settings.**
-
-### After the Fix
-
-Next deployment will show:
-```bash
-$ vercel inspect <new-deployment>
-Builds
-  ├── λ api/health
-  ├── λ api/tools
-  ├── λ api/sync/changes
-  ├── λ api/tools/[id]
-  ├── λ api/tools/[slug]
-  ├── λ tool/[slug]
-  ...
-```
-
-And API routes will work instantly:
-```bash
-$ curl https://tpmjs.com/api/health
-{"status":"ok","timestamp":"..."}
-```
-
----
-
-## Summary for ChatGPT
-
-The core issue is that **Vercel is not detecting the project as Next.js** due to incorrect Root Directory, Framework Preset set to "Other", domain conflicts between two projects, and custom build commands bypassing auto-detection.
-
-When Vercel doesn't detect Next.js, it uses a static site builder which deploys pages but **completely drops all App Router API routes** from the build. This is why pages work but all `/api/*` requests timeout - the API route serverless functions were never created.
-
-**The fix is purely configuration** - no code changes needed. Set Root Directory to `apps/web`, Framework Preset to "Next.js", remove the domain from the old project, and clear custom build commands. See `VERCEL_FIX_CHECKLIST.md` for step-by-step instructions.
diff --git a/CLAUDE.md b/CLAUDE.md
index 3c9063c..da7946e 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -678,4 +678,423 @@ API timeouts in serverless environments often stem from build configuration issu
 4. Use `vercel inspect` to verify lambda deployment
 5. Test database performance locally before deploying
 
-The full working implementation is live at [tpmjs.com](https://tpmjs.com).
\ No newline at end of file
+The full working implementation is live at [tpmjs.com](https://tpmjs.com).
+
+---
+
+## NPM Package Syncing System
+
+TPMJS.com automatically mirrors npm packages with the `tpmjs` keyword to keep the tool registry up-to-date. This section documents how the syncing system works.
+
+### Overview
+
+The sync system uses three automated strategies running on Vercel Cron to discover and update TPMJS tools:
+
+1. **Changes Feed** - Monitors npm's real-time changes feed for all package updates
+2. **Keyword Search** - Actively searches npm for packages with the `tpmjs` keyword
+3. **Metrics Sync** - Updates download stats and calculates quality scores
+
+### Sync Endpoints
+
+All sync endpoints are located in `apps/web/src/app/api/sync/`:
+
+#### 1. Changes Feed Sync (`/api/sync/changes`)
+
+**Purpose:** Monitors npm's changes feed to catch new packages and updates in real-time.
+
+**Schedule:** Every 2 minutes (`*/2 * * * *`)
+
+**How it works:**
+1. Fetches the last checkpoint sequence number from the database
+2. Calls npm's `/_changes` endpoint with `since=<lastSeq>` (limit 100 per run)
+3. For each changed package, fetches full metadata with `fetchLatestPackageWithMetadata()`
+4. Validates that the package has a valid `tpmjs` field using `validateTpmjsField()`
+5. Upserts the tool to the database with `discoveryMethod: 'changes-feed'`
+6. Updates the checkpoint with the new sequence number for next run
+
+**Key Features:**
+- Uses checkpoints to track progress and avoid reprocessing
+- Processes up to 100 changes per run to avoid timeouts
+- Logs all sync operations to `syncLog` table
+- Requires `Authorization: Bearer <CRON_SECRET>` header
+
+**Example Response:**
+```json
+{
+  "success": true,
+  "data": {
+    "processed": 5,
+    "skipped": 93,
+    "errors": 0,
+    "lastSeq": "12345678",
+    "pending": 1250,
+    "durationMs": 2834
+  }
+}
+```
+
+#### 2. Keyword Search Sync (`/api/sync/keyword`)
+
+**Purpose:** Actively searches npm for packages with the `tpmjs` keyword.
+
+**Schedule:** Every 15 minutes (`*/15 * * * *`)
+
+**How it works:**
+1. Searches npm registry for packages with keyword `tpmjs` (up to 250 results)
+2. Fetches full metadata for each package
+3. Validates the `tpmjs` field
+4. Upserts tools with `discoveryMethod: 'keyword'`
+5. Updates checkpoint with last run timestamp
+
+**Key Features:**
+- Catches packages that might be missed by changes feed
+- Useful for backfilling existing packages
+- Processes up to 250 packages per run
+
+**Example Response:**
+```json
+{
+  "success": true,
+  "data": {
+    "processed": 12,
+    "skipped": 3,
+    "errors": 0,
+    "packagesFound": 15,
+    "durationMs": 4521
+  }
+}
+```
+
+#### 3. Metrics Sync (`/api/sync/metrics`)
+
+**Purpose:** Updates download statistics and calculates quality scores for all tools.
+
+**Schedule:** Every hour (`0 * * * *`)
+
+**How it works:**
+1. Fetches all tools from the database
+2. For each tool, calls `fetchDownloadStats()` to get last 30 days of downloads
+3. Calculates quality score based on:
+   - Tier (rich = 0.6, minimal = 0.4)
+   - Downloads (logarithmic scale, max 0.3)
+   - GitHub stars (logarithmic scale, max 0.1)
+4. Updates `npmDownloadsLastMonth` and `qualityScore` fields
+
+**Quality Score Formula:**
+```typescript
+function calculateQualityScore(params: {
+  tier: string;
+  downloads: number;
+  githubStars: number;
+}): number {
+  const tierScore = tier === 'rich' ? 0.6 : 0.4;
+  const downloadsScore = Math.min(0.3, Math.log10(downloads + 1) / 10);
+  const starsScore = Math.min(0.1, Math.log10(githubStars + 1) / 10);
+  return Math.min(1.0, tierScore + downloadsScore + starsScore);
+}
+```
+
+**Example Response:**
+```json
+{
+  "success": true,
+  "data": {
+    "processed": 25,
+    "skipped": 0,
+    "errors": 0,
+    "totalTools": 25,
+    "durationMs": 8234
+  }
+}
+```
+
+### Automated Sync Configuration
+
+The sync system can run via two methods:
+
+#### Option 1: Vercel Cron (Primary)
+
+Cron jobs are configured in `vercel.json` at the repository root:
+
+```json
+{
+  "crons": [
+    {
+      "path": "/api/sync/changes",
+      "schedule": "*/2 * * * *"
+    },
+    {
+      "path": "/api/sync/keyword",
+      "schedule": "*/15 * * * *"
+    },
+    {
+      "path": "/api/sync/metrics",
+      "schedule": "0 * * * *"
+    }
+  ]
+}
+```
+
+**Pros:**
+- Native Vercel integration
+- Automatic authentication with `CRON_SECRET`
+- Same infrastructure as the app
+- No setup required (works automatically on deploy)
+
+#### Option 2: GitHub Actions (Backup)
+
+A GitHub Actions workflow (`.github/workflows/sync.yml`) provides redundancy:
+
+```yaml
+name: NPM Package Sync
+
+on:
+  schedule:
+    - cron: '*/2 * * * *'   # Changes feed
+    - cron: '*/15 * * * *'  # Keyword search
+    - cron: '0 * * * *'     # Metrics
+  workflow_dispatch:        # Manual trigger
+```
+
+**Pros:**
+- Redundancy if Vercel Cron fails
+- Manual trigger via GitHub UI
+- Free on GitHub (included in free tier)
+- Runs from GitHub's infrastructure
+
+**Setup:**
+
+1. Add secrets to GitHub repository settings:
+   - `VERCEL_PRODUCTION_URL` - Your production URL (e.g., `https://tpmjs.com`)
+   - `CRON_SECRET` - Same secret used in Vercel environment variables
+
+2. Enable GitHub Actions in repository settings
+
+3. The workflow will run automatically on schedule OR manually via:
+   - GitHub Actions tab → NPM Package Sync → Run workflow → Select sync type
+
+**Schedule Breakdown:**
+- Changes feed: Every 2 minutes (30 times per hour)
+- Keyword search: Every 15 minutes (4 times per hour)
+- Metrics: Every hour (once per hour)
+
+**Recommendation:** Use Vercel Cron as primary and GitHub Actions as backup. Both can run simultaneously - the sync endpoints are idempotent.
+
+### Database Schema
+
+The sync system uses these Prisma models:
+
+**`Tool` - The main tool registry:**
+```prisma
+model Tool {
+  id                   String   @id @default(cuid())
+  npmPackageName       String   @unique
+  npmVersion           String
+  npmDownloadsLastMonth Int     @default(0)
+  qualityScore         Float?
+  discoveryMethod      String   // 'changes-feed' | 'keyword'
+  tier                 String   // 'minimal' | 'rich'
+  // ... other fields
+
+  @@index([qualityScore])
+  @@index([npmDownloadsLastMonth])
+}
+```
+
+**`SyncCheckpoint` - Tracks sync progress:**
+```prisma
+model SyncCheckpoint {
+  id         String @id @default(cuid())
+  source     String @unique // 'changes-feed' | 'keyword-search' | 'metrics'
+  checkpoint Json   // { lastSeq: string, lastRun: string, ... }
+}
+```
+
+**`SyncLog` - Records all sync operations:**
+```prisma
+model SyncLog {
+  id        String   @id @default(cuid())
+  source    String
+  status    String   // 'success' | 'partial' | 'error'
+  processed Int
+  skipped   Int
+  errors    Int
+  message   String?
+  metadata  Json?
+  createdAt DateTime @default(now())
+}
+```
+
+### Manual Sync Triggers
+
+To manually trigger a sync (useful for testing or debugging):
+
+```bash
+# Trigger changes feed sync
+curl -X POST https://tpmjs.com/api/sync/changes \
+  -H "Authorization: Bearer $CRON_SECRET"
+
+# Trigger keyword search
+curl -X POST https://tpmjs.com/api/sync/keyword \
+  -H "Authorization: Bearer $CRON_SECRET"
+
+# Trigger metrics update
+curl -X POST https://tpmjs.com/api/sync/metrics \
+  -H "Authorization: Bearer $CRON_SECRET"
+```
+
+**Note:** You need the `CRON_SECRET` environment variable set in Vercel. The endpoints return 401 Unauthorized without it.
+
+### Monitoring Sync Health
+
+Check sync logs in the database:
+
+```typescript
+// Get recent sync operations
+const recentSyncs = await prisma.syncLog.findMany({
+  orderBy: { createdAt: 'desc' },
+  take: 20,
+});
+
+// Check last successful sync for each source
+const checkpoints = await prisma.syncCheckpoint.findMany();
+```
+
+**Sync Log Example:**
+```json
+{
+  "id": "clx...",
+  "source": "changes-feed",
+  "status": "success",
+  "processed": 5,
+  "skipped": 93,
+  "errors": 0,
+  "message": "Successfully processed 5 packages",
+  "metadata": {
+    "durationMs": 2834,
+    "lastSeq": "12345678",
+    "pending": 1250
+  },
+  "createdAt": "2025-11-30T12:00:00Z"
+}
+```
+
+### Error Handling
+
+All sync endpoints follow this error handling pattern:
+
+1. **Partial Success:** If some packages fail but others succeed, status is `partial`
+2. **Complete Failure:** If the entire sync fails, status is `error`
+3. **Error Messages:** First 3 errors are included in the response
+4. **Logging:** All operations are logged to `syncLog` regardless of success
+
+**Example Partial Failure:**
+```json
+{
+  "success": true,
+  "data": {
+    "processed": 5,
+    "skipped": 2,
+    "errors": 3,
+    "durationMs": 5234
+  }
+}
+```
+
+The sync log will contain:
+```json
+{
+  "status": "partial",
+  "message": "Processed with errors: Failed to process pkg1: Network timeout; Failed to process pkg2: Invalid tpmjs field; ..."
+}
+```
+
+### Configuration
+
+Required environment variables in Vercel:
+
+```bash
+# Database connection
+DATABASE_URL="postgresql://..."
+
+# Cron job authentication
+CRON_SECRET="your-secret-key"
+```
+
+**Important:** Vercel Cron automatically adds the `Authorization: Bearer $CRON_SECRET` header when calling the endpoints. No manual configuration needed.
+
+### Performance Considerations
+
+**Timeouts:**
+- All sync routes have `maxDuration: 300` (5 minutes)
+- Changes feed processes max 100 packages per run to avoid timeouts
+- Keyword search processes max 250 packages per run
+- Metrics sync processes all tools but runs only once per hour
+
+**Rate Limiting:**
+- npm API has rate limits - be cautious when testing manually
+- Vercel Cron jobs run from Vercel's infrastructure (different IP than dev)
+- Consider implementing exponential backoff for npm API errors
+
+**Cold Starts:**
+- First request to each sync endpoint may be slow due to Prisma initialization
+- Subsequent requests are faster with warm Prisma Client
+- This is acceptable for background cron jobs
+
+### Debugging Sync Issues
+
+**Check if cron jobs are running:**
+
+```bash
+# View recent deployments
+vercel ls
+
+# Check logs for a specific deployment
+vercel logs <deployment-url>
+
+# Filter for sync-related logs
+vercel logs <deployment-url> | grep sync
+```
+
+**Common issues:**
+
+1. **"Unauthorized" errors:** Check that `CRON_SECRET` is set in Vercel environment variables
+2. **Timeouts:** Reduce batch size in changes feed (currently 100)
+3. **Missing packages:** Check `syncLog` for errors during processing
+4. **Stale data:** Verify metrics sync is running every hour
+
+**Test sync locally:**
+
+```bash
+# Start dev server
+pnpm dev --filter=@tpmjs/web
+
+# Trigger sync (requires CRON_SECRET in .env.local)
+curl -X POST http://localhost:3000/api/sync/changes \
+  -H "Authorization: Bearer $CRON_SECRET"
+```
+
+### Package Discovery Flow
+
+Here's how a new TPMJS tool gets discovered:
+
+1. **Developer publishes package to npm** with `tpmjs` keyword and `tpmjs` field in package.json
+2. **Within 2 minutes:** Changes feed sync picks it up from npm's `/_changes` endpoint
+3. **Validation:** `validateTpmjsField()` checks that the `tpmjs` field meets requirements
+4. **Database Insert:** Tool is upserted with initial data
+5. **Within 1 hour:** Metrics sync updates download stats and calculates quality score
+6. **Visible on tpmjs.com:** Tool appears in search results and category pages
+
+**Backup Discovery:** If changes feed misses a package, the keyword search (every 15 minutes) will catch it.
+
+### Future Improvements
+
+Potential enhancements to the sync system:
+
+- [ ] Add webhook endpoint for instant npm package notifications
+- [ ] Implement exponential backoff for npm API rate limits
+- [ ] Add Slack/Discord notifications for sync failures
+- [ ] Create admin dashboard to monitor sync health
+- [ ] Support GitHub stars syncing (requires GitHub API integration)
+- [ ] Add sync metrics to Vercel Analytics
+- [ ] Implement differential sync to reduce database writes
\ No newline at end of file
diff --git a/DEPLOYMENT.md b/DEPLOYMENT.md
index 914560e..dd4d51c 100644
--- a/DEPLOYMENT.md
+++ b/DEPLOYMENT.md
@@ -167,7 +167,7 @@ Not needed for Option 1 (Deployment Protection).
 Add to README.md to show CI status:
 
 ```markdown
-[![CI](https://github.com/YOUR_ORG/YOUR_REPO/actions/workflows/ci.yml/badge.svg)](https://github.com/YOUR_ORG/YOUR_REPO/actions/workflows/ci.yml)
+[![CI](https://github.com/tpmjs/tpmjs/actions/workflows/ci.yml/badge.svg)](https://github.com/tpmjs/tpmjs/actions/workflows/ci.yml)
 ```
 
 ## Summary
diff --git a/HOW_TO_PUBLISH_A_TOOL.md b/HOW_TO_PUBLISH_A_TOOL.md
new file mode 100644
index 0000000..9ef0fc4
--- /dev/null
+++ b/HOW_TO_PUBLISH_A_TOOL.md
@@ -0,0 +1,424 @@
+# How to Publish a TPMJS Tool
+
+This guide shows you how to create and publish an AI tool that will be automatically discovered and listed on tpmjs.com.
+
+## Quick Start
+
+1. Create a new NPM package
+2. Add `"tpmjs"` to the `keywords` array in package.json
+3. Add a `tpmjs` field with your tool's metadata
+4. Publish to NPM
+5. Your tool will automatically appear on tpmjs.com within 15 minutes
+
+## Step-by-Step Guide
+
+### 1. Create Your NPM Package
+
+Create a standard NPM package with your tool implementation:
+
+```bash
+mkdir my-awesome-tool
+cd my-awesome-tool
+npm init -y
+```
+
+### 2. Add the Required Keyword
+
+In your `package.json`, add `"tpmjs"` to the keywords array:
+
+```json
+{
+  "name": "@yourname/my-awesome-tool",
+  "version": "1.0.0",
+  "keywords": ["tpmjs", "ai", "other-keywords"],
+  ...
+}
+```
+
+**Important:** The `"tpmjs"` keyword is REQUIRED for automatic discovery!
+
+### 3. Add TPMJS Metadata
+
+Add a `tpmjs` field to your `package.json` with your tool's metadata. There are three tiers:
+
+#### Tier 1: Minimal (Required Fields Only)
+
+The bare minimum to get listed:
+
+```json
+{
+  "tpmjs": {
+    "category": "text-analysis",
+    "description": "A concise description of what your tool does"
+  }
+}
+```
+
+**Required fields:**
+- `category` - One of: `text-analysis`, `code-generation`, `data-processing`, `image-generation`, `audio-processing`, `search`, `integration`, `other`
+- `description` - Clear description of what the tool does (1-3 sentences)
+
+#### Tier 2: Basic (Recommended)
+
+Add parameter and return type information:
+
+```json
+{
+  "tpmjs": {
+    "category": "text-analysis",
+    "description": "Analyzes sentiment in text and returns a score",
+    "parameters": [
+      {
+        "name": "text",
+        "type": "string",
+        "description": "The text to analyze",
+        "required": true
+      },
+      {
+        "name": "language",
+        "type": "string",
+        "description": "Language code (e.g., 'en', 'es')",
+        "required": false,
+        "default": "en"
+      }
+    ],
+    "returns": {
+      "type": "SentimentResult",
+      "description": "Object containing score (-1 to 1) and label (positive/negative/neutral)"
+    }
+  }
+}
+```
+
+#### Tier 3: Rich (Full Documentation)
+
+Complete metadata for maximum visibility:
+
+```json
+{
+  "tpmjs": {
+    "category": "text-analysis",
+    "description": "Advanced sentiment analysis with emotion detection",
+    "parameters": [
+      {
+        "name": "text",
+        "type": "string",
+        "description": "The text to analyze",
+        "required": true
+      },
+      {
+        "name": "language",
+        "type": "string",
+        "description": "Language code",
+        "required": false,
+        "default": "en"
+      },
+      {
+        "name": "includeEmotions",
+        "type": "boolean",
+        "description": "Whether to include emotion breakdown",
+        "required": false,
+        "default": false
+      }
+    ],
+    "returns": {
+      "type": "SentimentResult",
+      "description": "Object with score, label, and optional emotions array"
+    },
+    "env": [
+      {
+        "name": "SENTIMENT_API_KEY",
+        "description": "API key for sentiment analysis service",
+        "required": true
+      }
+    ],
+    "frameworks": ["vercel-ai", "langchain"],
+    "aiAgent": {
+      "useCase": "Use this tool when users need to analyze sentiment in text, detect emotions, or understand the tone of customer feedback, reviews, or social media posts.",
+      "limitations": "Only supports English and Spanish. Maximum 10,000 characters per request.",
+      "examples": [
+        "Analyze customer review sentiment",
+        "Detect emotions in user feedback",
+        "Monitor social media sentiment"
+      ]
+    }
+  }
+}
+```
+
+### 4. Implement Your Tool
+
+Write your tool's implementation. Here's the example from `@tpmjs/createblogpost`:
+
+```typescript
+// src/index.ts
+export interface BlogPostOptions {
+  title: string;
+  author: string;
+  content: string;
+  tags?: string[];
+  format?: 'markdown' | 'mdx';
+  excerpt?: string;
+}
+
+export interface BlogPost {
+  frontmatter: {
+    title: string;
+    author: string;
+    date: string;
+    tags: string[];
+    excerpt?: string;
+    slug: string;
+    wordCount: number;
+    readingTime: number;
+  };
+  content: string;
+  formattedOutput: string;
+}
+
+export async function createBlogPost(options: BlogPostOptions): Promise<BlogPost> {
+  // Your implementation here
+  const { title, author, content, tags = [], format = 'markdown', excerpt } = options;
+
+  // Validate inputs
+  if (!title || !author || !content) {
+    throw new Error('Title, author, and content are required');
+  }
+
+  // Process and return result
+  return {
+    frontmatter: { /* ... */ },
+    content,
+    formattedOutput: '...'
+  };
+}
+
+export default createBlogPost;
+```
+
+### 5. Build and Publish
+
+Build your package and publish to NPM:
+
+```bash
+# Build your package
+npm run build
+
+# Publish to NPM
+npm publish --access public
+```
+
+### 6. Verification
+
+Your tool will be automatically discovered through:
+
+1. **Keyword Search** - Runs every 15 minutes, searches NPM for `"tpmjs"`
+2. **Changes Feed** - Monitors NPM publishes in real-time (every 2 minutes)
+
+After publishing, your tool should appear on https://tpmjs.com within 15 minutes!
+
+You can verify by searching: https://tpmjs.com/api/tools?q=yourpackagename
+
+## Real Example: @tpmjs/createblogpost
+
+Here's the complete `package.json` from the published example:
+
+```json
+{
+  "name": "@tpmjs/createblogpost",
+  "version": "0.2.0",
+  "description": "A tool for creating structured blog posts with AI-generated content",
+  "type": "module",
+  "keywords": ["tpmjs", "blog", "content", "ai", "writing"],
+  "exports": {
+    ".": {
+      "types": "./dist/index.d.ts",
+      "default": "./dist/index.js"
+    }
+  },
+  "files": ["dist"],
+  "scripts": {
+    "build": "tsup",
+    "dev": "tsup --watch",
+    "type-check": "tsc --noEmit"
+  },
+  "publishConfig": {
+    "access": "public"
+  },
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/ajaxdavis/tpmjs.git",
+    "directory": "packages/tools/createBlogPost"
+  },
+  "homepage": "https://tpmjs.com",
+  "license": "MIT",
+  "tpmjs": {
+    "category": "text-analysis",
+    "description": "Creates structured blog posts with customizable frontmatter, content sections, and SEO metadata. Supports multiple output formats including Markdown and MDX.",
+    "parameters": [
+      {
+        "name": "title",
+        "type": "string",
+        "description": "The title of the blog post",
+        "required": true
+      },
+      {
+        "name": "author",
+        "type": "string",
+        "description": "The author of the blog post",
+        "required": true
+      },
+      {
+        "name": "content",
+        "type": "string",
+        "description": "The main content of the blog post",
+        "required": true
+      },
+      {
+        "name": "tags",
+        "type": "string[]",
+        "description": "Array of tags for categorization",
+        "required": false,
+        "default": []
+      },
+      {
+        "name": "format",
+        "type": "'markdown' | 'mdx'",
+        "description": "Output format for the blog post",
+        "required": false,
+        "default": "markdown"
+      },
+      {
+        "name": "excerpt",
+        "type": "string",
+        "description": "Short excerpt or summary of the post",
+        "required": false
+      }
+    ],
+    "returns": {
+      "type": "BlogPost",
+      "description": "A structured blog post object with frontmatter, content, and metadata including slug, wordCount, readingTime, and formattedOutput"
+    },
+    "frameworks": ["vercel-ai", "langchain"],
+    "aiAgent": {
+      "useCase": "Use this tool when users need to generate blog posts, articles, or structured content with proper frontmatter and metadata. Ideal for content management systems, static site generators, and documentation sites.",
+      "limitations": "Does not include AI content generation - you must provide the content. Only formats and structures existing content.",
+      "examples": [
+        "Create a blog post about TypeScript best practices",
+        "Generate a tutorial post with code examples",
+        "Format an article with SEO metadata"
+      ]
+    }
+  }
+}
+```
+
+## Field Reference
+
+### Required Fields (Tier 1 - Minimal)
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `category` | string | Tool category (see categories below) |
+| `description` | string | Clear description (1-3 sentences) |
+
+### Optional Fields (Tier 2 - Basic)
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `parameters` | array | Array of parameter objects |
+| `returns` | object | Return type information |
+
+### Optional Fields (Tier 3 - Rich)
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `env` | array | Required environment variables |
+| `frameworks` | array | Compatible frameworks |
+| `aiAgent` | object | AI agent integration info |
+
+### Categories
+
+Choose one of these for the `category` field:
+
+- `text-analysis` - NLP, sentiment, summarization
+- `code-generation` - Code generation and transformation
+- `data-processing` - Data manipulation and transformation
+- `image-generation` - Image creation and editing
+- `audio-processing` - Audio/speech processing
+- `search` - Search and retrieval
+- `integration` - Third-party integrations
+- `other` - Anything else
+
+### Environment Variables
+
+If your tool requires environment variables:
+
+```json
+"env": [
+  {
+    "name": "OPENAI_API_KEY",
+    "description": "API key for OpenAI services",
+    "required": true
+  },
+  {
+    "name": "API_ENDPOINT",
+    "description": "Custom API endpoint URL",
+    "required": false,
+    "default": "https://api.example.com"
+  }
+]
+```
+
+## Quality Score
+
+Your tool gets a quality score based on:
+
+- **Tier**: Rich (1.0) > Basic (0.5) > Minimal (0.25)
+- **Downloads**: Logarithmic scale based on monthly NPM downloads
+- **GitHub Stars**: Logarithmic scale based on repository stars
+
+Higher scores = better visibility on tpmjs.com!
+
+## Tips for Success
+
+1. **Use descriptive names** - Make your package name clear and searchable
+2. **Complete metadata** - Tier 3 (Rich) tools get 4x the base score
+3. **Good documentation** - Add documentation URL to package.json homepage or repository fields
+4. **Active maintenance** - Regular updates boost download counts
+5. **AI-friendly descriptions** - Write the `aiAgent.useCase` field as guidance for AI agents
+
+## Testing Locally
+
+Before publishing, you can validate your `tpmjs` field using the validation schema:
+
+```bash
+# In the tpmjs monorepo
+pnpm --filter=@tpmjs/types test
+```
+
+Or manually check the structure matches the examples above.
+
+## Troubleshooting
+
+**Tool not appearing after 15 minutes?**
+- Check that you added `"tpmjs"` to keywords
+- Verify your `tpmjs` field has required fields (category, description)
+- Check the NPM package is public: `npm view yourpackage`
+
+**Tool showing as "minimal" tier?**
+- Add `parameters` and `returns` fields for Basic tier
+- Add all Rich tier fields for maximum visibility
+
+**Want to force a sync?**
+You can manually trigger a sync (requires auth):
+```bash
+curl -X POST "https://tpmjs.com/api/sync/keyword" \
+  -H "Authorization: Bearer YOUR_CRON_SECRET"
+```
+
+## Support
+
+Questions or issues?
+- File an issue: https://github.com/ajaxdavis/tpmjs/issues
+- Check the API: https://tpmjs.com/api/tools
diff --git a/IMPLEMENTATION_CHECKLIST.md b/IMPLEMENTATION_CHECKLIST.md
deleted file mode 100644
index f5afd62..0000000
--- a/IMPLEMENTATION_CHECKLIST.md
+++ /dev/null
@@ -1,782 +0,0 @@
-# TPMJS NPM Registry - Implementation Checklist
-
-> **Reference:** See [NPM_MIRROR.md](./NPM_MIRROR.md) for complete architecture details
-
-**Stack Decision:** Vercel + Neon + Vercel Cron (polling-based sync)
-
----
-
-## 🎯 Implementation Strategy
-
-### Architecture Simplification
-
-**Original Plan (NPM_MIRROR.md):**
-- Separate Node.js sync service with persistent changes feed connection
-- Self-hosted PostgreSQL
-- More complex deployment
-
-**Revised Plan (This Checklist):**
-- All-in-one Next.js app on Vercel
-- Neon Postgres (serverless)
-- Vercel Cron for sync jobs (polling-based, no persistent connections)
-- Simpler, faster to ship
-
-### Why This Approach?
-
-✅ **Simpler Infrastructure**
-- One deployment (Vercel)
-- Managed database (Neon)
-- Built-in cron (Vercel Cron)
-
-✅ **Lower Cost**
-- No separate sync service hosting
-- Neon free tier generous
-- Vercel free/hobby tier sufficient for MVP
-
-✅ **Same Functionality**
-- Poll NPM changes feed every 1-2 minutes (effectively real-time)
-- All discovery features from NPM_MIRROR.md maintained
-- Quality scoring, validation, etc. all work the same
-
----
-
-## 📋 Phase 1: Foundation (Week 1)
-
-**Goal:** Set up database, types, and NPM client
-
-### 1.1 Database Setup
-
-- [ ] **Create Neon project**
-  - Go to https://neon.tech/
-  - Create new project
-  - Save connection string
-
-- [ ] **Create `packages/db` package**
-  ```bash
-  mkdir -p packages/db
-  cd packages/db
-  pnpm init
-  pnpm add prisma @prisma/client
-  pnpm add -D typescript @types/node
-  ```
-
-- [ ] **Initialize Prisma**
-  ```bash
-  npx prisma init
-  ```
-
-- [ ] **Create Prisma schema**
-  - Copy schema from NPM_MIRROR.md Database Design section
-  - File: `packages/db/prisma/schema.prisma`
-  - Include all three models: `Tool`, `SyncCheckpoint`, `SyncLog`
-
-- [ ] **Add database URL to `.env`**
-  ```env
-  DATABASE_URL="postgresql://..."
-  ```
-
-- [ ] **Run first migration**
-  ```bash
-  npx prisma migrate dev --name init
-  npx prisma generate
-  ```
-
-- [ ] **Create Prisma client singleton**
-  - File: `packages/db/src/client.ts`
-  ```typescript
-  import { PrismaClient } from '@prisma/client';
-
-  const globalForPrisma = globalThis as unknown as {
-    prisma: PrismaClient | undefined;
-  };
-
-  export const prisma = globalForPrisma.prisma ?? new PrismaClient();
-
-  if (process.env.NODE_ENV !== 'production') {
-    globalForPrisma.prisma = prisma;
-  }
-  ```
-
-- [ ] **Export from package**
-  - File: `packages/db/src/index.ts`
-  ```typescript
-  export { prisma } from './client';
-  export * from '@prisma/client';
-  ```
-
-- [ ] **Update package.json**
-  ```json
-  {
-    "name": "@tpmjs/db",
-    "main": "./src/index.ts",
-    "types": "./src/index.ts"
-  }
-  ```
-
-- [ ] **Seed initial sync state**
-  ```sql
-  INSERT INTO sync_checkpoints (source, checkpoint)
-  VALUES
-    ('changes-feed', '{"sequence": 0}'::jsonb),
-    ('keyword-search', '{"lastRun": null}'::jsonb),
-    ('metrics', '{"lastRun": null}'::jsonb)
-  ON CONFLICT (source) DO NOTHING;
-  ```
-
-**Verification:**
-```bash
-cd packages/db
-npx prisma studio  # Should open DB browser with empty tables
-```
-
----
-
-### 1.2 Types Package
-
-**Reference:** See NPM_MIRROR.md "The 'tpmjs' Field Schema" section
-
-- [ ] **Update `packages/types/src/tool.ts`**
-  - Add `TpmjsMinimalSchema` with Zod
-  - Add `TpmjsRichSchema` extending minimal
-  - Export both schemas and inferred types
-
-- [ ] **Create validation helper**
-  - File: `packages/types/src/validator.ts`
-  ```typescript
-  export function validateTpmjsField(tpmjs: unknown): {
-    valid: boolean;
-    tier: 'minimal' | 'rich' | null;
-    data?: unknown;
-    errors?: ZodError[];
-  }
-  ```
-
-- [ ] **Update exports**
-  - File: `packages/types/src/index.ts`
-  - Export all schemas and validators
-
-**Verification:**
-```typescript
-import { validateTpmjsField } from '@tpmjs/types';
-
-const result = validateTpmjsField({
-  category: 'web-scraping',
-  description: 'Test description that is long enough',
-  example: 'const x = await tool.test()'
-});
-
-console.log(result); // Should be { valid: true, tier: 'minimal', ... }
-```
-
----
-
-### 1.3 NPM Client Package
-
-**Reference:** See NPM_MIRROR.md "NPM Integration Strategy" section
-
-- [ ] **Create `packages/npm-client`**
-  ```bash
-  mkdir -p packages/npm-client/src
-  cd packages/npm-client
-  pnpm init
-  pnpm add zod
-  pnpm add -D typescript @types/node
-  ```
-
-- [ ] **Implement changes feed client**
-  - File: `packages/npm-client/src/changes.ts`
-  ```typescript
-  export async function fetchChanges(since: string, limit = 100): Promise<{
-    results: Array<{ id: string; seq: string }>;
-    lastSeq: string;
-  }>
-  ```
-  - Use endpoint: `https://replicate.npmjs.com/registry/_changes`
-  - Poll-based (no EventSource needed)
-
-- [ ] **Implement keyword search**
-  - File: `packages/npm-client/src/search.ts`
-  ```typescript
-  export async function searchByKeyword(
-    keyword: string,
-    size = 250,
-    from = 0
-  ): Promise<Array<{ name: string }>>
-  ```
-  - Use endpoint: `/-/v1/search?text=keywords:${keyword}`
-
-- [ ] **Implement package metadata fetcher**
-  - File: `packages/npm-client/src/package.ts`
-  ```typescript
-  export async function fetchPackageMetadata(packageName: string): Promise<{
-    name: string;
-    'dist-tags': { latest: string };
-    versions: Record<string, {
-      version: string;
-      description?: string;
-      tpmjs?: unknown;
-      // ... other fields
-    }>;
-    time: Record<string, string>;
-  } | null>
-  ```
-  - Use endpoint: `https://registry.npmjs.org/${packageName}`
-
-- [ ] **Implement download stats**
-  - File: `packages/npm-client/src/stats.ts`
-  ```typescript
-  export async function fetchDownloadStats(
-    packageName: string
-  ): Promise<number>
-  ```
-  - Use endpoint: `https://api.npmjs.org/downloads/point/last-month/${packageName}`
-
-- [ ] **Implement GitHub stats** (optional Phase 4)
-  - File: `packages/npm-client/src/github.ts`
-  ```typescript
-  export async function fetchGithubStars(
-    repoUrl: string
-  ): Promise<number>
-  ```
-
-- [ ] **Add rate limiting helper**
-  - File: `packages/npm-client/src/rate-limiter.ts`
-  - Simple delay between requests
-  - Exponential backoff on 429
-
-- [ ] **Export all functions**
-  - File: `packages/npm-client/src/index.ts`
-
-**Verification:**
-```typescript
-import { fetchPackageMetadata } from '@tpmjs/npm-client';
-
-const pkg = await fetchPackageMetadata('express');
-console.log(pkg?.name); // Should print 'express'
-```
-
----
-
-## 📋 Phase 2: Core API Routes (Week 2)
-
-**Goal:** Build public API for searching/listing tools
-
-### 2.1 Tool Search/List API
-
-**Reference:** See NPM_MIRROR.md "API Routes" section
-
-- [ ] **Create `apps/web/src/app/api/tools/route.ts`**
-  - Implement `GET` handler
-  - Query params: `q`, `category`, `official`, `limit`, `offset`
-  - Use Prisma to query `tools` table
-  - Return paginated results with metadata
-
-- [ ] **Add full-text search**
-  - Use Postgres `ts_vector` for search
-  - Or simple `ILIKE` for MVP
-  - Search across: `npmPackageName`, `description`, `tags`
-
-- [ ] **Add filtering**
-  - By `category`
-  - By `isOfficial`
-  - By `tier` (optional)
-
-- [ ] **Add sorting**
-  - Default: `qualityScore DESC`, `npmDownloadsLastMonth DESC`
-  - Optional: `createdAt DESC`, `npmPackageName ASC`
-
-**Verification:**
-```bash
-curl "http://localhost:3001/api/tools?q=web&limit=5"
-# Should return JSON with tools array and pagination
-```
-
----
-
-### 2.2 Tool Detail API
-
-- [ ] **Create `apps/web/src/app/api/tools/[id]/route.ts`**
-  - Implement `GET` handler
-  - Accept ID or package name
-  - Return full tool details
-
-**Verification:**
-```bash
-curl "http://localhost:3001/api/tools/1"
-# Should return single tool object
-```
-
----
-
-### 2.3 Validation API
-
-- [ ] **Create `apps/web/src/app/api/tools/validate/route.ts`**
-  - Implement `POST` handler
-  - Accept JSON body with `tpmjs` field
-  - Use `@tpmjs/types` validator
-  - Return validation result with errors
-
-**Verification:**
-```bash
-curl -X POST http://localhost:3001/api/tools/validate \
-  -H "Content-Type: application/json" \
-  -d '{"category":"web-scraping","description":"Test tool for validation","example":"const x = await tool.test()"}'
-# Should return { valid: true, tier: "minimal" }
-```
-
----
-
-### 2.4 Stats API
-
-- [ ] **Create `apps/web/src/app/api/stats/route.ts`**
-  - Implement `GET` handler
-  - Aggregate counts by category
-  - Total tools, official tools, etc.
-
-**Verification:**
-```bash
-curl "http://localhost:3001/api/stats"
-# Should return { totalTools: 0, officialTools: 0, categories: {} }
-```
-
----
-
-## 📋 Phase 3: Sync Workers (Week 2-3)
-
-**Goal:** Implement automatic NPM package discovery
-
-**Reference:** See NPM_MIRROR.md "NPM Integration Strategy" section
-
-### 3.1 Changes Feed Sync
-
-- [ ] **Create `apps/web/src/app/api/sync/changes/route.ts`**
-
-- [ ] **Implement POST handler**
-  ```typescript
-  export async function POST(request: Request) {
-    // 1. Verify CRON_SECRET header
-    // 2. Get last sequence from sync_checkpoints
-    // 3. Fetch changes from NPM (limit 100-500)
-    // 4. For each change:
-    //    - Fetch package metadata
-    //    - Check for tpmjs field
-    //    - Validate with @tpmjs/types
-    //    - Upsert to tools table
-    //    - Log to sync_logs
-    // 5. Update checkpoint with new sequence
-    // 6. Return summary (processed, skipped, errors)
-  }
-  ```
-
-- [ ] **Add secret protection**
-  ```typescript
-  const secret = request.headers.get('x-cron-secret');
-  if (secret !== process.env.CRON_SECRET) {
-    return new Response('Unauthorized', { status: 401 });
-  }
-  ```
-
-- [ ] **Add timeout protection**
-  - Limit processing to 50 packages per run
-  - Or 50 seconds max execution time
-  - Save checkpoint frequently
-
-- [ ] **Add error handling**
-  - Try/catch around each package
-  - Log errors to `sync_logs`
-  - Continue processing other packages
-
-**Verification:**
-```bash
-curl -X POST http://localhost:3001/api/sync/changes \
-  -H "x-cron-secret: your-secret"
-# Should process changes and return summary
-```
-
----
-
-### 3.2 Keyword Search Sync
-
-- [ ] **Create `apps/web/src/app/api/sync/keyword/route.ts`**
-
-- [ ] **Implement POST handler**
-  ```typescript
-  export async function POST(request: Request) {
-    // 1. Verify CRON_SECRET header
-    // 2. Search NPM for keyword 'tpmjs-tool'
-    // 3. For each result:
-    //    - Fetch package metadata
-    //    - Validate tpmjs field
-    //    - Upsert with isOfficial=true
-    //    - Log to sync_logs
-    // 4. Update checkpoint
-    // 5. Return summary
-  }
-  ```
-
-- [ ] **Handle pagination**
-  - NPM allows `size` up to 250
-  - May need multiple requests for all results
-
-**Verification:**
-```bash
-curl -X POST http://localhost:3001/api/sync/keyword \
-  -H "x-cron-secret: your-secret"
-# Should search and process keyword packages
-```
-
----
-
-### 3.3 Metrics Sync (Phase 4)
-
-- [ ] **Create `apps/web/src/app/api/sync/metrics/route.ts`**
-
-- [ ] **Implement POST handler**
-  ```typescript
-  export async function POST(request: Request) {
-    // 1. Verify CRON_SECRET
-    // 2. Select tools to update (recent, popular, or sample)
-    // 3. For each tool:
-    //    - Fetch NPM download stats
-    //    - Fetch GitHub stars (if repo exists)
-    //    - Calculate quality score
-    //    - Update tools table
-    // 4. Update checkpoint
-    // 5. Return summary
-  }
-  ```
-
-**Verification:**
-```bash
-curl -X POST http://localhost:3001/api/sync/metrics \
-  -H "x-cron-secret: your-secret"
-# Should update metrics for tools
-```
-
----
-
-### 3.4 Vercel Cron Configuration
-
-- [ ] **Add to `vercel.json`**
-  ```json
-  {
-    "crons": [
-      {
-        "path": "/api/sync/changes",
-        "schedule": "*/2 * * * *"
-      },
-      {
-        "path": "/api/sync/keyword",
-        "schedule": "*/15 * * * *"
-      },
-      {
-        "path": "/api/sync/metrics",
-        "schedule": "0 * * * *"
-      }
-    ]
-  }
-  ```
-
-- [ ] **Set up environment variables in Vercel**
-  - `DATABASE_URL` - Neon connection string
-  - `CRON_SECRET` - Generate random secret
-  - `NPM_REGISTRY_URL` - https://registry.npmjs.org
-  - `NPM_CHANGES_URL` - https://replicate.npmjs.com/registry
-
----
-
-## 📋 Phase 4: Frontend Integration (Week 3)
-
-**Goal:** Replace mock data with real API calls
-
-### 4.1 Update Tool Listing Page
-
-- [ ] **Update `apps/web/src/app/tools/page.tsx`**
-  - Remove mock data import
-  - Fetch from `/api/tools`
-  - Add loading state
-  - Add error handling
-
-- [ ] **Add search functionality**
-  - Search input component
-  - Debounced API calls
-  - Update URL with search params
-
-- [ ] **Add category filter**
-  - Category dropdown/pills
-  - Filter API calls by category
-
-- [ ] **Add pagination**
-  - Next/previous buttons
-  - Or infinite scroll
-
-**Verification:**
-- Visit http://localhost:3001/tools
-- Should show real tools from database
-- Search should work
-- Filters should work
-
----
-
-### 4.2 Update Tool Detail Page
-
-- [ ] **Update `apps/web/src/app/tools/[id]/page.tsx`**
-  - Fetch from `/api/tools/[id]`
-  - Display all tool metadata
-  - Show rich tier fields if available
-
-- [ ] **Add install instructions**
-  - npm install command
-  - Usage example from `tpmjs.example`
-
-- [ ] **Add links**
-  - NPM package page
-  - GitHub repository
-  - Documentation
-  - Playground (if available)
-
-**Verification:**
-- Visit http://localhost:3001/tools/some-package
-- Should show full tool details
-
----
-
-### 4.3 Update Homepage
-
-**Reference:** See NPM_MIRROR.md for stats display
-
-- [ ] **Update stats in hero section**
-  - Fetch from `/api/stats`
-  - Show real tool count
-  - Show category breakdown
-
-- [ ] **Update live metrics**
-  - Real download counts
-  - Real tool counts
-  - Update frequently (client-side polling or static)
-
-**Verification:**
-- Visit http://localhost:3001
-- Stats should be real, not mock
-
----
-
-## 📋 Phase 5: Testing & Polish (Week 4)
-
-### 5.1 Create Test Packages
-
-- [ ] **Publish 3-5 real NPM packages with `tpmjs` field**
-  - At least one with minimal tier
-  - At least one with rich tier
-  - Use `tpmjs-tool` keyword for official listing
-
-- [ ] **Verify automatic discovery**
-  - Wait for next sync run
-  - Check they appear in database
-  - Check they appear on website
-
----
-
-### 5.2 Documentation
-
-- [ ] **Create docs section**
-  - `apps/web/src/app/docs/page.tsx`
-  - Getting started guide
-  - Schema reference
-  - Examples
-
-- [ ] **Add validation playground**
-  - `apps/web/src/app/docs/validate/page.tsx`
-  - Form to test `tpmjs` field
-  - Real-time validation feedback
-  - Uses `/api/tools/validate`
-
----
-
-### 5.3 CLI Tool (Optional)
-
-- [ ] **Create `packages/cli`**
-  - Command: `tpmjs validate`
-  - Reads local `package.json`
-  - Validates `tpmjs` field
-  - Calls `/api/tools/validate`
-
----
-
-### 5.4 Monitoring
-
-- [ ] **Add health endpoint**
-  - `apps/web/src/app/api/health/route.ts`
-  - Check database connectivity
-  - Check sync status (last run times)
-
-- [ ] **Set up uptime monitoring**
-  - Use UptimeRobot or Better Stack
-  - Monitor `/api/health`
-  - Alert if down or sync stale
-
-- [ ] **Add error tracking**
-  - Set up Sentry for Next.js
-  - Track API errors
-  - Track sync errors
-
-**Verification:**
-```bash
-curl http://localhost:3001/api/health
-# Should return { status: "ok", db: "ok", sync: { ... } }
-```
-
----
-
-## 📋 Phase 6: Launch (Week 5)
-
-### 6.1 Pre-Launch Checklist
-
-- [ ] **Database**
-  - ✓ Prisma schema deployed
-  - ✓ Indexes created
-  - ✓ Backups enabled in Neon
-
-- [ ] **Environment Variables**
-  - ✓ All secrets in Vercel
-  - ✓ `CRON_SECRET` set
-  - ✓ `DATABASE_URL` set
-
-- [ ] **API Routes**
-  - ✓ All endpoints working
-  - ✓ Rate limiting added (optional)
-  - ✓ Error handling complete
-
-- [ ] **Sync Workers**
-  - ✓ Changes feed running every 2 min
-  - ✓ Keyword search running every 15 min
-  - ✓ Checkpoints updating correctly
-
-- [ ] **Frontend**
-  - ✓ All pages loading real data
-  - ✓ Search working
-  - ✓ Mobile responsive
-
-- [ ] **Monitoring**
-  - ✓ Health check endpoint live
-  - ✓ Uptime monitoring active
-  - ✓ Error tracking active
-
----
-
-### 6.2 Launch Steps
-
-- [ ] **Deploy to production**
-  ```bash
-  git push origin main
-  # Vercel auto-deploys
-  ```
-
-- [ ] **Verify deployment**
-  - Check all pages load
-  - Check API endpoints work
-  - Check cron jobs run
-
-- [ ] **Publish announcement**
-  - Tweet/post about TPMJS
-  - Explain how to add `tpmjs` field
-  - Share validation endpoint
-
-- [ ] **Monitor for 24 hours**
-  - Watch error logs
-  - Check sync is working
-  - Fix any issues
-
----
-
-## 📋 Phase 7: Post-Launch (Ongoing)
-
-### Enhancements
-
-- [ ] **Semantic search**
-  - Add embeddings to tools table
-  - Use OpenAI/Cohere for semantic search
-
-- [ ] **Usage analytics**
-  - Track tool views
-  - Track search queries
-  - Popular tools widget
-
-- [ ] **Tool recommendations**
-  - "Similar tools" section
-  - "You might also like"
-
-- [ ] **GitHub Actions**
-  - Validate `tpmjs` field in CI
-  - Auto-comment validation results
-
-- [ ] **NPM webhooks**
-  - Listen for package updates
-  - Immediate sync (instead of polling)
-
----
-
-## 🎯 Success Criteria
-
-Check these metrics after launch:
-
-### Week 1
-- [ ] 10+ official tools listed
-- [ ] All sync jobs running successfully
-- [ ] Zero API errors
-
-### Month 1
-- [ ] 50+ official tools
-- [ ] 5+ package authors using TPMJS
-- [ ] <200ms API response time (p95)
-
-### Month 3
-- [ ] 200+ tools
-- [ ] 20+ package authors
-- [ ] Community contributions
-
-### Month 6
-- [ ] 1000+ tools
-- [ ] 50+ active package authors
-- [ ] Established as go-to AI tool registry
-
----
-
-## 🔄 Ongoing Maintenance
-
-Weekly:
-- [ ] Check sync logs for errors
-- [ ] Review new tools for quality
-- [ ] Update documentation
-
-Monthly:
-- [ ] Database optimization (indexes, vacuum)
-- [ ] Review and adjust quality scoring
-- [ ] Update NPM_MIRROR.md with learnings
-
----
-
-## 📚 Key Documents
-
-**Read frequently during implementation:**
-
-1. **NPM_MIRROR.md** - Complete architecture reference
-   - Database schema
-   - API specifications
-   - Validation rules
-   - Quality scoring
-   - All examples
-
-2. **This checklist** - Implementation order and verification steps
-
-3. **Plan file** - `.claude/plans/goofy-inventing-stearns.md` - Detailed planning notes
-
----
-
-## 🚀 Ready to Build
-
-This checklist is your complete implementation guide. Work through it phase by phase, checking off items as you go.
-
-**Start with Phase 1, Step 1.1** and work sequentially. Each step has verification instructions to ensure it's working before moving on.
-
-Good luck! 🎉
diff --git a/LAUNCH_REVIEW.md b/LAUNCH_REVIEW.md
new file mode 100644
index 0000000..38d77b8
--- /dev/null
+++ b/LAUNCH_REVIEW.md
@@ -0,0 +1,331 @@
+# TPMJS Launch Review & Checklist
+
+**STATUS: COMPLETED** - All critical issues have been fixed.
+
+A comprehensive review of all public-facing content for Hacker News launch readiness.
+
+---
+
+## Executive Summary
+
+**Overall Readiness: 7/10 - Needs Work Before Launch**
+
+The website has excellent technical content and professional design, but fails the "5-second test" - a first-time visitor cannot quickly understand what TPMJS is or why they need it. The documentation is strong for existing users but assumes too much prior knowledge about AI agents and tooling.
+
+### Critical Issues (Must Fix)
+1. **Landing page doesn't explain what TPMJS is** - Hero section uses jargon without definition
+2. **"Tool" vs "Package" never defined** - Core concepts assumed, not explained
+3. **Knowledge gaps** - Assumes familiarity with AI agents, Zod, semantic search
+4. **Category inconsistency** - HOW_TO_PUBLISH and NPM_MIRROR have different category lists
+5. **NPM_MIRROR.md conflicts with other docs** - Appears outdated, creates confusion
+
+### What's Working Well
+- Publishing guide (HOW_TO_PUBLISH_A_TOOL.md) is excellent
+- How It Works page has great technical depth
+- Developer testimonials are concrete with real metrics
+- No obvious AI-generated language on website
+- Code examples are practical and well-placed
+
+---
+
+## The 5-Second Test: FAILED
+
+**Question:** Can a developer understand what TPMJS is within 5 seconds of landing on the homepage?
+
+**Answer:** No.
+
+### What They See First
+```
+TOOL REGISTRY FOR AI AGENTS
+Discover, share, and integrate tools that give your agents superpowers
+```
+
+### What's Missing
+- What is a "tool" in this context?
+- What is an "AI agent"?
+- Why would I use this vs npm directly?
+- Is this a package manager? A marketplace? An SDK?
+
+### The "Aha Moment" is Unclear
+A visitor still doesn't know:
+- WHO should use TPMJS (tool builders? agent developers? both?)
+- WHEN they would use it (at development time? runtime?)
+- HOW it differs from regular npm packages
+- WHY they can't just install packages normally
+
+---
+
+## Page-by-Page Clarity Ratings
+
+| Page | Clarity | Human Feel | Issues |
+|------|---------|------------|--------|
+| **Landing Page** | 5/10 | Yes | No 5-second explanation, jargon-heavy |
+| **Hero Section** | 3/10 | Yes | "Tool registry" undefined, circular language |
+| **Problem Section** | 7/10 | Yes | Best section - concrete pain points |
+| **Vision Section** | 5/10 | Yes | "Semantic search" unexplained |
+| **Developer Stories** | 7/10 | Yes | Good metrics, but code unexplained |
+| **Publish Section** | 6/10 | Yes | Assumes visitor is a tool builder |
+| **How It Works** | 9/10 | Excellent | Minor density issues |
+| **FAQ** | 8/10 | Yes | Missing some common questions |
+| **Publish Guide** | 8.5/10 | Yes | Tier system could be clearer upfront |
+| **Spec Page** | 8.5/10 | Yes | Assumes Zod/AI SDK knowledge |
+| **Docs Page** | 9/10 | Excellent | Overwhelming length |
+| **SDK Page** | 8.5/10 | Yes | Assumes Vercel AI SDK familiarity |
+| **Privacy** | 8/10 | Yes | Hardcoded email address |
+| **Terms** | 8/10 | Yes | Hardcoded date |
+
+---
+
+## Documentation Clarity Ratings
+
+| Document | Clarity | Necessary | Critical Issues |
+|----------|---------|-----------|-----------------|
+| README.md | 8/10 | YES | Missing "what is TPMJS" explanation |
+| HOW_TO_PUBLISH_A_TOOL.md | 9/10 | YES | Minor - excellent overall |
+| DEPLOYMENT.md | 8/10 | YES | Confusing exit code explanation |
+| QUALITY-GATES.md | 7/10 | OPTIONAL | Could merge into README |
+| MANUAL_TOOLS.md | 8.5/10 | YES | Good for maintainers |
+| NPM_MIRROR.md | 6.5/10 | **REMOVE** | **Conflicts with other docs, appears outdated** |
+
+---
+
+## Knowledge Gaps (Things Visitors Won't Understand)
+
+### Not Explained Anywhere
+1. **What is an "AI Agent"?** - The entire site assumes you know this
+2. **What is a "Tool" vs a "Package"?** - Used interchangeably, never defined
+3. **Why semantic search matters** - Just says "semantic" without explaining benefit
+4. **What frameworks are supported** - Mentioned in FAQ but not prominently
+5. **The Package → Tool relationship** - Can one package have multiple tools?
+
+### Assumed Technical Knowledge
+- Zod schemas (used throughout, never introduced)
+- AI SDK tool format (referenced as "standard" but what standard?)
+- esm.sh and Deno sandboxing (mentioned in How It Works)
+- BM25 ranking algorithm (mentioned in docs)
+
+### Missing Use Cases
+- "Use TPMJS when..." section doesn't exist
+- No comparison to alternatives (why not just npm?)
+- No "before/after" showing the problem solved
+
+---
+
+## Human-Written Assessment
+
+### Reads Like Human: YES ✓
+- Developer stories use specific metrics ("500 lines to 3")
+- Technical explanations show genuine understanding
+- Problem section addresses real pain points
+- No buzzword soup or meaningless marketing phrases
+
+### Minor AI-Sounding Phrases Found
+| Location | Phrase | Issue |
+|----------|--------|-------|
+| NPM_MIRROR.md:7 | "automated NPM-integrated registry" | Marketing speak |
+| NPM_MIRROR.md:27 | "✨ Listed automatically" | Emoji in technical doc |
+| NPM_MIRROR.md:500 | "Built with ❤️" | Remove emoji |
+| HOW_TO_PUBLISH:389 | "AI-friendly descriptions" | Vague - what makes it "AI-friendly"? |
+| Vision Section | "gives agents superpowers" | Metaphor without substance |
+
+---
+
+## Critical Inconsistencies Found
+
+### Category Lists Don't Match
+**HOW_TO_PUBLISH_A_TOOL.md says:**
+```
+text-analysis, code-generation, data-processing,
+image-generation, audio-processing, search, integration, other
+```
+
+**NPM_MIRROR.md says:**
+```
+web-scraping, data-processing, file-operations, communication,
+database, api-integration, image-processing, text-analysis,
+automation, ai-ml, security, monitoring
+```
+
+**These are completely different!** Which is correct?
+
+### Quality Score Formula Conflicts
+- HOW_TO_PUBLISH: "Tier: Rich (1.0) > Basic (0.5) > Minimal (0.25)"
+- MANUAL_TOOLS: "Rich tier tools get 4x quality score multiplier"
+- NPM_MIRROR: Different formula entirely
+
+### Field Names Inconsistent
+- `exportName` used in MANUAL_TOOLS but not in HOW_TO_PUBLISH
+- Deprecated fields (`parameters`, `returns`) mentioned but unclear when deprecated
+
+---
+
+## Hardcoded Values to Fix
+
+| File | Issue | Line |
+|------|-------|------|
+| FAQ, Privacy, Terms | `thomasalwyndavis@gmail.com` hardcoded | Multiple |
+| Privacy, Terms | Date "December 14, 2025" hardcoded | Multiple |
+| Changelog page | Package list hardcoded in code | ~95-110 |
+| Developer Stories | Fictional company names (Support.ai, DocFlow) | homePageData.ts |
+
+---
+
+## Launch Checklist
+
+### Must Fix Before Launch (Blocking) - ALL DONE ✓
+
+- [x] **Rewrite hero section** to explain TPMJS in one sentence
+  - Current: "TOOL REGISTRY FOR AI AGENTS"
+  - Suggested: "TPMJS lets AI agents discover and use npm packages as tools at runtime. Publish once to npm, get discovered automatically."
+
+- [x] **Add "What is TPMJS?" section** to landing page
+  - Define: What is an AI agent?
+  - Define: What is a "tool" in this context?
+  - Explain: Why not just use npm directly?
+  - Show: 3-step "how it works" visual
+
+- [x] **Reconcile category lists** between docs (deleted NPM_MIRROR.md)
+  - Pick one canonical list
+  - Update all docs to match
+  - Add categories to types package
+
+- [x] **Delete or archive NPM_MIRROR.md** (deleted)
+  - Conflicts with HOW_TO_PUBLISH
+  - Appears to be old design doc, not current state
+  - Move to `/docs/internal/` if historical value
+
+- [x] **Fix hardcoded values** (emails → hello@tpmjs.com, dates → December 2024)
+  - Email addresses → environment variable
+  - Dates → dynamic or remove
+  - Package lists → generated from filesystem
+
+### Should Fix (High Priority) - MOSTLY DONE
+
+- [x] **Add "Use TPMJS when..." section** to landing page (covered in "What is TPMJS?" section)
+  - List concrete scenarios: "Building a chatbot that needs web access"
+  - "Agent that processes different file formats"
+  - "Tool that should be discoverable by other agents"
+
+- [x] **Explain Package vs Tool distinction** (covered in "What is TPMJS?" section)
+  - Add glossary or definitions section
+  - Clarify: 1 package can have N tools
+
+- [x] **Add framework compatibility section** (mentioned in hero and publish sections)
+  - Which AI frameworks work with TPMJS?
+  - Are there adapters needed?
+  - Show code for each framework
+
+- [ ] **Simplify developer stories code**
+  - Current code snippet unexplained:
+    ```js
+    const agent = new Agent({ tools: await tpmjs.search(...) })
+    ```
+  - Add: Where does `Agent` come from? What's happening here?
+
+- [x] **Add README context** (completely rewritten with clear explanation)
+  - What is TPMJS for?
+  - Link to tpmjs.com
+  - Explain discovery mechanism
+
+### Nice to Have (Post-Launch)
+
+- [ ] Add video walkthrough (30-60 seconds)
+- [ ] Interactive playground link from homepage
+- [ ] "Compare to alternatives" section
+- [ ] Case studies with real company names
+- [ ] Quick links sidebar for docs page
+- [ ] Status badges for each quality gate
+
+---
+
+## Recommended Hero Section Rewrite
+
+### Current
+```
+TOOL REGISTRY FOR AI AGENTS
+Discover, share, and integrate tools that give your agents superpowers
+The registry for AI tools
+```
+
+### Suggested
+```
+MAKE YOUR AI AGENT SMARTER
+TPMJS connects your AI agent to 2,500+ npm packages at runtime.
+No config files. No manual imports. Just describe what you need.
+
+"Find me a tool that can scrape websites" → Your agent gets web-scraper
+"I need to process markdown" → Your agent gets markdown-formatter
+
+Publish your npm package → It's discoverable by every AI agent in 15 minutes.
+```
+
+This version:
+- Explains what it DOES (connects agents to npm packages)
+- Shows HOW it works (natural language → tool)
+- States the VALUE (no config, automatic discovery)
+- Gives concrete examples
+
+---
+
+## Recommended "What is TPMJS?" Section
+
+Add after hero, before featured tools:
+
+```markdown
+## What is TPMJS?
+
+**The Problem:** AI agents need tools (web scraping, file processing, API calls)
+but developers must manually configure each one. As the ecosystem grows,
+this becomes unmanageable.
+
+**The Solution:** TPMJS is a registry that automatically discovers npm packages
+designed for AI agents. Agents can search for tools by description and load them
+at runtime.
+
+**For Tool Builders:** Add `tpmjs` keyword to your package.json.
+Your tool appears on tpmjs.com within 15 minutes.
+
+**For Agent Developers:** Use semantic search to find tools:
+```javascript
+import { searchRegistry } from '@tpmjs/sdk';
+const tools = await searchRegistry('send emails and slack messages');
+// Returns: email-sender, slack-notifier, ...
+```
+
+**One registry. Thousands of tools. Zero configuration.**
+```
+
+---
+
+## Final Assessment
+
+### Ready for Launch?
+**Not yet.** The core product is solid but messaging fails first-time visitors.
+
+### Estimated Fixes
+- Hero rewrite: 30 minutes
+- "What is TPMJS?" section: 1 hour
+- Category reconciliation: 1 hour
+- Hardcoded values: 30 minutes
+- README updates: 30 minutes
+- NPM_MIRROR cleanup: 15 minutes
+
+**Total: ~4 hours of work**
+
+### After Fixes
+The site will be launch-ready. The technical content is excellent - it just needs a better front door.
+
+---
+
+## Appendix: Positive Highlights
+
+Things that are already great and should NOT change:
+
+1. **How It Works page** - Excellent technical depth, clear structure
+2. **Publishing guide** - Best-in-class documentation, real examples
+3. **Problem section** - Concrete pain points, relatable issues
+4. **Spec page** - Clear field reference, good validation info
+5. **SDK documentation** - Quick start is excellent
+6. **Code examples throughout** - Practical, copy-pasteable
+7. **Visual design** - Clean, professional, developer-focused
+8. **Quality scoring explanation** - Transparent, well-documented
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..7d72b03
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2024-2025 TPMJS
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/MANUAL_TOOLS.md b/MANUAL_TOOLS.md
new file mode 100644
index 0000000..fe27e30
--- /dev/null
+++ b/MANUAL_TOOLS.md
@@ -0,0 +1,293 @@
+# Manual Tools Registry
+
+## Overview
+
+This system allows TPMJS to include high-quality tools that don't follow the standard `tpmjs` field specification in their package.json. These tools are manually curated and synced to the database.
+
+## Why Manual Tools?
+
+Some excellent tools (like Vercel's code execution, Exa search, Firecrawl, etc.) don't include the `tpmjs` field in their package.json. Rather than wait for these package maintainers to adopt the spec, we manually curate metadata for these tools.
+
+## Architecture
+
+### Files
+
+1. **`manual-tools.ts`** - The registry of manually curated tools
+2. **`sync-manual-tools.ts`** - Script to sync manual tools to database
+3. **`MANUAL_TOOLS.md`** - This documentation
+
+### How It Works
+
+1. **Manual Tool Registry** (`manual-tools.ts`)
+   - Exports a `manualTools` array with metadata for each tool
+   - Each entry includes npm package name, export name, category, description, parameters, etc.
+   - Follows the same schema as the standard `tpmjs` field
+
+2. **Sync Script** (`sync-manual-tools.ts`)
+   - Fetches latest package metadata from npm
+   - Combines npm metadata with manual metadata
+   - Upserts Package + Tool records to database
+   - Marks tools with `discoveryMethod: 'manual'`
+
+3. **Database Storage**
+   - Manual tools stored in same `packages` and `tools` tables as auto-discovered tools
+   - No special handling needed in API or frontend
+   - `discoveryMethod: 'manual'` field distinguishes them
+
+## Adding a New Manual Tool
+
+### Step 1: Add to Registry
+
+Edit `manual-tools.ts` and add a new entry:
+
+```typescript
+{
+  npmPackageName: 'example-package',
+  category: 'search',
+  frameworks: ['vercel-ai'],
+  exportName: 'exampleTool',
+  description: 'A clear, concise description of what this tool does',
+
+  // Optional but recommended for 'rich' tier
+  parameters: [
+    {
+      name: 'query',
+      type: 'string',
+      description: 'The search query',
+      required: true,
+    },
+  ],
+
+  returns: {
+    type: 'array',
+    description: 'Array of search results',
+  },
+
+  aiAgent: {
+    useCase: 'Use when you need to search for X',
+    limitations: 'Rate limits apply',
+    examples: [
+      'Search for current news',
+      'Find specific information',
+    ],
+  },
+
+  // Environment variables
+  env: [
+    {
+      name: 'EXAMPLE_API_KEY',
+      description: 'API key for the service',
+      required: true,
+    },
+  ],
+
+  // Additional metadata
+  tags: ['search', 'web'],
+  docsUrl: 'https://example.com/docs',
+  apiKeyUrl: 'https://example.com/api-keys',
+  websiteUrl: 'https://example.com',
+}
+```
+
+### Step 2: Run Sync Script
+
+```bash
+# From repository root
+pnpm tsx sync-manual-tools.ts
+```
+
+This will:
+1. Fetch the package from npm
+2. Create/update Package record
+3. Create/update Tool record(s)
+4. Set `discoveryMethod: 'manual'`
+
+### Step 3: Verify
+
+Check that the tool appears on tpmjs.com:
+
+```bash
+# Start dev server
+pnpm dev --filter=@tpmjs/web
+
+# Visit http://localhost:3000/tool/tool-search
+# Search for your package name
+```
+
+## Multi-Tool Packages
+
+If a package exports multiple tools, add multiple entries with the same `npmPackageName` but different `exportName`:
+
+```typescript
+{
+  npmPackageName: 'firecrawl-aisdk',
+  exportName: 'scrapeTool',
+  description: 'Scrape websites...',
+  // ...
+},
+{
+  npmPackageName: 'firecrawl-aisdk',
+  exportName: 'searchTool',
+  description: 'Search the web...',
+  // ...
+},
+{
+  npmPackageName: 'firecrawl-aisdk',
+  exportName: 'crawlTool',
+  description: 'Crawl entire websites...',
+  // ...
+},
+```
+
+## Tier Calculation
+
+Tools are automatically assigned a tier:
+
+- **Rich tier**: Has `parameters` OR `returns` OR `aiAgent` fields
+- **Minimal tier**: Only has basic metadata
+
+Rich tier tools get 4x quality score multiplier, so add detailed metadata when possible.
+
+## Maintenance
+
+### Updating Manual Tools
+
+1. Edit the entry in `manual-tools.ts`
+2. Run `pnpm tsx sync-manual-tools.ts`
+3. The upsert will update existing records
+
+### Removing Manual Tools
+
+1. Remove the entry from `manual-tools.ts`
+2. Manually delete from database OR wait for metrics sync to mark as stale
+
+### Version Updates
+
+The sync script automatically fetches the latest version from npm unless you specify `npmVersion` in the manual tool entry.
+
+## Production Deployment
+
+### Option 1: Manual Sync on Deploy
+
+Add to your deployment workflow:
+
+```yaml
+# .github/workflows/deploy.yml
+- name: Sync manual tools
+  run: pnpm tsx sync-manual-tools.ts
+  env:
+    DATABASE_URL: ${{ secrets.DATABASE_URL }}
+```
+
+### Option 2: Scheduled Sync
+
+Create a cron job or GitHub Action to sync periodically:
+
+```yaml
+# .github/workflows/sync-manual.yml
+name: Sync Manual Tools
+
+on:
+  schedule:
+    - cron: '0 0 * * 0'  # Weekly on Sunday
+  workflow_dispatch:      # Manual trigger
+
+jobs:
+  sync:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: pnpm/action-setup@v2
+      - uses: actions/setup-node@v4
+        with:
+          node-version: '20'
+          cache: 'pnpm'
+      - run: pnpm install
+      - run: pnpm tsx sync-manual-tools.ts
+        env:
+          DATABASE_URL: ${{ secrets.DATABASE_URL }}
+```
+
+### Option 3: API Endpoint
+
+Create a sync endpoint (similar to keyword/changes sync):
+
+```typescript
+// apps/web/src/app/api/sync/manual/route.ts
+import { manualTools } from '@/manual-tools';
+// ... sync logic
+
+export async function POST(request: Request) {
+  // Verify CRON_SECRET
+  // Run manual sync
+  // Return results
+}
+```
+
+## Currently Included Manual Tools
+
+As of this documentation:
+
+- **ai-sdk-tool-code-execution** - Vercel Sandbox code execution
+- **@exalabs/ai-sdk** - Exa web search
+- **@parallel-web/ai-sdk-tools** - Parallel search and extraction (2 tools)
+- **ctx-zip** - MCP + Vercel Sandbox integration
+- **@perplexity-ai/ai-sdk** - Perplexity search
+- **@tavily/ai-sdk** - Tavily web research
+- **firecrawl-aisdk** - Firecrawl scraping, search, crawling (3 tools)
+- **bedrock-agentcore** - AWS Bedrock code interpreter and browser (2 tools)
+- **@superagent-ai/ai-sdk** - Superagent security tools (3 tools)
+- **@valyu/ai-sdk** - Valyu domain-specific search tools (8 tools)
+
+**Total: 24 manually curated tools across 10 packages**
+
+## FAQ
+
+### Why not just ask package maintainers to add the tpmjs field?
+
+We should! But:
+1. Some packages are from large companies (Vercel, AWS, etc.) with slow adoption cycles
+2. We want these tools available on TPMJS now
+3. Manual curation lets us provide better metadata than package authors might
+
+### Will manual tools be replaced by auto-discovered ones?
+
+Yes! If a package adds a proper `tpmjs` field, the auto-discovery sync will update it with `discoveryMethod: 'keyword'` or `'changes-feed'`. Manual entries can then be removed from `manual-tools.ts`.
+
+### Can I mix manual and auto-discovered tools from the same package?
+
+Yes. If a package has some tools in the `tpmjs` field but is missing others, you can manually add the missing ones. The sync scripts will coexist peacefully.
+
+### How do I know if a tool is manually curated?
+
+Check the `discoveryMethod` field in the database:
+- `'manual'` = Manually curated
+- `'keyword'` = Auto-discovered via keyword search
+- `'changes-feed'` = Auto-discovered via npm changes feed
+
+## Best Practices
+
+1. **Complete Metadata** - Provide as much metadata as possible for rich tier
+2. **Accurate Descriptions** - Tool descriptions should be clear and specific
+3. **AI-Friendly** - Write `aiAgent.useCase` as guidance for LLMs
+4. **Keep Updated** - Periodically check if packages have added native `tpmjs` support
+5. **Link to Docs** - Always include `docsUrl` when available
+6. **API Key URLs** - Include `apiKeyUrl` for tools requiring authentication
+
+## Contributing
+
+To contribute new manual tools:
+
+1. Fork the repository
+2. Add your tool to `manual-tools.ts`
+3. Test with `pnpm tsx sync-manual-tools.ts`
+4. Open a pull request with:
+   - Why this tool should be included
+   - Link to the npm package
+   - Screenshot of it working in TPMJS
+
+## Related Documentation
+
+- [HOW_TO_PUBLISH_A_TOOL.md](./HOW_TO_PUBLISH_A_TOOL.md) - Standard tpmjs field spec
+- [CLAUDE.md](./CLAUDE.md) - General project documentation
+- [packages/types/src/tpmjs.ts](./packages/types/src/tpmjs.ts) - TypeScript schema definitions
diff --git a/NPM_MIRROR.md b/NPM_MIRROR.md
deleted file mode 100644
index 61d05cb..0000000
--- a/NPM_MIRROR.md
+++ /dev/null
@@ -1,500 +0,0 @@
-# TPMJS NPM-Integrated Registry Architecture
-
-> **Automated tool discovery from NPM with zero-click submission**
-
-## Vision
-
-Transform TPMJS from a manual directory into an **automated NPM-integrated registry** where package authors simply publish to NPM with a `tpmjs` field in their `package.json` and their tools are discovered and listed within seconds—no manual submission, no forms, no waiting.
-
-## Quick Start for Package Authors
-
-```json
-{
-  "name": "my-awesome-tool",
-  "version": "1.0.0",
-  "keywords": ["tpmjs-tool"],
-  "tpmjs": {
-    "category": "web-scraping",
-    "description": "Extract product data from e-commerce websites with ease",
-    "example": "const data = await scraper.extract('https://shop.com')"
-  }
-}
-```
-
-```bash
-npm publish
-# ✨ Listed automatically within 15 minutes (keyword) or seconds (changes feed)
-```
-
----
-
-## Architecture Overview
-
-```
-NPM Ecosystem
-    ↓
-Changes Feed + Keyword Search
-    ↓
-Package Validator (Zod)
-    ↓
-PostgreSQL Database
-    ↓
-Next.js API Routes
-    ↓
-TPMJS Web App
-```
-
-### Core Components
-
-1. **NPM Sync Service** (Node.js) - Monitors NPM registry for new packages
-2. **PostgreSQL Database** - Stores validated tool metadata
-3. **Next.js API** - Serves tool data with search/filtering
-4. **Web Frontend** - Browse, search, and discover tools
-
----
-
-## Discovery Mechanism: Hybrid Approach
-
-### Method 1: Keyword Search (Official)
-- Search NPM for packages with `tpmjs-tool` keyword
-- Runs every 15 minutes via cron
-- Packages marked as "Official"
-
-### Method 2: Changes Feed (Automatic)
-- Monitors `replicate.npmjs.com/registry/_changes` in real-time
-- Detects packages with `tpmjs` field instantly
-- Packages marked as "Community" (unless they also have keyword)
-
-### Why Hybrid?
-- **Keywords** = Clear opt-in, queryable, respects NPM conventions
-- **Changes Feed** = Real-time, catches packages without keywords
-- **Together** = Best discoverability with fallback
-
----
-
-## The "tpmjs" Field: Tiered Schema
-
-### Minimal Tier (Required)
-
-```json
-{
-  "tpmjs": {
-    "category": "web-scraping",
-    "description": "Extract structured data from websites using CSS selectors",
-    "example": "const data = await tool.scrape({ url: 'https://example.com', selector: '.price' })"
-  }
-}
-```
-
-**Categories:**
-- web-scraping
-- data-processing
-- file-operations
-- communication
-- database
-- api-integration
-- image-processing
-- text-analysis
-- automation
-- ai-ml
-- security
-- monitoring
-
-### Rich Tier (Optional)
-
-Extend with any of these optional fields:
-
-```json
-{
-  "tpmjs": {
-    // ... Required fields ...
-
-    "parameters": [
-      {
-        "name": "url",
-        "type": "string",
-        "description": "Target URL to scrape",
-        "required": true
-      }
-    ],
-    "returns": {
-      "type": "object",
-      "description": "Extracted data matching the selector"
-    },
-    "authentication": {
-      "required": false,
-      "type": "api-key",
-      "envVar": "SCRAPER_API_KEY",
-      "docsUrl": "https://docs.example.com/auth"
-    },
-    "pricing": {
-      "model": "freemium",
-      "freeLimit": "100 requests/month",
-      "paidUrl": "https://example.com/pricing"
-    },
-    "frameworks": ["vercel-ai", "langchain", "llamaindex"],
-    "links": {
-      "documentation": "https://docs.example.com",
-      "playground": "https://example.com/try",
-      "repository": "https://github.com/user/repo"
-    },
-    "tags": ["web", "scraping", "html", "css"],
-    "status": "stable",
-    "aiAgent": {
-      "useCase": "Use when agent needs to extract data from websites",
-      "limitations": "Cannot handle JavaScript-heavy SPAs"
-    }
-  }
-}
-```
-
----
-
-## Database Schema
-
-### Tools Table
-
-```sql
-CREATE TABLE tools (
-  -- NPM Metadata
-  npm_package_name VARCHAR(214) UNIQUE NOT NULL,
-  npm_version VARCHAR(50) NOT NULL,
-  npm_published_at TIMESTAMP NOT NULL,
-  npm_description TEXT,
-  npm_repository JSONB,
-  npm_homepage TEXT,
-  npm_license VARCHAR(50),
-
-  -- TPMJS Metadata
-  category VARCHAR(50) NOT NULL,
-  description TEXT NOT NULL,
-  example TEXT NOT NULL,
-  parameters JSONB,
-  authentication JSONB,
-  pricing JSONB,
-  frameworks TEXT[],
-  links JSONB,
-  tags TEXT[],
-  status VARCHAR(20),
-
-  -- Discovery
-  discovery_method VARCHAR(20) NOT NULL, -- 'keyword' | 'changes-feed'
-  is_official BOOLEAN DEFAULT false,
-  tier VARCHAR(20) NOT NULL, -- 'minimal' | 'rich'
-
-  -- Metrics
-  npm_downloads_last_month INTEGER DEFAULT 0,
-  github_stars INTEGER DEFAULT 0,
-  quality_score DECIMAL(3,2), -- 0.00 to 1.00
-
-  -- Timestamps
-  created_at TIMESTAMP DEFAULT NOW(),
-  updated_at TIMESTAMP DEFAULT NOW()
-);
-```
-
----
-
-## Sync Service Architecture
-
-### Workers
-
-**1. Changes Feed Worker**
-- Connects to `replicate.npmjs.com/registry/_changes`
-- Receives real-time change events
-- Fetches package metadata for each change
-- Checks for `tpmjs` field
-- Validates and inserts to database
-
-**2. Keyword Search Worker**
-- Runs every 15 minutes (cron)
-- Searches `/-/v1/search?text=keywords:tpmjs-tool`
-- Processes all results
-- Marks as "Official"
-
-**3. Metrics Worker** (Optional Phase 4)
-- Updates download counts from NPM API
-- Fetches GitHub stars
-- Calculates quality scores
-
-### Package Processing Pipeline
-
-```
-1. Fetch package metadata from NPM
-2. Extract `tpmjs` field from latest version
-3. Validate against Zod schema
-4. If valid → Insert/Update database
-5. If invalid → Log error
-6. If no field → Skip
-```
-
----
-
-## API Routes
-
-### GET /api/tools
-Search and list tools
-
-**Query Parameters:**
-- `q` - Search query
-- `category` - Filter by category
-- `official` - Only official tools (true/false)
-- `limit` - Results per page (default 20)
-- `offset` - Pagination offset
-
-**Response:**
-```json
-{
-  "tools": [...],
-  "pagination": {
-    "total": 150,
-    "limit": 20,
-    "offset": 0,
-    "hasMore": true
-  }
-}
-```
-
-### GET /api/tools/[id]
-Get tool details by ID
-
-### POST /api/tools/validate
-Validate a `tpmjs` field before publishing
-
-**Request:**
-```json
-{
-  "category": "web-scraping",
-  "description": "...",
-  "example": "..."
-}
-```
-
-**Response:**
-```json
-{
-  "valid": true,
-  "tier": "minimal",
-  "errors": []
-}
-```
-
-### GET /api/stats
-Registry statistics
-
-```json
-{
-  "totalTools": 2847,
-  "officialTools": 150,
-  "categories": {
-    "web-scraping": 320,
-    "communication": 280,
-    ...
-  }
-}
-```
-
----
-
-## Quality Scoring Algorithm
-
-Tools are scored 0.00 to 1.00 based on:
-
-- **Base validity** (0.3) - Has valid schema
-- **Tier** (0.1-0.2) - Rich tier > Minimal tier
-- **NPM downloads** (0.2) - Based on monthly downloads
-- **GitHub stars** (0.15) - Repository popularity
-- **Documentation** (0.1) - Has docs URL
-- **Example quality** (0.05) - Example length > 100 chars
-
-Score is used for default sorting and quality indicators.
-
----
-
-## Implementation Phases
-
-### Phase 1: Foundation (Week 1-2)
-- Set up PostgreSQL + Prisma
-- Create Zod schemas in `@tpmjs/types`
-- Build sync service structure
-- Implement NPM API client
-
-### Phase 2: Discovery (Week 2-3)
-- Implement changes feed worker
-- Implement keyword search worker
-- Deploy sync service (Railway/Fly.io)
-- Test with real packages
-
-### Phase 3: API & Frontend (Week 3-4)
-- Build Next.js API routes
-- Update tool listing page
-- Update tool detail pages
-- Add validation endpoint
-
-### Phase 4: Polish (Week 4-5)
-- Add metrics worker
-- Create documentation
-- Build CLI validator
-- Launch to community
-
-### Phase 5: Enhancements (Post-Launch)
-- Semantic search (embeddings)
-- Usage analytics
-- Tool recommendations
-- GitHub Actions integration
-
----
-
-## Infrastructure Requirements
-
-### Sync Service
-- **Platform:** Railway or Fly.io
-- **Runtime:** Node.js 22+
-- **Resources:** 512MB RAM, 1 CPU
-- **Cost:** ~$5-10/month
-
-### Database
-- **Platform:** Neon Postgres (serverless)
-- **Size:** Free tier (start), scale as needed
-- **Backups:** Automatic with Neon
-- **Cost:** Free tier available, ~$10-20/month for production
-
-### Web App
-- **Platform:** Vercel (existing)
-- **No changes required**
-
----
-
-## Monitoring & Health
-
-### Metrics to Track
-
-1. **Sync Health**
-   - Changes feed uptime
-   - Packages processed per hour
-   - Validation success rate
-
-2. **Database**
-   - Total tools
-   - Official vs community ratio
-   - Tier distribution
-
-3. **API**
-   - Request latency (p95 < 200ms)
-   - Search performance
-   - Error rates
-
-### Alerts
-
-- Sync service down > 5 minutes
-- Database connection failures
-- Validation error rate > 10%
-
----
-
-## Developer Experience
-
-### Validation Before Publishing
-
-```bash
-# Using TPMJS CLI (to be built)
-npx tpmjs validate
-
-# Or via API
-curl -X POST https://tpmjs.com/api/tools/validate \
-  -H "Content-Type: application/json" \
-  -d '{"category":"web-scraping","description":"...","example":"..."}'
-```
-
-### Documentation Pages Needed
-
-1. **Getting Started** - Adding TPMJS support
-2. **Schema Reference** - Complete field docs
-3. **Best Practices** - Tips for quality tools
-4. **Examples** - Sample configurations
-5. **FAQ** - Common questions
-
----
-
-## Migration from Mock Data
-
-### Current State
-- 12 mock tools in `toolData.ts`
-- Client-side search
-- Hard-coded categories
-
-### Migration Strategy
-
-1. **Publish Real Packages**
-   - Create NPM packages for mock tools
-   - Add `tpmjs` fields
-   - Publish with `tpmjs-tool` keyword
-
-2. **Update Frontend**
-   - Replace mock data with API calls
-   - Keep existing UI components
-   - Update types to match Prisma models
-
-3. **Gradual Rollout**
-   - Dual mode (mock + real)
-   - Real data primary, mock fallback
-   - Remove mock entirely
-
----
-
-## Success Metrics
-
-### Technical
-- ✓ Discovery latency < 60 seconds
-- ✓ API response time < 200ms p95
-- ✓ Support 10,000+ tools
-- ✓ 99.9% uptime
-
-### User Experience
-- ✓ 0-click submission (automatic)
-- ✓ Instant validation feedback
-- ✓ <100ms search speed
-- ✓ 100% mobile features
-
-### Business
-- Week 1: 10 official tools
-- Month 1: 50 official tools
-- Month 3: 200+ tools
-- Month 6: 1000+ tools
-- 50+ active package authors
-
----
-
-## Comparison to Vercel's Approach
-
-| Feature | Vercel AI SDK | TPMJS |
-|---------|---------------|-------|
-| **Submission** | Manual file edit + PR | Automatic via NPM |
-| **Discovery** | None | Real-time changes feed |
-| **Validation** | Manual review | Automated Zod schema |
-| **Updates** | New PR required | Automatic on publish |
-| **Search** | Static array | Full-text + categories |
-| **Scale** | 6 tools | 1000+ tools ready |
-
----
-
-## Next Steps
-
-1. Review this architecture plan
-2. Approve database schema and API design
-3. Set up infrastructure (Railway + Postgres)
-4. Start Phase 1: Foundation
-5. Launch MVP in 4-5 weeks
-
----
-
-## References
-
-- [NPM Registry API Docs](https://github.com/npm/registry/blob/main/docs/REGISTRY-API.md)
-- [NPM Changes Feed](https://github.com/npm/registry/blob/main/docs/REPLICATE-API.md)
-- [Vercel AI Tools Registry](https://github.com/vercel/ai/blob/main/content/tools-registry/registry.ts)
-- [TPMJS Architecture Plan](/.claude/plans/goofy-inventing-stearns.md) (Full details)
-
----
-
-**Built with ❤️ for the AI agent ecosystem**
diff --git a/README.md b/README.md
index 484cd9f..057aaff 100644
--- a/README.md
+++ b/README.md
@@ -1,10 +1,59 @@
-# TPMJS Monorepo
+# TPMJS
 
-[![CI](https://github.com/YOUR_ORG/tpmjs/actions/workflows/ci.yml/badge.svg)](https://github.com/YOUR_ORG/tpmjs/actions/workflows/ci.yml)
+[![CI](https://github.com/tpmjs/tpmjs/actions/workflows/ci.yml/badge.svg)](https://github.com/tpmjs/tpmjs/actions/workflows/ci.yml)
 
-Tool Package Manager for AI Agents - A Turborepo monorepo with strict TypeScript, Next.js 16, and best practices.
+**TPMJS is a registry for discovering AI tools published to npm.**
 
-## Structure
+Browse, search, and find tools at [tpmjs.com](https://tpmjs.com). Publish your tool by adding the `tpmjs` keyword to your package.json—it appears in the registry within 15 minutes.
+
+## Why TPMJS?
+
+- **Discover tools** - Search and browse AI tools by category, quality score, and popularity
+- **Publish easily** - Add one keyword to package.json, publish to npm, done
+- **Quality metrics** - Tools are scored based on documentation, downloads, and metadata completeness
+- **Agent integration** - Optional SDK for agents to search and execute tools at runtime
+
+## Quick Start
+
+### Publishing a Tool
+
+```bash
+npx @tpmjs/create-basic-tools
+```
+
+Or add manually to your package.json:
+```json
+{
+  "keywords": ["tpmjs"],
+  "tpmjs": {
+    "category": "text-analysis"
+  }
+}
+```
+
+Publish to npm and your tool appears on [tpmjs.com](https://tpmjs.com) within 15 minutes.
+
+See [HOW_TO_PUBLISH_A_TOOL.md](./HOW_TO_PUBLISH_A_TOOL.md) for the full guide.
+
+### For AI Agents (Optional)
+
+Agents can search and execute tools from the registry:
+
+```bash
+npm install @tpmjs/registry-search @tpmjs/registry-execute
+```
+
+```typescript
+import { registrySearchTool } from '@tpmjs/registry-search';
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+
+// Add to your agent's tools
+const tools = [registrySearchTool, registryExecuteTool];
+```
+
+---
+
+## Monorepo Structure
 
 ```
 apps/
diff --git a/TPMJS_TALK.md b/TPMJS_TALK.md
new file mode 100644
index 0000000..5a2b8ed
--- /dev/null
+++ b/TPMJS_TALK.md
@@ -0,0 +1,391 @@
+# TPMJS: The Missing Layer Between "LLMs Can Call Tools" and "Which Tool, Exactly?"
+
+---
+
+## The Setup
+
+You're building an AI agent. It needs to do things in the world—scrape a webpage, send an email, query a database, generate an image. These capabilities come from **tools**.
+
+The problem isn't that tools don't exist. They do. Thousands of them. The problem is:
+
+- **You can't find them.** npm has 2 million packages. Which ones are AI-callable tools? Which ones actually work?
+- **You can't trust them.** No schema. No examples. README says "AI-ready" but the function signature is `(opts: any) => Promise<any>`.
+- **You can't compare them.** Three packages do "web scraping." Which one handles JavaScript rendering? Which one returns structured data? Which one is maintained?
+
+Discovery is the bottleneck. Not capability—discovery.
+
+---
+
+## What TPMJS Actually Is
+
+TPMJS is infrastructure. Specifically:
+
+1. **A registry** that indexes npm packages designed for AI tool use
+2. **A metadata extraction pipeline** that pulls schemas directly from code
+3. **A quality scoring system** that ranks tools by completeness and adoption
+4. **A health monitoring system** that verifies tools actually work
+5. **A playground** where you can test tools before integrating them
+
+It's not magic. It's plumbing. Good plumbing.
+
+---
+
+## How It Works (The Technical Reality)
+
+### Discovery: Finding Tools in the Wild
+
+TPMJS runs three automated sync jobs:
+
+**1. npm Changes Feed (every 2 minutes)**
+```
+npm registry → /_changes endpoint → filter for tpmjs keyword → process
+```
+This catches new packages and updates in near-real-time. We track sequence numbers so we never reprocess.
+
+**2. Keyword Search (every 15 minutes)**
+```
+npm search "tpmjs" → up to 250 results → validate → ingest
+```
+Backup mechanism. Catches anything the changes feed missed.
+
+**3. Metrics Sync (hourly)**
+```
+for each package → fetch download stats → recalculate quality scores → update health status
+```
+Keeps the registry fresh.
+
+### The Publisher Contract
+
+To get indexed, a package needs two things:
+
+```json
+{
+  "name": "@acme/my-tool",
+  "keywords": ["tpmjs"],
+  "tpmjs": {
+    "category": "web-scraping",
+    "description": "Scrapes URLs and returns structured markdown"
+  }
+}
+```
+
+That's the minimum. Category + description. Everything else is either optional or auto-extracted.
+
+**Categories are fixed** (12 total): web-scraping, data-processing, file-operations, communication, database, api-integration, image-processing, text-analysis, automation, ai-ml, security, monitoring.
+
+Why fixed? Because agents need to filter. "Give me all database tools" has to mean something.
+
+### Schema Extraction: The Hard Part
+
+Here's what makes TPMJS different from a glorified npm search.
+
+When we ingest a package, we don't just read the README. We **execute it in a sandbox** and extract the actual schema:
+
+```
+1. Spin up isolated executor (Railway)
+2. npm install the package
+3. Import and inspect exports
+4. Extract JSON Schema from TypeScript types
+5. Store schema in database
+```
+
+The result:
+
+```json
+{
+  "name": "scrapeUrl",
+  "inputSchema": {
+    "type": "object",
+    "properties": {
+      "url": { "type": "string", "format": "uri" },
+      "waitForSelector": { "type": "string" },
+      "timeout": { "type": "number", "default": 30000 }
+    },
+    "required": ["url"]
+  }
+}
+```
+
+This isn't documentation. This is **extracted from the actual function signature**. It's ground truth.
+
+If the author provides a schema in the `tpmjs` field, we use that. If not, we extract it. Either way, every tool in the registry has a schema.
+
+### Quality Scoring: Ranking What Matters
+
+Every tool gets a score from 0.00 to 1.00:
+
+```typescript
+// Base score from metadata completeness
+const tierScore = tier === 'rich' ? 0.6 : 0.4;
+
+// Adoption signals
+const downloadsScore = Math.min(0.2, Math.log10(downloads + 1) / 15);
+const starsScore = Math.min(0.1, Math.log10(githubStars + 1) / 10);
+
+// Metadata richness bonus
+let richnessScore = 0;
+if (hasParameters) richnessScore += 0.04;
+if (hasReturns) richnessScore += 0.03;
+if (hasEnvVars) richnessScore += 0.03;
+```
+
+**Tier** is binary:
+- **Minimal**: Just category + description (40% base)
+- **Rich**: Has parameters, returns, env vars, or framework tags (60% base)
+
+The formula is deliberately simple. We're not trying to be clever. We're trying to surface tools that are well-documented and actually used.
+
+### Health Checks: Does It Actually Work?
+
+Two checks, run during sync and periodically:
+
+**1. Import Health**
+```
+Can we require() this package without it exploding?
+```
+You'd be surprised how many npm packages fail this.
+
+**2. Execution Health**
+```
+Can we call the main function with minimal parameters without throwing?
+```
+Not a full test suite. Just "does it run at all?"
+
+Results: `HEALTHY`, `BROKEN`, or `UNKNOWN`.
+
+Broken tools still appear in the registry (with a warning). We don't hide them—we label them.
+
+---
+
+## The Data Model
+
+Here's what we actually store:
+
+### Package (npm package level)
+```
+npmPackageName (unique)
+npmVersion, npmDescription, npmRepository, npmLicense
+npmKeywords[], npmReadme, npmAuthor
+category (enum)
+tier ('minimal' | 'rich')
+discoveryMethod ('changes-feed' | 'keyword')
+npmDownloadsLastMonth, githubStars
+frameworks[] (vercel-ai, langchain, etc.)
+env[] (required environment variables)
+```
+
+### Tool (individual callable within a package)
+```
+packageId (FK)
+name (export name: "scrapeUrl", "default", etc.)
+description
+inputSchema (JSON Schema)
+schemaSource ('extracted' | 'author')
+qualityScore (0.00-1.00)
+importHealth, executionHealth (HEALTHY | BROKEN | UNKNOWN)
+toolDiscoverySource ('auto' | 'manual')
+```
+
+One package can have multiple tools. `@acme/web-tools` might export `scrapeUrl`, `screenshotPage`, and `extractLinks`. Each is a separate tool with its own schema and health status.
+
+### Simulation (playground execution)
+```
+toolId
+userPrompt (what the user asked)
+parameters (JSON, what was passed to the tool)
+status (pending | running | success | error | timeout)
+executionTimeMs, output, error
+model, agentSteps
+```
+
+We track every playground execution. Not for surveillance—for debugging and improving the system.
+
+---
+
+## The API
+
+### Search & Discovery
+
+```
+GET /api/tools
+  ?q=scrape
+  &category=web-scraping
+  &importHealth=HEALTHY
+  &executionHealth=HEALTHY
+  &limit=20
+  &offset=0
+
+→ Returns tools sorted by quality score
+```
+
+```
+GET /api/tools/search
+  ?q=I need to extract text from PDFs
+
+→ BM25-ranked semantic search
+```
+
+### Execution
+
+```
+POST /api/tools/execute/{toolId}
+{
+  "prompt": "Scrape the homepage of Hacker News",
+  "parameters": { "url": "https://news.ycombinator.com" }
+}
+
+→ Server-Sent Events stream with:
+   - Agent reasoning steps
+   - Tool call results
+   - Final output
+```
+
+Rate limited: 10 requests per IP per hour. We're not a free compute platform.
+
+### Schema Operations
+
+```
+POST /api/tools/extract-schema
+{ "packageName": "@acme/my-tool", "toolName": "scrapeUrl" }
+
+→ Forces re-extraction of schema from source
+```
+
+---
+
+## The Playground
+
+A Next.js app where you can:
+
+1. **Browse tools** by category, health status, quality score
+2. **Inspect schemas** before you commit to anything
+3. **Test execution** with an AI agent
+4. **See real responses** with actual latency and token usage
+
+It's not a demo. It's a debugging tool. "Does this tool do what I think it does?" Answer that question in 30 seconds instead of 30 minutes.
+
+---
+
+## What This Enables
+
+### For Engineers Building Agents
+
+Before TPMJS:
+```
+1. Search npm for "web scraper"
+2. Get 500 results
+3. Click through 20 of them
+4. Read READMEs that say "easy to use!"
+5. npm install three of them
+6. Write test code for each
+7. Find out two are broken
+8. Pick the one that works
+9. Hope it keeps working
+```
+
+After TPMJS:
+```
+1. Search tpmjs.com for "web scraper"
+2. Filter by HEALTHY status
+3. Sort by quality score
+4. Click top result
+5. See exact input schema
+6. Test in playground
+7. Integrate
+```
+
+### For Tool Authors
+
+Before TPMJS:
+```
+Publish to npm → hope someone finds it → no visibility into usage
+```
+
+After TPMJS:
+```
+Publish to npm with tpmjs keyword → indexed within 2 minutes →
+schema auto-extracted → quality scored → discoverable by search →
+execution stats tracked
+```
+
+Your tool becomes findable. Not just by humans grepping npm, but by agents querying the registry API.
+
+### For Agents (Yes, Really)
+
+Agents can query TPMJS at runtime:
+
+```typescript
+const tools = await fetch('https://tpmjs.com/api/tools?' + new URLSearchParams({
+  q: 'send email',
+  executionHealth: 'HEALTHY',
+  limit: '5'
+})).then(r => r.json());
+
+// Agent now has 5 working email tools with full schemas
+// It can pick the best one for this specific task
+```
+
+This is the endgame. Not humans browsing a registry—agents dynamically selecting tools based on capability, health, and fit.
+
+---
+
+## What TPMJS Is Not
+
+**Not a package manager.** We don't host packages. npm does that. We index and enrich.
+
+**Not an execution platform.** The playground runs tools for testing. Production execution is your responsibility.
+
+**Not a security guarantee.** We check if tools work. We don't audit them for malice. Same rules as npm: don't run untrusted code.
+
+**Not magic.** We're not using AI to understand what tools do. We're extracting schemas and running health checks. Boring, reliable, debuggable.
+
+---
+
+## The Technical Stack
+
+- **Database**: PostgreSQL via Prisma
+- **Web**: Next.js 16 (App Router)
+- **Deployment**: Vercel (web) + Railway (sandbox executor)
+- **Sync**: Vercel Cron + GitHub Actions backup
+- **AI**: Vercel AI SDK for playground execution
+- **Monorepo**: Turborepo + pnpm
+
+Key internal packages:
+- `@tpmjs/npm-client` — npm registry integration
+- `@tpmjs/package-executor` — sandbox execution client
+- `@tpmjs/types` — schema validation and migration
+- `@tpmjs/db` — Prisma client and models
+
+---
+
+## Current State
+
+- **~100 tools indexed** (and growing with every npm publish)
+- **12 categories** covering most agent use cases
+- **Automated sync** running 24/7
+- **Health checks** on every tool
+- **Schema extraction** working for TypeScript and JavaScript
+- **Playground** functional for testing
+
+---
+
+## The Pitch (Finally)
+
+Tools are the API surface of AI agents. The ecosystem is a mess. TPMJS is the index.
+
+We don't compete with npm—we sit on top of it. We don't replace tool authors—we make them discoverable. We don't build agents—we give agents a way to find their tools.
+
+Discovery is the bottleneck. We're fixing discovery.
+
+---
+
+## Try It
+
+- **Browse**: https://tpmjs.com/tool-search
+- **Playground**: https://tpmjs.com/playground
+- **Publish**: Add `tpmjs` keyword + `tpmjs` field to your package.json
+- **API**: `GET https://tpmjs.com/api/tools`
+
+---
+
+*Tools are inevitable. Discovery chaos isn't.*
diff --git a/VERCEL_FIX_CHECKLIST.md b/VERCEL_FIX_CHECKLIST.md
deleted file mode 100644
index c3c184b..0000000
--- a/VERCEL_FIX_CHECKLIST.md
+++ /dev/null
@@ -1,324 +0,0 @@
-# 🔥 Vercel API Routes Fix - Action Checklist
-
-## Problem Summary
-
-**API routes are not deploying because Vercel is not detecting your project as Next.js.**
-
-When Vercel doesn't detect Next.js, it treats your deployment as a static site and **drops all App Router API routes** from the build output. Pages work because they're static files, but API routes require serverless function generation which only happens when Next.js is properly detected.
-
----
-
-## ✅ Fix Checklist (Complete in Order)
-
-### 1️⃣ Fix Root Directory
-
-**Where:** Vercel Dashboard → Project `tpmjs-web` → Settings → General → Root Directory
-
-**Current (likely):** Empty, `.`, or wrong path
-**Required:** `apps/web` (exactly this, no leading/trailing slashes)
-
-**Validation:**
-```
-✓ Must be exactly: apps/web
-✗ NOT: /apps/web/
-✗ NOT: ./apps/web
-✗ NOT: tpmjs/apps/web
-```
-
----
-
-### 2️⃣ Set Framework Preset
-
-**Where:** Vercel Dashboard → Project `tpmjs-web` → Settings → General → Framework Preset
-
-**Current (likely):** "Other"
-**Required:** "Next.js"
-
-**Why this matters:**
-- Framework = "Other" → Uses `@vercel/static-builder` → No API routes
-- Framework = "Next.js" → Uses `@vercel/next` → API routes deployed
-
----
-
-### 3️⃣ Remove Domain from Old Project
-
-**Where:** Vercel Dashboard → Project `v0-tool-registry-page` → Settings → Domains
-
-**Action:** Remove these domains:
-- `tpmjs.com`
-- `www.tpmjs.com`
-
-**Then:** Verify both domains are ONLY assigned to the `tpmjs` project
-
-**Why this matters:**
-The "Redirecting..." message is coming from the old project. Having two projects with the same domain causes shadow routing and API requests hitting the wrong deployment.
-
----
-
-### 4️⃣ Clear Custom Build Commands
-
-**Where:** Vercel Dashboard → Project `tpmjs-web` → Settings → Build & Development Settings
-
-**Set ALL to default/empty:**
-```
-Build Command:     (empty - let Vercel auto-detect)
-Install Command:   (empty - let Vercel auto-detect)
-Output Directory:  .next (default)
-```
-
-**Why this matters:**
-Custom build commands bypass Vercel's Next.js detection. Vercel should automatically:
-- Detect monorepo structure
-- Run `pnpm install`
-- Run `pnpm build` in the correct workspace
-- Use `@vercel/next` builder
-
-**If you must use custom commands, use:**
-```
-Build Command:     pnpm turbo run build --filter=@tpmjs/web
-Install Command:   pnpm install
-```
-
-But try empty first.
-
----
-
-## 🧪 Verification Steps
-
-### Before Deploying
-
-Run this locally to confirm Next.js detection:
-```bash
-cd apps/web
-vercel build
-```
-
-**Expected output should include:**
-```
-● route (app) /api/health
-● route (app) /api/tools
-● route (app) /api/sync/changes
-λ /api/health
-λ /api/tools
-λ /api/sync/changes
-```
-
-**If you DON'T see this, Vercel won't deploy API routes.**
-
-### After Deploying
-
-1. **Check Build Output:**
-```bash
-vercel inspect <deployment-url>
-```
-
-Should show:
-```
-Builds
-  ├── λ api/health (XXX KB) [region]
-  ├── λ api/tools (XXX KB) [region]
-  ├── λ api/sync/changes (XXX KB) [region]
-  ├── λ tool/[slug] (XXX KB) [region]
-  ...
-```
-
-2. **Test API Routes:**
-```bash
-# Should return JSON (not timeout, not "Redirecting...")
-curl https://tpmjs.com/api/health
-
-# Should return tool data
-curl https://tpmjs.com/api/tools
-```
-
----
-
-## 📋 Expected Results
-
-### ✅ Success Indicators
-
-- [ ] `vercel inspect` shows API routes as `λ` functions
-- [ ] `curl https://tpmjs.com/api/health` returns JSON
-- [ ] `curl https://tpmjs.com/api/tools` returns tool data
-- [ ] No "Redirecting..." messages
-- [ ] No timeouts on direct Vercel URLs
-- [ ] Build logs show "route (app) /api/*"
-
-### ❌ Failure Indicators (Need to revisit steps)
-
-- [ ] Only pages listed in `vercel inspect`, no API routes
-- [ ] API endpoints return "Redirecting..."
-- [ ] API endpoints timeout (exit code 28)
-- [ ] Build logs don't mention API routes
-- [ ] Framework Preset still shows "Other"
-
----
-
-## 🚨 Common Mistakes
-
-### Mistake 1: Wrong Root Directory Format
-```
-✗ /apps/web/  (leading/trailing slashes)
-✗ ./apps/web  (relative path notation)
-✗ apps/web/   (trailing slash)
-✓ apps/web    (correct)
-```
-
-### Mistake 2: Leaving Custom Build Commands
-If you have:
-```json
-{
-  "buildCommand": "cd ../.. && turbo build --filter=@tpmjs/web"
-}
-```
-
-This MIGHT work, but can break Next.js detection. Start with empty and only add if needed.
-
-### Mistake 3: Not Removing Domain from Old Project
-If `v0-tool-registry-page` still has `tpmjs.com`, your requests will route to the wrong project randomly based on:
-- DNS propagation
-- Edge cache
-- Vercel's routing priority
-
-### Mistake 4: Not Verifying Framework Preset
-"Other" is Vercel's default when it can't detect a framework. This is the #1 cause of missing API routes in monorepos.
-
----
-
-## 🔧 Troubleshooting
-
-### If API routes STILL don't deploy after all 4 steps:
-
-1. **Check Build Logs:**
-   - Does it say "Detected Next.js"?
-   - Does it list "route (app) /api/*"?
-   - Does it show `@vercel/next` builder?
-
-2. **Check package.json location:**
-   ```
-   ✓ Should exist: apps/web/package.json
-   ✗ Should NOT be at root ONLY
-   ```
-
-3. **Check next.config.ts location:**
-   ```
-   ✓ Should exist: apps/web/next.config.ts
-   ```
-
-4. **Verify pnpm workspace:**
-   ```bash
-   # Should show @tpmjs/web
-   pnpm list --depth 0 --filter @tpmjs/web
-   ```
-
-5. **Test local build with Vercel CLI:**
-   ```bash
-   cd apps/web
-   vercel build --debug
-   ```
-   Look for "Framework: nextjs" in output.
-
----
-
-## 📞 When to Contact Vercel Support
-
-If after completing all 4 steps:
-- Build logs show "Detected Next.js"
-- Build logs show "route (app) /api/*"
-- BUT `vercel inspect` still doesn't list API functions
-
-Then you have a Vercel platform bug. Contact support with:
-- This checklist
-- Build logs
-- `vercel inspect` output
-- Link to `API_ROUTES_TIMEOUT_INVESTIGATION.md`
-
----
-
-## 🎯 Quick Win Test
-
-**Don't want to change production settings yet?**
-
-1. Create a NEW Vercel project
-2. Import the SAME repo
-3. Set Root Directory to `apps/web`
-4. Set Framework Preset to "Next.js"
-5. Deploy
-
-If API routes work in the new project → confirms the fix
-If API routes still fail → deeper issue (contact support)
-
----
-
-## ✨ Post-Fix Cleanup
-
-Once API routes are working:
-
-### Optional: Re-add www redirect
-
-Now that API routes work, you can safely add the www redirect back:
-
-**Option A - Vercel Project Settings:**
-Vercel Dashboard → Domains → tpmjs.com → Redirect www to apex
-
-**Option B - Next.js config:**
-```typescript
-// apps/web/next.config.ts
-async redirects() {
-  return [
-    {
-      source: '/:path((?!api).*)*', // Exclude /api/*
-      has: [{ type: 'host', value: 'www.tpmjs.com' }],
-      destination: 'https://tpmjs.com/:path*',
-      permanent: true,
-    },
-  ];
-}
-```
-
-**Option C - vercel.json (not recommended):**
-Only use if you understand the implications.
-
-### Optional: Remove maxDuration exports
-
-The `export const maxDuration = 60;` in your route files isn't needed unless you actually need longer timeouts. Default is 10s (Hobby) or 15s (Pro).
-
----
-
-## 📊 Summary
-
-| Issue | Root Cause | Fix |
-|-------|------------|-----|
-| API routes timeout | Vercel doesn't detect Next.js | Set Framework Preset to "Next.js" |
-| No λ functions in build | Wrong Root Directory | Set to `apps/web` exactly |
-| "Redirecting..." on API calls | Domain on two projects | Remove from old project |
-| Build doesn't find API routes | Custom build commands break detection | Clear custom commands |
-
-**Time to fix:** 5 minutes (just changing dashboard settings)
-**Deployments needed:** 1 (changes take effect on next deploy)
-**Code changes needed:** 0 (this is pure configuration)
-
----
-
-## 🎉 When It Works
-
-You'll know it's fixed when:
-
-```bash
-$ curl https://tpmjs.com/api/health
-{"status":"ok","timestamp":"2025-11-28T...","env":{"hasDatabase":true,"nodeEnv":"production"}}
-
-$ curl https://tpmjs.com/api/tools
-{"data":[...],"pagination":{...}}
-```
-
-And `vercel inspect <url>` shows:
-```
-Builds
-  ├── λ api/health
-  ├── λ api/tools
-  ├── λ api/stats
-  ... (ALL your API routes)
-```
-
-**That's it. No code changes. Just fix the Vercel project configuration.**
diff --git a/alien.sh b/alien.sh
new file mode 100755
index 0000000..de88096
--- /dev/null
+++ b/alien.sh
@@ -0,0 +1,67 @@
+#!/bin/bash
+
+printf "\n\033[1m                                    WALKING DOWN\033[0m\n\n"
+printf "      Frame 1          Frame 2          Frame 3          Frame 4\n\n"
+printf "      \033[38;2;139;90;43m█\033[0m     \033[38;2;139;90;43m█\033[0m        \033[38;2;139;90;43m█\033[0m     \033[38;2;139;90;43m█\033[0m        \033[38;2;139;90;43m█\033[0m     \033[38;2;139;90;43m█\033[0m        \033[38;2;139;90;43m█\033[0m     \033[38;2;139;90;43m█\033[0m\n"
+printf "       \033[38;2;139;90;43m█\033[0m   \033[38;2;139;90;43m█\033[0m          \033[38;2;139;90;43m█\033[0m   \033[38;2;139;90;43m█\033[0m          \033[38;2;139;90;43m█\033[0m   \033[38;2;139;90;43m█\033[0m          \033[38;2;139;90;43m█\033[0m   \033[38;2;139;90;43m█\033[0m\n"
+printf "       \033[38;2;255;200;50m▄███▄\033[0m           \033[38;2;255;200;50m▄███▄\033[0m           \033[38;2;255;200;50m▄███▄\033[0m           \033[38;2;255;200;50m▄███▄\033[0m\n"
+printf "      \033[38;2;255;200;50m███████\033[0m         \033[38;2;255;200;50m███████\033[0m         \033[38;2;255;200;50m███████\033[0m         \033[38;2;255;200;50m███████\033[0m\n"
+printf "      \033[38;2;255;200;50m█\033[38;2;0;0;0m██\033[38;2;255;200;50m█\033[38;2;0;0;0m██\033[38;2;255;200;50m█\033[0m         \033[38;2;255;200;50m█\033[38;2;0;0;0m██\033[38;2;255;200;50m█\033[38;2;0;0;0m██\033[38;2;255;200;50m█\033[0m         \033[38;2;255;200;50m█\033[38;2;0;0;0m██\033[38;2;255;200;50m█\033[38;2;0;0;0m██\033[38;2;255;200;50m█\033[0m         \033[38;2;255;200;50m█\033[38;2;0;0;0m██\033[38;2;255;200;50m█\033[38;2;0;0;0m██\033[38;2;255;200;50m█\033[0m\n"
+printf "       \033[38;2;255;200;50m█████\033[0m           \033[38;2;255;200;50m█████\033[0m           \033[38;2;255;200;50m█████\033[0m           \033[38;2;255;200;50m█████\033[0m\n"
+printf "        \033[38;2;255;200;50m███\033[0m             \033[38;2;255;200;50m███\033[0m             \033[38;2;255;200;50m███\033[0m             \033[38;2;255;200;50m███\033[0m\n"
+printf "      \033[38;2;139;90;43m▄█████▄\033[0m         \033[38;2;139;90;43m▄█████▄\033[0m         \033[38;2;139;90;43m▄█████▄\033[0m         \033[38;2;139;90;43m▄█████▄\033[0m\n"
+printf "      \033[38;2;139;90;43m███\033[38;2;255;215;0m█\033[38;2;139;90;43m███\033[0m         \033[38;2;139;90;43m███\033[38;2;255;215;0m█\033[38;2;139;90;43m███\033[0m         \033[38;2;139;90;43m███\033[38;2;255;215;0m█\033[38;2;139;90;43m███\033[0m         \033[38;2;139;90;43m███\033[38;2;255;215;0m█\033[38;2;139;90;43m███\033[0m\n"
+printf "      \033[38;2;139;90;43m███████\033[0m         \033[38;2;139;90;43m███████\033[0m         \033[38;2;139;90;43m███████\033[0m         \033[38;2;139;90;43m███████\033[0m\n"
+printf "       \033[38;2;139;90;43m█████\033[0m           \033[38;2;139;90;43m█████\033[0m           \033[38;2;139;90;43m█████\033[0m           \033[38;2;139;90;43m█████\033[0m\n"
+printf "       \033[38;2;255;200;50m█\033[0m   \033[38;2;255;200;50m█\033[0m           \033[38;2;255;200;50m█\033[0m  \033[38;2;255;200;50m█\033[0m            \033[38;2;255;200;50m█\033[0m   \033[38;2;255;200;50m█\033[0m            \033[38;2;255;200;50m█\033[0m  \033[38;2;255;200;50m█\033[0m\n"
+printf "      \033[38;2;101;67;33m██\033[0m   \033[38;2;101;67;33m██\033[0m         \033[38;2;101;67;33m██\033[0m  \033[38;2;101;67;33m█\033[0m          \033[38;2;101;67;33m██\033[0m   \033[38;2;101;67;33m██\033[0m          \033[38;2;101;67;33m█\033[0m  \033[38;2;101;67;33m██\033[0m\n"
+
+printf "\n\033[1m                                    WALKING UP\033[0m\n\n"
+printf "      Frame 1          Frame 2          Frame 3          Frame 4\n\n"
+printf "      \033[38;2;139;90;43m█\033[0m     \033[38;2;139;90;43m█\033[0m        \033[38;2;139;90;43m█\033[0m     \033[38;2;139;90;43m█\033[0m        \033[38;2;139;90;43m█\033[0m     \033[38;2;139;90;43m█\033[0m        \033[38;2;139;90;43m█\033[0m     \033[38;2;139;90;43m█\033[0m\n"
+printf "       \033[38;2;139;90;43m█\033[0m   \033[38;2;139;90;43m█\033[0m          \033[38;2;139;90;43m█\033[0m   \033[38;2;139;90;43m█\033[0m          \033[38;2;139;90;43m█\033[0m   \033[38;2;139;90;43m█\033[0m          \033[38;2;139;90;43m█\033[0m   \033[38;2;139;90;43m█\033[0m\n"
+printf "       \033[38;2;255;200;50m▄███▄\033[0m           \033[38;2;255;200;50m▄███▄\033[0m           \033[38;2;255;200;50m▄███▄\033[0m           \033[38;2;255;200;50m▄███▄\033[0m\n"
+printf "      \033[38;2;255;200;50m███████\033[0m         \033[38;2;255;200;50m███████\033[0m         \033[38;2;255;200;50m███████\033[0m         \033[38;2;255;200;50m███████\033[0m\n"
+printf "      \033[38;2;255;200;50m███████\033[0m         \033[38;2;255;200;50m███████\033[0m         \033[38;2;255;200;50m███████\033[0m         \033[38;2;255;200;50m███████\033[0m\n"
+printf "       \033[38;2;255;200;50m█████\033[0m           \033[38;2;255;200;50m█████\033[0m           \033[38;2;255;200;50m█████\033[0m           \033[38;2;255;200;50m█████\033[0m\n"
+printf "        \033[38;2;255;200;50m███\033[0m             \033[38;2;255;200;50m███\033[0m             \033[38;2;255;200;50m███\033[0m             \033[38;2;255;200;50m███\033[0m\n"
+printf "      \033[38;2;139;90;43m▄█████▄\033[0m         \033[38;2;139;90;43m▄█████▄\033[0m         \033[38;2;139;90;43m▄█████▄\033[0m         \033[38;2;139;90;43m▄█████▄\033[0m\n"
+printf "      \033[38;2;139;90;43m███████\033[0m         \033[38;2;139;90;43m███████\033[0m         \033[38;2;139;90;43m███████\033[0m         \033[38;2;139;90;43m███████\033[0m\n"
+printf "      \033[38;2;139;90;43m███████\033[0m         \033[38;2;139;90;43m███████\033[0m         \033[38;2;139;90;43m███████\033[0m         \033[38;2;139;90;43m███████\033[0m\n"
+printf "       \033[38;2;139;90;43m█████\033[0m           \033[38;2;139;90;43m█████\033[0m           \033[38;2;139;90;43m█████\033[0m           \033[38;2;139;90;43m█████\033[0m\n"
+printf "       \033[38;2;255;200;50m█\033[0m   \033[38;2;255;200;50m█\033[0m           \033[38;2;255;200;50m█\033[0m  \033[38;2;255;200;50m█\033[0m            \033[38;2;255;200;50m█\033[0m   \033[38;2;255;200;50m█\033[0m            \033[38;2;255;200;50m█\033[0m  \033[38;2;255;200;50m█\033[0m\n"
+printf "      \033[38;2;101;67;33m██\033[0m   \033[38;2;101;67;33m██\033[0m         \033[38;2;101;67;33m██\033[0m  \033[38;2;101;67;33m█\033[0m          \033[38;2;101;67;33m██\033[0m   \033[38;2;101;67;33m██\033[0m          \033[38;2;101;67;33m█\033[0m  \033[38;2;101;67;33m██\033[0m\n"
+
+printf "\n\033[1m                                    WALKING LEFT\033[0m\n\n"
+printf "      Frame 1          Frame 2          Frame 3          Frame 4\n\n"
+printf "      \033[38;2;139;90;43m█\033[0m               \033[38;2;139;90;43m█\033[0m               \033[38;2;139;90;43m█\033[0m               \033[38;2;139;90;43m█\033[0m\n"
+printf "       \033[38;2;139;90;43m█\033[0m               \033[38;2;139;90;43m█\033[0m               \033[38;2;139;90;43m█\033[0m               \033[38;2;139;90;43m█\033[0m\n"
+printf "       \033[38;2;255;200;50m▄███\033[0m            \033[38;2;255;200;50m▄███\033[0m            \033[38;2;255;200;50m▄███\033[0m            \033[38;2;255;200;50m▄███\033[0m\n"
+printf "      \033[38;2;255;200;50m█████\033[0m           \033[38;2;255;200;50m█████\033[0m           \033[38;2;255;200;50m█████\033[0m           \033[38;2;255;200;50m█████\033[0m\n"
+printf "      \033[38;2;0;0;0m██\033[38;2;255;200;50m███\033[0m           \033[38;2;0;0;0m██\033[38;2;255;200;50m███\033[0m           \033[38;2;0;0;0m██\033[38;2;255;200;50m███\033[0m           \033[38;2;0;0;0m██\033[38;2;255;200;50m███\033[0m\n"
+printf "       \033[38;2;255;200;50m████\033[0m            \033[38;2;255;200;50m████\033[0m            \033[38;2;255;200;50m████\033[0m            \033[38;2;255;200;50m████\033[0m\n"
+printf "        \033[38;2;255;200;50m██\033[0m              \033[38;2;255;200;50m██\033[0m              \033[38;2;255;200;50m██\033[0m              \033[38;2;255;200;50m██\033[0m\n"
+printf "       \033[38;2;139;90;43m████\033[0m            \033[38;2;139;90;43m████\033[0m            \033[38;2;139;90;43m████\033[0m            \033[38;2;139;90;43m████\033[0m\n"
+printf "      \033[38;2;139;90;43m██\033[38;2;255;215;0m█\033[38;2;139;90;43m██\033[0m           \033[38;2;139;90;43m██\033[38;2;255;215;0m█\033[38;2;139;90;43m██\033[0m           \033[38;2;139;90;43m██\033[38;2;255;215;0m█\033[38;2;139;90;43m██\033[0m           \033[38;2;139;90;43m██\033[38;2;255;215;0m█\033[38;2;139;90;43m██\033[0m\n"
+printf "       \033[38;2;139;90;43m████\033[0m            \033[38;2;139;90;43m████\033[0m            \033[38;2;139;90;43m████\033[0m            \033[38;2;139;90;43m████\033[0m\n"
+printf "        \033[38;2;139;90;43m██\033[0m              \033[38;2;139;90;43m██\033[0m              \033[38;2;139;90;43m██\033[0m              \033[38;2;139;90;43m██\033[0m\n"
+printf "       \033[38;2;255;200;50m██\033[0m              \033[38;2;255;200;50m█\033[0m \033[38;2;255;200;50m█\033[0m             \033[38;2;255;200;50m██\033[0m              \033[38;2;255;200;50m█\033[0m \033[38;2;255;200;50m█\033[0m\n"
+printf "      \033[38;2;101;67;33m██\033[0m \033[38;2;101;67;33m█\033[0m           \033[38;2;101;67;33m█\033[0m  \033[38;2;101;67;33m██\033[0m           \033[38;2;101;67;33m██\033[0m \033[38;2;101;67;33m█\033[0m           \033[38;2;101;67;33m█\033[0m  \033[38;2;101;67;33m██\033[0m\n"
+
+printf "\n\033[1m                                   WALKING RIGHT\033[0m\n\n"
+printf "      Frame 1          Frame 2          Frame 3          Frame 4\n\n"
+printf "           \033[38;2;139;90;43m█\033[0m               \033[38;2;139;90;43m█\033[0m               \033[38;2;139;90;43m█\033[0m               \033[38;2;139;90;43m█\033[0m\n"
+printf "          \033[38;2;139;90;43m█\033[0m               \033[38;2;139;90;43m█\033[0m               \033[38;2;139;90;43m█\033[0m               \033[38;2;139;90;43m█\033[0m\n"
+printf "         \033[38;2;255;200;50m███▄\033[0m            \033[38;2;255;200;50m███▄\033[0m            \033[38;2;255;200;50m███▄\033[0m            \033[38;2;255;200;50m███▄\033[0m\n"
+printf "         \033[38;2;255;200;50m█████\033[0m           \033[38;2;255;200;50m█████\033[0m           \033[38;2;255;200;50m█████\033[0m           \033[38;2;255;200;50m█████\033[0m\n"
+printf "         \033[38;2;255;200;50m███\033[38;2;0;0;0m██\033[0m           \033[38;2;255;200;50m███\033[38;2;0;0;0m██\033[0m           \033[38;2;255;200;50m███\033[38;2;0;0;0m██\033[0m           \033[38;2;255;200;50m███\033[38;2;0;0;0m██\033[0m\n"
+printf "          \033[38;2;255;200;50m████\033[0m            \033[38;2;255;200;50m████\033[0m            \033[38;2;255;200;50m████\033[0m            \033[38;2;255;200;50m████\033[0m\n"
+printf "           \033[38;2;255;200;50m██\033[0m              \033[38;2;255;200;50m██\033[0m              \033[38;2;255;200;50m██\033[0m              \033[38;2;255;200;50m██\033[0m\n"
+printf "          \033[38;2;139;90;43m████\033[0m            \033[38;2;139;90;43m████\033[0m            \033[38;2;139;90;43m████\033[0m            \033[38;2;139;90;43m████\033[0m\n"
+printf "         \033[38;2;139;90;43m██\033[38;2;255;215;0m█\033[38;2;139;90;43m██\033[0m           \033[38;2;139;90;43m██\033[38;2;255;215;0m█\033[38;2;139;90;43m██\033[0m           \033[38;2;139;90;43m██\033[38;2;255;215;0m█\033[38;2;139;90;43m██\033[0m           \033[38;2;139;90;43m██\033[38;2;255;215;0m█\033[38;2;139;90;43m██\033[0m\n"
+printf "          \033[38;2;139;90;43m████\033[0m            \033[38;2;139;90;43m████\033[0m            \033[38;2;139;90;43m████\033[0m            \033[38;2;139;90;43m████\033[0m\n"
+printf "           \033[38;2;139;90;43m██\033[0m              \033[38;2;139;90;43m██\033[0m              \033[38;2;139;90;43m██\033[0m              \033[38;2;139;90;43m██\033[0m\n"
+printf "          \033[38;2;255;200;50m██\033[0m              \033[38;2;255;200;50m█\033[0m \033[38;2;255;200;50m█\033[0m             \033[38;2;255;200;50m██\033[0m              \033[38;2;255;200;50m█\033[0m \033[38;2;255;200;50m█\033[0m\n"
+printf "         \033[38;2;101;67;33m█\033[0m \033[38;2;101;67;33m██\033[0m           \033[38;2;101;67;33m██\033[0m  \033[38;2;101;67;33m█\033[0m          \033[38;2;101;67;33m█\033[0m \033[38;2;101;67;33m██\033[0m           \033[38;2;101;67;33m██\033[0m  \033[38;2;101;67;33m█\033[0m\n"
+
+printf "\n"
diff --git a/apps/playground/.env.local.example b/apps/playground/.env.local.example
new file mode 100644
index 0000000..ad3ac40
--- /dev/null
+++ b/apps/playground/.env.local.example
@@ -0,0 +1,2 @@
+# Required: OpenAI API key
+OPENAI_API_KEY=sk-...
diff --git a/apps/playground/eslint.config.mjs b/apps/playground/eslint.config.mjs
new file mode 100644
index 0000000..f2ac8a1
--- /dev/null
+++ b/apps/playground/eslint.config.mjs
@@ -0,0 +1,16 @@
+import reactConfig from '@tpmjs/eslint-config/react.js';
+
+export default [
+  {
+    ignores: [
+      '.next/**',
+      '.turbo/**',
+      'node_modules/**',
+      '*.config.js',
+      '*.config.ts',
+      'next-env.d.ts',
+      'eslint.config.mjs',
+    ],
+  },
+  ...reactConfig,
+];
diff --git a/apps/playground/next-env.d.ts b/apps/playground/next-env.d.ts
new file mode 100644
index 0000000..9edff1c
--- /dev/null
+++ b/apps/playground/next-env.d.ts
@@ -0,0 +1,6 @@
+/// <reference types="next" />
+/// <reference types="next/image-types/global" />
+import "./.next/types/routes.d.ts";
+
+// NOTE: This file should not be edited
+// see https://nextjs.org/docs/app/api-reference/config/typescript for more information.
diff --git a/apps/playground/next.config.ts b/apps/playground/next.config.ts
new file mode 100644
index 0000000..b94699c
--- /dev/null
+++ b/apps/playground/next.config.ts
@@ -0,0 +1,11 @@
+import type { NextConfig } from 'next';
+
+const nextConfig: NextConfig = {
+  transpilePackages: ['@tpmjs/ui', '@tpmjs/utils', '@tpmjs/types', '@tpmjs/env'],
+  reactStrictMode: true,
+  experimental: {
+    urlImports: ['https://esm.sh/', 'https://cdn.jsdelivr.net/npm/'],
+  },
+};
+
+export default nextConfig;
diff --git a/apps/playground/package.json b/apps/playground/package.json
new file mode 100644
index 0000000..df5104d
--- /dev/null
+++ b/apps/playground/package.json
@@ -0,0 +1,50 @@
+{
+  "name": "@tpmjs/playground",
+  "version": "0.0.0",
+  "private": true,
+  "scripts": {
+    "dev": "next dev --port 3001",
+    "build": "next build",
+    "start": "next start",
+    "lint": "eslint .",
+    "type-check": "tsc --noEmit",
+    "clean": "rm -rf .next .turbo"
+  },
+  "dependencies": {
+    "@ai-sdk/openai": "3.0.1",
+    "@ai-sdk/react": "3.0.3",
+    "@tpmjs/db": "workspace:*",
+    "@tpmjs/env": "workspace:*",
+    "@tpmjs/hello": "workspace:*",
+    "@tpmjs/search-registry": "workspace:*",
+    "@tpmjs/types": "workspace:*",
+    "@tpmjs/ui": "workspace:*",
+    "@tpmjs/utils": "workspace:*",
+    "@vercel/analytics": "^1.6.1",
+    "ai": "6.0.3",
+    "firecrawl-aisdk": "^0.7.2",
+    "nanoid": "^5.1.6",
+    "next": "^16.0.8",
+    "next-themes": "^0.4.6",
+    "openai": "^6.9.1",
+    "react": "^19.0.0",
+    "react-dom": "^19.0.0",
+    "streamdown": "^1.6.9",
+    "zod": "^4.0.0"
+  },
+  "devDependencies": {
+    "@tailwindcss/typography": "^0.5.19",
+    "@tpmjs/eslint-config": "workspace:*",
+    "@tpmjs/tailwind-config": "workspace:*",
+    "@tpmjs/tsconfig": "workspace:*",
+    "@types/node": "^22.10.2",
+    "@types/react": "^19.0.2",
+    "@types/react-dom": "^19.0.2",
+    "autoprefixer": "^10.4.20",
+    "eslint": "^9.39.1",
+    "eslint-config-next": "^16.0.4",
+    "postcss": "^8.5.1",
+    "tailwindcss": "^3.4.17",
+    "typescript": "^5.9.3"
+  }
+}
diff --git a/apps/playground/postcss.config.mjs b/apps/playground/postcss.config.mjs
new file mode 100644
index 0000000..a982c64
--- /dev/null
+++ b/apps/playground/postcss.config.mjs
@@ -0,0 +1,8 @@
+const config = {
+  plugins: {
+    tailwindcss: {},
+    autoprefixer: {},
+  },
+};
+
+export default config;
diff --git a/apps/playground/src/app/api/chat/route.ts b/apps/playground/src/app/api/chat/route.ts
new file mode 100644
index 0000000..243368e
--- /dev/null
+++ b/apps/playground/src/app/api/chat/route.ts
@@ -0,0 +1,252 @@
+import { createOpenAI } from '@ai-sdk/openai';
+import { searchTpmjsToolsTool } from '@tpmjs/search-registry';
+import { type UIMessage, convertToModelMessages, stepCountIs, streamText } from 'ai';
+import type { NextRequest } from 'next/server';
+import { env } from '~/env';
+import {
+  addConversationTools,
+  loadToolsBatch,
+  setConversationEnv,
+} from '~/lib/dynamic-tool-loader';
+import { loadAllTools, sanitizeToolName } from '~/lib/tool-loader';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+export const maxDuration = 300; // 5 minutes for complex tool loading
+
+// Add conversation state tracking (in-memory for MVP)
+// biome-ignore lint/suspicious/noExplicitAny: Tool types from AI SDK are complex
+const conversationStates = new Map<string, { loadedTools: Record<string, any> }>();
+
+/**
+ * POST /api/chat
+ * Chat with AI agent that can execute TPMJS tools
+ */
+export async function POST(request: NextRequest) {
+  try {
+    const body = await request.json();
+    console.log('📥 Request body:', JSON.stringify(body, null, 2));
+
+    const messages: UIMessage[] = body.messages || [];
+    const conversationId: string = body.conversationId || 'default';
+    const clientEnv: Record<string, string> = body.env || {};
+
+    console.log(`🔑 Conversation ID: ${conversationId}`);
+    console.log(
+      `🔐 Client env vars: ${Object.keys(clientEnv).length} keys`,
+      Object.keys(clientEnv)
+    );
+
+    // Store env vars for this conversation (so cached tools can access them)
+    setConversationEnv(conversationId, clientEnv);
+
+    // Initialize OpenAI with client-provided or server API key
+    const apiKey = clientEnv.OPENAI_API_KEY || env.OPENAI_API_KEY;
+    if (!apiKey) {
+      return new Response(
+        JSON.stringify({
+          success: false,
+          error: 'OPENAI_API_KEY is required. Please add it in the Settings sidebar.',
+        }),
+        {
+          status: 400,
+          headers: { 'Content-Type': 'application/json' },
+        }
+      );
+    }
+
+    const openai = createOpenAI({
+      apiKey,
+    });
+
+    // Get or create conversation state
+    if (!conversationStates.has(conversationId)) {
+      console.log('✨ Creating new conversation state');
+      conversationStates.set(conversationId, { loadedTools: {} });
+    }
+    // biome-ignore lint/style/noNonNullAssertion: We just ensured the value exists above
+    const state = conversationStates.get(conversationId)!;
+    console.log(
+      `📊 Current loaded tools in conversation: ${Object.keys(state.loadedTools).length}`
+    );
+
+    // 1. Load static tools + search tool
+    const staticTools = await loadAllTools();
+    console.log(`🔧 Loaded ${Object.keys(staticTools).length} static tools`);
+
+    staticTools.searchTpmjsTools = searchTpmjsToolsTool;
+    console.log('✅ Added searchTpmjsTools to static tools');
+
+    // Debug: Check the search tool structure
+    console.log('🔍 Search tool structure:', {
+      description: searchTpmjsToolsTool.description,
+      inputSchema: typeof searchTpmjsToolsTool.inputSchema,
+      execute: typeof searchTpmjsToolsTool.execute,
+    });
+
+    // 2. Extract user query and last 3 user messages for tool search
+    const lastMessage = messages[messages.length - 1];
+    let userQuery = '';
+    if (lastMessage?.role === 'user') {
+      // Extract text from message parts
+      const parts = (lastMessage as any).parts || [];
+      for (const part of parts) {
+        if (part.type === 'text') {
+          userQuery = part.text;
+          break;
+        }
+      }
+    }
+
+    // Get last 3 user messages for context
+    const recentUserMessages = messages
+      .filter((msg) => msg.role === 'user')
+      .slice(-3)
+      .map((msg) => {
+        // Extract text from parts
+        const parts = (msg as any).parts || [];
+        for (const part of parts) {
+          if (part.type === 'text') {
+            return part.text;
+          }
+        }
+        return '';
+      })
+      .filter(Boolean);
+
+    console.log(`💬 User query: "${userQuery}"`);
+    console.log(`📝 Recent messages: ${recentUserMessages.length}`);
+
+    // 3. Automatically search for relevant tools based on the user's message
+    if (userQuery && userQuery.trim().length > 0) {
+      console.log('🔎 Searching for relevant tools...');
+
+      try {
+        // biome-ignore lint/style/noNonNullAssertion: Tool created with tool() always has execute
+        const result = await searchTpmjsToolsTool.execute!(
+          {
+            query: userQuery,
+            limit: 5, // Get top 5 relevant tools
+            recentMessages: recentUserMessages,
+          },
+          {} as any
+        );
+
+        // Type assertion: searchTpmjsToolsTool returns direct result, not AsyncIterable
+        const searchResult = result as {
+          query: string;
+          matchCount: number;
+          tools: any[];
+        };
+
+        console.log(`📦 Found ${searchResult.matchCount} matching tools`);
+
+        if (searchResult.tools && searchResult.tools.length > 0) {
+          console.log(
+            '🔧 Tools found:',
+            searchResult.tools.map((t: any) => `${t.packageName}/${t.name}`)
+          );
+
+          // Dynamically load tools from esm.sh
+          console.log(`📥 Loading ${searchResult.tools.length} tools dynamically...`);
+
+          const toolsToLoad = searchResult.tools.map((meta: any) => ({
+            packageName: meta.packageName,
+            name: meta.name,
+            version: meta.version,
+            importUrl: meta.importUrl,
+          }));
+
+          try {
+            const loadedTools = await loadToolsBatch(toolsToLoad, conversationId, clientEnv);
+            console.log(`✅ Successfully loaded ${Object.keys(loadedTools).length} tools`);
+
+            // Add sanitized tools to conversation state
+            for (const [key, tool] of Object.entries(loadedTools)) {
+              const [pkg, exp] = key.split('::');
+              const sanitizedKey = sanitizeToolName(`${pkg}-${exp}`);
+              state.loadedTools[sanitizedKey] = tool;
+              console.log(`✅ Added to conversation: ${sanitizedKey}`);
+            }
+
+            // Track for this conversation
+            addConversationTools(conversationId, Object.keys(state.loadedTools));
+          } catch (error) {
+            console.error('❌ Error loading tools:', error);
+          }
+        } else {
+          console.log('ℹ️  No matching tools found for this query');
+        }
+      } catch (error) {
+        console.error('❌ Error searching for tools:', error);
+      }
+    }
+
+    // 4. Merge with conversation's dynamically loaded tools
+    // biome-ignore lint/suspicious/noExplicitAny: Tool types from AI SDK are complex
+    const allTools: Record<string, any> = { ...staticTools, ...state.loadedTools };
+
+    // 5. Build system prompt with available tools
+    const toolsList = Object.keys(allTools)
+      .map((name) => {
+        const tool = allTools[name] as { description?: string } | undefined;
+        return `- ${name}: ${tool?.description || 'No description'}`;
+      })
+      .join('\n');
+
+    const system = `You are an AI assistant with access to a dynamic tool registry containing thousands of tools. Your job is to EXECUTE tools to help users accomplish tasks.
+
+## Tool Execution Rules
+
+1. **When a user asks you to "call", "use", "run", or "execute" a tool** - you MUST invoke that tool immediately. Do not just describe it or search for it.
+
+2. **When a user asks a question that could be answered by a tool** - invoke the appropriate tool to get real data, don't make up answers.
+
+3. **searchTpmjsTools is for DISCOVERY only** - use it when you need to find tools you don't have loaded yet. Once a tool is loaded (listed below), call it directly.
+
+4. **Tool names are sanitized** - if user says "extractTool from @parallel-web/ai-sdk-tools", look for a loaded tool like "parallel-web_ai-sdk-tools-extractTool".
+
+5. **Always execute, then explain** - after calling a tool, summarize the results for the user.
+
+## Currently Loaded Tools
+${toolsList}
+
+## Examples
+
+User: "call extractTool on https://example.com"
+→ Invoke the extractTool with url parameter, then explain results
+
+User: "search for web scraping tools"
+→ Use searchTpmjsTools to find tools, then tell user what's available
+
+User: "what's the weather in Tokyo"
+→ Search for a weather tool, load it, then invoke it
+
+Remember: Your value is in EXECUTING tools to get real results, not just describing what tools could do.`;
+
+    // 6. Stream response with all available tools
+    const result = streamText({
+      model: openai('gpt-4o-mini'),
+      system,
+      messages: await convertToModelMessages(messages),
+      tools: allTools,
+      stopWhen: stepCountIs(5), // Allow model to call tools AND generate text response
+    });
+
+    // Return UI message stream with tool calls and text
+    return result.toUIMessageStreamResponse();
+  } catch (error) {
+    console.error('Chat API error:', error);
+
+    return new Response(
+      JSON.stringify({
+        success: false,
+        error: error instanceof Error ? error.message : 'Unknown error',
+      }),
+      {
+        status: 500,
+        headers: { 'Content-Type': 'application/json' },
+      }
+    );
+  }
+}
diff --git a/apps/playground/src/app/api/tools/route.ts b/apps/playground/src/app/api/tools/route.ts
new file mode 100644
index 0000000..b892796
--- /dev/null
+++ b/apps/playground/src/app/api/tools/route.ts
@@ -0,0 +1,85 @@
+import { NextResponse } from 'next/server';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+interface RawTool {
+  id: string;
+  name: string;
+  description: string;
+  qualityScore: number;
+  importHealth: 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+  executionHealth: 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+  healthCheckError: string | null;
+  lastHealthCheck: string | null;
+  package?: {
+    npmPackageName: string;
+    npmVersion: string;
+    category: string;
+    frameworks: string[];
+    env: Array<{ name: string; description: string; required?: boolean; default?: string }>;
+  };
+}
+
+function transformTool(tool: RawTool) {
+  return {
+    toolId: tool.id,
+    packageName: tool.package?.npmPackageName,
+    name: tool.name,
+    description: tool.description,
+    category: tool.package?.category,
+    version: tool.package?.npmVersion,
+    qualityScore: tool.qualityScore,
+    frameworks: tool.package?.frameworks,
+    env: tool.package?.env,
+    importUrl: `https://esm.sh/${tool.package?.npmPackageName}@${tool.package?.npmVersion}`,
+    importHealth: tool.importHealth,
+    executionHealth: tool.executionHealth,
+    healthCheckError: tool.healthCheckError,
+    lastHealthCheck: tool.lastHealthCheck,
+  };
+}
+
+export async function GET() {
+  try {
+    const baseUrl = process.env.TPMJS_API_URL || 'https://tpmjs.com';
+    const allTools: RawTool[] = [];
+    let offset = 0;
+    const limit = 50; // Max allowed by the API
+    let hasMore = true;
+
+    // Paginate through all tools
+    while (hasMore) {
+      const response = await fetch(`${baseUrl}/api/tools?limit=${limit}&offset=${offset}`);
+
+      if (!response.ok) {
+        throw new Error(`Failed to fetch tools: ${response.statusText}`);
+      }
+
+      const data = await response.json();
+      const tools = data.data || [];
+      allTools.push(...tools);
+
+      hasMore = data.pagination?.hasMore ?? false;
+      offset += limit;
+
+      // Safety limit to prevent infinite loops
+      if (offset > 1000) break;
+    }
+
+    return NextResponse.json({
+      success: true,
+      tools: allTools.map(transformTool),
+      total: allTools.length,
+    });
+  } catch (error) {
+    console.error('Failed to fetch tools:', error);
+    return NextResponse.json(
+      {
+        success: false,
+        error: error instanceof Error ? error.message : 'Failed to fetch tools',
+      },
+      { status: 500 }
+    );
+  }
+}
diff --git a/apps/playground/src/app/globals.css b/apps/playground/src/app/globals.css
new file mode 100644
index 0000000..13600ad
--- /dev/null
+++ b/apps/playground/src/app/globals.css
@@ -0,0 +1,30 @@
+@tailwind base;
+@tailwind components;
+@tailwind utilities;
+
+@layer base {
+  /* Light mode (default) */
+  :root {
+    /* Status Colors */
+    --error: 0 65% 51%; /* Red */
+    --error-foreground: 0 0% 100%; /* White text */
+    --warning: 36 100% 50%; /* Amber */
+    --warning-foreground: 0 0% 100%;
+    --success: 152 57% 45%; /* Green */
+    --success-foreground: 0 0% 100%;
+    --info: 210 100% 56%; /* Blue */
+    --info-foreground: 0 0% 100%;
+  }
+
+  /* Dark mode */
+  .dark {
+    --error: 0 65% 58%; /* Brighter red for dark mode */
+    --error-foreground: 0 0% 100%;
+    --warning: 36 100% 55%;
+    --warning-foreground: 0 0% 100%;
+    --success: 152 57% 50%;
+    --success-foreground: 0 0% 100%;
+    --info: 210 100% 60%;
+    --info-foreground: 0 0% 100%;
+  }
+}
diff --git a/apps/playground/src/app/layout.tsx b/apps/playground/src/app/layout.tsx
new file mode 100644
index 0000000..cac4e42
--- /dev/null
+++ b/apps/playground/src/app/layout.tsx
@@ -0,0 +1,44 @@
+import { Analytics } from '@vercel/analytics/next';
+import type { Metadata } from 'next';
+import { ThemeProvider } from 'next-themes';
+import { Space_Grotesk, Space_Mono } from 'next/font/google';
+import './globals.css';
+
+const spaceGrotesk = Space_Grotesk({
+  subsets: ['latin'],
+  variable: '--font-sans',
+  display: 'swap',
+});
+
+const spaceMono = Space_Mono({
+  subsets: ['latin'],
+  weight: ['400', '700'],
+  variable: '--font-mono',
+  display: 'swap',
+});
+
+export const metadata: Metadata = {
+  title: 'TPMJS Playground - Test AI Tools',
+  description: 'Interactive playground for testing TPMJS tools with AI agents',
+};
+
+export default function RootLayout({
+  children,
+}: {
+  children: React.ReactNode;
+}): React.ReactElement {
+  return (
+    <html
+      lang="en"
+      suppressHydrationWarning
+      className={`${spaceGrotesk.variable} ${spaceMono.variable}`}
+    >
+      <body>
+        <ThemeProvider attribute="class" defaultTheme="light" enableSystem={false}>
+          {children}
+        </ThemeProvider>
+        <Analytics />
+      </body>
+    </html>
+  );
+}
diff --git a/apps/playground/src/app/page.tsx b/apps/playground/src/app/page.tsx
new file mode 100644
index 0000000..f616fbc
--- /dev/null
+++ b/apps/playground/src/app/page.tsx
@@ -0,0 +1,24 @@
+'use client';
+
+import { ChatHeader } from '~/components/chat/ChatHeader';
+import { ChatInterface } from '~/components/chat/ChatInterface';
+import { SettingsSidebar } from '~/components/sidebar/SettingsSidebar';
+import { ToolsSidebar } from '~/components/sidebar/ToolsSidebar';
+
+export default function PlaygroundPage(): React.ReactElement {
+  const handleClearChat = () => {
+    // Refresh the page to clear chat
+    window.location.reload();
+  };
+
+  return (
+    <div className="flex h-screen flex-col bg-background">
+      <ChatHeader onClear={handleClearChat} />
+      <div className="flex flex-1 overflow-hidden">
+        <ToolsSidebar />
+        <ChatInterface />
+        <SettingsSidebar />
+      </div>
+    </div>
+  );
+}
diff --git a/apps/playground/src/components/chat/ChatHeader.tsx b/apps/playground/src/components/chat/ChatHeader.tsx
new file mode 100644
index 0000000..2f6a3bd
--- /dev/null
+++ b/apps/playground/src/components/chat/ChatHeader.tsx
@@ -0,0 +1,52 @@
+'use client';
+
+import { Button } from '@tpmjs/ui/Button/Button';
+import { useTheme } from 'next-themes';
+import Link from 'next/link';
+import { useEffect, useState } from 'react';
+
+interface ChatHeaderProps {
+  onClear: () => void;
+}
+
+export function ChatHeader({ onClear }: ChatHeaderProps): React.ReactElement {
+  const { theme, setTheme } = useTheme();
+  const [mounted, setMounted] = useState(false);
+
+  // Avoid hydration mismatch
+  useEffect(() => {
+    setMounted(true);
+  }, []);
+
+  const toggleTheme = () => {
+    setTheme(theme === 'dark' ? 'light' : 'dark');
+  };
+
+  return (
+    <header className="border-b border-border bg-surface px-6 py-3">
+      <div className="flex items-center justify-between">
+        <div className="flex items-center gap-6">
+          <h1 className="text-lg font-bold tracking-tight">TPMJS Playground</h1>
+          <Link
+            href="https://tpmjs.com"
+            target="_blank"
+            rel="noopener noreferrer"
+            className="text-sm text-foreground-tertiary transition-colors hover:text-foreground"
+          >
+            View Registry →
+          </Link>
+        </div>
+        <div className="flex items-center gap-1">
+          {mounted && (
+            <Button variant="ghost" onClick={toggleTheme} size="sm">
+              {theme === 'dark' ? '☀️' : '🌙'}
+            </Button>
+          )}
+          <Button variant="ghost" onClick={onClear} size="sm">
+            Clear Chat
+          </Button>
+        </div>
+      </div>
+    </header>
+  );
+}
diff --git a/apps/playground/src/components/chat/ChatInput.tsx b/apps/playground/src/components/chat/ChatInput.tsx
new file mode 100644
index 0000000..a9e38d5
--- /dev/null
+++ b/apps/playground/src/components/chat/ChatInput.tsx
@@ -0,0 +1,63 @@
+'use client';
+
+import { Button } from '@tpmjs/ui/Button/Button';
+import { Textarea } from '@tpmjs/ui/Textarea/Textarea';
+import type { FormEvent } from 'react';
+
+interface ChatInputProps {
+  input: string;
+  isLoading: boolean;
+  onInputChange: (e: React.ChangeEvent<HTMLTextAreaElement>) => void;
+  onSubmit: (e: FormEvent<HTMLFormElement>) => void;
+  setInput: (value: string) => void;
+}
+
+export function ChatInput({
+  input,
+  isLoading,
+  onInputChange,
+  onSubmit,
+}: ChatInputProps): React.ReactElement {
+  const handleKeyDown = (e: React.KeyboardEvent<HTMLTextAreaElement>) => {
+    if (e.key === 'Enter' && !e.shiftKey) {
+      e.preventDefault();
+      if (input.trim() && !isLoading) {
+        // Trigger form submission
+        const form = e.currentTarget.form;
+        if (form) {
+          form.requestSubmit();
+        }
+      }
+    }
+  };
+
+  return (
+    <form onSubmit={onSubmit} className="border-t border-border bg-surface p-4">
+      <div className="mx-auto max-w-3xl">
+        <div className="flex items-end gap-3 rounded-xl border border-border bg-background p-3 shadow-sm">
+          <Textarea
+            value={input}
+            onChange={onInputChange}
+            onKeyDown={handleKeyDown}
+            placeholder="Ask me to tell you a fish joke..."
+            className="min-h-[44px] max-h-[200px] flex-1 resize-none border-0 bg-transparent p-0 focus:ring-0"
+            disabled={isLoading}
+            rows={1}
+          />
+          <Button
+            type="submit"
+            disabled={!input.trim() || isLoading}
+            loading={isLoading}
+            size="md"
+            className="shrink-0"
+          >
+            Send
+          </Button>
+        </div>
+        <p className="mt-2 text-center text-xs text-foreground-tertiary">
+          Press Enter to send, Shift+Enter for new line
+        </p>
+      </div>
+    </form>
+  );
+}
diff --git a/apps/playground/src/components/chat/ChatInterface.tsx b/apps/playground/src/components/chat/ChatInterface.tsx
new file mode 100644
index 0000000..174bcc3
--- /dev/null
+++ b/apps/playground/src/components/chat/ChatInterface.tsx
@@ -0,0 +1,38 @@
+'use client';
+
+import { useState } from 'react';
+import { useChat } from '~/hooks/useChat';
+import { ChatInput } from './ChatInput';
+import { ChatMessages } from './ChatMessages';
+
+export function ChatInterface(): React.ReactElement {
+  const { messages, sendMessage, status } = useChat();
+  const [input, setInput] = useState('');
+
+  const isLoading = status !== 'ready';
+
+  const handleInputChange = (e: React.ChangeEvent<HTMLTextAreaElement>) => {
+    setInput(e.target.value);
+  };
+
+  const handleSubmit = (e: React.FormEvent<HTMLFormElement>) => {
+    e.preventDefault();
+    if (input.trim() && status === 'ready') {
+      sendMessage({ text: input });
+      setInput('');
+    }
+  };
+
+  return (
+    <div className="flex flex-1 flex-col">
+      <ChatMessages messages={messages} isStreaming={isLoading} />
+      <ChatInput
+        input={input}
+        isLoading={isLoading}
+        onInputChange={handleInputChange}
+        onSubmit={handleSubmit}
+        setInput={setInput}
+      />
+    </div>
+  );
+}
diff --git a/apps/playground/src/components/chat/ChatMessages.tsx b/apps/playground/src/components/chat/ChatMessages.tsx
new file mode 100644
index 0000000..7154eba
--- /dev/null
+++ b/apps/playground/src/components/chat/ChatMessages.tsx
@@ -0,0 +1,60 @@
+'use client';
+
+import type { UIMessage } from 'ai';
+import { useEffect, useRef } from 'react';
+import { MessageBubble } from './MessageBubble';
+
+interface ChatMessagesProps {
+  messages: UIMessage[];
+  isStreaming?: boolean;
+}
+
+export function ChatMessages({
+  messages,
+  isStreaming = false,
+}: ChatMessagesProps): React.ReactElement {
+  const messagesEndRef = useRef<HTMLDivElement>(null);
+
+  // Auto-scroll to bottom when new messages arrive
+  useEffect(() => {
+    messagesEndRef.current?.scrollIntoView({ behavior: 'smooth' });
+  });
+
+  if (messages.length === 0) {
+    return (
+      <div className="flex h-full items-center justify-center p-8">
+        <div className="max-w-md text-center">
+          <div className="mx-auto mb-6 flex h-16 w-16 items-center justify-center rounded-full bg-surface">
+            <span className="text-3xl">🐟</span>
+          </div>
+          <h2 className="mb-2 text-lg font-semibold text-foreground">Test TPMJS Tools</h2>
+          <p className="mb-4 text-sm text-foreground-secondary">
+            Select tools from the sidebar and start chatting to test them.
+          </p>
+          <div className="rounded-lg border border-dashed border-border bg-surface/50 p-4">
+            <p className="text-xs text-foreground-tertiary">
+              Try: &ldquo;Tell me a fish joke&rdquo; or &ldquo;What tools are available?&rdquo;
+            </p>
+          </div>
+        </div>
+      </div>
+    );
+  }
+
+  return (
+    <div className="flex-1 space-y-4 overflow-y-auto p-4">
+      {messages.map((message, idx) => {
+        // Only animate the last message if it's streaming
+        const isLastMessage = idx === messages.length - 1;
+        return (
+          <MessageBubble
+            key={message.id}
+            message={message}
+            isStreaming={isStreaming && isLastMessage}
+          />
+        );
+      })}
+      <div ref={messagesEndRef} />
+    </div>
+  );
+}
diff --git a/apps/playground/src/components/chat/MessageBubble.tsx b/apps/playground/src/components/chat/MessageBubble.tsx
new file mode 100644
index 0000000..4fbd54d
--- /dev/null
+++ b/apps/playground/src/components/chat/MessageBubble.tsx
@@ -0,0 +1,225 @@
+'use client';
+
+import { Badge } from '@tpmjs/ui/Badge/Badge';
+import type { UIMessage } from 'ai';
+import { useEffect, useRef, useState } from 'react';
+import { Streamdown } from 'streamdown';
+
+interface PartTiming {
+  startTime: number;
+  endTime?: number;
+  duration?: number;
+}
+
+interface MessageBubbleProps {
+  message: UIMessage;
+  isStreaming?: boolean;
+}
+
+function formatDuration(ms: number): string {
+  if (ms < 1000) {
+    return `${ms}ms`;
+  }
+  return `${(ms / 1000).toFixed(2)}s`;
+}
+
+export function MessageBubble({
+  message,
+  isStreaming = false,
+}: MessageBubbleProps): React.ReactElement {
+  const isUser = message.role === 'user';
+
+  // Track timing for each part by index
+  const [partTimings, setPartTimings] = useState<Map<string, PartTiming>>(new Map());
+  const prevPartsRef = useRef<string>('');
+
+  // Track part appearances and completions
+  useEffect(() => {
+    if (!message.parts || isUser) return;
+
+    const currentPartsKey = JSON.stringify(
+      message.parts.map((p: any) => ({
+        type: p.type,
+        id: p.toolCallId || p.type,
+        state: p.state,
+        textLen: p.text?.length,
+      }))
+    );
+
+    // Only process if parts changed
+    if (currentPartsKey === prevPartsRef.current) return;
+    prevPartsRef.current = currentPartsKey;
+
+    const now = Date.now();
+
+    setPartTimings((prev) => {
+      const updated = new Map(prev);
+
+      message.parts?.forEach((part: any, idx: number) => {
+        const partKey = part.toolCallId || `${part.type}-${idx}`;
+        const existing = updated.get(partKey);
+
+        // Skip step-start markers
+        if (part.type === 'step-start') return;
+
+        if (!existing) {
+          // New part - record start time
+          updated.set(partKey, { startTime: now });
+        } else if (!existing.endTime) {
+          // Check if part is complete
+          const isToolComplete = part.type.startsWith('tool-') && part.state === 'result';
+          const isTextComplete = part.type === 'text' && !isStreaming;
+
+          if (isToolComplete || isTextComplete) {
+            updated.set(partKey, {
+              ...existing,
+              endTime: now,
+              duration: now - existing.startTime,
+            });
+          }
+        }
+      });
+
+      return updated;
+    });
+  }, [message.parts, isStreaming, isUser]);
+
+  // Get timing for a specific part
+  const getPartTiming = (part: any, idx: number): PartTiming | undefined => {
+    const partKey = part.toolCallId || `${part.type}-${idx}`;
+    return partTimings.get(partKey);
+  };
+
+  return (
+    <div className={`flex ${isUser ? 'justify-end' : 'justify-start'}`}>
+      <div
+        className={`w-full max-w-3xl rounded-xl border p-4 ${
+          isUser ? 'border-foreground/10 bg-foreground/5' : 'border-border bg-background shadow-sm'
+        }`}
+      >
+        <div className="mb-3 flex items-center gap-2">
+          <div
+            className={`flex h-6 w-6 items-center justify-center rounded-full text-xs font-medium ${
+              isUser ? 'bg-foreground text-background' : 'bg-surface text-foreground-secondary'
+            }`}
+          >
+            {isUser ? 'Y' : 'AI'}
+          </div>
+          <span className="text-xs font-medium text-foreground-secondary">
+            {isUser ? 'You' : 'Assistant'}
+          </span>
+          <span className="text-xs text-foreground-tertiary">
+            {new Date().toLocaleTimeString([], { hour: '2-digit', minute: '2-digit' })}
+          </span>
+        </div>
+
+        {/* Render message parts */}
+        {message.parts && message.parts.length > 0 ? (
+          <div className="space-y-4">
+            {message.parts.map((part, idx) => {
+              // Skip step-start markers
+              if (part.type === 'step-start') {
+                return null;
+              }
+
+              // Render text parts with markdown support
+              if (part.type === 'text') {
+                const timing = getPartTiming(part, idx);
+                return (
+                  <div key={`text-${message.id}-${idx}`} className="text-sm leading-relaxed">
+                    <Streamdown isAnimating={isStreaming && !isUser}>{part.text || ''}</Streamdown>
+                    {timing?.duration && (
+                      <div className="mt-2 text-xs text-foreground-tertiary">
+                        ⏱ {formatDuration(timing.duration)}
+                      </div>
+                    )}
+                  </div>
+                );
+              }
+
+              // Render tool calls (type starts with 'tool-')
+              if (part.type.startsWith('tool-')) {
+                const toolName = part.type.replace('tool-', '');
+                // Type assertion for tool parts
+                const toolPart = part as any;
+                const timing = getPartTiming(part, idx);
+                const isResult = toolPart.state === 'result';
+                const hasError = toolPart.errorText || toolPart.error;
+
+                return (
+                  <div
+                    key={toolPart.toolCallId || idx}
+                    className={`rounded-lg border p-3 ${
+                      hasError
+                        ? 'border-red-500/30 bg-red-500/5'
+                        : 'border-amber-500/30 bg-amber-500/5'
+                    }`}
+                  >
+                    <div className="mb-2 flex items-center gap-2">
+                      <span className="text-sm">🔧</span>
+                      <code className="text-sm font-medium">{toolName}</code>
+                      <Badge
+                        variant={hasError ? 'error' : isResult ? 'success' : 'secondary'}
+                        size="sm"
+                      >
+                        {hasError ? 'error' : toolPart.state || 'running'}
+                      </Badge>
+                      {timing?.duration && (
+                        <span className="ml-auto text-xs text-foreground-tertiary">
+                          {formatDuration(timing.duration)}
+                        </span>
+                      )}
+                    </div>
+
+                    {/* Tool Input */}
+                    {toolPart.input && (
+                      <details className="group">
+                        <summary className="cursor-pointer text-xs font-medium text-foreground-secondary hover:text-foreground">
+                          Input
+                        </summary>
+                        <pre className="mt-2 overflow-x-auto rounded-md bg-surface p-2 text-xs text-foreground-secondary">
+                          {JSON.stringify(toolPart.input, null, 2)}
+                        </pre>
+                      </details>
+                    )}
+
+                    {/* Tool Output */}
+                    {toolPart.output && (
+                      <details className="group mt-2" open>
+                        <summary className="cursor-pointer text-xs font-medium text-foreground-secondary hover:text-foreground">
+                          Output
+                        </summary>
+                        <pre className="mt-2 max-h-48 overflow-auto rounded-md bg-surface p-2 text-xs text-foreground-secondary">
+                          {JSON.stringify(toolPart.output, null, 2)}
+                        </pre>
+                      </details>
+                    )}
+
+                    {/* Tool Error */}
+                    {hasError && (
+                      <div className="mt-2">
+                        <div className="mb-1 text-xs font-medium text-red-500">Error</div>
+                        <pre className="overflow-x-auto rounded-md bg-red-500/10 p-2 text-xs text-red-400">
+                          {typeof (toolPart.errorText || toolPart.error) === 'string'
+                            ? toolPart.errorText || toolPart.error
+                            : JSON.stringify(toolPart.errorText || toolPart.error, null, 2)}
+                        </pre>
+                      </div>
+                    )}
+                  </div>
+                );
+              }
+
+              return null;
+            })}
+          </div>
+        ) : (
+          // Fallback if no parts
+          <div className="text-sm">
+            <Streamdown isAnimating={isStreaming && !isUser}>...</Streamdown>
+          </div>
+        )}
+      </div>
+    </div>
+  );
+}
diff --git a/apps/playground/src/components/sidebar/SettingsSidebar.tsx b/apps/playground/src/components/sidebar/SettingsSidebar.tsx
new file mode 100644
index 0000000..94ecd51
--- /dev/null
+++ b/apps/playground/src/components/sidebar/SettingsSidebar.tsx
@@ -0,0 +1,193 @@
+'use client';
+
+import { Badge } from '@tpmjs/ui/Badge/Badge';
+import { Button } from '@tpmjs/ui/Button/Button';
+import { Input } from '@tpmjs/ui/Input/Input';
+import { useEffect, useState } from 'react';
+
+interface EnvVar {
+  key: string;
+  value: string;
+}
+
+const ENV_STORAGE_KEY = 'tpmjs-playground-env-vars';
+
+export function SettingsSidebar(): React.ReactElement {
+  const [envVars, setEnvVars] = useState<EnvVar[]>([]);
+  const [newKey, setNewKey] = useState('');
+  const [newValue, setNewValue] = useState('');
+
+  // Load env vars from localStorage on mount
+  useEffect(() => {
+    try {
+      const stored = localStorage.getItem(ENV_STORAGE_KEY);
+      if (stored) {
+        setEnvVars(JSON.parse(stored));
+      }
+    } catch (error) {
+      console.error('Failed to load env vars from localStorage:', error);
+    }
+  }, []);
+
+  // Save env vars to localStorage whenever they change
+  useEffect(() => {
+    try {
+      localStorage.setItem(ENV_STORAGE_KEY, JSON.stringify(envVars));
+      // Dispatch custom event so other components can react to changes
+      window.dispatchEvent(new CustomEvent('env-vars-updated', { detail: envVars }));
+    } catch (error) {
+      console.error('Failed to save env vars to localStorage:', error);
+    }
+  }, [envVars]);
+
+  const handleAddEnvVar = () => {
+    if (!newKey.trim()) return;
+
+    // Check if key already exists
+    const exists = envVars.some((env) => env.key === newKey);
+    if (exists) {
+      // Update existing
+      setEnvVars(
+        envVars.map((env) => (env.key === newKey ? { key: newKey, value: newValue } : env))
+      );
+    } else {
+      // Add new
+      setEnvVars([...envVars, { key: newKey, value: newValue }]);
+    }
+
+    setNewKey('');
+    setNewValue('');
+  };
+
+  const handleRemoveEnvVar = (key: string) => {
+    setEnvVars(envVars.filter((env) => env.key !== key));
+  };
+
+  return (
+    <aside className="hidden w-72 border-l border-border bg-surface md:block">
+      <div className="flex h-full flex-col">
+        {/* Header */}
+        <div className="border-b border-border p-4">
+          <div className="flex items-center justify-between">
+            <h2 className="text-sm font-semibold uppercase tracking-wide text-foreground-secondary">
+              Settings
+            </h2>
+          </div>
+        </div>
+
+        {/* Content */}
+        <div className="flex-1 overflow-y-auto p-4">
+          {/* Environment Variables Section */}
+          <div className="mb-4">
+            <div className="mb-3 flex items-center justify-between">
+              <h3 className="text-xs font-semibold uppercase tracking-wide text-foreground-tertiary">
+                Environment Variables
+              </h3>
+              <Badge variant="secondary" size="sm">
+                {envVars.length}
+              </Badge>
+            </div>
+
+            <p className="mb-4 text-xs text-foreground-tertiary">
+              Add API keys for tools that require authentication.
+            </p>
+
+            {/* Add new env var form */}
+            <div className="mb-4 space-y-2">
+              <Input
+                type="text"
+                placeholder="Key (e.g., FIRECRAWL_API_KEY)"
+                value={newKey}
+                onChange={(e) => setNewKey(e.target.value)}
+                className="font-mono text-xs"
+              />
+              <Input
+                type="password"
+                placeholder="Value"
+                value={newValue}
+                onChange={(e) => setNewValue(e.target.value)}
+                className="font-mono text-xs"
+              />
+              <Button onClick={handleAddEnvVar} size="sm" variant="default" className="w-full">
+                Add Variable
+              </Button>
+            </div>
+
+            {/* List of env vars */}
+            <div className="space-y-2">
+              {envVars.length === 0 ? (
+                <div className="rounded-lg border border-dashed border-border p-4 text-center">
+                  <p className="text-xs text-foreground-tertiary">No variables configured</p>
+                </div>
+              ) : (
+                envVars.map((env) => (
+                  <div
+                    key={env.key}
+                    className="flex items-center justify-between rounded-lg border border-border bg-background p-3"
+                  >
+                    <div className="flex-1 overflow-hidden">
+                      <p className="truncate font-mono text-xs font-medium">{env.key}</p>
+                      <p className="truncate font-mono text-xs text-foreground-tertiary">
+                        {env.value ? '•'.repeat(Math.min(env.value.length, 16)) : '(empty)'}
+                      </p>
+                    </div>
+                    <Button
+                      onClick={() => handleRemoveEnvVar(env.key)}
+                      size="sm"
+                      variant="ghost"
+                      className="ml-2 h-6 w-6 p-0 text-foreground-tertiary hover:text-foreground"
+                    >
+                      ×
+                    </Button>
+                  </div>
+                ))
+              )}
+            </div>
+          </div>
+        </div>
+
+        {/* Footer Info */}
+        <div className="border-t border-border p-4">
+          <p className="text-xs text-foreground-tertiary">
+            Variables are stored in your browser and sent with each tool execution.
+          </p>
+        </div>
+      </div>
+    </aside>
+  );
+}
+
+/**
+ * Hook to get current env vars from localStorage
+ * Can be used in other components to access env vars
+ */
+export function useEnvVars(): EnvVar[] {
+  const [envVars, setEnvVars] = useState<EnvVar[]>([]);
+
+  useEffect(() => {
+    // Load initially
+    const loadEnvVars = () => {
+      try {
+        const stored = localStorage.getItem(ENV_STORAGE_KEY);
+        if (stored) {
+          setEnvVars(JSON.parse(stored));
+        }
+      } catch (error) {
+        console.error('Failed to load env vars:', error);
+      }
+    };
+
+    loadEnvVars();
+
+    // Listen for updates
+    const handleUpdate = (event: Event) => {
+      const customEvent = event as CustomEvent<EnvVar[]>;
+      setEnvVars(customEvent.detail);
+    };
+
+    window.addEventListener('env-vars-updated', handleUpdate);
+    return () => window.removeEventListener('env-vars-updated', handleUpdate);
+  }, []);
+
+  return envVars;
+}
diff --git a/apps/playground/src/components/sidebar/ToolsSidebar.tsx b/apps/playground/src/components/sidebar/ToolsSidebar.tsx
new file mode 100644
index 0000000..d33bb2c
--- /dev/null
+++ b/apps/playground/src/components/sidebar/ToolsSidebar.tsx
@@ -0,0 +1,298 @@
+'use client';
+
+import { Badge } from '@tpmjs/ui/Badge/Badge';
+import { Checkbox } from '@tpmjs/ui/Checkbox/Checkbox';
+import { Input } from '@tpmjs/ui/Input/Input';
+import { ToolHealthBadge } from '@tpmjs/ui/ToolHealthBadge/ToolHealthBadge';
+import { ToolHealthBanner } from '@tpmjs/ui/ToolHealthBanner/ToolHealthBanner';
+import { useEffect, useState } from 'react';
+
+interface Tool {
+  toolId?: string;
+  packageName: string;
+  name: string;
+  description: string;
+  category: string;
+  version: string;
+  qualityScore?: number;
+  frameworks?: string[];
+  env?: Array<{ name: string; description: string; required?: boolean; default?: string }>;
+  importUrl?: string;
+  importHealth?: 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+  executionHealth?: 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+  healthCheckError?: string | null;
+  lastHealthCheck?: string | null;
+}
+
+export function ToolsSidebar(): React.ReactElement {
+  const [tools, setTools] = useState<Tool[]>([]);
+  const [loading, setLoading] = useState(true);
+  const [filter, setFilter] = useState('');
+  const [hideBroken, setHideBroken] = useState(true);
+  const [selectedTool, setSelectedTool] = useState<Tool | null>(null);
+
+  useEffect(() => {
+    async function fetchTools() {
+      try {
+        const response = await fetch('/api/tools');
+        const data = await response.json();
+        console.log('🔍 [ToolsSidebar] Fetched tools:', data.tools?.length, 'tools');
+        console.log('🔍 [ToolsSidebar] First tool sample:', data.tools?.[0]);
+        console.log('🔍 [ToolsSidebar] Health fields check:', {
+          hasImportHealth: 'importHealth' in (data.tools?.[0] || {}),
+          hasExecutionHealth: 'executionHealth' in (data.tools?.[0] || {}),
+          firstToolHealth: {
+            importHealth: data.tools?.[0]?.importHealth,
+            executionHealth: data.tools?.[0]?.executionHealth,
+          },
+        });
+        if (data.success) {
+          setTools(data.tools);
+        }
+      } catch (error) {
+        console.error('Failed to fetch tools:', error);
+      } finally {
+        setLoading(false);
+      }
+    }
+    fetchTools();
+  }, []);
+
+  const filteredTools = tools.filter((tool) => {
+    // Filter by search text
+    const matchesFilter =
+      tool.packageName?.toLowerCase().includes(filter.toLowerCase()) ||
+      tool.name?.toLowerCase().includes(filter.toLowerCase()) ||
+      tool.description?.toLowerCase().includes(filter.toLowerCase()) ||
+      tool.category?.toLowerCase().includes(filter.toLowerCase());
+
+    // Filter out broken tools if hideBroken is true
+    const isBroken = tool.importHealth === 'BROKEN' || tool.executionHealth === 'BROKEN';
+    const matchesHealth = !hideBroken || !isBroken;
+
+    return matchesFilter && matchesHealth;
+  });
+
+  return (
+    <>
+      <aside className="hidden w-72 border-r border-border bg-surface md:block">
+        <div className="flex h-full flex-col">
+          {/* Header */}
+          <div className="border-b border-border p-4">
+            <div className="mb-3 flex items-center justify-between">
+              <h2 className="text-sm font-semibold uppercase tracking-wide text-foreground-secondary">
+                Tools
+              </h2>
+              <Badge variant="secondary" size="sm">
+                {filteredTools.length}
+              </Badge>
+            </div>
+
+            <Input
+              type="text"
+              placeholder="Search tools..."
+              value={filter}
+              onChange={(e) => setFilter(e.target.value)}
+              className="mb-3"
+            />
+
+            <div className="flex items-center gap-2 text-xs text-foreground-secondary">
+              <Checkbox
+                id="hide-broken"
+                checked={hideBroken}
+                onChange={(e) => setHideBroken(e.target.checked)}
+                size="sm"
+              />
+              <label htmlFor="hide-broken" className="cursor-pointer select-none">
+                Hide broken tools
+              </label>
+            </div>
+          </div>
+
+          {/* Tools List */}
+          <div className="flex-1 overflow-y-auto p-3">
+            <div className="space-y-2">
+              {loading ? (
+                <div className="flex items-center justify-center py-8">
+                  <p className="text-sm text-foreground-tertiary">Loading tools...</p>
+                </div>
+              ) : filteredTools.length === 0 ? (
+                <div className="flex items-center justify-center py-8">
+                  <p className="text-sm text-foreground-tertiary">No tools found</p>
+                </div>
+              ) : (
+                filteredTools.map((tool) => (
+                  // biome-ignore lint/a11y/useSemanticElements: Custom styled card with complex layout
+                  <div
+                    key={`${tool.packageName}-${tool.name}`}
+                    className="cursor-pointer rounded-lg border border-border bg-background p-3 transition-all hover:border-foreground-tertiary hover:shadow-sm"
+                    onClick={() => setSelectedTool(tool)}
+                    onKeyDown={(e) => e.key === 'Enter' && setSelectedTool(tool)}
+                    role="button"
+                    tabIndex={0}
+                  >
+                    <div className="mb-1 flex items-start justify-between gap-2">
+                      <h3 className="text-sm font-medium leading-tight">{tool.name}</h3>
+                      <ToolHealthBadge
+                        importHealth={tool.importHealth}
+                        executionHealth={tool.executionHealth}
+                        size="sm"
+                      />
+                    </div>
+                    <p className="mb-2 text-xs text-foreground-tertiary">{tool.packageName}</p>
+                    <p className="text-xs text-foreground-secondary line-clamp-2">
+                      {tool.description}
+                    </p>
+                    <div className="mt-2 flex items-center gap-2">
+                      <Badge variant="secondary" size="sm">
+                        {tool.category}
+                      </Badge>
+                      <span className="text-xs text-foreground-tertiary">v{tool.version}</span>
+                    </div>
+                  </div>
+                ))
+              )}
+            </div>
+          </div>
+        </div>
+      </aside>
+
+      {/* Tool Details Modal */}
+      {selectedTool && (
+        // biome-ignore lint/a11y/useSemanticElements: Modal backdrop - standard pattern for modal overlays with role=button
+        <div
+          className="fixed inset-0 z-50 flex items-center justify-center bg-black/50 backdrop-blur-sm"
+          onClick={(e) => {
+            // Only close if clicking the backdrop itself, not the content
+            if (e.target === e.currentTarget) setSelectedTool(null);
+          }}
+          onKeyDown={(e) => {
+            if (e.key === 'Escape') setSelectedTool(null);
+          }}
+          role="button"
+          tabIndex={0}
+          aria-label="Close modal"
+        >
+          <div className="relative mx-4 max-h-[90vh] w-full max-w-2xl overflow-y-auto rounded-xl border border-border bg-background p-6 shadow-xl">
+            {/* Close button */}
+            <button
+              type="button"
+              onClick={() => setSelectedTool(null)}
+              className="absolute right-4 top-4 text-foreground-tertiary hover:text-foreground"
+              aria-label="Close modal"
+            >
+              <svg
+                xmlns="http://www.w3.org/2000/svg"
+                className="h-6 w-6"
+                fill="none"
+                viewBox="0 0 24 24"
+                stroke="currentColor"
+              >
+                <title>Close</title>
+                <path
+                  strokeLinecap="round"
+                  strokeLinejoin="round"
+                  strokeWidth={2}
+                  d="M6 18L18 6M6 6l12 12"
+                />
+              </svg>
+            </button>
+
+            {/* Tool header */}
+            <div className="mb-6 border-b border-border pb-4">
+              <h2 className="mb-2 text-2xl font-bold text-foreground">{selectedTool.name}</h2>
+              <p className="mb-2 text-sm text-foreground-secondary">{selectedTool.packageName}</p>
+              <div className="flex items-center gap-2">
+                <Badge variant="secondary">{selectedTool.category}</Badge>
+                <span className="text-sm text-foreground-tertiary">v{selectedTool.version}</span>
+                {selectedTool.qualityScore && (
+                  <Badge variant="info">
+                    Score: {(selectedTool.qualityScore * 100).toFixed(0)}%
+                  </Badge>
+                )}
+              </div>
+            </div>
+
+            {/* Health warning banner */}
+            <ToolHealthBanner
+              importHealth={selectedTool.importHealth}
+              executionHealth={selectedTool.executionHealth}
+              healthCheckError={selectedTool.healthCheckError}
+              lastHealthCheck={selectedTool.lastHealthCheck}
+              className="mb-6"
+            />
+
+            {/* Description */}
+            <div className="mb-6">
+              <h3 className="mb-2 text-lg font-semibold text-foreground">Description</h3>
+              <p className="text-sm text-foreground-secondary">{selectedTool.description}</p>
+            </div>
+
+            {/* Frameworks */}
+            {selectedTool.frameworks && selectedTool.frameworks.length > 0 && (
+              <div className="mb-6">
+                <h3 className="mb-2 text-lg font-semibold text-foreground">Frameworks</h3>
+                <div className="flex flex-wrap gap-2">
+                  {selectedTool.frameworks.map((framework) => (
+                    <Badge key={framework} variant="outline" size="sm">
+                      {framework}
+                    </Badge>
+                  ))}
+                </div>
+              </div>
+            )}
+
+            {/* Environment Variables */}
+            {selectedTool.env && selectedTool.env.length > 0 && (
+              <div className="mb-6">
+                <h3 className="mb-2 text-lg font-semibold text-foreground">
+                  Environment Variables
+                </h3>
+                <div className="space-y-2">
+                  {selectedTool.env.map((envVar) => (
+                    <div key={envVar.name} className="rounded border border-border bg-surface p-3">
+                      <div className="mb-1 flex items-center gap-2">
+                        <code className="text-sm font-mono text-foreground">{envVar.name}</code>
+                        {envVar.required && (
+                          <Badge variant="error" size="sm">
+                            Required
+                          </Badge>
+                        )}
+                      </div>
+                      <p className="text-xs text-foreground-secondary">{envVar.description}</p>
+                      {envVar.default && (
+                        <p className="mt-1 text-xs text-foreground-tertiary">
+                          Default: <code className="font-mono">{envVar.default}</code>
+                        </p>
+                      )}
+                    </div>
+                  ))}
+                </div>
+              </div>
+            )}
+
+            {/* Import URL */}
+            {selectedTool.importUrl && (
+              <div className="mb-6">
+                <h3 className="mb-2 text-lg font-semibold text-foreground">Import URL</h3>
+                <code className="block rounded bg-surface p-3 text-xs font-mono text-foreground-secondary break-all">
+                  {selectedTool.importUrl}
+                </code>
+              </div>
+            )}
+
+            {/* Tool ID */}
+            {selectedTool.toolId && (
+              <div>
+                <h3 className="mb-2 text-lg font-semibold text-foreground">Tool ID</h3>
+                <code className="block rounded bg-surface p-3 text-xs font-mono text-foreground-secondary">
+                  {selectedTool.toolId}
+                </code>
+              </div>
+            )}
+          </div>
+        </div>
+      )}
+    </>
+  );
+}
diff --git a/apps/playground/src/env.ts b/apps/playground/src/env.ts
new file mode 100644
index 0000000..549852c
--- /dev/null
+++ b/apps/playground/src/env.ts
@@ -0,0 +1,7 @@
+import { createEnv } from '@tpmjs/env';
+import { z } from 'zod';
+
+export const env = createEnv({
+  // Server-only (optional for playground - can be provided by client UI)
+  OPENAI_API_KEY: z.string().min(1).optional(),
+});
diff --git a/apps/playground/src/hooks/useChat.ts b/apps/playground/src/hooks/useChat.ts
new file mode 100644
index 0000000..dba2d32
--- /dev/null
+++ b/apps/playground/src/hooks/useChat.ts
@@ -0,0 +1,59 @@
+'use client';
+
+import { useChat as useAISDKChat } from '@ai-sdk/react';
+import { DefaultChatTransport } from 'ai';
+import { nanoid } from 'nanoid';
+import { useState } from 'react';
+
+/**
+ * Custom chat hook that wraps the official @ai-sdk/react useChat
+ * Handles SSE streaming with tool calls and UI message protocol
+ * Includes conversation ID tracking for dynamic tool loading
+ */
+const ENV_STORAGE_KEY = 'tpmjs-playground-env-vars';
+
+export function useChat(): ReturnType<typeof useAISDKChat> & { conversationId: string } {
+  // Generate stable conversation ID for session
+  const [conversationId] = useState(() => nanoid());
+
+  const chat = useAISDKChat({
+    transport: new DefaultChatTransport({
+      api: '/api/chat',
+      // Use function body that reads FRESH from localStorage on each request
+      // This avoids React closure issues where envVars would be stale
+      body: () => {
+        // Read env vars directly from localStorage (not from React state)
+        let envVars: Array<{ key: string; value: string }> = [];
+        try {
+          const stored = localStorage.getItem(ENV_STORAGE_KEY);
+          if (stored) {
+            envVars = JSON.parse(stored);
+          }
+        } catch (error) {
+          console.error('Failed to read env vars from localStorage:', error);
+        }
+
+        // Convert to object format
+        const env = envVars.reduce(
+          (acc, { key, value }) => {
+            acc[key] = value;
+            return acc;
+          },
+          {} as Record<string, string>
+        );
+
+        console.log('🔑 [useChat] Reading env vars from localStorage:', Object.keys(env));
+
+        return {
+          conversationId,
+          env,
+        };
+      },
+    }),
+  });
+
+  return {
+    ...chat,
+    conversationId,
+  };
+}
diff --git a/apps/playground/src/hooks/useToolUsage.ts b/apps/playground/src/hooks/useToolUsage.ts
new file mode 100644
index 0000000..2ab12f5
--- /dev/null
+++ b/apps/playground/src/hooks/useToolUsage.ts
@@ -0,0 +1,46 @@
+'use client';
+
+import { useCallback, useState } from 'react';
+import type { ToolUsageStats } from '~/lib/types';
+
+export function useToolUsage() {
+  const [toolUsage, setToolUsage] = useState<Map<string, ToolUsageStats>>(new Map());
+
+  const trackTool = useCallback((packageName: string) => {
+    setToolUsage((prev) => {
+      const newMap = new Map(prev);
+      const existing = newMap.get(packageName);
+
+      if (existing) {
+        newMap.set(packageName, {
+          ...existing,
+          callCount: existing.callCount + 1,
+          lastCalledAt: new Date(),
+        });
+      } else {
+        newMap.set(packageName, {
+          packageName,
+          callCount: 1,
+          lastCalledAt: new Date(),
+        });
+      }
+
+      return newMap;
+    });
+  }, []);
+
+  const clearUsage = useCallback(() => {
+    setToolUsage(new Map());
+  }, []);
+
+  // Convert Map to array sorted by most recent first
+  const toolUsageArray = Array.from(toolUsage.values()).sort(
+    (a, b) => b.lastCalledAt.getTime() - a.lastCalledAt.getTime()
+  );
+
+  return {
+    toolUsage: toolUsageArray,
+    trackTool,
+    clearUsage,
+  };
+}
diff --git a/apps/playground/src/lib/dynamic-tool-loader.ts b/apps/playground/src/lib/dynamic-tool-loader.ts
new file mode 100644
index 0000000..62d447d
--- /dev/null
+++ b/apps/playground/src/lib/dynamic-tool-loader.ts
@@ -0,0 +1,279 @@
+import { jsonSchema, tool } from 'ai';
+
+// Cache for tool wrappers (process-level)
+// biome-ignore lint/suspicious/noExplicitAny: Tool types from AI SDK are complex
+const moduleCache = new Map<string, any>();
+
+// Cache for per-conversation active tools
+const conversationTools = new Map<string, Set<string>>();
+
+// Cache for per-conversation env vars (updated on each request)
+const conversationEnv = new Map<string, Record<string, string>>();
+
+// Railway service URL
+const RAILWAY_SERVICE_URL =
+  process.env.RAILWAY_SERVICE_URL || process.env.SANDBOX_EXECUTOR_URL || 'http://localhost:3001';
+
+/**
+ * Generate cache key for a tool
+ */
+function getCacheKey(packageName: string, name: string): string {
+  return `${packageName}::${name}`;
+}
+
+/**
+ * Set environment variables for a conversation
+ * This allows tools to access the latest env vars even when cached
+ */
+export function setConversationEnv(conversationId: string, env: Record<string, string>): void {
+  console.log(`🔑 Setting env for conversation ${conversationId}:`, Object.keys(env));
+  conversationEnv.set(conversationId, env);
+}
+
+/**
+ * Get environment variables for a conversation
+ */
+function getConversationEnv(conversationId: string): Record<string, string> {
+  return conversationEnv.get(conversationId) || {};
+}
+
+/**
+ * Dynamically load a tool via Railway service
+ * Railway service runs with --experimental-network-imports and can import from esm.sh
+ */
+export async function loadToolDynamically(
+  packageName: string,
+  name: string,
+  version: string,
+  conversationId: string,
+  importUrl?: string,
+  env?: Record<string, string>
+  // biome-ignore lint/suspicious/noExplicitAny: Tool types from AI SDK are complex
+): Promise<any | null> {
+  const cacheKey = getCacheKey(packageName, name);
+
+  // Check cache first
+  if (moduleCache.has(cacheKey)) {
+    console.log(`✅ Cache hit: ${cacheKey}`);
+    return moduleCache.get(cacheKey);
+  }
+
+  try {
+    console.log(`📦 Loading from Railway: ${packageName}/${name}`);
+    console.log(`🔗 Railway URL: ${RAILWAY_SERVICE_URL}`);
+
+    // Call Railway service to load and describe tool
+    // 120 second timeout per tool to handle large dependency downloads
+    const controller = new AbortController();
+    const timeout = setTimeout(() => controller.abort(), 120000);
+
+    let response: Response | undefined;
+    let data:
+      | { success: boolean; tool?: { description: string; inputSchema?: unknown }; error?: string }
+      | undefined;
+
+    try {
+      response = await fetch(`${RAILWAY_SERVICE_URL}/load-and-describe`, {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({
+          packageName,
+          name,
+          version,
+          importUrl: importUrl || `https://esm.sh/${packageName}@${version}`,
+          env: env || {},
+        }),
+        signal: controller.signal,
+      });
+
+      clearTimeout(timeout);
+
+      if (!response.ok) {
+        const errorText = await response.text();
+        console.error(`❌ Railway service error (${response.status}): ${errorText}`);
+        return null;
+      }
+
+      data = await response.json();
+
+      if (!data || !data.success) {
+        const errorMsg = data?.error || 'Unknown error';
+        console.error(`❌ Failed to load tool: ${errorMsg}`);
+        return null;
+      }
+    } catch (fetchError) {
+      clearTimeout(timeout);
+
+      if (fetchError instanceof Error && fetchError.name === 'AbortError') {
+        console.error(`❌ Railway request timeout after 120s for ${packageName}/${name}`);
+        return null;
+      }
+
+      throw fetchError;
+    }
+
+    // Type guard - data and data.tool are guaranteed after successful response
+    if (!data?.tool) {
+      console.error('❌ Invalid response from Railway: missing tool data');
+      return null;
+    }
+
+    console.log(`✅ Tool loaded from Railway: ${cacheKey}`);
+    console.log(`📋 Description: ${data.tool.description}`);
+
+    // Create a proper AI SDK tool wrapper that executes remotely
+    // Railway returns plain JSON Schema - wrap it with jsonSchema() for AI SDK
+    const toolWrapper = tool({
+      description: data.tool.description,
+      inputSchema: data.tool.inputSchema
+        ? jsonSchema(data.tool.inputSchema)
+        : jsonSchema({ type: 'object', properties: {}, additionalProperties: false }),
+      // biome-ignore lint/suspicious/noExplicitAny: Tool params are dynamic
+      execute: async (params: any) => {
+        console.log(`🚀 Executing ${packageName}/${name} remotely with params:`, params);
+
+        // Get the latest env vars for this conversation (not from closure!)
+        const currentEnv = getConversationEnv(conversationId);
+        console.log(
+          `🔐 Using env vars for conversation ${conversationId}:`,
+          Object.keys(currentEnv)
+        );
+
+        const execResponse = await fetch(`${RAILWAY_SERVICE_URL}/execute-tool`, {
+          method: 'POST',
+          headers: { 'Content-Type': 'application/json' },
+          body: JSON.stringify({
+            packageName,
+            name,
+            version,
+            importUrl: importUrl || `https://esm.sh/${packageName}@${version}`,
+            params,
+            env: currentEnv,
+          }),
+        });
+
+        const result = await execResponse.json();
+
+        if (!result.success) {
+          console.error(`❌ Tool execution failed: ${result.error}`);
+          throw new Error(result.error || 'Tool execution failed');
+        }
+
+        // Health status is reported by the Railway executor
+        console.log(`✅ Tool executed successfully in ${result.executionTimeMs}ms`);
+        return result.output;
+      },
+    });
+
+    // Cache the wrapper
+    moduleCache.set(cacheKey, toolWrapper);
+    console.log(`✅ Cached tool wrapper: ${cacheKey}`);
+
+    return toolWrapper;
+  } catch (error) {
+    console.error(`❌ Failed to load ${packageName}#${name}:`, error);
+    console.error('   Stack:', error instanceof Error ? error.stack : 'No stack trace');
+    return null;
+  }
+}
+
+/**
+ * Load multiple tools in parallel with collated error reporting
+ */
+export async function loadToolsBatch(
+  toolMetadata: Array<{
+    packageName: string;
+    name: string;
+    version: string;
+    importUrl?: string;
+  }>,
+  conversationId: string,
+  env?: Record<string, string>
+  // biome-ignore lint/suspicious/noExplicitAny: Tool types from AI SDK are complex
+): Promise<Record<string, any>> {
+  console.log(`📦 Loading ${toolMetadata.length} tools for conversation ${conversationId}`);
+  console.log('🔑 Env vars being passed:', Object.keys(env || {}));
+
+  const promises = toolMetadata.map((meta) =>
+    loadToolDynamically(
+      meta.packageName,
+      meta.name,
+      meta.version,
+      conversationId,
+      meta.importUrl,
+      env
+    ).then((tool) => ({
+      packageName: meta.packageName,
+      name: meta.name,
+      key: getCacheKey(meta.packageName, meta.name),
+      tool,
+      success: tool !== null,
+    }))
+  );
+
+  const results = await Promise.all(promises);
+
+  // Separate successful and failed tools
+  const successful = results.filter((r) => r.success);
+  const failed = results.filter((r) => !r.success);
+
+  // Build tools object
+  // biome-ignore lint/suspicious/noExplicitAny: Tool types from AI SDK are complex
+  const tools: Record<string, any> = {};
+  for (const result of successful) {
+    tools[result.key] = result.tool;
+  }
+
+  // Log collated error summary
+  console.log('\n📊 Batch Load Summary:');
+  console.log(`   ✅ Successful: ${successful.length}/${toolMetadata.length}`);
+  console.log(`   ❌ Failed: ${failed.length}/${toolMetadata.length}`);
+
+  if (failed.length > 0) {
+    console.log('\n❌ Failed Tools:');
+    for (const result of failed) {
+      console.log(`   - ${result.packageName}/${result.name}`);
+    }
+    console.log('\n💡 Note: Tool failures have been reported to the health service.');
+  }
+
+  return tools;
+}
+
+/**
+ * Track tools for a conversation
+ */
+export function addConversationTools(conversationId: string, toolKeys: string[]): void {
+  if (!conversationTools.has(conversationId)) {
+    conversationTools.set(conversationId, new Set());
+  }
+  const tools = conversationTools.get(conversationId);
+  if (!tools) return; // Should never happen after the check above
+  for (const key of toolKeys) {
+    tools.add(key);
+  }
+}
+
+/**
+ * Get all tools for a conversation
+ */
+export function getConversationTools(conversationId: string): string[] {
+  return Array.from(conversationTools.get(conversationId) || []);
+}
+
+/**
+ * Clear conversation tools (on session end)
+ */
+export function clearConversationTools(conversationId: string): void {
+  conversationTools.delete(conversationId);
+}
+
+/**
+ * Get cache statistics
+ */
+export function getCacheStats() {
+  return {
+    moduleCacheSize: moduleCache.size,
+    conversationCount: conversationTools.size,
+  };
+}
diff --git a/apps/playground/src/lib/tool-loader.ts b/apps/playground/src/lib/tool-loader.ts
new file mode 100644
index 0000000..c2273f7
--- /dev/null
+++ b/apps/playground/src/lib/tool-loader.ts
@@ -0,0 +1,94 @@
+// Static imports for tools (required for Next.js/webpack)
+import { helloNameTool, helloWorldTool } from '@tpmjs/hello';
+
+/**
+ * Tool registry mapping package names + export names to actual tool functions
+ * This is a static mapping required for Next.js/webpack bundling
+ */
+const TOOL_REGISTRY: Record<string, Record<string, any>> = {
+  '@tpmjs/hello': {
+    helloWorldTool,
+    helloNameTool,
+  },
+};
+
+/**
+ * Load a specific TPMJS tool by package name and export name
+ * Uses static imports to work with Next.js/webpack bundling
+ */
+// biome-ignore lint/suspicious/noExplicitAny: Tool types from AI SDK are complex and using any is appropriate here
+export async function loadTpmjsTool(packageName: string, name: string): Promise<any | null> {
+  try {
+    // Look up the package in the registry
+    const packageTools = TOOL_REGISTRY[packageName];
+    if (!packageTools) {
+      console.warn(`Package not found in registry: ${packageName}`);
+      return null;
+    }
+
+    // Look up the specific tool export
+    const tool = packageTools[name];
+    if (!tool) {
+      console.warn(
+        `Export '${name}' not found in package ${packageName}. Available exports:`,
+        Object.keys(packageTools)
+      );
+      return null;
+    }
+
+    return tool;
+  } catch (error) {
+    console.error(`Failed to load tool ${packageName}/${name}:`, error);
+    return null;
+  }
+}
+
+/**
+ * Sanitize tool name to match OpenAI's requirements
+ * Pattern: ^[a-zA-Z0-9_-]+$ (only letters, numbers, underscores, hyphens)
+ */
+export function sanitizeToolName(name: string): string {
+  return name
+    .replace(/@/g, '') // Remove @ symbols
+    .replace(/\//g, '_') // Replace / with _
+    .replace(/[^a-zA-Z0-9_-]/g, '_'); // Replace any other invalid chars with _
+}
+
+/**
+ * Load all installed TPMJS tools
+ * Returns a flat object with all tools keyed by sanitized packageName-name
+ */
+// biome-ignore lint/suspicious/noExplicitAny: Tool types from AI SDK are complex and using any is appropriate here
+export async function loadAllTools(): Promise<Record<string, any>> {
+  // biome-ignore lint/suspicious/noExplicitAny: Tool types from AI SDK are complex and using any is appropriate here
+  const tools: Record<string, any> = {};
+
+  // Iterate through all registered packages
+  for (const [packageName, packageTools] of Object.entries(TOOL_REGISTRY)) {
+    for (const [name, tool] of Object.entries(packageTools)) {
+      // Create a unique, sanitized key for this tool
+      const toolKey = sanitizeToolName(`${packageName}-${name}`);
+      tools[toolKey] = tool;
+    }
+  }
+
+  return tools;
+}
+
+/**
+ * Get list of all available package names
+ */
+export function getAvailablePackages(): string[] {
+  return Object.keys(TOOL_REGISTRY);
+}
+
+/**
+ * Get list of all export names for a given package
+ */
+export function getPackageExports(packageName: string): string[] {
+  const packageTools = TOOL_REGISTRY[packageName];
+  if (!packageTools) {
+    return [];
+  }
+  return Object.keys(packageTools);
+}
diff --git a/apps/playground/src/lib/types.ts b/apps/playground/src/lib/types.ts
new file mode 100644
index 0000000..ea142ec
--- /dev/null
+++ b/apps/playground/src/lib/types.ts
@@ -0,0 +1,37 @@
+export type MessageRole = 'user' | 'assistant' | 'system';
+
+export interface ChatMessage {
+  id: string;
+  role: MessageRole;
+  content: string;
+  timestamp: Date;
+  toolCalls?: ToolCallInfo[];
+}
+
+export interface ToolCallInfo {
+  id: string;
+  toolName: string;
+  parameters: Record<string, unknown>;
+  result?: unknown;
+  status?: 'pending' | 'success' | 'error';
+  error?: string;
+}
+
+export interface TokenUsage {
+  inputTokens: number;
+  outputTokens: number;
+  totalTokens: number;
+  estimatedCost: number;
+}
+
+export interface ToolUsageStats {
+  packageName: string;
+  callCount: number;
+  lastCalledAt: Date;
+}
+
+export type SSEEvent =
+  | { type: 'chunk'; data: { text: string } }
+  | { type: 'tool-call'; data: ToolCallInfo }
+  | { type: 'complete'; data: { tokenUsage?: TokenUsage } }
+  | { type: 'error'; data: { message: string } };
diff --git a/apps/playground/tailwind.config.ts b/apps/playground/tailwind.config.ts
new file mode 100644
index 0000000..9e9217f
--- /dev/null
+++ b/apps/playground/tailwind.config.ts
@@ -0,0 +1,12 @@
+import baseConfig from '@tpmjs/tailwind-config/base';
+import type { Config } from 'tailwindcss';
+
+export default {
+  ...baseConfig,
+  content: [
+    './src/app/**/*.{ts,tsx}',
+    './src/components/**/*.{ts,tsx}',
+    '../../packages/ui/src/**/*.ts',
+  ],
+  plugins: [...(baseConfig.plugins || []), require('@tailwindcss/typography')],
+} satisfies Config;
diff --git a/apps/playground/tsconfig.json b/apps/playground/tsconfig.json
new file mode 100644
index 0000000..cff0c6e
--- /dev/null
+++ b/apps/playground/tsconfig.json
@@ -0,0 +1,12 @@
+{
+  "extends": "@tpmjs/tsconfig/nextjs.json",
+  "compilerOptions": {
+    "baseUrl": ".",
+    "paths": {
+      "@/*": ["./src/*"],
+      "~/*": ["./src/*"]
+    }
+  },
+  "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
+  "exclude": ["node_modules"]
+}
diff --git a/apps/railway-executor/.gitignore b/apps/railway-executor/.gitignore
new file mode 100644
index 0000000..f7c4136
--- /dev/null
+++ b/apps/railway-executor/.gitignore
@@ -0,0 +1,3 @@
+node_modules/
+.env
+.env.local
diff --git a/apps/railway-executor/Dockerfile b/apps/railway-executor/Dockerfile
new file mode 100644
index 0000000..101a56e
--- /dev/null
+++ b/apps/railway-executor/Dockerfile
@@ -0,0 +1,17 @@
+# Use official Deno image
+FROM denoland/deno:1.39.0
+
+# Set working directory
+WORKDIR /app
+
+# Set Deno cache directory to use mounted volume
+ENV DENO_DIR=/data
+
+# Copy server file
+COPY server.ts .
+
+# Expose port (Railway will set PORT env var)
+EXPOSE 3002
+
+# Run the Deno server
+CMD ["deno", "run", "--allow-net", "--allow-env", "--allow-read", "--allow-write", "server.ts"]
diff --git a/apps/railway-executor/README.md b/apps/railway-executor/README.md
new file mode 100644
index 0000000..a34adf3
--- /dev/null
+++ b/apps/railway-executor/README.md
@@ -0,0 +1,160 @@
+# Railway Dynamic Tool Executor
+
+Dynamic tool executor service that runs with `--experimental-network-imports` to support loading npm packages from esm.sh at runtime.
+
+## Features
+
+- 🔥 **Dynamic imports** from esm.sh
+- 💾 **Module caching** for fast repeated loads
+- 🛡️ **Validation** of AI SDK tool structure
+- 🚀 **Remote execution** of tools with parameters
+
+## Endpoints
+
+### `GET /health`
+Health check and cache statistics
+
+### `POST /load-and-describe`
+Load a tool from esm.sh and return its schema
+
+**Request:**
+```json
+{
+  "packageName": "firecrawl-aisdk",
+  "exportName": "webSearchTool",
+  "version": "0.7.2",
+  "importUrl": "https://esm.sh/firecrawl-aisdk@0.7.2"
+}
+```
+
+**Response:**
+```json
+{
+  "success": true,
+  "tool": {
+    "exportName": "webSearchTool",
+    "description": "Search the web using Firecrawl",
+    "inputSchema": { ... }
+  }
+}
+```
+
+### `POST /execute-tool`
+Execute a tool with parameters
+
+**Request:**
+```json
+{
+  "packageName": "firecrawl-aisdk",
+  "exportName": "webSearchTool",
+  "version": "0.7.2",
+  "params": {
+    "query": "latest AI news"
+  }
+}
+```
+
+**Response:**
+```json
+{
+  "success": true,
+  "output": { ... },
+  "executionTimeMs": 1234
+}
+```
+
+### `POST /cache/clear`
+Clear the module cache
+
+### `GET /cache/stats`
+Get cache statistics
+
+## Local Development
+
+```bash
+# Install dependencies
+npm install
+
+# Start server
+npm start
+
+# Server runs on http://localhost:3001
+```
+
+## Railway Deployment
+
+This service is designed to run on Railway.
+
+### Deploy Steps
+
+1. Initialize Railway in this directory:
+```bash
+cd apps/railway-executor
+railway init
+```
+
+2. Link to your Railway project:
+```bash
+railway link
+```
+
+3. Deploy:
+```bash
+railway up
+```
+
+4. Railway will automatically:
+   - Detect Node.js
+   - Run `npm install`
+   - Execute `npm start` (which includes `--experimental-network-imports`)
+
+### Environment Variables
+
+No environment variables required for basic operation. Optional:
+
+- `PORT` - Server port (Railway sets this automatically)
+- `NODE_ENV` - Set to `production` in Railway
+
+## Testing
+
+### Test health endpoint:
+```bash
+curl http://localhost:3001/health
+```
+
+### Test tool loading:
+```bash
+curl -X POST http://localhost:3001/load-and-describe \
+  -H "Content-Type: application/json" \
+  -d '{
+    "packageName": "@tpmjs/hello",
+    "exportName": "helloWorldTool",
+    "version": "0.1.0"
+  }'
+```
+
+### Test tool execution:
+```bash
+curl -X POST http://localhost:3001/execute-tool \
+  -H "Content-Type: application/json" \
+  -d '{
+    "packageName": "@tpmjs/hello",
+    "exportName": "helloWorldTool",
+    "version": "0.1.0",
+    "params": {}
+  }'
+```
+
+## Integration with Playground
+
+The playground app calls this service to load and execute tools dynamically.
+
+Set in playground environment:
+```bash
+RAILWAY_SERVICE_URL=https://your-service.up.railway.app
+```
+
+Or use existing:
+```bash
+SANDBOX_EXECUTOR_URL=https://your-service.up.railway.app
+```
diff --git a/apps/railway-executor/package-lock.json b/apps/railway-executor/package-lock.json
new file mode 100644
index 0000000..d84203a
--- /dev/null
+++ b/apps/railway-executor/package-lock.json
@@ -0,0 +1,939 @@
+{
+  "name": "railway-executor",
+  "version": "1.0.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "railway-executor",
+      "version": "1.0.0",
+      "dependencies": {
+        "cors": "^2.8.5",
+        "express": "^4.18.2"
+      }
+    },
+    "node_modules/accepts": {
+      "version": "1.3.8",
+      "resolved": "https://registry.npmjs.org/accepts/-/accepts-1.3.8.tgz",
+      "integrity": "sha512-PYAthTa2m2VKxuvSD3DPC/Gy+U+sOA1LAuT8mkmRuvw+NACSaeXEQ+NHcVF7rONl6qcaxV3Uuemwawk+7+SJLw==",
+      "license": "MIT",
+      "dependencies": {
+        "mime-types": "~2.1.34",
+        "negotiator": "0.6.3"
+      },
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/array-flatten": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/array-flatten/-/array-flatten-1.1.1.tgz",
+      "integrity": "sha512-PCVAQswWemu6UdxsDFFX/+gVeYqKAod3D3UVm91jHwynguOwAvYPhx8nNlM++NqRcK6CxxpUafjmhIdKiHibqg==",
+      "license": "MIT"
+    },
+    "node_modules/body-parser": {
+      "version": "1.20.4",
+      "resolved": "https://registry.npmjs.org/body-parser/-/body-parser-1.20.4.tgz",
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+      "license": "MIT",
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+        "content-type": "~1.0.5",
+        "debug": "2.6.9",
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+        "destroy": "~1.2.0",
+        "http-errors": "~2.0.1",
+        "iconv-lite": "~0.4.24",
+        "on-finished": "~2.4.1",
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+        "unpipe": "~1.0.0"
+      },
+      "engines": {
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+        "npm": "1.2.8000 || >= 1.4.16"
+      }
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+      "resolved": "https://registry.npmjs.org/bytes/-/bytes-3.1.2.tgz",
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+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
+    "node_modules/call-bind-apply-helpers": {
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+      "license": "MIT",
+      "dependencies": {
+        "es-errors": "^1.3.0",
+        "function-bind": "^1.1.2"
+      },
+      "engines": {
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+      }
+    },
+    "node_modules/call-bound": {
+      "version": "1.0.4",
+      "resolved": "https://registry.npmjs.org/call-bound/-/call-bound-1.0.4.tgz",
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+      "license": "MIT",
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+        "get-intrinsic": "^1.3.0"
+      },
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+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
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+      "engines": {
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+      "license": "MIT",
+      "engines": {
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+      "license": "MIT",
+      "engines": {
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+    }
+  }
+}
diff --git a/apps/railway-executor/package.json b/apps/railway-executor/package.json
new file mode 100644
index 0000000..8dd7fdd
--- /dev/null
+++ b/apps/railway-executor/package.json
@@ -0,0 +1,15 @@
+{
+  "name": "railway-executor",
+  "version": "1.0.0",
+  "description": "Dynamic tool executor for TPMJS with esm.sh imports",
+  "type": "module",
+  "main": "server.js",
+  "scripts": {
+    "start": "node server.js",
+    "dev": "node server.js"
+  },
+  "dependencies": {
+    "express": "^4.18.2",
+    "cors": "^2.8.5"
+  }
+}
diff --git a/apps/railway-executor/server.js b/apps/railway-executor/server.js
new file mode 100644
index 0000000..882fc3b
--- /dev/null
+++ b/apps/railway-executor/server.js
@@ -0,0 +1,229 @@
+/**
+ * Railway Dynamic Tool Executor
+ * Runs with --experimental-network-imports to support esm.sh imports
+ */
+
+import cors from 'cors';
+import express from 'express';
+
+const app = express();
+const PORT = process.env.PORT || 3001;
+
+// Middleware
+app.use(cors());
+app.use(express.json());
+
+// Cache for imported tool modules
+const moduleCache = new Map();
+
+/**
+ * Health check endpoint
+ */
+app.get('/health', (req, res) => {
+  res.json({
+    status: 'ok',
+    timestamp: new Date().toISOString(),
+    cacheSize: moduleCache.size,
+    nodeVersion: process.version,
+    experimentalNetworkImports: true,
+  });
+});
+
+/**
+ * Load and describe a tool from esm.sh
+ * Returns tool metadata (description, schema) without executing
+ */
+app.post('/load-and-describe', async (req, res) => {
+  const { packageName, exportName, version, importUrl } = req.body;
+
+  if (!packageName || !exportName || !version) {
+    return res.status(400).json({
+      success: false,
+      error: 'Missing required fields: packageName, exportName, version',
+    });
+  }
+
+  const cacheKey = `${packageName}::${exportName}`;
+
+  try {
+    let toolModule;
+
+    // Check cache first
+    if (moduleCache.has(cacheKey)) {
+      console.log(`✅ Cache hit: ${cacheKey}`);
+      toolModule = moduleCache.get(cacheKey);
+    } else {
+      // Dynamic import from esm.sh using fetch + eval
+      // Note: import() doesn't support HTTPS URLs without custom loader in Node.js
+      const url = importUrl || `https://esm.sh/${packageName}@${version}`;
+      console.log(`📦 Importing: ${url}`);
+
+      const response = await fetch(url);
+      if (!response.ok) {
+        throw new Error(`Failed to fetch module: ${response.statusText}`);
+      }
+
+      const moduleCode = await response.text();
+
+      // Create a module wrapper that captures exports
+      const moduleExports = {};
+      const moduleWrapper = new Function('exports', 'module', 'require', moduleCode);
+      moduleWrapper(moduleExports, { exports: moduleExports }, require);
+
+      // esm.sh returns ES modules, try to get default or named export
+      const module = moduleExports.default || moduleExports;
+      toolModule = module[exportName] || module;
+
+      if (!toolModule) {
+        console.error(`❌ Export "${exportName}" not found. Available:`, Object.keys(module));
+        return res.status(404).json({
+          success: false,
+          error: `Export "${exportName}" not found in module`,
+          availableExports: Object.keys(module),
+        });
+      }
+
+      // Validate it's an AI SDK tool
+      if (!toolModule.description || !toolModule.execute) {
+        console.error(`❌ Invalid AI SDK tool structure:`, {
+          hasDescription: !!toolModule.description,
+          hasExecute: !!toolModule.execute,
+          hasInputSchema: !!toolModule.inputSchema,
+          keys: Object.keys(toolModule),
+        });
+        return res.status(400).json({
+          success: false,
+          error: 'Invalid AI SDK tool structure (missing description or execute)',
+          toolKeys: Object.keys(toolModule),
+        });
+      }
+
+      // Cache it
+      moduleCache.set(cacheKey, toolModule);
+      console.log(`✅ Cached: ${cacheKey}`);
+    }
+
+    // Extract tool definition (description + schema)
+    // AI SDK v6 tools have: description, inputSchema, execute
+    res.json({
+      success: true,
+      tool: {
+        exportName,
+        description: toolModule.description,
+        inputSchema: toolModule.inputSchema || toolModule.parameters?.shape || {},
+      },
+    });
+  } catch (error) {
+    console.error('❌ Failed to load tool:', error);
+    res.status(500).json({
+      success: false,
+      error: error.message,
+      stack: process.env.NODE_ENV === 'development' ? error.stack : undefined,
+    });
+  }
+});
+
+/**
+ * Execute a dynamically loaded tool with parameters
+ */
+app.post('/execute-tool', async (req, res) => {
+  const { packageName, exportName, version, importUrl, params } = req.body;
+
+  if (!packageName || !exportName || !version) {
+    return res.status(400).json({
+      success: false,
+      error: 'Missing required fields: packageName, exportName, version',
+    });
+  }
+
+  const cacheKey = `${packageName}::${exportName}`;
+  const startTime = Date.now();
+
+  try {
+    let toolModule;
+
+    // Check cache or import
+    if (moduleCache.has(cacheKey)) {
+      console.log(`✅ Using cached tool: ${cacheKey}`);
+      toolModule = moduleCache.get(cacheKey);
+    } else {
+      const url = importUrl || `https://esm.sh/${packageName}@${version}`;
+      console.log(`📦 Importing for execution: ${url}`);
+
+      const module = await import(url);
+      toolModule = module[exportName];
+
+      if (!toolModule || !toolModule.execute) {
+        return res.status(404).json({
+          success: false,
+          error: 'Tool not found or invalid',
+          executionTimeMs: Date.now() - startTime,
+        });
+      }
+
+      moduleCache.set(cacheKey, toolModule);
+    }
+
+    // Execute the tool
+    console.log(`🚀 Executing ${cacheKey} with params:`, params);
+    const result = await toolModule.execute(params || {});
+
+    const executionTimeMs = Date.now() - startTime;
+    console.log(`✅ Execution complete in ${executionTimeMs}ms`);
+
+    res.json({
+      success: true,
+      output: result,
+      executionTimeMs,
+    });
+  } catch (error) {
+    const executionTimeMs = Date.now() - startTime;
+    console.error('❌ Tool execution failed:', error);
+
+    res.status(500).json({
+      success: false,
+      error: error.message,
+      executionTimeMs,
+      stack: process.env.NODE_ENV === 'development' ? error.stack : undefined,
+    });
+  }
+});
+
+/**
+ * Clear module cache (for debugging)
+ */
+app.post('/cache/clear', (req, res) => {
+  const size = moduleCache.size;
+  moduleCache.clear();
+  console.log(`🗑️  Cleared cache (${size} entries)`);
+
+  res.json({
+    success: true,
+    message: `Cleared ${size} cached modules`,
+  });
+});
+
+/**
+ * Get cache statistics
+ */
+app.get('/cache/stats', (req, res) => {
+  const entries = Array.from(moduleCache.keys());
+
+  res.json({
+    success: true,
+    cacheSize: moduleCache.size,
+    cachedTools: entries,
+  });
+});
+
+// Start server
+app.listen(PORT, () => {
+  console.log(`🚀 Railway Tool Executor running on port ${PORT}`);
+  console.log(`📦 Experimental network imports: ENABLED`);
+  console.log(`🔗 Health check: http://localhost:${PORT}/health`);
+  console.log(`🛠️  Endpoints:`);
+  console.log(`   POST /load-and-describe - Load tool and get schema`);
+  console.log(`   POST /execute-tool - Execute a tool with params`);
+  console.log(`   POST /cache/clear - Clear module cache`);
+  console.log(`   GET /cache/stats - Get cache statistics`);
+});
diff --git a/apps/railway-executor/server.ts b/apps/railway-executor/server.ts
new file mode 100644
index 0000000..481c683
--- /dev/null
+++ b/apps/railway-executor/server.ts
@@ -0,0 +1,957 @@
+/**
+ * Railway Dynamic Tool Executor (Deno)
+ * Uses Deno's native HTTP import support
+ */
+
+// Import zod-to-json-schema for Zod v3 support
+import { zodToJsonSchema } from 'https://esm.sh/zod-to-json-schema@3.25.0';
+
+// Cache TTL: 2 minutes
+const CACHE_TTL_MS = 2 * 60 * 1000;
+
+// Cache entry with expiration
+interface CacheEntry {
+  // biome-ignore lint/suspicious/noExplicitAny: Tool types are dynamic and vary by package
+  module: any;
+  expiresAt: number;
+  isFactory: boolean;
+}
+
+// Cache for imported tool modules with TTL
+const moduleCache = new Map<string, CacheEntry>();
+
+/**
+ * Get module from cache if not expired
+ */
+function getCachedModule(cacheKey: string): CacheEntry | null {
+  const entry = moduleCache.get(cacheKey);
+  if (!entry) return null;
+
+  if (Date.now() > entry.expiresAt) {
+    moduleCache.delete(cacheKey);
+    console.log(`🗑️  Cache expired: ${cacheKey}`);
+    return null;
+  }
+
+  return entry;
+}
+
+/**
+ * Store module in cache with TTL
+ */
+// biome-ignore lint/suspicious/noExplicitAny: Tool types are dynamic and vary by package
+function setCachedModule(cacheKey: string, module: any, isFactory: boolean): void {
+  moduleCache.set(cacheKey, {
+    module,
+    expiresAt: Date.now() + CACHE_TTL_MS,
+    isFactory,
+  });
+  console.log(`📦 Cached (TTL ${CACHE_TTL_MS / 1000}s): ${cacheKey}`);
+}
+
+/**
+ * Cleanup expired cache entries
+ */
+function cleanupExpiredCache(): void {
+  const now = Date.now();
+  let cleaned = 0;
+  for (const [key, entry] of moduleCache.entries()) {
+    if (now > entry.expiresAt) {
+      moduleCache.delete(key);
+      cleaned++;
+    }
+  }
+  if (cleaned > 0) {
+    console.log(`🗑️  Cleaned ${cleaned} expired cache entries`);
+  }
+}
+
+// Run cache cleanup every minute
+setInterval(cleanupExpiredCache, 60 * 1000);
+
+// Web app API URL for health status reporting
+const TPMJS_API_URL = Deno.env.get('TPMJS_API_URL') || 'https://tpmjs.com';
+
+/**
+ * Report tool execution result to centralized health service
+ * Non-blocking - fires and forgets to avoid slowing down execution
+ */
+async function reportToolHealth(
+  packageName: string,
+  name: string,
+  success: boolean,
+  error?: string
+): Promise<void> {
+  try {
+    const response = await fetch(`${TPMJS_API_URL}/api/tools/report-health`, {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({
+        packageName,
+        name,
+        success,
+        error,
+      }),
+    });
+
+    if (response.ok) {
+      console.log(
+        `📊 Health reported for ${packageName}/${name}: ${success ? 'SUCCESS' : 'FAILURE'}`
+      );
+    } else {
+      console.warn(`⚠️  Failed to report health: ${response.status}`);
+    }
+  } catch (err) {
+    // Non-blocking - just log
+    console.error('❌ Failed to report tool health:', err);
+  }
+}
+
+/**
+ * Update tool schema in TPM.js database
+ * Non-blocking - fires and forgets to keep schemas up to date
+ */
+async function updateToolSchema(
+  packageName: string,
+  name: string,
+  description: string,
+  // biome-ignore lint/suspicious/noExplicitAny: JSON Schema can have any structure
+  inputSchema: any
+): Promise<void> {
+  try {
+    const response = await fetch(`${TPMJS_API_URL}/api/tools/update-schema`, {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({
+        packageName,
+        name,
+        description,
+        inputSchema,
+      }),
+    });
+
+    if (response.ok) {
+      const data = await response.json();
+      console.log(
+        `📋 Schema updated for ${packageName}/${name}:`,
+        data.updated ? 'UPDATED' : 'NO CHANGE'
+      );
+    } else {
+      const errorText = await response.text();
+      console.warn(`⚠️  Failed to update schema: ${response.status}`, errorText);
+    }
+  } catch (err) {
+    // Non-blocking - just log
+    console.error('❌ Failed to update tool schema:', err);
+  }
+}
+
+/**
+ * Sanitize JSON Schema to fix common issues
+ * - Replaces invalid type "None" with "object"
+ * - Ensures type is always set
+ * - Ensures object schemas have properties
+ */
+// biome-ignore lint/suspicious/noExplicitAny: JSON Schema can have any structure
+function sanitizeJsonSchema(schema: any): any {
+  if (!schema || typeof schema !== 'object') {
+    console.warn('⚠️  Invalid schema (not an object), returning default object schema');
+    return { type: 'object', properties: {}, additionalProperties: false };
+  }
+
+  // Clone the schema to avoid mutating the original
+  const sanitized = { ...schema };
+
+  // Fix invalid type "None" (common in Python-based tools)
+  if (sanitized.type === 'None' || sanitized.type === 'none' || sanitized.type === null) {
+    console.warn(`⚠️  Invalid schema type "${sanitized.type}", replacing with "object"`);
+    sanitized.type = 'object';
+    if (!sanitized.properties) {
+      sanitized.properties = {};
+    }
+    if (sanitized.additionalProperties === undefined) {
+      sanitized.additionalProperties = false;
+    }
+  }
+
+  // Ensure type is set
+  if (!sanitized.type) {
+    console.warn('⚠️  Schema missing type, defaulting to "object"');
+    sanitized.type = 'object';
+    if (!sanitized.properties) {
+      sanitized.properties = {};
+    }
+    if (sanitized.additionalProperties === undefined) {
+      sanitized.additionalProperties = false;
+    }
+  }
+
+  // Recursively sanitize nested schemas
+  if (sanitized.properties && typeof sanitized.properties === 'object') {
+    for (const [key, value] of Object.entries(sanitized.properties)) {
+      if (value && typeof value === 'object') {
+        sanitized.properties[key] = sanitizeJsonSchema(value);
+      }
+    }
+  }
+
+  // Sanitize array items
+  if (sanitized.items && typeof sanitized.items === 'object') {
+    sanitized.items = sanitizeJsonSchema(sanitized.items);
+  }
+
+  // Sanitize anyOf/oneOf/allOf
+  for (const key of ['anyOf', 'oneOf', 'allOf']) {
+    if (Array.isArray(sanitized[key])) {
+      sanitized[key] = sanitized[key].map((s: any) => sanitizeJsonSchema(s));
+    }
+  }
+
+  return sanitized;
+}
+
+/**
+ * Load and describe a tool from esm.sh
+ */
+async function loadAndDescribe(req: Request): Promise<Response> {
+  try {
+    const body = await req.json();
+    const { packageName, name, version, importUrl, env } = body;
+
+    if (!packageName || !name || !version) {
+      return Response.json(
+        {
+          success: false,
+          error: 'Missing required fields: packageName, name, version',
+        },
+        { status: 400 }
+      );
+    }
+
+    const cacheKey = `${packageName}::${name}`;
+
+    // biome-ignore lint/suspicious/noImplicitAnyLet: Tool type is determined dynamically after import
+    let toolModule;
+
+    // Check cache first (with TTL)
+    const cachedEntry = getCachedModule(cacheKey);
+    if (cachedEntry) {
+      console.log(`✅ Cache hit: ${cacheKey}`);
+      toolModule = cachedEntry.module;
+    } else {
+      // Dynamic import from esm.sh (Deno supports this natively!)
+      const url = importUrl || `https://esm.sh/${packageName}@${version}`;
+      console.log(`📦 Importing: ${url}`);
+
+      const module = await import(url);
+      let rawExport = module[name];
+
+      if (!rawExport) {
+        console.error(`❌ Export "${name}" not found. Available:`, Object.keys(module));
+        return Response.json(
+          {
+            success: false,
+            error: `Export "${name}" not found in module`,
+            availableExports: Object.keys(module),
+          },
+          { status: 404 }
+        );
+      }
+
+      // Check if it's a factory function (not a direct tool)
+      if (typeof rawExport === 'function' && !rawExport.description && !rawExport.execute) {
+        console.log(`🏭 Detected factory function for ${cacheKey}, attempting to call...`);
+
+        let factoryResult = null;
+
+        // Strategy 1: Try calling with no arguments
+        try {
+          console.log(`  Trying: ${name}()`);
+          factoryResult = rawExport();
+          if (factoryResult?.description && factoryResult?.execute) {
+            console.log('  ✅ Success with no-args factory');
+            rawExport = factoryResult;
+          }
+        } catch (error) {
+          console.log('  ❌ No-args failed:', error.message);
+        }
+
+        // Strategy 2: Try calling with env vars as config object
+        if (!factoryResult && env && typeof env === 'object') {
+          // Build multiple config variations to try
+          const configVariations = [];
+
+          // Variation 1: Raw env vars (e.g., { VALYU_API_KEY: 'xxx' })
+          configVariations.push({ ...env });
+
+          // Variation 2: Normalized to camelCase apiKey (e.g., { apiKey: 'xxx' })
+          const apiKeyValue = Object.entries(env).find(([key]) =>
+            key.toUpperCase().includes('API_KEY')
+          )?.[1];
+          if (apiKeyValue) {
+            configVariations.push({ apiKey: apiKeyValue });
+          }
+
+          // Variation 3: Normalized to key (e.g., { key: 'xxx' })
+          if (apiKeyValue) {
+            configVariations.push({ key: apiKeyValue });
+          }
+
+          // Try each config variation
+          for (const config of configVariations) {
+            try {
+              console.log(`  Trying: ${name}(`, Object.keys(config), ')');
+              factoryResult = rawExport(config);
+              if (factoryResult?.description && factoryResult?.execute) {
+                console.log('  ✅ Success with config:', Object.keys(config));
+                rawExport = factoryResult;
+                break;
+              }
+            } catch (error) {
+              console.log('  ❌ Config', Object.keys(config), 'failed:', error.message);
+            }
+          }
+        }
+
+        // Strategy 3: Try calling with first env var value (single-arg pattern)
+        if (!factoryResult && env && typeof env === 'object') {
+          try {
+            const firstValue = Object.values(env)[0];
+            if (firstValue) {
+              console.log(`  Trying: ${name}(firstEnvValue)`);
+              factoryResult = rawExport(firstValue);
+              if (factoryResult?.description && factoryResult?.execute) {
+                console.log('  ✅ Success with single-arg factory');
+                rawExport = factoryResult;
+              }
+            }
+          } catch (error) {
+            console.log('  ❌ Single-arg failed:', error.message);
+          }
+        }
+
+        // If all factory strategies failed, return error
+        if (!factoryResult) {
+          console.error('❌ Factory function detected but all call strategies failed');
+          return Response.json(
+            {
+              success: false,
+              error: `Tool "${name}" is a factory function but couldn't be initialized. Tried: no-args, config object, and single-arg patterns.`,
+              hint: 'This tool may require specific configuration. Check package documentation.',
+            },
+            { status: 400 }
+          );
+        }
+      }
+
+      toolModule = rawExport;
+
+      // Validate it's an AI SDK tool
+      if (!toolModule.description || !toolModule.execute) {
+        console.error('❌ Invalid AI SDK tool structure:', {
+          hasDescription: !!toolModule.description,
+          hasExecute: !!toolModule.execute,
+          hasInputSchema: !!toolModule.inputSchema,
+          keys: Object.keys(toolModule),
+        });
+        return Response.json(
+          {
+            success: false,
+            error: 'Invalid AI SDK tool structure (missing description or execute)',
+            toolKeys: Object.keys(toolModule),
+          },
+          { status: 400 }
+        );
+      }
+
+      // Cache it with TTL (mark as non-factory for loadAndDescribe)
+      setCachedModule(cacheKey, toolModule, false);
+    }
+
+    // Extract tool definition - try multiple schema formats
+    let rawJsonSchema = null;
+
+    if (toolModule.inputSchema) {
+      // Strategy 1: Try Zod v4 native JSON Schema export
+      if (typeof toolModule.inputSchema.toJSONSchema === 'function') {
+        console.log(`📋 Using Zod v4 toJSONSchema() for ${cacheKey}`);
+        try {
+          rawJsonSchema = toolModule.inputSchema.toJSONSchema();
+        } catch (error) {
+          console.warn(`⚠️  Zod toJSONSchema() failed for ${cacheKey}:`, error);
+        }
+      } else if (typeof toolModule.inputSchema.jsonSchema === 'function') {
+        console.log(`📋 Using Zod v4 jsonSchema() for ${cacheKey}`);
+        try {
+          rawJsonSchema = toolModule.inputSchema.jsonSchema();
+        } catch (error) {
+          console.warn(`⚠️  Zod jsonSchema() failed for ${cacheKey}:`, error);
+        }
+      }
+
+      // Strategy 2: Try AI SDK v6 jsonSchema() wrapper (has .schema property)
+      if (!rawJsonSchema && toolModule.inputSchema.schema) {
+        console.log(`📋 Using AI SDK jsonSchema.schema for ${cacheKey}`);
+        rawJsonSchema = toolModule.inputSchema.schema;
+      }
+
+      // Strategy 2.5: Try AI SDK jsonSchema() wrapper (has .jsonSchema property)
+      // Note: Some versions use .jsonSchema instead of .schema
+      if (
+        !rawJsonSchema &&
+        toolModule.inputSchema.jsonSchema &&
+        typeof toolModule.inputSchema.jsonSchema === 'object'
+      ) {
+        console.log(`📋 Using AI SDK jsonSchema.jsonSchema for ${cacheKey}`);
+        rawJsonSchema = toolModule.inputSchema.jsonSchema;
+      }
+
+      // Strategy 3: Try Zod v4 schema (detect via _zod property - new in Zod v4)
+      if (!rawJsonSchema && toolModule.inputSchema._zod) {
+        console.log(`📋 Detected Zod v4 schema for ${cacheKey}`);
+        try {
+          // Dynamically import Zod v4 and use its toJSONSchema method
+          const zod = await import('https://esm.sh/zod@4');
+          if (zod.toJSONSchema) {
+            rawJsonSchema = zod.toJSONSchema(toolModule.inputSchema);
+            console.log(`✅ Successfully converted Zod v4 schema using z.toJSONSchema for ${cacheKey}`);
+          } else if (zod.default?.toJSONSchema) {
+            rawJsonSchema = zod.default.toJSONSchema(toolModule.inputSchema);
+            console.log(`✅ Successfully converted Zod v4 schema using z.default.toJSONSchema for ${cacheKey}`);
+          } else {
+            console.warn(`⚠️  Zod v4 toJSONSchema not found. Available exports:`, Object.keys(zod));
+          }
+        } catch (error) {
+          console.warn(`⚠️  Zod v4 toJSONSchema conversion failed for ${cacheKey}:`, error);
+        }
+      }
+
+      // Strategy 4: Try Zod v3 schema (detect via _def property and convert)
+      if (!rawJsonSchema && toolModule.inputSchema._def) {
+        console.log(
+          `📋 Detected Zod schema (v3), converting with zod-to-json-schema for ${cacheKey}`
+        );
+        try {
+          rawJsonSchema = zodToJsonSchema(toolModule.inputSchema);
+          console.log(`✅ Successfully converted Zod schema for ${cacheKey}`);
+        } catch (error) {
+          console.warn(`⚠️  zod-to-json-schema conversion failed for ${cacheKey}:`, error);
+        }
+      }
+    }
+
+    // If no schema found, fail with helpful error
+    if (!rawJsonSchema) {
+      console.error(`❌ No valid schema found for ${cacheKey}`, {
+        hasInputSchema: !!toolModule.inputSchema,
+        inputSchemaType: typeof toolModule.inputSchema,
+        hasToJSONSchema: typeof toolModule.inputSchema?.toJSONSchema === 'function',
+        hasJsonSchemaFunction: typeof toolModule.inputSchema?.jsonSchema === 'function',
+        hasJsonSchemaProperty:
+          !!toolModule.inputSchema?.jsonSchema &&
+          typeof toolModule.inputSchema?.jsonSchema === 'object',
+        hasSchema: !!toolModule.inputSchema?.schema,
+        keys: toolModule.inputSchema ? Object.keys(toolModule.inputSchema) : [],
+      });
+      return Response.json(
+        {
+          success: false,
+          error: `Tool "${name}" has no valid inputSchema. Tools must use AI SDK jsonSchema(), Zod v4 (._zod), or Zod v3 (._def) schemas.`,
+          debug: {
+            hasInputSchema: !!toolModule.inputSchema,
+            availableMethods: toolModule.inputSchema ? Object.keys(toolModule.inputSchema) : [],
+            hasZodV4: !!toolModule.inputSchema?._zod,
+            hasZodV3Def: !!toolModule.inputSchema?._def,
+          },
+        },
+        { status: 400 }
+      );
+    }
+
+    console.log(`✅ Extracted schema for ${cacheKey}`);
+
+    // Sanitize schema - fix common issues with invalid schemas
+    const sanitizedSchema = sanitizeJsonSchema(rawJsonSchema);
+
+    // Update TPM.js database with the schema (async, non-blocking)
+    updateToolSchema(packageName, name, toolModule.description, sanitizedSchema).catch((err) => {
+      console.warn('⚠️  Failed to update schema in database:', err);
+    });
+
+    return Response.json({
+      success: true,
+      tool: {
+        name,
+        description: toolModule.description,
+        inputSchema: sanitizedSchema, // Plain JSON Schema - fully serializable
+      },
+    });
+  } catch (error) {
+    console.error('❌ Failed to load tool:', error);
+    return Response.json(
+      {
+        success: false,
+        error: error.message,
+      },
+      { status: 500 }
+    );
+  }
+}
+
+/**
+ * Execute a tool with parameters
+ */
+async function executeTool(req: Request): Promise<Response> {
+  const startTime = Date.now();
+  // Declare these before try block so they're available in catch for error reporting
+  let packageName = 'unknown';
+  let toolName = 'unknown';
+  try {
+    const body = await req.json();
+    const { packageName: pkg, name, version, importUrl, params, env } = body;
+    packageName = pkg || 'unknown';
+    toolName = name || 'unknown';
+
+    console.log('📥 Execute request:', {
+      packageName,
+      name: toolName,
+      version,
+      envKeys: env ? Object.keys(env) : [],
+      envValues: env || {},
+    });
+
+    if (!packageName || !toolName || !version) {
+      return Response.json(
+        {
+          success: false,
+          error: 'Missing required fields: packageName, name, version',
+        },
+        { status: 400 }
+      );
+    }
+
+    const cacheKey = `${packageName}::${toolName}`;
+
+    // Inject environment variables FIRST - before cache check and factory calls
+    // This ensures process.env is set when factory functions read from it
+    if (env && typeof env === 'object') {
+      const envKeys = Object.keys(env);
+      if (envKeys.length > 0) {
+        console.log(`🔐 Injecting ${envKeys.length} environment variables:`, envKeys);
+        for (const [key, value] of Object.entries(env)) {
+          const stringValue = String(value);
+
+          // Set in Deno environment (for esm.sh imports)
+          Deno.env.set(key, stringValue);
+
+          // ALSO set in Node.js process.env (for npm: imports)
+          // @ts-ignore - process is available in Node.js compatibility mode
+          if (typeof globalThis.process !== 'undefined' && globalThis.process.env) {
+            // @ts-ignore - process.env exists in Node compat mode
+            globalThis.process.env[key] = stringValue;
+          }
+
+          console.log(`  ✅ Set ${key} = ${stringValue.substring(0, 10)}...`);
+        }
+      } else {
+        console.log('⚠️  No env vars provided in request');
+      }
+    } else {
+      console.log('⚠️  No env object in request body');
+    }
+
+    // biome-ignore lint/suspicious/noImplicitAnyLet: Tool type is determined dynamically after import
+    let toolModule;
+    let needsImport = true;
+
+    // Check cache first (with TTL) - but skip cache for factory functions
+    // since they may read env vars at creation time
+    const cachedEntry = getCachedModule(cacheKey);
+    if (cachedEntry && !cachedEntry.isFactory) {
+      console.log(`✅ Cache hit (non-factory): ${cacheKey}`);
+      toolModule = cachedEntry.module;
+      needsImport = false;
+    } else if (cachedEntry?.isFactory) {
+      console.log(`🏭 Cache hit but factory - will re-import: ${cacheKey}`);
+    }
+
+    if (needsImport) {
+      const url = importUrl || `https://esm.sh/${packageName}@${version}`;
+      console.log(`📦 Importing for execution: ${url}`);
+
+      const module = await import(url);
+      let rawExport = module[toolName];
+
+      if (!rawExport) {
+        return Response.json(
+          {
+            success: false,
+            error: 'Tool not found',
+            executionTimeMs: Date.now() - startTime,
+          },
+          { status: 404 }
+        );
+      }
+
+      // Track if this is a factory function - we won't cache factory-created tools
+      // because they may read env vars at creation time
+      let isFactoryFunction = false;
+
+      // Check if it's a factory function (not a direct tool)
+      if (typeof rawExport === 'function' && !rawExport.description && !rawExport.execute) {
+        console.log(`🏭 Detected factory function for ${cacheKey}, attempting to call...`);
+        isFactoryFunction = true;
+
+        let factoryResult = null;
+
+        // Strategy 1: Try calling with no arguments
+        try {
+          console.log(`  Trying: ${toolName}()`);
+          factoryResult = rawExport();
+          if (factoryResult?.execute) {
+            console.log('  ✅ Success with no-args factory');
+            rawExport = factoryResult;
+          }
+        } catch (error) {
+          console.log('  ❌ No-args failed:', error.message);
+        }
+
+        // Strategy 2: Try calling with env vars as config object
+        if (!factoryResult && env && typeof env === 'object') {
+          // Build multiple config variations to try
+          const configVariations = [];
+
+          // Variation 1: Raw env vars (e.g., { VALYU_API_KEY: 'xxx' })
+          configVariations.push({ ...env });
+
+          // Variation 2: Normalized to camelCase apiKey (e.g., { apiKey: 'xxx' })
+          const apiKeyValue = Object.entries(env).find(([key]) =>
+            key.toUpperCase().includes('API_KEY')
+          )?.[1];
+          if (apiKeyValue) {
+            configVariations.push({ apiKey: apiKeyValue });
+          }
+
+          // Variation 3: Normalized to key (e.g., { key: 'xxx' })
+          if (apiKeyValue) {
+            configVariations.push({ key: apiKeyValue });
+          }
+
+          // Try each config variation
+          for (const config of configVariations) {
+            try {
+              console.log(`  Trying: ${toolName}(`, Object.keys(config), ')');
+              factoryResult = rawExport(config);
+              if (factoryResult?.execute) {
+                console.log('  ✅ Success with config:', Object.keys(config));
+                rawExport = factoryResult;
+                break;
+              }
+            } catch (error) {
+              console.log('  ❌ Config', Object.keys(config), 'failed:', error.message);
+            }
+          }
+        }
+
+        // Strategy 3: Try calling with first env var value (single-arg pattern)
+        if (!factoryResult && env && typeof env === 'object') {
+          try {
+            const firstValue = Object.values(env)[0];
+            if (firstValue) {
+              console.log(`  Trying: ${toolName}(firstEnvValue)`);
+              factoryResult = rawExport(firstValue);
+              if (factoryResult?.execute) {
+                console.log('  ✅ Success with single-arg factory');
+                rawExport = factoryResult;
+              }
+            }
+          } catch (error) {
+            console.log('  ❌ Single-arg failed:', error.message);
+          }
+        }
+
+        if (!factoryResult) {
+          return Response.json(
+            {
+              success: false,
+              error: `Tool "${toolName}" is a factory function but couldn't be initialized`,
+              executionTimeMs: Date.now() - startTime,
+            },
+            { status: 400 }
+          );
+        }
+      }
+
+      toolModule = rawExport;
+
+      if (!toolModule.execute) {
+        return Response.json(
+          {
+            success: false,
+            error: 'Tool missing execute function',
+            executionTimeMs: Date.now() - startTime,
+          },
+          { status: 400 }
+        );
+      }
+
+      // Cache with TTL - mark factory functions so we know to re-import them
+      setCachedModule(cacheKey, toolModule, isFactoryFunction);
+    }
+
+    // Note: Environment variables are already injected at the start of this function
+    // before cache check and factory calls, so they're available when tools read process.env
+
+    // Execute the tool with AI SDK execution context
+    // Some tools expect a second argument with { abortSignal, ... }
+    const abortController = new AbortController();
+    const executionContext = {
+      abortSignal: abortController.signal,
+      // Add other context properties that AI SDK tools might expect
+      messages: [],
+      toolCallId: `exec_${Date.now()}`,
+    };
+
+    console.log(`🚀 Executing ${cacheKey} with params:`, params);
+    const result = await toolModule.execute(params || {}, executionContext);
+
+    const executionTimeMs = Date.now() - startTime;
+    console.log(`✅ Execution complete in ${executionTimeMs}ms`);
+
+    // Report successful execution to health service (non-blocking)
+    reportToolHealth(packageName, toolName, true).catch(() => {});
+
+    return Response.json({
+      success: true,
+      output: result,
+      executionTimeMs,
+    });
+  } catch (error) {
+    const executionTimeMs = Date.now() - startTime;
+    console.error('❌ Tool execution failed:', error);
+
+    // Report failed execution to health service (non-blocking)
+    reportToolHealth(packageName, toolName, false, error.message).catch(() => {});
+
+    return Response.json(
+      {
+        success: false,
+        error: error.message,
+        executionTimeMs,
+      },
+      { status: 500 }
+    );
+  }
+}
+
+/**
+ * List all exports from a package and identify which are valid AI SDK tools
+ */
+async function listExports(req: Request): Promise<Response> {
+  try {
+    const body = await req.json();
+    const { packageName, version, importUrl, env } = body;
+
+    if (!packageName || !version) {
+      return Response.json(
+        {
+          success: false,
+          error: 'Missing required fields: packageName, version',
+        },
+        { status: 400 }
+      );
+    }
+
+    // Dynamic import from esm.sh
+    const url = importUrl || `https://esm.sh/${packageName}@${version}`;
+    console.log(`📦 Listing exports from: ${url}`);
+
+    const module = await import(url);
+    const allExports = Object.keys(module);
+
+    // Filter out 'default' and identify which exports are valid tools
+    const tools: Array<{
+      name: string;
+      isValidTool: boolean;
+      description?: string;
+      error?: string;
+    }> = [];
+
+    for (const exportName of allExports) {
+      if (exportName === 'default') continue;
+
+      let rawExport = module[exportName];
+
+      // Check if it's a factory function
+      if (typeof rawExport === 'function' && !rawExport.description && !rawExport.execute) {
+        // Try to call factory with no args
+        try {
+          const factoryResult = rawExport();
+          if (factoryResult?.description && factoryResult?.execute) {
+            rawExport = factoryResult;
+          } else if (env && typeof env === 'object') {
+            // Try with env config
+            const configResult = rawExport({ ...env });
+            if (configResult?.description && configResult?.execute) {
+              rawExport = configResult;
+            }
+          }
+        } catch {
+          // Factory call failed, continue checking
+        }
+      }
+
+      // Check if it's a valid AI SDK tool
+      if (rawExport?.description && rawExport?.execute) {
+        tools.push({
+          name: exportName,
+          isValidTool: true,
+          description: rawExport.description,
+        });
+      } else if (typeof rawExport === 'object' && rawExport !== null) {
+        // It's an object but not a valid tool - might be a factory that needs specific config
+        tools.push({
+          name: exportName,
+          isValidTool: false,
+          error: 'Not a valid AI SDK tool (missing description or execute)',
+        });
+      }
+      // Skip non-object exports (they're definitely not tools)
+    }
+
+    console.log(`✅ Found ${tools.length} potential tool exports in ${packageName}`);
+
+    return Response.json({
+      success: true,
+      packageName,
+      version,
+      exports: allExports,
+      tools,
+    });
+  } catch (error) {
+    console.error('❌ Failed to list exports:', error);
+    return Response.json(
+      {
+        success: false,
+        error: error.message,
+      },
+      { status: 500 }
+    );
+  }
+}
+
+/**
+ * Health check
+ */
+function health(): Response {
+  return Response.json({
+    status: 'ok',
+    timestamp: new Date().toISOString(),
+    cacheSize: moduleCache.size,
+    denoVersion: Deno.version.deno,
+    v8Version: Deno.version.v8,
+    httpImports: true,
+  });
+}
+
+/**
+ * Cache stats
+ */
+function cacheStats(): Response {
+  const now = Date.now();
+  const entries = Array.from(moduleCache.entries()).map(([key, entry]) => ({
+    key,
+    isFactory: entry.isFactory,
+    expiresIn: Math.max(0, Math.round((entry.expiresAt - now) / 1000)),
+  }));
+
+  return Response.json({
+    success: true,
+    cacheSize: moduleCache.size,
+    ttlSeconds: CACHE_TTL_MS / 1000,
+    cachedTools: entries,
+  });
+}
+
+/**
+ * Clear cache
+ */
+function clearCache(): Response {
+  const size = moduleCache.size;
+  moduleCache.clear();
+  console.log(`🗑️  Cleared cache (${size} entries)`);
+
+  return Response.json({
+    success: true,
+    message: `Cleared ${size} cached modules`,
+  });
+}
+
+/**
+ * Main request handler
+ */
+async function handler(req: Request): Promise<Response> {
+  const url = new URL(req.url);
+
+  // Add CORS headers
+  const headers = {
+    'Access-Control-Allow-Origin': '*',
+    'Access-Control-Allow-Methods': 'GET, POST, OPTIONS',
+    'Access-Control-Allow-Headers': 'Content-Type',
+  };
+
+  if (req.method === 'OPTIONS') {
+    return new Response(null, { headers });
+  }
+
+  try {
+    let response: Response;
+
+    if (url.pathname === '/health' && req.method === 'GET') {
+      response = health();
+    } else if (url.pathname === '/load-and-describe' && req.method === 'POST') {
+      response = await loadAndDescribe(req);
+    } else if (url.pathname === '/list-exports' && req.method === 'POST') {
+      response = await listExports(req);
+    } else if (url.pathname === '/execute-tool' && req.method === 'POST') {
+      response = await executeTool(req);
+    } else if (url.pathname === '/cache/stats' && req.method === 'GET') {
+      response = cacheStats();
+    } else if (url.pathname === '/cache/clear' && req.method === 'POST') {
+      response = clearCache();
+    } else {
+      response = Response.json({ error: 'Not found' }, { status: 404 });
+    }
+
+    // Add CORS headers to response
+    Object.entries(headers).forEach(([key, value]) => {
+      response.headers.set(key, value);
+    });
+
+    return response;
+  } catch (error) {
+    console.error('Request handler error:', error);
+    return Response.json(
+      {
+        success: false,
+        error: error.message,
+      },
+      { status: 500, headers }
+    );
+  }
+}
+
+// Start server
+const port = Number.parseInt(Deno.env.get('PORT') || '3002');
+
+console.log(`🚀 Railway Tool Executor (Deno) running on port ${port}`);
+console.log('📦 HTTP imports: ENABLED');
+console.log(`🔗 Health check: http://localhost:${port}/health`);
+console.log('🛠️  Endpoints:');
+console.log('   POST /load-and-describe - Load tool and get schema');
+console.log('   POST /list-exports - List all exports and identify valid tools');
+console.log('   POST /execute-tool - Execute a tool with params');
+console.log('   POST /cache/clear - Clear module cache');
+console.log('   GET /cache/stats - Get cache statistics');
+
+Deno.serve({ port }, handler);
diff --git a/apps/tutorial/.gitignore b/apps/tutorial/.gitignore
new file mode 100644
index 0000000..e985853
--- /dev/null
+++ b/apps/tutorial/.gitignore
@@ -0,0 +1 @@
+.vercel
diff --git a/apps/tutorial/eslint.config.mjs b/apps/tutorial/eslint.config.mjs
new file mode 100644
index 0000000..f2ac8a1
--- /dev/null
+++ b/apps/tutorial/eslint.config.mjs
@@ -0,0 +1,16 @@
+import reactConfig from '@tpmjs/eslint-config/react.js';
+
+export default [
+  {
+    ignores: [
+      '.next/**',
+      '.turbo/**',
+      'node_modules/**',
+      '*.config.js',
+      '*.config.ts',
+      'next-env.d.ts',
+      'eslint.config.mjs',
+    ],
+  },
+  ...reactConfig,
+];
diff --git a/apps/tutorial/next-env.d.ts b/apps/tutorial/next-env.d.ts
new file mode 100644
index 0000000..9edff1c
--- /dev/null
+++ b/apps/tutorial/next-env.d.ts
@@ -0,0 +1,6 @@
+/// <reference types="next" />
+/// <reference types="next/image-types/global" />
+import "./.next/types/routes.d.ts";
+
+// NOTE: This file should not be edited
+// see https://nextjs.org/docs/app/api-reference/config/typescript for more information.
diff --git a/apps/tutorial/next.config.ts b/apps/tutorial/next.config.ts
new file mode 100644
index 0000000..b5fe066
--- /dev/null
+++ b/apps/tutorial/next.config.ts
@@ -0,0 +1,8 @@
+import type { NextConfig } from 'next';
+
+const nextConfig: NextConfig = {
+  transpilePackages: ['@tpmjs/ui', '@tpmjs/utils'],
+  reactStrictMode: true,
+};
+
+export default nextConfig;
diff --git a/apps/tutorial/package.json b/apps/tutorial/package.json
new file mode 100644
index 0000000..6e0b386
--- /dev/null
+++ b/apps/tutorial/package.json
@@ -0,0 +1,35 @@
+{
+  "name": "@tpmjs/tutorial",
+  "version": "0.0.0",
+  "private": true,
+  "scripts": {
+    "dev": "next dev --port 3001",
+    "build": "next build",
+    "start": "next start",
+    "lint": "eslint .",
+    "type-check": "tsc --noEmit",
+    "clean": "rm -rf .next .turbo"
+  },
+  "dependencies": {
+    "@tpmjs/ui": "workspace:*",
+    "@tpmjs/utils": "workspace:*",
+    "framer-motion": "^11.15.0",
+    "next": "^16.0.8",
+    "react": "^19.0.0",
+    "react-dom": "^19.0.0"
+  },
+  "devDependencies": {
+    "@tpmjs/eslint-config": "workspace:*",
+    "@tpmjs/tailwind-config": "workspace:*",
+    "@tpmjs/tsconfig": "workspace:*",
+    "@types/node": "^22.10.2",
+    "@types/react": "^19.0.2",
+    "@types/react-dom": "^19.0.2",
+    "autoprefixer": "^10.4.20",
+    "eslint": "^9.39.1",
+    "eslint-config-next": "^16.0.4",
+    "postcss": "^8.5.1",
+    "tailwindcss": "^3.4.17",
+    "typescript": "^5.9.3"
+  }
+}
diff --git a/apps/tutorial/postcss.config.js b/apps/tutorial/postcss.config.js
new file mode 100644
index 0000000..12a703d
--- /dev/null
+++ b/apps/tutorial/postcss.config.js
@@ -0,0 +1,6 @@
+module.exports = {
+  plugins: {
+    tailwindcss: {},
+    autoprefixer: {},
+  },
+};
diff --git a/apps/tutorial/src/app/agent-example/page.tsx b/apps/tutorial/src/app/agent-example/page.tsx
new file mode 100644
index 0000000..112f1ff
--- /dev/null
+++ b/apps/tutorial/src/app/agent-example/page.tsx
@@ -0,0 +1,16 @@
+import { AgentExampleSlideshow } from '@/components/AgentExampleSlideshow';
+import type { Metadata } from 'next';
+
+export const metadata: Metadata = {
+  title: 'Real-World Agent Example | TPMJS Tutorials',
+  description:
+    'Build a complete AI agent that discovers and uses tools dynamically from the TPMJS registry. Working code examples included.',
+};
+
+export default function AgentExamplePage(): React.ReactElement {
+  return (
+    <main className="h-screen w-screen overflow-hidden">
+      <AgentExampleSlideshow />
+    </main>
+  );
+}
diff --git a/apps/tutorial/src/app/agents/page.tsx b/apps/tutorial/src/app/agents/page.tsx
new file mode 100644
index 0000000..7fa09c8
--- /dev/null
+++ b/apps/tutorial/src/app/agents/page.tsx
@@ -0,0 +1,11 @@
+'use client';
+
+import { AgentSlideshow } from '@/components/AgentSlideshow';
+
+export default function AgentsTutorial(): React.ReactElement {
+  return (
+    <main className="h-screen w-screen overflow-hidden">
+      <AgentSlideshow />
+    </main>
+  );
+}
diff --git a/apps/tutorial/src/app/authors/page.tsx b/apps/tutorial/src/app/authors/page.tsx
new file mode 100644
index 0000000..8df46c3
--- /dev/null
+++ b/apps/tutorial/src/app/authors/page.tsx
@@ -0,0 +1,11 @@
+'use client';
+
+import { AuthorSlideshow } from '@/components/AuthorSlideshow';
+
+export default function AuthorsTutorial(): React.ReactElement {
+  return (
+    <main className="h-screen w-screen overflow-hidden">
+      <AuthorSlideshow />
+    </main>
+  );
+}
diff --git a/apps/tutorial/src/app/first-tool/page.tsx b/apps/tutorial/src/app/first-tool/page.tsx
new file mode 100644
index 0000000..5f6a007
--- /dev/null
+++ b/apps/tutorial/src/app/first-tool/page.tsx
@@ -0,0 +1,16 @@
+import { FirstToolSlideshow } from '@/components/FirstToolSlideshow';
+import type { Metadata } from 'next';
+
+export const metadata: Metadata = {
+  title: 'Build Your First Tool | TPMJS Tutorials',
+  description:
+    'Step-by-step guide to creating your first AI SDK tool for the TPMJS registry. From npm init to published tool in 10 minutes.',
+};
+
+export default function FirstToolPage(): React.ReactElement {
+  return (
+    <main className="h-screen w-screen overflow-hidden">
+      <FirstToolSlideshow />
+    </main>
+  );
+}
diff --git a/apps/tutorial/src/app/globals.css b/apps/tutorial/src/app/globals.css
new file mode 100644
index 0000000..ab4287c
--- /dev/null
+++ b/apps/tutorial/src/app/globals.css
@@ -0,0 +1,143 @@
+@tailwind base;
+@tailwind components;
+@tailwind utilities;
+
+@layer base {
+  :root {
+    /* Dark mode by default for dramatic slideshow */
+    --background: 210 10% 5%;
+    --surface: 210 10% 8%;
+    --surface-elevated: 210 10% 12%;
+    --foreground: 210 10% 90%;
+    --foreground-secondary: 210 8% 60%;
+    --foreground-tertiary: 210 6% 40%;
+    --foreground-muted: 210 6% 30%;
+    --border: 210 10% 20%;
+    --border-strong: 210 12% 30%;
+    --border-subtle: 210 8% 15%;
+
+    /* Accent colors - cyan and purple */
+    --accent-cyan: 186 100% 50%;
+    --accent-purple: 260 80% 60%;
+    --accent-gradient: linear-gradient(135deg, hsl(186 100% 50%) 0%, hsl(260 80% 60%) 100%);
+
+    --primary: 210 10% 98%;
+    --primary-foreground: 210 10% 5%;
+
+    /* Radii and shadows */
+    --radius: 8px;
+    --radius-lg: 12px;
+  }
+
+  * {
+    @apply border-border;
+  }
+
+  body {
+    @apply bg-background text-foreground;
+    font-family: var(--font-sans);
+    -webkit-font-smoothing: antialiased;
+    -moz-osx-font-smoothing: grayscale;
+  }
+
+  html {
+    height: 100%;
+  }
+}
+
+@layer utilities {
+  .text-gradient {
+    background: var(--accent-gradient);
+    -webkit-background-clip: text;
+    -webkit-text-fill-color: transparent;
+    background-clip: text;
+  }
+
+  .bg-gradient-accent {
+    background: var(--accent-gradient);
+  }
+
+  .glow-cyan {
+    box-shadow: 0 0 20px hsl(var(--accent-cyan) / 0.3), 0 0 40px hsl(var(--accent-cyan) / 0.2), 0 0
+      60px hsl(var(--accent-cyan) / 0.1);
+  }
+
+  .glow-purple {
+    box-shadow: 0 0 20px hsl(var(--accent-purple) / 0.3), 0 0 40px hsl(var(--accent-purple) / 0.2),
+      0 0 60px hsl(var(--accent-purple) / 0.1);
+  }
+
+  /* Animated background gradient */
+  @keyframes gradient-shift {
+    0%,
+    100% {
+      background-position: 0% 50%;
+    }
+    50% {
+      background-position: 100% 50%;
+    }
+  }
+
+  .animate-gradient {
+    background-size: 200% 200%;
+    animation: gradient-shift 15s ease infinite;
+  }
+
+  /* Floating animation */
+  @keyframes float {
+    0%,
+    100% {
+      transform: translateY(0);
+    }
+    50% {
+      transform: translateY(-10px);
+    }
+  }
+
+  .animate-float {
+    animation: float 3s ease-in-out infinite;
+  }
+
+  /* Pulse glow */
+  @keyframes pulse-glow {
+    0%,
+    100% {
+      opacity: 0.5;
+    }
+    50% {
+      opacity: 1;
+    }
+  }
+
+  .animate-pulse-glow {
+    animation: pulse-glow 2s ease-in-out infinite;
+  }
+
+  /* Stagger delays */
+  .delay-100 {
+    animation-delay: 100ms;
+  }
+  .delay-200 {
+    animation-delay: 200ms;
+  }
+  .delay-300 {
+    animation-delay: 300ms;
+  }
+  .delay-400 {
+    animation-delay: 400ms;
+  }
+  .delay-500 {
+    animation-delay: 500ms;
+  }
+
+  /* Motion Preferences */
+  @media (prefers-reduced-motion: reduce) {
+    *,
+    *::before,
+    *::after {
+      animation-duration: 0.01ms !important;
+      animation-iteration-count: 1 !important;
+      transition-duration: 0.01ms !important;
+    }
+  }
+}
diff --git a/apps/tutorial/src/app/layout.tsx b/apps/tutorial/src/app/layout.tsx
new file mode 100644
index 0000000..7202a0f
--- /dev/null
+++ b/apps/tutorial/src/app/layout.tsx
@@ -0,0 +1,38 @@
+import type { Metadata } from 'next';
+import { Space_Grotesk, Space_Mono } from 'next/font/google';
+import './globals.css';
+
+const spaceGrotesk = Space_Grotesk({
+  subsets: ['latin'],
+  variable: '--font-sans',
+  display: 'swap',
+});
+
+const spaceMono = Space_Mono({
+  subsets: ['latin'],
+  weight: ['400', '700'],
+  variable: '--font-mono',
+  display: 'swap',
+});
+
+export const metadata: Metadata = {
+  title: 'TPMJS Tutorial - Learn How It Works',
+  description: 'Interactive tutorial explaining TPMJS - the Tool Package Manager for AI Agents',
+  openGraph: {
+    title: 'TPMJS Tutorial',
+    description: 'Interactive tutorial explaining TPMJS - the Tool Package Manager for AI Agents',
+    type: 'website',
+  },
+};
+
+export default function RootLayout({
+  children,
+}: {
+  children: React.ReactNode;
+}): React.ReactElement {
+  return (
+    <html lang="en" className={`${spaceGrotesk.variable} ${spaceMono.variable}`}>
+      <body className={spaceGrotesk.className}>{children}</body>
+    </html>
+  );
+}
diff --git a/apps/tutorial/src/app/overview/page.tsx b/apps/tutorial/src/app/overview/page.tsx
new file mode 100644
index 0000000..05489b2
--- /dev/null
+++ b/apps/tutorial/src/app/overview/page.tsx
@@ -0,0 +1,16 @@
+import { OverviewSlideshow } from '@/components/OverviewSlideshow';
+import type { Metadata } from 'next';
+
+export const metadata: Metadata = {
+  title: 'Overview | TPMJS Tutorials',
+  description:
+    'General overview of TPMJS - the tool registry for AI agents. Learn what TPMJS is, how it works, and who uses it.',
+};
+
+export default function OverviewPage(): React.ReactElement {
+  return (
+    <main className="h-screen w-screen overflow-hidden">
+      <OverviewSlideshow />
+    </main>
+  );
+}
diff --git a/apps/tutorial/src/app/page.tsx b/apps/tutorial/src/app/page.tsx
new file mode 100644
index 0000000..b376992
--- /dev/null
+++ b/apps/tutorial/src/app/page.tsx
@@ -0,0 +1,282 @@
+'use client';
+
+import { motion } from 'framer-motion';
+import Link from 'next/link';
+
+const tutorials = [
+  {
+    id: 'overview',
+    title: 'General Overview',
+    subtitle: 'Start Here',
+    description: 'What is TPMJS? Learn about the registry, ecosystem, and architecture.',
+    href: '/overview',
+    gradient: 'from-emerald-500 to-teal-600',
+    icon: (
+      <svg
+        className="w-8 h-8"
+        fill="none"
+        viewBox="0 0 24 24"
+        stroke="currentColor"
+        aria-hidden="true"
+      >
+        <path
+          strokeLinecap="round"
+          strokeLinejoin="round"
+          strokeWidth={1.5}
+          d="M12 6.042A8.967 8.967 0 006 3.75c-1.052 0-2.062.18-3 .512v14.25A8.987 8.987 0 016 18c2.305 0 4.408.867 6 2.292m0-14.25a8.966 8.966 0 016-2.292c1.052 0 2.062.18 3 .512v14.25A8.987 8.987 0 0018 18a8.967 8.967 0 00-6 2.292m0-14.25v14.25"
+        />
+      </svg>
+    ),
+    features: ['What is TPMJS', 'Ecosystem', 'Architecture'],
+  },
+  {
+    id: 'agents',
+    title: 'For Agent Developers',
+    subtitle: 'Search & Execute',
+    description: 'Give your agent access to 200+ tools at runtime. No imports. No bundling.',
+    href: '/agents',
+    gradient: 'from-cyan-500 to-blue-600',
+    icon: (
+      <svg
+        className="w-8 h-8"
+        fill="none"
+        viewBox="0 0 24 24"
+        stroke="currentColor"
+        aria-hidden="true"
+      >
+        <path
+          strokeLinecap="round"
+          strokeLinejoin="round"
+          strokeWidth={1.5}
+          d="M9.75 3.104v5.714a2.25 2.25 0 01-.659 1.591L5 14.5M9.75 3.104c-.251.023-.501.05-.75.082m.75-.082a24.301 24.301 0 014.5 0m0 0v5.714c0 .597.237 1.17.659 1.591L19.8 15.3M14.25 3.104c.251.023.501.05.75.082M19.8 15.3l-1.57.393A9.065 9.065 0 0112 15a9.065 9.065 0 00-6.23.693L5 14.5m14.8.8l1.402 1.402c1.232 1.232.65 3.318-1.067 3.611A48.309 48.309 0 0112 21c-2.773 0-5.491-.235-8.135-.687-1.718-.293-2.3-2.379-1.067-3.61L5 14.5"
+        />
+      </svg>
+    ),
+    features: ['searchTpmjsToolsTool', 'registryExecuteTool', 'Sandbox execution'],
+  },
+  {
+    id: 'authors',
+    title: 'For Package Authors',
+    subtitle: 'Publish Your Tools',
+    description:
+      'Get your AI SDK tools discovered by agents worldwide. npm publish is all it takes.',
+    href: '/authors',
+    gradient: 'from-purple-500 to-pink-600',
+    icon: (
+      <svg
+        className="w-8 h-8"
+        fill="none"
+        viewBox="0 0 24 24"
+        stroke="currentColor"
+        aria-hidden="true"
+      >
+        <path
+          strokeLinecap="round"
+          strokeLinejoin="round"
+          strokeWidth={1.5}
+          d="M20.25 7.5l-.625 10.632a2.25 2.25 0 01-2.247 2.118H6.622a2.25 2.25 0 01-2.247-2.118L3.75 7.5M10 11.25h4M3.375 7.5h17.25c.621 0 1.125-.504 1.125-1.125v-1.5c0-.621-.504-1.125-1.125-1.125H3.375c-.621 0-1.125.504-1.125 1.125v1.5c0 .621.504 1.125 1.125 1.125z"
+        />
+      </svg>
+    ),
+    features: ['tpmjs keyword', 'Schema extraction', 'Quality scoring'],
+  },
+  {
+    id: 'first-tool',
+    title: 'Build Your First Tool',
+    subtitle: 'Step-by-Step',
+    description: 'Create an AI SDK tool from scratch and publish it to the registry in 10 minutes.',
+    href: '/first-tool',
+    gradient: 'from-orange-500 to-amber-600',
+    icon: (
+      <svg
+        className="w-8 h-8"
+        fill="none"
+        viewBox="0 0 24 24"
+        stroke="currentColor"
+        aria-hidden="true"
+      >
+        <path
+          strokeLinecap="round"
+          strokeLinejoin="round"
+          strokeWidth={1.5}
+          d="M11.42 15.17L17.25 21A2.652 2.652 0 0021 17.25l-5.877-5.877M11.42 15.17l2.496-3.03c.317-.384.74-.626 1.208-.766M11.42 15.17l-4.655 5.653a2.548 2.548 0 11-3.586-3.586l6.837-5.63m5.108-.233c.55-.164 1.163-.188 1.743-.14a4.5 4.5 0 004.486-6.336l-3.276 3.277a3.004 3.004 0 01-2.25-2.25l3.276-3.276a4.5 4.5 0 00-6.336 4.486c.091 1.076-.071 2.264-.904 2.95l-.102.085m-1.745 1.437L5.909 7.5H4.5L2.25 3.75l1.5-1.5L7.5 4.5v1.409l4.26 4.26m-1.745 1.437l1.745-1.437m6.615 8.206L15.75 15.75M4.867 19.125h.008v.008h-.008v-.008z"
+        />
+      </svg>
+    ),
+    features: ['npm init', 'Zod schema', 'npm publish'],
+  },
+  {
+    id: 'agent-example',
+    title: 'Real-World Agent',
+    subtitle: 'Working Example',
+    description: 'Build a complete agent that discovers and uses tools dynamically.',
+    href: '/agent-example',
+    gradient: 'from-rose-500 to-pink-600',
+    icon: (
+      <svg
+        className="w-8 h-8"
+        fill="none"
+        viewBox="0 0 24 24"
+        stroke="currentColor"
+        aria-hidden="true"
+      >
+        <path
+          strokeLinecap="round"
+          strokeLinejoin="round"
+          strokeWidth={1.5}
+          d="M8.25 3v1.5M4.5 8.25H3m18 0h-1.5M4.5 12H3m18 0h-1.5m-15 3.75H3m18 0h-1.5M8.25 19.5V21M12 3v1.5m0 15V21m3.75-18v1.5m0 15V21m-9-1.5h10.5a2.25 2.25 0 002.25-2.25V6.75a2.25 2.25 0 00-2.25-2.25H6.75A2.25 2.25 0 004.5 6.75v10.5a2.25 2.25 0 002.25 2.25zm.75-12h9v9h-9v-9z"
+        />
+      </svg>
+    ),
+    features: ['generateText', 'maxSteps', 'Meta-tools'],
+  },
+  {
+    id: 'playground',
+    title: 'Interactive Playground',
+    subtitle: 'Try Before Install',
+    description: 'Test any tool directly in your browser without installation.',
+    href: '/playground',
+    gradient: 'from-sky-500 to-blue-600',
+    icon: (
+      <svg
+        className="w-8 h-8"
+        fill="none"
+        viewBox="0 0 24 24"
+        stroke="currentColor"
+        aria-hidden="true"
+      >
+        <path
+          strokeLinecap="round"
+          strokeLinejoin="round"
+          strokeWidth={1.5}
+          d="M5.25 5.653c0-.856.917-1.398 1.667-.986l11.54 6.348a1.125 1.125 0 010 1.971l-11.54 6.347a1.125 1.125 0 01-1.667-.985V5.653z"
+        />
+      </svg>
+    ),
+    features: ['Live execution', 'Schema forms', 'JSON output'],
+  },
+];
+
+export default function TutorialHome(): React.ReactElement {
+  return (
+    <main className="min-h-screen bg-[#0a0a0f] flex flex-col items-center justify-center px-6 py-12">
+      {/* Background */}
+      <div className="fixed inset-0 bg-gradient-to-br from-[#0a0a0f] via-[#0d1117] to-[#0a0a0f]" />
+      <div
+        className="fixed inset-0 opacity-[0.03]"
+        style={{
+          backgroundImage: `
+            linear-gradient(rgba(255,255,255,0.1) 1px, transparent 1px),
+            linear-gradient(90deg, rgba(255,255,255,0.1) 1px, transparent 1px)
+          `,
+          backgroundSize: '50px 50px',
+        }}
+      />
+
+      {/* Content */}
+      <div className="relative z-10 max-w-6xl w-full">
+        {/* Header */}
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          className="text-center mb-16"
+        >
+          <div className="inline-flex items-center gap-2 px-4 py-2 rounded-full bg-white/5 border border-white/10 mb-6">
+            <span className="text-cyan-400 font-mono text-sm">tpmjs.com</span>
+            <span className="text-white/30">/</span>
+            <span className="text-white/60 font-mono text-sm">tutorials</span>
+          </div>
+          <h1 className="text-4xl md:text-6xl font-bold text-white mb-4">Learn TPMJS</h1>
+          <p className="text-xl text-white/50 max-w-2xl mx-auto">
+            The tool registry for the Vercel AI SDK. Choose your path.
+          </p>
+        </motion.div>
+
+        {/* Tutorial Cards */}
+        <div className="grid md:grid-cols-3 gap-6">
+          {tutorials.map((tutorial, index) => (
+            <motion.div
+              key={tutorial.id}
+              initial={{ opacity: 0, y: 30 }}
+              animate={{ opacity: 1, y: 0 }}
+              transition={{ delay: 0.2 + index * 0.1 }}
+            >
+              <Link href={tutorial.href} className="block group">
+                <div className="relative p-8 rounded-2xl bg-white/5 border border-white/10 hover:border-white/20 transition-all duration-300 hover:bg-white/[0.07] overflow-hidden">
+                  {/* Gradient glow on hover */}
+                  <div
+                    className={`absolute inset-0 bg-gradient-to-br ${tutorial.gradient} opacity-0 group-hover:opacity-5 transition-opacity duration-300`}
+                  />
+
+                  {/* Icon */}
+                  <div
+                    className={`inline-flex p-3 rounded-xl bg-gradient-to-br ${tutorial.gradient} text-white mb-6`}
+                  >
+                    {tutorial.icon}
+                  </div>
+
+                  {/* Content */}
+                  <div className="relative">
+                    <div className="text-xs font-mono text-white/40 mb-2">{tutorial.subtitle}</div>
+                    <h2 className="text-2xl font-bold text-white mb-3">{tutorial.title}</h2>
+                    <p className="text-white/50 mb-6">{tutorial.description}</p>
+
+                    {/* Features */}
+                    <div className="flex flex-wrap gap-2 mb-6">
+                      {tutorial.features.map((feature) => (
+                        <span
+                          key={feature}
+                          className="px-2 py-1 rounded text-xs font-mono bg-white/5 text-white/60"
+                        >
+                          {feature}
+                        </span>
+                      ))}
+                    </div>
+
+                    {/* CTA */}
+                    <div
+                      className={`inline-flex items-center gap-2 text-sm font-medium bg-gradient-to-r ${tutorial.gradient} bg-clip-text text-transparent group-hover:gap-3 transition-all`}
+                    >
+                      Start Tutorial
+                      <svg
+                        className="w-4 h-4 text-white/60 group-hover:translate-x-1 transition-transform"
+                        fill="none"
+                        viewBox="0 0 24 24"
+                        stroke="currentColor"
+                        aria-hidden="true"
+                      >
+                        <path
+                          strokeLinecap="round"
+                          strokeLinejoin="round"
+                          strokeWidth={2}
+                          d="M9 5l7 7-7 7"
+                        />
+                      </svg>
+                    </div>
+                  </div>
+                </div>
+              </Link>
+            </motion.div>
+          ))}
+        </div>
+
+        {/* Footer */}
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.5 }}
+          className="text-center mt-12"
+        >
+          <a
+            href="https://tpmjs.com"
+            target="_blank"
+            rel="noopener noreferrer"
+            className="text-white/30 hover:text-white/50 text-sm transition-colors"
+          >
+            Back to tpmjs.com
+          </a>
+        </motion.div>
+      </div>
+    </main>
+  );
+}
diff --git a/apps/tutorial/src/app/playground/page.tsx b/apps/tutorial/src/app/playground/page.tsx
new file mode 100644
index 0000000..4dec183
--- /dev/null
+++ b/apps/tutorial/src/app/playground/page.tsx
@@ -0,0 +1,16 @@
+import { PlaygroundSlideshow } from '@/components/PlaygroundSlideshow';
+import type { Metadata } from 'next';
+
+export const metadata: Metadata = {
+  title: 'Interactive Playground | TPMJS Tutorials',
+  description:
+    'Learn how to use the TPMJS playground to test tools directly in your browser. No installation required.',
+};
+
+export default function PlaygroundPage(): React.ReactElement {
+  return (
+    <main className="h-screen w-screen overflow-hidden">
+      <PlaygroundSlideshow />
+    </main>
+  );
+}
diff --git a/apps/tutorial/src/components/AgentExampleSlideshow.tsx b/apps/tutorial/src/components/AgentExampleSlideshow.tsx
new file mode 100644
index 0000000..9a38f3c
--- /dev/null
+++ b/apps/tutorial/src/components/AgentExampleSlideshow.tsx
@@ -0,0 +1,77 @@
+'use client';
+
+import { useSlideshow } from '@/hooks/useSlideshow';
+import { AnimatePresence } from 'framer-motion';
+import Link from 'next/link';
+import { Slide } from './Slide';
+import { SlideNavigation } from './SlideNavigation';
+import { SlideProgress } from './SlideProgress';
+import { AgentCodeSlide } from './agent-example-slides/AgentCodeSlide';
+import { AgentExampleNextStepsSlide } from './agent-example-slides/AgentExampleNextStepsSlide';
+import { AgentExampleWelcomeSlide } from './agent-example-slides/AgentExampleWelcomeSlide';
+import { ExecutionFlowSlide } from './agent-example-slides/ExecutionFlowSlide';
+import { SetupCodeSlide } from './agent-example-slides/SetupCodeSlide';
+import { TheGoalSlide } from './agent-example-slides/TheGoalSlide';
+
+const SLIDES = [
+  { id: 'welcome', Component: AgentExampleWelcomeSlide },
+  { id: 'the-goal', Component: TheGoalSlide },
+  { id: 'setup', Component: SetupCodeSlide },
+  { id: 'agent-code', Component: AgentCodeSlide },
+  { id: 'execution-flow', Component: ExecutionFlowSlide },
+  { id: 'next-steps', Component: AgentExampleNextStepsSlide },
+];
+
+export function AgentExampleSlideshow(): React.ReactElement {
+  const { currentSlide, totalSlides, next, prev, goTo, direction, isFirst, isLast } = useSlideshow({
+    totalSlides: SLIDES.length,
+  });
+
+  return (
+    <div className="relative h-full w-full bg-[#0a0a0f] overflow-hidden">
+      <div className="absolute inset-0 bg-gradient-to-br from-[#0a0a0f] via-[#0d1117] to-[#0a0a0f]" />
+
+      <div
+        className="absolute inset-0 opacity-[0.03]"
+        style={{
+          backgroundImage: `
+            linear-gradient(rgba(255,255,255,0.1) 1px, transparent 1px),
+            linear-gradient(90deg, rgba(255,255,255,0.1) 1px, transparent 1px)
+          `,
+          backgroundSize: '50px 50px',
+        }}
+      />
+
+      <Link
+        href="/"
+        className="fixed top-6 left-6 z-50 flex items-center gap-2 px-3 py-2 rounded-lg bg-white/5 border border-white/10 text-white/50 hover:text-white/80 hover:bg-white/10 transition-all text-sm"
+      >
+        <svg
+          className="w-4 h-4"
+          fill="none"
+          viewBox="0 0 24 24"
+          stroke="currentColor"
+          aria-hidden="true"
+        >
+          <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M15 19l-7-7 7-7" />
+        </svg>
+        Tutorials
+      </Link>
+
+      <AnimatePresence mode="wait" custom={direction}>
+        {SLIDES.map((slide, index) => (
+          <Slide key={slide.id} isActive={index === currentSlide} direction={direction}>
+            <slide.Component />
+          </Slide>
+        ))}
+      </AnimatePresence>
+
+      <SlideNavigation onNext={next} onPrev={prev} isFirst={isFirst} isLast={isLast} />
+      <SlideProgress currentSlide={currentSlide} totalSlides={totalSlides} goTo={goTo} />
+
+      <div className="fixed bottom-8 right-8 z-50 text-white/30 text-xs font-mono">
+        Use arrow keys or click to navigate
+      </div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/AgentSlideshow.tsx b/apps/tutorial/src/components/AgentSlideshow.tsx
new file mode 100644
index 0000000..dbdcf35
--- /dev/null
+++ b/apps/tutorial/src/components/AgentSlideshow.tsx
@@ -0,0 +1,91 @@
+'use client';
+
+import { useSlideshow } from '@/hooks/useSlideshow';
+import { AnimatePresence } from 'framer-motion';
+import Link from 'next/link';
+import { Slide } from './Slide';
+import { SlideNavigation } from './SlideNavigation';
+import { SlideProgress } from './SlideProgress';
+import { DiscoverySlide } from './slides/DiscoverySlide';
+import { GetStartedSlide } from './slides/GetStartedSlide';
+import { HowItWorksSlide } from './slides/HowItWorksSlide';
+import { IntegrationSlide } from './slides/IntegrationSlide';
+import { ProblemSlide } from './slides/ProblemSlide';
+import { QualitySlide } from './slides/QualitySlide';
+import { SolutionSlide } from './slides/SolutionSlide';
+import { ToolDetailSlide } from './slides/ToolDetailSlide';
+import { WelcomeSlide } from './slides/WelcomeSlide';
+
+const SLIDES = [
+  { id: 'welcome', Component: WelcomeSlide },
+  { id: 'problem', Component: ProblemSlide },
+  { id: 'solution', Component: SolutionSlide },
+  { id: 'how-it-works', Component: HowItWorksSlide },
+  { id: 'discovery', Component: DiscoverySlide },
+  { id: 'integration', Component: IntegrationSlide },
+  { id: 'quality', Component: QualitySlide },
+  { id: 'tool-detail', Component: ToolDetailSlide },
+  { id: 'get-started', Component: GetStartedSlide },
+];
+
+export function AgentSlideshow(): React.ReactElement {
+  const { currentSlide, totalSlides, next, prev, goTo, direction, isFirst, isLast } = useSlideshow({
+    totalSlides: SLIDES.length,
+  });
+
+  return (
+    <div className="relative h-full w-full bg-[#0a0a0f] overflow-hidden">
+      {/* Background gradient */}
+      <div className="absolute inset-0 bg-gradient-to-br from-[#0a0a0f] via-[#0d1117] to-[#0a0a0f]" />
+
+      {/* Subtle grid pattern */}
+      <div
+        className="absolute inset-0 opacity-[0.03]"
+        style={{
+          backgroundImage: `
+            linear-gradient(rgba(255,255,255,0.1) 1px, transparent 1px),
+            linear-gradient(90deg, rgba(255,255,255,0.1) 1px, transparent 1px)
+          `,
+          backgroundSize: '50px 50px',
+        }}
+      />
+
+      {/* Back button */}
+      <Link
+        href="/"
+        className="fixed top-6 left-6 z-50 flex items-center gap-2 px-3 py-2 rounded-lg bg-white/5 border border-white/10 text-white/50 hover:text-white/80 hover:bg-white/10 transition-all text-sm"
+      >
+        <svg
+          className="w-4 h-4"
+          fill="none"
+          viewBox="0 0 24 24"
+          stroke="currentColor"
+          aria-hidden="true"
+        >
+          <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M15 19l-7-7 7-7" />
+        </svg>
+        Tutorials
+      </Link>
+
+      {/* Slides */}
+      <AnimatePresence mode="wait" custom={direction}>
+        {SLIDES.map((slide, index) => (
+          <Slide key={slide.id} isActive={index === currentSlide} direction={direction}>
+            <slide.Component />
+          </Slide>
+        ))}
+      </AnimatePresence>
+
+      {/* Navigation */}
+      <SlideNavigation onNext={next} onPrev={prev} isFirst={isFirst} isLast={isLast} />
+
+      {/* Progress */}
+      <SlideProgress currentSlide={currentSlide} totalSlides={totalSlides} goTo={goTo} />
+
+      {/* Keyboard hint */}
+      <div className="fixed bottom-8 right-8 z-50 text-white/30 text-xs font-mono">
+        Use arrow keys or click to navigate
+      </div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/AuthorSlideshow.tsx b/apps/tutorial/src/components/AuthorSlideshow.tsx
new file mode 100644
index 0000000..2890cd5
--- /dev/null
+++ b/apps/tutorial/src/components/AuthorSlideshow.tsx
@@ -0,0 +1,91 @@
+'use client';
+
+import { useSlideshow } from '@/hooks/useSlideshow';
+import { AnimatePresence } from 'framer-motion';
+import Link from 'next/link';
+import { Slide } from './Slide';
+import { SlideNavigation } from './SlideNavigation';
+import { SlideProgress } from './SlideProgress';
+import { AuthorNextStepsSlide } from './author-slides/AuthorNextStepsSlide';
+import { AuthorWelcomeSlide } from './author-slides/AuthorWelcomeSlide';
+import { GetDiscoveredSlide } from './author-slides/GetDiscoveredSlide';
+import { HealthChecksSlide } from './author-slides/HealthChecksSlide';
+import { HowSyncWorksSlide } from './author-slides/HowSyncWorksSlide';
+import { PackageSetupSlide } from './author-slides/PackageSetupSlide';
+import { QualityScoringSlide } from './author-slides/QualityScoringSlide';
+import { ToolDefinitionSlide } from './author-slides/ToolDefinitionSlide';
+import { WhatIsRegistrySlide } from './author-slides/WhatIsRegistrySlide';
+
+const SLIDES = [
+  { id: 'welcome', Component: AuthorWelcomeSlide },
+  { id: 'what-is', Component: WhatIsRegistrySlide },
+  { id: 'sync', Component: HowSyncWorksSlide },
+  { id: 'setup', Component: PackageSetupSlide },
+  { id: 'definition', Component: ToolDefinitionSlide },
+  { id: 'quality', Component: QualityScoringSlide },
+  { id: 'health', Component: HealthChecksSlide },
+  { id: 'discovered', Component: GetDiscoveredSlide },
+  { id: 'next-steps', Component: AuthorNextStepsSlide },
+];
+
+export function AuthorSlideshow(): React.ReactElement {
+  const { currentSlide, totalSlides, next, prev, goTo, direction, isFirst, isLast } = useSlideshow({
+    totalSlides: SLIDES.length,
+  });
+
+  return (
+    <div className="relative h-full w-full bg-[#0a0a0f] overflow-hidden">
+      {/* Background gradient */}
+      <div className="absolute inset-0 bg-gradient-to-br from-[#0a0a0f] via-[#0d1117] to-[#0a0a0f]" />
+
+      {/* Subtle grid pattern */}
+      <div
+        className="absolute inset-0 opacity-[0.03]"
+        style={{
+          backgroundImage: `
+            linear-gradient(rgba(255,255,255,0.1) 1px, transparent 1px),
+            linear-gradient(90deg, rgba(255,255,255,0.1) 1px, transparent 1px)
+          `,
+          backgroundSize: '50px 50px',
+        }}
+      />
+
+      {/* Back button */}
+      <Link
+        href="/"
+        className="fixed top-6 left-6 z-50 flex items-center gap-2 px-3 py-2 rounded-lg bg-white/5 border border-white/10 text-white/50 hover:text-white/80 hover:bg-white/10 transition-all text-sm"
+      >
+        <svg
+          className="w-4 h-4"
+          fill="none"
+          viewBox="0 0 24 24"
+          stroke="currentColor"
+          aria-hidden="true"
+        >
+          <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M15 19l-7-7 7-7" />
+        </svg>
+        Tutorials
+      </Link>
+
+      {/* Slides */}
+      <AnimatePresence mode="wait" custom={direction}>
+        {SLIDES.map((slide, index) => (
+          <Slide key={slide.id} isActive={index === currentSlide} direction={direction}>
+            <slide.Component />
+          </Slide>
+        ))}
+      </AnimatePresence>
+
+      {/* Navigation */}
+      <SlideNavigation onNext={next} onPrev={prev} isFirst={isFirst} isLast={isLast} />
+
+      {/* Progress */}
+      <SlideProgress currentSlide={currentSlide} totalSlides={totalSlides} goTo={goTo} />
+
+      {/* Keyboard hint */}
+      <div className="fixed bottom-8 right-8 z-50 text-white/30 text-xs font-mono">
+        Use arrow keys or click to navigate
+      </div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/FirstToolSlideshow.tsx b/apps/tutorial/src/components/FirstToolSlideshow.tsx
new file mode 100644
index 0000000..7be911a
--- /dev/null
+++ b/apps/tutorial/src/components/FirstToolSlideshow.tsx
@@ -0,0 +1,77 @@
+'use client';
+
+import { useSlideshow } from '@/hooks/useSlideshow';
+import { AnimatePresence } from 'framer-motion';
+import Link from 'next/link';
+import { Slide } from './Slide';
+import { SlideNavigation } from './SlideNavigation';
+import { SlideProgress } from './SlideProgress';
+import { FirstToolNextStepsSlide } from './first-tool-slides/FirstToolNextStepsSlide';
+import { FirstToolWelcomeSlide } from './first-tool-slides/FirstToolWelcomeSlide';
+import { PackageJsonSlide } from './first-tool-slides/PackageJsonSlide';
+import { ProjectSetupSlide } from './first-tool-slides/ProjectSetupSlide';
+import { PublishSlide } from './first-tool-slides/PublishSlide';
+import { WriteToolSlide } from './first-tool-slides/WriteToolSlide';
+
+const SLIDES = [
+  { id: 'welcome', Component: FirstToolWelcomeSlide },
+  { id: 'project-setup', Component: ProjectSetupSlide },
+  { id: 'write-tool', Component: WriteToolSlide },
+  { id: 'package-json', Component: PackageJsonSlide },
+  { id: 'publish', Component: PublishSlide },
+  { id: 'next-steps', Component: FirstToolNextStepsSlide },
+];
+
+export function FirstToolSlideshow(): React.ReactElement {
+  const { currentSlide, totalSlides, next, prev, goTo, direction, isFirst, isLast } = useSlideshow({
+    totalSlides: SLIDES.length,
+  });
+
+  return (
+    <div className="relative h-full w-full bg-[#0a0a0f] overflow-hidden">
+      <div className="absolute inset-0 bg-gradient-to-br from-[#0a0a0f] via-[#0d1117] to-[#0a0a0f]" />
+
+      <div
+        className="absolute inset-0 opacity-[0.03]"
+        style={{
+          backgroundImage: `
+            linear-gradient(rgba(255,255,255,0.1) 1px, transparent 1px),
+            linear-gradient(90deg, rgba(255,255,255,0.1) 1px, transparent 1px)
+          `,
+          backgroundSize: '50px 50px',
+        }}
+      />
+
+      <Link
+        href="/"
+        className="fixed top-6 left-6 z-50 flex items-center gap-2 px-3 py-2 rounded-lg bg-white/5 border border-white/10 text-white/50 hover:text-white/80 hover:bg-white/10 transition-all text-sm"
+      >
+        <svg
+          className="w-4 h-4"
+          fill="none"
+          viewBox="0 0 24 24"
+          stroke="currentColor"
+          aria-hidden="true"
+        >
+          <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M15 19l-7-7 7-7" />
+        </svg>
+        Tutorials
+      </Link>
+
+      <AnimatePresence mode="wait" custom={direction}>
+        {SLIDES.map((slide, index) => (
+          <Slide key={slide.id} isActive={index === currentSlide} direction={direction}>
+            <slide.Component />
+          </Slide>
+        ))}
+      </AnimatePresence>
+
+      <SlideNavigation onNext={next} onPrev={prev} isFirst={isFirst} isLast={isLast} />
+      <SlideProgress currentSlide={currentSlide} totalSlides={totalSlides} goTo={goTo} />
+
+      <div className="fixed bottom-8 right-8 z-50 text-white/30 text-xs font-mono">
+        Use arrow keys or click to navigate
+      </div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/OverviewSlideshow.tsx b/apps/tutorial/src/components/OverviewSlideshow.tsx
new file mode 100644
index 0000000..351db52
--- /dev/null
+++ b/apps/tutorial/src/components/OverviewSlideshow.tsx
@@ -0,0 +1,85 @@
+'use client';
+
+import { useSlideshow } from '@/hooks/useSlideshow';
+import { AnimatePresence } from 'framer-motion';
+import Link from 'next/link';
+import { Slide } from './Slide';
+import { SlideNavigation } from './SlideNavigation';
+import { SlideProgress } from './SlideProgress';
+import { ArchitectureSlide } from './overview-slides/ArchitectureSlide';
+import { EcosystemSlide } from './overview-slides/EcosystemSlide';
+import { ExploreSlide } from './overview-slides/ExploreSlide';
+import { OverviewWelcomeSlide } from './overview-slides/OverviewWelcomeSlide';
+import { UseCasesSlide } from './overview-slides/UseCasesSlide';
+import { WhatIsTpmjsSlide } from './overview-slides/WhatIsTpmjsSlide';
+
+const SLIDES = [
+  { id: 'welcome', Component: OverviewWelcomeSlide },
+  { id: 'what-is-tpmjs', Component: WhatIsTpmjsSlide },
+  { id: 'ecosystem', Component: EcosystemSlide },
+  { id: 'architecture', Component: ArchitectureSlide },
+  { id: 'use-cases', Component: UseCasesSlide },
+  { id: 'explore', Component: ExploreSlide },
+];
+
+export function OverviewSlideshow(): React.ReactElement {
+  const { currentSlide, totalSlides, next, prev, goTo, direction, isFirst, isLast } = useSlideshow({
+    totalSlides: SLIDES.length,
+  });
+
+  return (
+    <div className="relative h-full w-full bg-[#0a0a0f] overflow-hidden">
+      {/* Background gradient */}
+      <div className="absolute inset-0 bg-gradient-to-br from-[#0a0a0f] via-[#0d1117] to-[#0a0a0f]" />
+
+      {/* Subtle grid pattern */}
+      <div
+        className="absolute inset-0 opacity-[0.03]"
+        style={{
+          backgroundImage: `
+            linear-gradient(rgba(255,255,255,0.1) 1px, transparent 1px),
+            linear-gradient(90deg, rgba(255,255,255,0.1) 1px, transparent 1px)
+          `,
+          backgroundSize: '50px 50px',
+        }}
+      />
+
+      {/* Back button */}
+      <Link
+        href="/"
+        className="fixed top-6 left-6 z-50 flex items-center gap-2 px-3 py-2 rounded-lg bg-white/5 border border-white/10 text-white/50 hover:text-white/80 hover:bg-white/10 transition-all text-sm"
+      >
+        <svg
+          className="w-4 h-4"
+          fill="none"
+          viewBox="0 0 24 24"
+          stroke="currentColor"
+          aria-hidden="true"
+        >
+          <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M15 19l-7-7 7-7" />
+        </svg>
+        Tutorials
+      </Link>
+
+      {/* Slides */}
+      <AnimatePresence mode="wait" custom={direction}>
+        {SLIDES.map((slide, index) => (
+          <Slide key={slide.id} isActive={index === currentSlide} direction={direction}>
+            <slide.Component />
+          </Slide>
+        ))}
+      </AnimatePresence>
+
+      {/* Navigation */}
+      <SlideNavigation onNext={next} onPrev={prev} isFirst={isFirst} isLast={isLast} />
+
+      {/* Progress */}
+      <SlideProgress currentSlide={currentSlide} totalSlides={totalSlides} goTo={goTo} />
+
+      {/* Keyboard hint */}
+      <div className="fixed bottom-8 right-8 z-50 text-white/30 text-xs font-mono">
+        Use arrow keys or click to navigate
+      </div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/PlaygroundSlideshow.tsx b/apps/tutorial/src/components/PlaygroundSlideshow.tsx
new file mode 100644
index 0000000..3489e6f
--- /dev/null
+++ b/apps/tutorial/src/components/PlaygroundSlideshow.tsx
@@ -0,0 +1,77 @@
+'use client';
+
+import { useSlideshow } from '@/hooks/useSlideshow';
+import { AnimatePresence } from 'framer-motion';
+import Link from 'next/link';
+import { Slide } from './Slide';
+import { SlideNavigation } from './SlideNavigation';
+import { SlideProgress } from './SlideProgress';
+import { FillParametersSlide } from './playground-slides/FillParametersSlide';
+import { FindToolSlide } from './playground-slides/FindToolSlide';
+import { OpenPlaygroundSlide } from './playground-slides/OpenPlaygroundSlide';
+import { PlaygroundNextStepsSlide } from './playground-slides/PlaygroundNextStepsSlide';
+import { PlaygroundWelcomeSlide } from './playground-slides/PlaygroundWelcomeSlide';
+import { SeeResultsSlide } from './playground-slides/SeeResultsSlide';
+
+const SLIDES = [
+  { id: 'welcome', Component: PlaygroundWelcomeSlide },
+  { id: 'find-tool', Component: FindToolSlide },
+  { id: 'open-playground', Component: OpenPlaygroundSlide },
+  { id: 'fill-parameters', Component: FillParametersSlide },
+  { id: 'see-results', Component: SeeResultsSlide },
+  { id: 'next-steps', Component: PlaygroundNextStepsSlide },
+];
+
+export function PlaygroundSlideshow(): React.ReactElement {
+  const { currentSlide, totalSlides, next, prev, goTo, direction, isFirst, isLast } = useSlideshow({
+    totalSlides: SLIDES.length,
+  });
+
+  return (
+    <div className="relative h-full w-full bg-[#0a0a0f] overflow-hidden">
+      <div className="absolute inset-0 bg-gradient-to-br from-[#0a0a0f] via-[#0d1117] to-[#0a0a0f]" />
+
+      <div
+        className="absolute inset-0 opacity-[0.03]"
+        style={{
+          backgroundImage: `
+            linear-gradient(rgba(255,255,255,0.1) 1px, transparent 1px),
+            linear-gradient(90deg, rgba(255,255,255,0.1) 1px, transparent 1px)
+          `,
+          backgroundSize: '50px 50px',
+        }}
+      />
+
+      <Link
+        href="/"
+        className="fixed top-6 left-6 z-50 flex items-center gap-2 px-3 py-2 rounded-lg bg-white/5 border border-white/10 text-white/50 hover:text-white/80 hover:bg-white/10 transition-all text-sm"
+      >
+        <svg
+          className="w-4 h-4"
+          fill="none"
+          viewBox="0 0 24 24"
+          stroke="currentColor"
+          aria-hidden="true"
+        >
+          <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M15 19l-7-7 7-7" />
+        </svg>
+        Tutorials
+      </Link>
+
+      <AnimatePresence mode="wait" custom={direction}>
+        {SLIDES.map((slide, index) => (
+          <Slide key={slide.id} isActive={index === currentSlide} direction={direction}>
+            <slide.Component />
+          </Slide>
+        ))}
+      </AnimatePresence>
+
+      <SlideNavigation onNext={next} onPrev={prev} isFirst={isFirst} isLast={isLast} />
+      <SlideProgress currentSlide={currentSlide} totalSlides={totalSlides} goTo={goTo} />
+
+      <div className="fixed bottom-8 right-8 z-50 text-white/30 text-xs font-mono">
+        Use arrow keys or click to navigate
+      </div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/Slide.tsx b/apps/tutorial/src/components/Slide.tsx
new file mode 100644
index 0000000..d9842bf
--- /dev/null
+++ b/apps/tutorial/src/components/Slide.tsx
@@ -0,0 +1,46 @@
+'use client';
+
+import { type Variants, motion } from 'framer-motion';
+import type { ReactNode } from 'react';
+
+interface SlideProps {
+  children: ReactNode;
+  isActive: boolean;
+  direction: 'left' | 'right' | null;
+}
+
+const variants: Variants = {
+  enter: (direction: 'left' | 'right') => ({
+    x: direction === 'right' ? '100%' : '-100%',
+    opacity: 0,
+  }),
+  center: {
+    x: 0,
+    opacity: 1,
+  },
+  exit: (direction: 'left' | 'right') => ({
+    x: direction === 'right' ? '-100%' : '100%',
+    opacity: 0,
+  }),
+};
+
+export function Slide({ children, isActive, direction }: SlideProps): React.ReactElement | null {
+  if (!isActive) return null;
+
+  return (
+    <motion.div
+      custom={direction}
+      variants={variants}
+      initial="enter"
+      animate="center"
+      exit="exit"
+      transition={{
+        x: { type: 'spring', stiffness: 300, damping: 30 },
+        opacity: { duration: 0.2 },
+      }}
+      className="absolute inset-0 flex items-center justify-center"
+    >
+      {children}
+    </motion.div>
+  );
+}
diff --git a/apps/tutorial/src/components/SlideNavigation.tsx b/apps/tutorial/src/components/SlideNavigation.tsx
new file mode 100644
index 0000000..1f5b9bb
--- /dev/null
+++ b/apps/tutorial/src/components/SlideNavigation.tsx
@@ -0,0 +1,69 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+interface SlideNavigationProps {
+  onNext: () => void;
+  onPrev: () => void;
+  isFirst: boolean;
+  isLast: boolean;
+}
+
+export function SlideNavigation({
+  onNext,
+  onPrev,
+  isFirst,
+  isLast,
+}: SlideNavigationProps): React.ReactElement {
+  return (
+    <>
+      {/* Previous button */}
+      <motion.button
+        onClick={onPrev}
+        disabled={isFirst}
+        initial={{ opacity: 0, x: -20 }}
+        animate={{ opacity: isFirst ? 0.3 : 1, x: 0 }}
+        whileHover={!isFirst ? { scale: 1.1 } : undefined}
+        whileTap={!isFirst ? { scale: 0.95 } : undefined}
+        className={`
+          fixed left-8 top-1/2 -translate-y-1/2 z-50
+          w-12 h-12 rounded-full
+          bg-white/10 backdrop-blur-sm
+          border border-white/20
+          flex items-center justify-center
+          transition-colors
+          ${isFirst ? 'cursor-not-allowed' : 'hover:bg-white/20 cursor-pointer'}
+        `}
+        aria-label="Previous slide"
+      >
+        <svg className="w-5 h-5 text-white" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+          <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M15 19l-7-7 7-7" />
+        </svg>
+      </motion.button>
+
+      {/* Next button */}
+      <motion.button
+        onClick={onNext}
+        disabled={isLast}
+        initial={{ opacity: 0, x: 20 }}
+        animate={{ opacity: isLast ? 0.3 : 1, x: 0 }}
+        whileHover={!isLast ? { scale: 1.1 } : undefined}
+        whileTap={!isLast ? { scale: 0.95 } : undefined}
+        className={`
+          fixed right-8 top-1/2 -translate-y-1/2 z-50
+          w-12 h-12 rounded-full
+          bg-white/10 backdrop-blur-sm
+          border border-white/20
+          flex items-center justify-center
+          transition-colors
+          ${isLast ? 'cursor-not-allowed' : 'hover:bg-white/20 cursor-pointer'}
+        `}
+        aria-label="Next slide"
+      >
+        <svg className="w-5 h-5 text-white" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+          <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M9 5l7 7-7 7" />
+        </svg>
+      </motion.button>
+    </>
+  );
+}
diff --git a/apps/tutorial/src/components/SlideProgress.tsx b/apps/tutorial/src/components/SlideProgress.tsx
new file mode 100644
index 0000000..62c3401
--- /dev/null
+++ b/apps/tutorial/src/components/SlideProgress.tsx
@@ -0,0 +1,46 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+interface SlideProgressProps {
+  currentSlide: number;
+  totalSlides: number;
+  goTo: (index: number) => void;
+}
+
+export function SlideProgress({
+  currentSlide,
+  totalSlides,
+  goTo,
+}: SlideProgressProps): React.ReactElement {
+  return (
+    <div className="fixed bottom-8 left-1/2 -translate-x-1/2 z-50 flex items-center gap-3">
+      {Array.from({ length: totalSlides }).map((_, index) => (
+        <button
+          key={index}
+          onClick={() => goTo(index)}
+          className="group relative p-1"
+          aria-label={`Go to slide ${index + 1}`}
+        >
+          <div
+            className={`
+              w-2 h-2 rounded-full transition-all duration-300
+              ${
+                index === currentSlide
+                  ? 'bg-white scale-125'
+                  : 'bg-white/30 group-hover:bg-white/50'
+              }
+            `}
+          />
+          {index === currentSlide && (
+            <motion.div
+              layoutId="active-dot"
+              className="absolute inset-0 m-auto w-4 h-4 rounded-full border border-white/50"
+              transition={{ type: 'spring', stiffness: 300, damping: 30 }}
+            />
+          )}
+        </button>
+      ))}
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/agent-example-slides/AgentCodeSlide.tsx b/apps/tutorial/src/components/agent-example-slides/AgentCodeSlide.tsx
new file mode 100644
index 0000000..7a3ec28
--- /dev/null
+++ b/apps/tutorial/src/components/agent-example-slides/AgentCodeSlide.tsx
@@ -0,0 +1,104 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function AgentCodeSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-rose-900/10 via-transparent to-pink-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-5xl w-full"
+      >
+        <div className="text-rose-400/60 font-mono text-sm mb-4">Step 2</div>
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">The Agent Loop</h2>
+        <p className="text-xl text-white/50 mb-6">Pass meta-tools to generateText with maxSteps</p>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.3 }}
+          className="bg-[#0d1117] rounded-xl border border-white/10 p-5 text-left max-w-3xl mx-auto"
+        >
+          <div className="text-xs text-white/40 font-mono mb-3">agent.ts</div>
+          <pre className="text-xs font-mono overflow-x-auto leading-relaxed">
+            <code>
+              <span className="text-purple-400">const</span>
+              <span className="text-white"> result = </span>
+              <span className="text-purple-400">await</span>
+              <span className="text-yellow-400"> generateText</span>
+              <span className="text-white">{'({'}</span>
+              {'\n'}
+              <span className="text-white">{'  '}</span>
+              <span className="text-cyan-400">model</span>
+              <span className="text-white">: </span>
+              <span className="text-yellow-400">openai</span>
+              <span className="text-white">(</span>
+              <span className="text-amber-300">{"'gpt-4o'"}</span>
+              <span className="text-white">),</span>
+              {'\n'}
+              <span className="text-white">{'  '}</span>
+              <span className="text-cyan-400">tools</span>
+              <span className="text-white">{': {'}</span>
+              {'\n'}
+              <span className="text-white">{'    '}</span>
+              <span className="text-cyan-400">search</span>
+              <span className="text-white">: </span>
+              <span className="text-rose-400">searchTpmjsToolsTool</span>
+              <span className="text-white">,</span>
+              {'\n'}
+              <span className="text-white">{'    '}</span>
+              <span className="text-cyan-400">execute</span>
+              <span className="text-white">: </span>
+              <span className="text-rose-400">registryExecuteTool</span>
+              <span className="text-white">,</span>
+              {'\n'}
+              <span className="text-white">{'  },'}</span>
+              {'\n'}
+              <span className="text-white">{'  '}</span>
+              <span className="text-cyan-400">maxSteps</span>
+              <span className="text-white">: </span>
+              <span className="text-amber-300">10</span>
+              <span className="text-white">,</span>
+              <span className="text-white/50">{' // Allow multiple tool calls'}</span>
+              {'\n'}
+              <span className="text-white">{'  '}</span>
+              <span className="text-cyan-400">system</span>
+              <span className="text-white">: </span>
+              <span className="text-amber-300">`You are an assistant that can find and use</span>
+              {'\n'}
+              <span className="text-amber-300">
+                {' '}
+                tools from the TPMJS registry. First search for
+              </span>
+              {'\n'}
+              <span className="text-amber-300"> relevant tools, then execute them.`</span>
+              <span className="text-white">,</span>
+              {'\n'}
+              <span className="text-white">{'  '}</span>
+              <span className="text-cyan-400">prompt</span>
+              <span className="text-white">: userRequest,</span>
+              {'\n'}
+              <span className="text-white">{'});'}</span>
+            </code>
+          </pre>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.6 }}
+          className="mt-6 p-4 rounded-lg bg-rose-500/10 border border-rose-500/20 max-w-lg mx-auto"
+        >
+          <p className="text-rose-400 text-sm">
+            <span className="font-semibold">Key:</span> maxSteps allows the agent to search, then
+            execute, then reason about results
+          </p>
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/agent-example-slides/AgentExampleNextStepsSlide.tsx b/apps/tutorial/src/components/agent-example-slides/AgentExampleNextStepsSlide.tsx
new file mode 100644
index 0000000..82f10e9
--- /dev/null
+++ b/apps/tutorial/src/components/agent-example-slides/AgentExampleNextStepsSlide.tsx
@@ -0,0 +1,80 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function AgentExampleNextStepsSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-rose-900/20 via-transparent to-pink-900/20 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Try It Yourself</h2>
+        <p className="text-xl text-white/50 mb-10">Complete working example</p>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.3 }}
+          className="bg-[#0d1117] rounded-xl border border-white/10 p-6 text-left max-w-2xl mx-auto"
+        >
+          <div className="text-xs text-white/40 font-mono mb-3">Clone & Run</div>
+          <pre className="text-sm font-mono overflow-x-auto">
+            <code>
+              <span className="text-rose-400">git clone</span>
+              <span className="text-white"> github.com/tpmjs/agent-example</span>
+              {'\n'}
+              <span className="text-rose-400">cd</span>
+              <span className="text-white"> agent-example</span>
+              {'\n'}
+              <span className="text-rose-400">npm</span>
+              <span className="text-white"> install</span>
+              {'\n'}
+              <span className="text-rose-400">npm</span>
+              <span className="text-white"> run dev</span>
+            </code>
+          </pre>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.5 }}
+          className="mt-8 grid grid-cols-2 gap-4 max-w-xl mx-auto"
+        >
+          <a
+            href="https://tpmjs.com"
+            target="_blank"
+            rel="noopener noreferrer"
+            className="p-5 rounded-xl bg-white/5 border border-rose-500/20 text-left hover:bg-white/10 hover:border-rose-500/40 transition-all group"
+          >
+            <div className="text-2xl mb-2">🔍</div>
+            <div className="text-sm font-semibold text-rose-400 mb-1">Browse Registry</div>
+            <div className="text-xs text-white/50">See all available tools</div>
+          </a>
+          <a
+            href="/agents"
+            className="p-5 rounded-xl bg-white/5 border border-pink-500/20 text-left hover:bg-white/10 hover:border-pink-500/40 transition-all group"
+          >
+            <div className="text-2xl mb-2">📚</div>
+            <div className="text-sm font-semibold text-pink-400 mb-1">Agent Docs</div>
+            <div className="text-xs text-white/50">Deep dive into meta-tools</div>
+          </a>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.8 }}
+          className="mt-10 text-white/30 text-xs font-mono"
+        >
+          Your agent can now use 200+ tools without installing any of them
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/agent-example-slides/AgentExampleWelcomeSlide.tsx b/apps/tutorial/src/components/agent-example-slides/AgentExampleWelcomeSlide.tsx
new file mode 100644
index 0000000..7f1b525
--- /dev/null
+++ b/apps/tutorial/src/components/agent-example-slides/AgentExampleWelcomeSlide.tsx
@@ -0,0 +1,87 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function AgentExampleWelcomeSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center overflow-hidden">
+      <div className="absolute inset-0 bg-gradient-to-br from-rose-900/20 via-transparent to-pink-900/20 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 20 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8, ease: 'easeOut' }}
+        className="relative z-10 max-w-4xl"
+      >
+        <motion.div
+          initial={{ opacity: 0, scale: 0.9 }}
+          animate={{ opacity: 1, scale: 1 }}
+          transition={{ duration: 0.6, delay: 0.2 }}
+          className="mb-6"
+        >
+          <span className="text-sm font-mono text-rose-400/60 tracking-widest uppercase">
+            Practical Example
+          </span>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0, scale: 0.9 }}
+          animate={{ opacity: 1, scale: 1 }}
+          transition={{ duration: 0.6, delay: 0.3 }}
+          className="mb-8"
+        >
+          <span className="text-5xl md:text-6xl font-bold bg-gradient-to-r from-rose-400 to-pink-400 bg-clip-text text-transparent">
+            Real-World Agent
+          </span>
+        </motion.div>
+
+        <motion.h1
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ duration: 0.6, delay: 0.5 }}
+          className="text-2xl md:text-3xl font-medium text-white/90 mb-6"
+        >
+          Build an agent that discovers and uses tools dynamically
+        </motion.h1>
+
+        <motion.p
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ duration: 0.6, delay: 0.7 }}
+          className="text-lg text-white/50 font-mono max-w-xl mx-auto"
+        >
+          A complete working example with search, execute, and reasoning
+        </motion.p>
+      </motion.div>
+
+      <motion.div
+        initial={{ opacity: 0 }}
+        animate={{ opacity: 1 }}
+        transition={{ duration: 0.8, delay: 1.2 }}
+        className="absolute bottom-12 flex flex-col items-center"
+      >
+        <motion.div
+          animate={{ y: [0, 8, 0] }}
+          transition={{ duration: 1.5, repeat: Number.POSITIVE_INFINITY, ease: 'easeInOut' }}
+          className="text-white/40"
+        >
+          <svg
+            aria-hidden="true"
+            className="w-6 h-6"
+            fill="none"
+            stroke="currentColor"
+            viewBox="0 0 24 24"
+          >
+            <path
+              strokeLinecap="round"
+              strokeLinejoin="round"
+              strokeWidth={1.5}
+              d="M19 9l-7 7-7-7"
+            />
+          </svg>
+        </motion.div>
+        <span className="mt-2 text-sm text-white/30 font-mono">Press any key</span>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/agent-example-slides/ExecutionFlowSlide.tsx b/apps/tutorial/src/components/agent-example-slides/ExecutionFlowSlide.tsx
new file mode 100644
index 0000000..04f57d1
--- /dev/null
+++ b/apps/tutorial/src/components/agent-example-slides/ExecutionFlowSlide.tsx
@@ -0,0 +1,95 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const steps = [
+  {
+    step: '1',
+    action: 'Agent receives request',
+    detail: '"Format this markdown..."',
+    color: 'rose',
+  },
+  {
+    step: '2',
+    action: 'Calls searchTpmjsToolsTool',
+    detail: 'query: "markdown formatter"',
+    color: 'pink',
+  },
+  {
+    step: '3',
+    action: 'Receives tool list',
+    detail: '[markdownFormat, mdToHtml, ...]',
+    color: 'purple',
+  },
+  {
+    step: '4',
+    action: 'Calls registryExecuteTool',
+    detail: 'toolId: "markdownFormat", args: {...}',
+    color: 'violet',
+  },
+  {
+    step: '5',
+    action: 'Returns result to user',
+    detail: 'Formatted blog post',
+    color: 'indigo',
+  },
+];
+
+export function ExecutionFlowSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-rose-900/10 via-transparent to-pink-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Execution Flow</h2>
+        <p className="text-xl text-white/50 mb-10">What happens when the agent runs</p>
+
+        <div className="space-y-3 max-w-2xl mx-auto">
+          {steps.map((step, index) => (
+            <motion.div
+              key={step.step}
+              initial={{ opacity: 0, x: -20 }}
+              animate={{ opacity: 1, x: 0 }}
+              transition={{ delay: 0.2 + index * 0.1 }}
+              className={`flex items-center gap-4 p-4 rounded-lg bg-white/5 border border-${step.color}-500/20`}
+            >
+              <div
+                className={`w-8 h-8 rounded-full flex items-center justify-center text-sm font-bold ${
+                  step.color === 'rose'
+                    ? 'bg-rose-500/20 text-rose-400'
+                    : step.color === 'pink'
+                      ? 'bg-pink-500/20 text-pink-400'
+                      : step.color === 'purple'
+                        ? 'bg-purple-500/20 text-purple-400'
+                        : step.color === 'violet'
+                          ? 'bg-violet-500/20 text-violet-400'
+                          : 'bg-indigo-500/20 text-indigo-400'
+                }`}
+              >
+                {step.step}
+              </div>
+              <div className="text-left flex-1">
+                <div className="text-sm font-semibold text-white/80">{step.action}</div>
+                <div className="text-xs text-white/40 font-mono">{step.detail}</div>
+              </div>
+            </motion.div>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.9 }}
+          className="mt-8 text-white/40 text-sm font-mono"
+        >
+          All tool execution happens in a secure sandbox
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/agent-example-slides/SetupCodeSlide.tsx b/apps/tutorial/src/components/agent-example-slides/SetupCodeSlide.tsx
new file mode 100644
index 0000000..0f164b6
--- /dev/null
+++ b/apps/tutorial/src/components/agent-example-slides/SetupCodeSlide.tsx
@@ -0,0 +1,81 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function SetupCodeSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-rose-900/10 via-transparent to-pink-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <div className="text-rose-400/60 font-mono text-sm mb-4">Step 1</div>
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Install & Setup</h2>
+        <p className="text-xl text-white/50 mb-8">Add the TPMJS meta-tools to your project</p>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.3 }}
+          className="bg-[#0d1117] rounded-xl border border-white/10 p-6 text-left max-w-2xl mx-auto"
+        >
+          <div className="text-xs text-white/40 font-mono mb-3">Terminal</div>
+          <pre className="text-sm font-mono overflow-x-auto">
+            <code>
+              <span className="text-rose-400">npm</span>
+              <span className="text-white">
+                {' '}
+                install @tpmjs/search-registry @tpmjs/registry-execute
+              </span>
+            </code>
+          </pre>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.5 }}
+          className="mt-6 bg-[#0d1117] rounded-xl border border-white/10 p-6 text-left max-w-2xl mx-auto"
+        >
+          <div className="text-xs text-white/40 font-mono mb-3">agent.ts</div>
+          <pre className="text-sm font-mono overflow-x-auto">
+            <code>
+              <span className="text-purple-400">import</span>
+              <span className="text-white">{' { searchTpmjsToolsTool } '}</span>
+              <span className="text-purple-400">from</span>
+              {'\n'}
+              <span className="text-amber-300">{" '@tpmjs/search-registry'"}</span>
+              <span className="text-white">;</span>
+              {'\n'}
+              <span className="text-purple-400">import</span>
+              <span className="text-white">{' { registryExecuteTool } '}</span>
+              <span className="text-purple-400">from</span>
+              {'\n'}
+              <span className="text-amber-300">{" '@tpmjs/registry-execute'"}</span>
+              <span className="text-white">;</span>
+              {'\n'}
+              <span className="text-purple-400">import</span>
+              <span className="text-white">{' { generateText } '}</span>
+              <span className="text-purple-400">from</span>
+              <span className="text-amber-300">{" 'ai'"}</span>
+              <span className="text-white">;</span>
+            </code>
+          </pre>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.7 }}
+          className="mt-6 text-white/40 text-sm font-mono"
+        >
+          Two tools that give your agent access to the entire registry
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/agent-example-slides/TheGoalSlide.tsx b/apps/tutorial/src/components/agent-example-slides/TheGoalSlide.tsx
new file mode 100644
index 0000000..2304f21
--- /dev/null
+++ b/apps/tutorial/src/components/agent-example-slides/TheGoalSlide.tsx
@@ -0,0 +1,77 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function TheGoalSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-rose-900/10 via-transparent to-pink-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">The Goal</h2>
+        <p className="text-xl text-white/50 mb-10">
+          An agent that can handle any request by finding the right tools
+        </p>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.3 }}
+          className="bg-[#0d1117] rounded-xl border border-white/10 p-6 text-left max-w-2xl mx-auto"
+        >
+          <div className="text-xs text-white/40 font-mono mb-4">User Request</div>
+          <p className="text-lg text-white/80 italic">
+            {'"Convert this markdown to a formatted blog post and generate a summary"'}
+          </p>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.5 }}
+          className="mt-8 flex items-center justify-center"
+        >
+          <svg
+            className="w-6 h-6 text-rose-400/50"
+            fill="none"
+            viewBox="0 0 24 24"
+            stroke="currentColor"
+            aria-hidden="true"
+          >
+            <path
+              strokeLinecap="round"
+              strokeLinejoin="round"
+              strokeWidth={2}
+              d="M19 14l-7 7m0 0l-7-7m7 7V3"
+            />
+          </svg>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.7 }}
+          className="mt-8 grid grid-cols-3 gap-4 max-w-2xl mx-auto"
+        >
+          <div className="p-4 rounded-lg bg-rose-500/10 border border-rose-500/20 text-center">
+            <div className="text-rose-400 font-semibold text-sm mb-1">1. Search</div>
+            <div className="text-xs text-white/50">Find markdown tools</div>
+          </div>
+          <div className="p-4 rounded-lg bg-pink-500/10 border border-pink-500/20 text-center">
+            <div className="text-pink-400 font-semibold text-sm mb-1">2. Execute</div>
+            <div className="text-xs text-white/50">Format the content</div>
+          </div>
+          <div className="p-4 rounded-lg bg-purple-500/10 border border-purple-500/20 text-center">
+            <div className="text-purple-400 font-semibold text-sm mb-1">3. Return</div>
+            <div className="text-xs text-white/50">Give result to user</div>
+          </div>
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/author-slides/AuthorNextStepsSlide.tsx b/apps/tutorial/src/components/author-slides/AuthorNextStepsSlide.tsx
new file mode 100644
index 0000000..660e5ce
--- /dev/null
+++ b/apps/tutorial/src/components/author-slides/AuthorNextStepsSlide.tsx
@@ -0,0 +1,82 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const steps = [
+  { num: '1', text: 'Add "tpmjs" to your package.json keywords' },
+  { num: '2', text: 'Define your tools in the "tpmjs" field' },
+  { num: '3', text: 'npm publish' },
+];
+
+export function AuthorNextStepsSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 overflow-hidden pointer-events-none">
+        <div
+          className="absolute w-[600px] h-[600px] rounded-full bg-gradient-to-r from-purple-500/10 to-pink-500/10 blur-[100px]"
+          style={{ top: '50%', left: '50%', transform: 'translate(-50%, -50%)' }}
+        />
+      </div>
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-3xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Ready to Publish?</h2>
+        <p className="text-xl text-white/50 mb-10">Three steps. That&apos;s it.</p>
+
+        <div className="space-y-4 max-w-md mx-auto mb-10">
+          {steps.map((step, i) => (
+            <motion.div
+              key={step.num}
+              initial={{ opacity: 0, x: -20 }}
+              animate={{ opacity: 1, x: 0 }}
+              transition={{ delay: 0.3 + i * 0.1 }}
+              className="flex items-center gap-4 p-4 rounded-xl bg-white/5 border border-white/10 text-left"
+            >
+              <span className="flex-shrink-0 w-10 h-10 rounded-full bg-purple-500/20 text-purple-400 flex items-center justify-center font-mono text-lg">
+                {step.num}
+              </span>
+              <span className="text-white/70">{step.text}</span>
+            </motion.div>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.8 }}
+          className="flex flex-wrap justify-center gap-4"
+        >
+          <a
+            href="https://tpmjs.com/tool-search"
+            target="_blank"
+            rel="noopener noreferrer"
+            className="px-6 py-3 rounded-lg bg-purple-500/20 text-purple-400 text-sm font-medium hover:bg-purple-500/30 transition-colors"
+          >
+            Browse Existing Tools
+          </a>
+          <a
+            href="https://tpmjs.com/playground"
+            target="_blank"
+            rel="noopener noreferrer"
+            className="px-6 py-3 rounded-lg bg-cyan-500/20 text-cyan-400 text-sm font-medium hover:bg-cyan-500/30 transition-colors"
+          >
+            Try the Playground
+          </a>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1 }}
+          className="mt-10 text-white/30 text-sm"
+        >
+          Indexed within 2 minutes. No registration required.
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/author-slides/AuthorWelcomeSlide.tsx b/apps/tutorial/src/components/author-slides/AuthorWelcomeSlide.tsx
new file mode 100644
index 0000000..99b6e64
--- /dev/null
+++ b/apps/tutorial/src/components/author-slides/AuthorWelcomeSlide.tsx
@@ -0,0 +1,58 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function AuthorWelcomeSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-purple-900/20 via-transparent to-pink-900/20 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, scale: 0.9 }}
+        animate={{ opacity: 1, scale: 1 }}
+        transition={{ duration: 0.8, ease: 'easeOut' }}
+        className="relative z-10"
+      >
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.2 }}
+          className="mb-6"
+        >
+          <span className="px-4 py-2 rounded-full bg-purple-500/20 text-purple-400 text-sm font-mono">
+            For Package Authors
+          </span>
+        </motion.div>
+
+        <motion.h1
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.3 }}
+          className="text-5xl md:text-7xl font-bold text-white mb-6"
+        >
+          Publish Your Tools
+        </motion.h1>
+
+        <motion.p
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.5 }}
+          className="text-xl md:text-2xl text-white/50 max-w-2xl mx-auto mb-8"
+        >
+          Get your AI SDK tools discovered by agents worldwide.
+          <br />
+          <span className="text-purple-400">npm publish</span> is all it takes.
+        </motion.p>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.8 }}
+          className="text-white/30 text-sm font-mono"
+        >
+          Press arrow keys or click to continue
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/author-slides/GetDiscoveredSlide.tsx b/apps/tutorial/src/components/author-slides/GetDiscoveredSlide.tsx
new file mode 100644
index 0000000..539afa1
--- /dev/null
+++ b/apps/tutorial/src/components/author-slides/GetDiscoveredSlide.tsx
@@ -0,0 +1,72 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const searchExample = [
+  { id: 'agent', line: 'Agent: "I need to format some markdown"', color: 'white' },
+  { id: 'search', line: 'searchTpmjsToolsTool({ query: "markdown format" })', color: 'cyan' },
+  { id: 'result', line: '→ Found: @your-org/tools::formatMarkdownTable', color: 'emerald' },
+  { id: 'execute', line: 'registryExecuteTool({ toolId: "...", params })', color: 'purple' },
+  { id: 'done', line: '→ Your tool runs. Agent gets result.', color: 'yellow' },
+];
+
+export function GetDiscoveredSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-cyan-900/10 via-transparent to-purple-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-3xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">How Agents Find You</h2>
+        <p className="text-xl text-white/50 mb-10">Your tool in action</p>
+
+        <div className="space-y-3 text-left max-w-xl mx-auto">
+          {searchExample.map((item, i) => (
+            <motion.div
+              key={item.id}
+              initial={{ opacity: 0, x: item.id === 'agent' ? -20 : 20 }}
+              animate={{ opacity: 1, x: 0 }}
+              transition={{ delay: 0.3 + i * 0.15 }}
+              className={`p-3 rounded-lg font-mono text-sm ${
+                item.id === 'agent' ? 'bg-white/5' : 'bg-white/5 ml-4'
+              }`}
+            >
+              <span
+                className={
+                  item.color === 'cyan'
+                    ? 'text-cyan-400'
+                    : item.color === 'purple'
+                      ? 'text-purple-400'
+                      : item.color === 'emerald'
+                        ? 'text-emerald-400'
+                        : item.color === 'yellow'
+                          ? 'text-yellow-400'
+                          : 'text-white/70'
+                }
+              >
+                {item.line}
+              </span>
+            </motion.div>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1.2 }}
+          className="mt-10 p-4 rounded-xl bg-white/5 border border-white/10"
+        >
+          <div className="text-sm text-white/60">
+            The agent never installed your package.
+            <br />
+            <span className="text-cyan-400">They found and ran it at runtime.</span>
+          </div>
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/author-slides/HealthChecksSlide.tsx b/apps/tutorial/src/components/author-slides/HealthChecksSlide.tsx
new file mode 100644
index 0000000..9fd7771
--- /dev/null
+++ b/apps/tutorial/src/components/author-slides/HealthChecksSlide.tsx
@@ -0,0 +1,91 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const checks = [
+  {
+    status: 'HEALTHY',
+    icon: '✓',
+    title: 'Import Health',
+    desc: 'We require() your package to verify it loads',
+    color: 'emerald',
+  },
+  {
+    status: 'HEALTHY',
+    icon: '✓',
+    title: 'Execution Health',
+    desc: 'We call your tool with test params',
+    color: 'emerald',
+  },
+  {
+    status: 'BROKEN',
+    icon: '!',
+    title: 'Labeled, Not Hidden',
+    desc: 'Failed tools show warning, still searchable',
+    color: 'yellow',
+  },
+];
+
+export function HealthChecksSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-emerald-900/10 via-transparent to-yellow-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-3xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Health Checks</h2>
+        <p className="text-xl text-white/50 mb-12">We verify your tools actually work</p>
+
+        <div className="space-y-4 max-w-xl mx-auto">
+          {checks.map((check, i) => (
+            <motion.div
+              key={check.title}
+              initial={{ opacity: 0, x: -20 }}
+              animate={{ opacity: 1, x: 0 }}
+              transition={{ delay: 0.3 + i * 0.15 }}
+              className="flex items-start gap-4 p-4 rounded-xl bg-white/5 border border-white/10 text-left"
+            >
+              <div
+                className={`flex-shrink-0 w-10 h-10 rounded-full flex items-center justify-center text-lg font-bold ${
+                  check.color === 'emerald'
+                    ? 'bg-emerald-500/20 text-emerald-400'
+                    : 'bg-yellow-500/20 text-yellow-400'
+                }`}
+              >
+                {check.icon}
+              </div>
+              <div>
+                <div className="flex items-center gap-2 mb-1">
+                  <span className="font-medium text-white">{check.title}</span>
+                  <span
+                    className={`text-xs font-mono px-2 py-0.5 rounded ${
+                      check.status === 'HEALTHY'
+                        ? 'bg-emerald-500/20 text-emerald-400'
+                        : 'bg-yellow-500/20 text-yellow-400'
+                    }`}
+                  >
+                    {check.status}
+                  </span>
+                </div>
+                <div className="text-sm text-white/50">{check.desc}</div>
+              </div>
+            </motion.div>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1 }}
+          className="mt-8 text-white/40 text-sm"
+        >
+          Health checks run hourly. Fix issues anytime by publishing a new version.
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/author-slides/HowSyncWorksSlide.tsx b/apps/tutorial/src/components/author-slides/HowSyncWorksSlide.tsx
new file mode 100644
index 0000000..f9108e5
--- /dev/null
+++ b/apps/tutorial/src/components/author-slides/HowSyncWorksSlide.tsx
@@ -0,0 +1,65 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const syncSteps = [
+  { step: '1', text: 'You publish to npm with tpmjs keyword', color: 'purple' },
+  { step: '2', text: 'Registry detects your package within 2 minutes', color: 'cyan' },
+  { step: '3', text: 'We extract schemas from your package.json', color: 'emerald' },
+  { step: '4', text: 'Your tool appears in search results', color: 'yellow' },
+];
+
+export function HowSyncWorksSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-purple-900/10 via-transparent to-cyan-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-3xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Automatic Discovery</h2>
+        <p className="text-xl text-white/50 mb-12">Publish once. We handle the rest.</p>
+
+        <div className="space-y-4 text-left max-w-xl mx-auto">
+          {syncSteps.map((item, i) => (
+            <motion.div
+              key={item.step}
+              initial={{ opacity: 0, x: -20 }}
+              animate={{ opacity: 1, x: 0 }}
+              transition={{ delay: 0.3 + i * 0.15 }}
+              className="flex items-start gap-4"
+            >
+              <span
+                className={`flex-shrink-0 w-10 h-10 rounded-full flex items-center justify-center text-lg font-mono ${
+                  item.color === 'purple'
+                    ? 'bg-purple-500/20 text-purple-400'
+                    : item.color === 'cyan'
+                      ? 'bg-cyan-500/20 text-cyan-400'
+                      : item.color === 'emerald'
+                        ? 'bg-emerald-500/20 text-emerald-400'
+                        : 'bg-yellow-500/20 text-yellow-400'
+                }`}
+              >
+                {item.step}
+              </span>
+              <span className="text-white/70 pt-2">{item.text}</span>
+            </motion.div>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1.2 }}
+          className="mt-10 p-4 rounded-xl bg-purple-500/10 border border-purple-500/20"
+        >
+          <code className="text-purple-400 font-mono text-sm">npm publish</code>
+          <div className="text-white/40 text-sm mt-1">No registration. No API keys. Just npm.</div>
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/author-slides/PackageSetupSlide.tsx b/apps/tutorial/src/components/author-slides/PackageSetupSlide.tsx
new file mode 100644
index 0000000..84df22c
--- /dev/null
+++ b/apps/tutorial/src/components/author-slides/PackageSetupSlide.tsx
@@ -0,0 +1,87 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const packageJson = [
+  { id: 'open', line: '{' },
+  { id: 'name', line: '  "name": "@your-org/your-tools",' },
+  { id: 'version', line: '  "version": "1.0.0",' },
+  { id: 'keywords-open', line: '  "keywords": [' },
+  { id: 'keyword', line: '    "tpmjs"' },
+  { id: 'keywords-close', line: '  ],' },
+  { id: 'tpmjs-open', line: '  "tpmjs": {' },
+  { id: 'tools-open', line: '    "tools": [{ ... }]' },
+  { id: 'tpmjs-close', line: '  }' },
+  { id: 'close', line: '}' },
+];
+
+export function PackageSetupSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-emerald-900/10 via-transparent to-cyan-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Package Setup</h2>
+        <p className="text-xl text-white/50 mb-10">Two things: a keyword and a tpmjs field</p>
+
+        <div className="grid md:grid-cols-2 gap-8 max-w-3xl mx-auto">
+          {/* package.json */}
+          <motion.div
+            initial={{ opacity: 0, x: -20 }}
+            animate={{ opacity: 1, x: 0 }}
+            transition={{ delay: 0.3 }}
+            className="text-left"
+          >
+            <div className="text-xs text-emerald-400/60 font-mono mb-2">package.json</div>
+            <div className="bg-[#1e1e2e] p-4 rounded-xl font-mono text-sm">
+              {packageJson.map((item) => (
+                <div
+                  key={item.id}
+                  className={
+                    item.line.includes('tpmjs')
+                      ? 'text-cyan-400'
+                      : item.line.includes('"tpmjs"')
+                        ? 'text-purple-400'
+                        : item.line.includes('tools')
+                          ? 'text-emerald-400'
+                          : 'text-white/60'
+                  }
+                >
+                  {item.line}
+                </div>
+              ))}
+            </div>
+          </motion.div>
+
+          {/* Explanation */}
+          <motion.div
+            initial={{ opacity: 0, x: 20 }}
+            animate={{ opacity: 1, x: 0 }}
+            transition={{ delay: 0.5 }}
+            className="text-left space-y-4"
+          >
+            <div className="p-4 rounded-lg bg-white/5 border border-cyan-500/20">
+              <div className="text-sm font-medium text-cyan-400 mb-1">tpmjs keyword</div>
+              <div className="text-xs text-white/50">Required. This is how we find you on npm.</div>
+            </div>
+            <div className="p-4 rounded-lg bg-white/5 border border-purple-500/20">
+              <div className="text-sm font-medium text-purple-400 mb-1">tpmjs field</div>
+              <div className="text-xs text-white/50">
+                Defines your tools: name, description, schemas.
+              </div>
+            </div>
+            <div className="p-4 rounded-lg bg-white/5 border border-emerald-500/20">
+              <div className="text-sm font-medium text-emerald-400 mb-1">tools array</div>
+              <div className="text-xs text-white/50">One entry per exported tool function.</div>
+            </div>
+          </motion.div>
+        </div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/author-slides/QualityScoringSlide.tsx b/apps/tutorial/src/components/author-slides/QualityScoringSlide.tsx
new file mode 100644
index 0000000..be181ff
--- /dev/null
+++ b/apps/tutorial/src/components/author-slides/QualityScoringSlide.tsx
@@ -0,0 +1,90 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const factors = [
+  {
+    name: 'Schema Completeness',
+    weight: '40%',
+    desc: 'Rich parameter definitions with types and descriptions',
+    color: 'cyan',
+  },
+  {
+    name: 'npm Downloads',
+    weight: '30%',
+    desc: 'Community adoption signals quality',
+    color: 'purple',
+  },
+  {
+    name: 'Health Status',
+    weight: '20%',
+    desc: 'Can it import and execute successfully?',
+    color: 'emerald',
+  },
+  {
+    name: 'Documentation',
+    weight: '10%',
+    desc: 'Good descriptions help agents choose',
+    color: 'yellow',
+  },
+];
+
+export function QualityScoringSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-yellow-900/10 via-transparent to-cyan-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Quality Score</h2>
+        <p className="text-xl text-white/50 mb-10">Higher scores = better search ranking</p>
+
+        <div className="grid md:grid-cols-2 gap-4 max-w-3xl mx-auto">
+          {factors.map((factor, i) => (
+            <motion.div
+              key={factor.name}
+              initial={{ opacity: 0, y: 20 }}
+              animate={{ opacity: 1, y: 0 }}
+              transition={{ delay: 0.3 + i * 0.1 }}
+              className="p-4 rounded-xl bg-white/5 border border-white/10 text-left"
+            >
+              <div className="flex items-center justify-between mb-2">
+                <span
+                  className={`text-sm font-medium ${
+                    factor.color === 'cyan'
+                      ? 'text-cyan-400'
+                      : factor.color === 'purple'
+                        ? 'text-purple-400'
+                        : factor.color === 'emerald'
+                          ? 'text-emerald-400'
+                          : 'text-yellow-400'
+                  }`}
+                >
+                  {factor.name}
+                </span>
+                <span className="text-xs font-mono text-white/40">{factor.weight}</span>
+              </div>
+              <div className="text-xs text-white/50">{factor.desc}</div>
+            </motion.div>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1 }}
+          className="mt-8 p-4 rounded-xl bg-emerald-500/10 border border-emerald-500/20 max-w-md mx-auto"
+        >
+          <div className="text-emerald-400 font-mono text-sm">qualityScore: 0.92</div>
+          <div className="text-white/40 text-xs mt-1">
+            Rich schemas + healthy + documented = high score
+          </div>
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/author-slides/ToolDefinitionSlide.tsx b/apps/tutorial/src/components/author-slides/ToolDefinitionSlide.tsx
new file mode 100644
index 0000000..491070f
--- /dev/null
+++ b/apps/tutorial/src/components/author-slides/ToolDefinitionSlide.tsx
@@ -0,0 +1,111 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const toolDef = [
+  { id: 'open', line: '{' },
+  { id: 'name', line: '  "name": "formatMarkdownTable",' },
+  { id: 'desc', line: '  "description": "Format CSV data as markdown table",' },
+  { id: 'params-open', line: '  "parameters": [{' },
+  { id: 'param-name', line: '    "name": "csvData",' },
+  { id: 'param-type', line: '    "type": "string",' },
+  { id: 'param-req', line: '    "required": true,' },
+  { id: 'param-desc', line: '    "description": "CSV data to format"' },
+  { id: 'params-close', line: '  }],' },
+  { id: 'returns', line: '  "returns": { "type": "string" }' },
+  { id: 'close', line: '}' },
+];
+
+export function ToolDefinitionSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-cyan-900/10 via-transparent to-emerald-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Tool Definition</h2>
+        <p className="text-xl text-white/50 mb-10">
+          Each tool needs a name, description, and parameter schema
+        </p>
+
+        <div className="grid md:grid-cols-2 gap-8 max-w-4xl mx-auto">
+          {/* Tool JSON */}
+          <motion.div
+            initial={{ opacity: 0, x: -20 }}
+            animate={{ opacity: 1, x: 0 }}
+            transition={{ delay: 0.3 }}
+            className="text-left"
+          >
+            <div className="text-xs text-cyan-400/60 font-mono mb-2">tpmjs.tools[0]</div>
+            <div className="bg-[#1e1e2e] p-4 rounded-xl font-mono text-xs">
+              {toolDef.map((item) => (
+                <div
+                  key={item.id}
+                  className={
+                    item.line.includes('"name"')
+                      ? 'text-emerald-400'
+                      : item.line.includes('"description"')
+                        ? 'text-cyan-400'
+                        : item.line.includes('"parameters"') || item.line.includes('"returns"')
+                          ? 'text-purple-400'
+                          : item.line.includes('"type"') || item.line.includes('"required"')
+                            ? 'text-yellow-400'
+                            : 'text-white/60'
+                  }
+                >
+                  {item.line}
+                </div>
+              ))}
+            </div>
+          </motion.div>
+
+          {/* Field explanations */}
+          <motion.div
+            initial={{ opacity: 0, x: 20 }}
+            animate={{ opacity: 1, x: 0 }}
+            transition={{ delay: 0.5 }}
+            className="text-left space-y-3"
+          >
+            <div className="p-3 rounded-lg bg-white/5">
+              <div className="text-xs font-mono text-emerald-400 mb-1">name</div>
+              <div className="text-xs text-white/50">
+                Function export name. Must match your code.
+              </div>
+            </div>
+            <div className="p-3 rounded-lg bg-white/5">
+              <div className="text-xs font-mono text-cyan-400 mb-1">description</div>
+              <div className="text-xs text-white/50">
+                How agents understand what your tool does.
+              </div>
+            </div>
+            <div className="p-3 rounded-lg bg-white/5">
+              <div className="text-xs font-mono text-purple-400 mb-1">parameters</div>
+              <div className="text-xs text-white/50">
+                Input schema. Each param needs name, type, required.
+              </div>
+            </div>
+            <div className="p-3 rounded-lg bg-white/5">
+              <div className="text-xs font-mono text-purple-400 mb-1">returns</div>
+              <div className="text-xs text-white/50">
+                Output type. Helps agents understand responses.
+              </div>
+            </div>
+          </motion.div>
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1 }}
+          className="mt-8 text-white/40 text-sm"
+        >
+          Schemas are converted to Zod for AI SDK compatibility.
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/author-slides/WhatIsRegistrySlide.tsx b/apps/tutorial/src/components/author-slides/WhatIsRegistrySlide.tsx
new file mode 100644
index 0000000..cad2d4f
--- /dev/null
+++ b/apps/tutorial/src/components/author-slides/WhatIsRegistrySlide.tsx
@@ -0,0 +1,52 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const features = [
+  { icon: '🔍', title: 'Discoverable', desc: 'Agents search by natural language query' },
+  { icon: '📦', title: 'npm-native', desc: 'Synced from npm every 2 minutes' },
+  { icon: '⚡', title: 'Instant Execution', desc: 'Run in sandbox, no install needed' },
+];
+
+export function WhatIsRegistrySlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-cyan-900/10 via-transparent to-purple-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">What is TPMJS?</h2>
+        <p className="text-xl text-white/50 mb-12">A tool registry for the Vercel AI SDK</p>
+
+        <div className="grid md:grid-cols-3 gap-6 max-w-3xl mx-auto">
+          {features.map((feature, index) => (
+            <motion.div
+              key={feature.title}
+              initial={{ opacity: 0, y: 20 }}
+              animate={{ opacity: 1, y: 0 }}
+              transition={{ delay: 0.3 + index * 0.15 }}
+              className="p-6 rounded-xl bg-white/5 border border-white/10"
+            >
+              <div className="text-4xl mb-4">{feature.icon}</div>
+              <div className="text-lg font-semibold text-white mb-2">{feature.title}</div>
+              <div className="text-sm text-white/50">{feature.desc}</div>
+            </motion.div>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1 }}
+          className="mt-10 text-white/40 text-sm"
+        >
+          AI agents use TPMJS to find and run tools they don&apos;t have installed.
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/first-tool-slides/FirstToolNextStepsSlide.tsx b/apps/tutorial/src/components/first-tool-slides/FirstToolNextStepsSlide.tsx
new file mode 100644
index 0000000..52ea774
--- /dev/null
+++ b/apps/tutorial/src/components/first-tool-slides/FirstToolNextStepsSlide.tsx
@@ -0,0 +1,71 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const nextSteps = [
+  {
+    title: 'Add Rich Metadata',
+    description: 'Include tpmjs field in package.json for better quality scores',
+    href: '/authors',
+    icon: '📋',
+  },
+  {
+    title: 'Test in Playground',
+    description: 'Try your tool at tpmjs.com/tool/your-package/yourTool',
+    href: '/playground',
+    icon: '🎮',
+  },
+  {
+    title: 'View on Registry',
+    description: 'See how agents discover your tool',
+    href: 'https://tpmjs.com',
+    icon: '🔍',
+  },
+];
+
+export function FirstToolNextStepsSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-orange-900/20 via-transparent to-amber-900/20 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">{"You're Published!"}</h2>
+        <p className="text-xl text-white/50 mb-12">Your tool is now discoverable by AI agents</p>
+
+        <div className="grid md:grid-cols-3 gap-4 max-w-3xl mx-auto">
+          {nextSteps.map((step, index) => (
+            <motion.a
+              key={step.title}
+              href={step.href}
+              initial={{ opacity: 0, y: 20 }}
+              animate={{ opacity: 1, y: 0 }}
+              transition={{ delay: 0.3 + index * 0.1 }}
+              className="p-5 rounded-xl bg-white/5 border border-orange-500/20 text-left hover:bg-white/10 hover:border-orange-500/40 transition-all group cursor-pointer"
+            >
+              <div className="text-3xl mb-3 group-hover:scale-110 transition-transform">
+                {step.icon}
+              </div>
+              <div className="text-sm font-semibold text-orange-400 mb-1">{step.title}</div>
+              <div className="text-xs text-white/50">{step.description}</div>
+            </motion.a>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.8 }}
+          className="mt-12 p-6 rounded-xl bg-gradient-to-r from-orange-500/10 to-amber-500/10 border border-orange-500/20 max-w-md mx-auto"
+        >
+          <p className="text-white/70 text-sm mb-2">Complete code example:</p>
+          <code className="text-orange-400 font-mono text-sm">github.com/tpmjs/example-tool</code>
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/first-tool-slides/FirstToolWelcomeSlide.tsx b/apps/tutorial/src/components/first-tool-slides/FirstToolWelcomeSlide.tsx
new file mode 100644
index 0000000..73b4f4d
--- /dev/null
+++ b/apps/tutorial/src/components/first-tool-slides/FirstToolWelcomeSlide.tsx
@@ -0,0 +1,87 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function FirstToolWelcomeSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center overflow-hidden">
+      <div className="absolute inset-0 bg-gradient-to-br from-orange-900/20 via-transparent to-amber-900/20 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 20 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8, ease: 'easeOut' }}
+        className="relative z-10 max-w-4xl"
+      >
+        <motion.div
+          initial={{ opacity: 0, scale: 0.9 }}
+          animate={{ opacity: 1, scale: 1 }}
+          transition={{ duration: 0.6, delay: 0.2 }}
+          className="mb-6"
+        >
+          <span className="text-sm font-mono text-orange-400/60 tracking-widest uppercase">
+            Step-by-Step Guide
+          </span>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0, scale: 0.9 }}
+          animate={{ opacity: 1, scale: 1 }}
+          transition={{ duration: 0.6, delay: 0.3 }}
+          className="mb-8"
+        >
+          <span className="text-5xl md:text-6xl font-bold bg-gradient-to-r from-orange-400 to-amber-400 bg-clip-text text-transparent">
+            Build Your First Tool
+          </span>
+        </motion.div>
+
+        <motion.h1
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ duration: 0.6, delay: 0.5 }}
+          className="text-2xl md:text-3xl font-medium text-white/90 mb-6"
+        >
+          From npm init to published tool in 10 minutes
+        </motion.h1>
+
+        <motion.p
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ duration: 0.6, delay: 0.7 }}
+          className="text-lg text-white/50 font-mono max-w-xl mx-auto"
+        >
+          Create an AI SDK tool that agents can discover and execute
+        </motion.p>
+      </motion.div>
+
+      <motion.div
+        initial={{ opacity: 0 }}
+        animate={{ opacity: 1 }}
+        transition={{ duration: 0.8, delay: 1.2 }}
+        className="absolute bottom-12 flex flex-col items-center"
+      >
+        <motion.div
+          animate={{ y: [0, 8, 0] }}
+          transition={{ duration: 1.5, repeat: Number.POSITIVE_INFINITY, ease: 'easeInOut' }}
+          className="text-white/40"
+        >
+          <svg
+            aria-hidden="true"
+            className="w-6 h-6"
+            fill="none"
+            stroke="currentColor"
+            viewBox="0 0 24 24"
+          >
+            <path
+              strokeLinecap="round"
+              strokeLinejoin="round"
+              strokeWidth={1.5}
+              d="M19 9l-7 7-7-7"
+            />
+          </svg>
+        </motion.div>
+        <span className="mt-2 text-sm text-white/30 font-mono">Press any key</span>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/first-tool-slides/PackageJsonSlide.tsx b/apps/tutorial/src/components/first-tool-slides/PackageJsonSlide.tsx
new file mode 100644
index 0000000..29196bc
--- /dev/null
+++ b/apps/tutorial/src/components/first-tool-slides/PackageJsonSlide.tsx
@@ -0,0 +1,96 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function PackageJsonSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-orange-900/10 via-transparent to-amber-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <div className="text-orange-400/60 font-mono text-sm mb-4">Step 3</div>
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Configure package.json</h2>
+        <p className="text-xl text-white/50 mb-8">Add the tpmjs-tool keyword for discovery</p>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.3 }}
+          className="bg-[#0d1117] rounded-xl border border-white/10 p-6 text-left max-w-2xl mx-auto"
+        >
+          <div className="text-xs text-white/40 font-mono mb-3">package.json</div>
+          <pre className="text-sm font-mono overflow-x-auto">
+            <code>
+              <span className="text-white">{'{'}</span>
+              {'\n'}
+              <span className="text-white">{'  '}</span>
+              <span className="text-cyan-400">{'"name"'}</span>
+              <span className="text-white">: </span>
+              <span className="text-amber-300">{'"my-ai-tool"'}</span>
+              <span className="text-white">,</span>
+              {'\n'}
+              <span className="text-white">{'  '}</span>
+              <span className="text-cyan-400">{'"version"'}</span>
+              <span className="text-white">: </span>
+              <span className="text-amber-300">{'"1.0.0"'}</span>
+              <span className="text-white">,</span>
+              {'\n'}
+              <span className="text-white">{'  '}</span>
+              <span className="text-cyan-400">{'"keywords"'}</span>
+              <span className="text-white">: [</span>
+              {'\n'}
+              <span className="text-white">{'    '}</span>
+              <span className="text-amber-300 bg-orange-500/20 px-1 rounded">{'"tpmjs-tool"'}</span>
+              <span className="text-white/50">{' ← Required for discovery'}</span>
+              {'\n'}
+              <span className="text-white">{'  ],'}]</span>
+              {'\n'}
+              <span className="text-white">{'  '}</span>
+              <span className="text-cyan-400">{'"main"'}</span>
+              <span className="text-white">: </span>
+              <span className="text-amber-300">{'"dist/index.js"'}</span>
+              <span className="text-white">,</span>
+              {'\n'}
+              <span className="text-white">{'  '}</span>
+              <span className="text-cyan-400">{'"types"'}</span>
+              <span className="text-white">: </span>
+              <span className="text-amber-300">{'"dist/index.d.ts"'}</span>
+              <span className="text-white">,</span>
+              {'\n'}
+              <span className="text-white">{'  '}</span>
+              <span className="text-cyan-400">{'"exports"'}</span>
+              <span className="text-white">{': {'}</span>
+              {'\n'}
+              <span className="text-white">{'    '}</span>
+              <span className="text-cyan-400">{'"."'}</span>
+              <span className="text-white">: </span>
+              <span className="text-amber-300">{'"./dist/index.js"'}</span>
+              {'\n'}
+              <span className="text-white">{'  }'}</span>
+              {'\n'}
+              <span className="text-white">{'}'}</span>
+            </code>
+          </pre>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.6 }}
+          className="mt-8 p-4 rounded-lg bg-orange-500/10 border border-orange-500/20 max-w-md mx-auto"
+        >
+          <p className="text-orange-400 text-sm">
+            <span className="font-semibold">Key:</span> The{' '}
+            <code className="bg-orange-500/20 px-1 rounded">tpmjs-tool</code> keyword triggers
+            automatic indexing
+          </p>
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/first-tool-slides/ProjectSetupSlide.tsx b/apps/tutorial/src/components/first-tool-slides/ProjectSetupSlide.tsx
new file mode 100644
index 0000000..e836ec5
--- /dev/null
+++ b/apps/tutorial/src/components/first-tool-slides/ProjectSetupSlide.tsx
@@ -0,0 +1,68 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function ProjectSetupSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-orange-900/10 via-transparent to-amber-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <div className="text-orange-400/60 font-mono text-sm mb-4">Step 1</div>
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Project Setup</h2>
+        <p className="text-xl text-white/50 mb-10">Create a new npm package</p>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.3 }}
+          className="bg-[#0d1117] rounded-xl border border-white/10 p-6 text-left max-w-2xl mx-auto"
+        >
+          <div className="text-xs text-white/40 font-mono mb-3">Terminal</div>
+          <pre className="text-sm font-mono overflow-x-auto">
+            <code>
+              <span className="text-white/50"># Create directory</span>
+              {'\n'}
+              <span className="text-orange-400">mkdir</span>
+              <span className="text-white"> my-ai-tool</span>
+              {'\n'}
+              <span className="text-orange-400">cd</span>
+              <span className="text-white"> my-ai-tool</span>
+              {'\n\n'}
+              <span className="text-white/50"># Initialize package</span>
+              {'\n'}
+              <span className="text-orange-400">npm</span>
+              <span className="text-white"> init -y</span>
+              {'\n\n'}
+              <span className="text-white/50"># Install dependencies</span>
+              {'\n'}
+              <span className="text-orange-400">npm</span>
+              <span className="text-white"> install ai zod</span>
+            </code>
+          </pre>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.6 }}
+          className="mt-8 flex items-center justify-center gap-4 text-white/40 text-sm"
+        >
+          <span className="px-3 py-1 rounded-full bg-orange-500/10 text-orange-400 border border-orange-500/20">
+            ai
+          </span>
+          <span className="text-white/20">+</span>
+          <span className="px-3 py-1 rounded-full bg-amber-500/10 text-amber-400 border border-amber-500/20">
+            zod
+          </span>
+          <span className="text-white/30 ml-2">= AI SDK tools</span>
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/first-tool-slides/PublishSlide.tsx b/apps/tutorial/src/components/first-tool-slides/PublishSlide.tsx
new file mode 100644
index 0000000..7e32a18
--- /dev/null
+++ b/apps/tutorial/src/components/first-tool-slides/PublishSlide.tsx
@@ -0,0 +1,73 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function PublishSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-orange-900/10 via-transparent to-amber-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <div className="text-orange-400/60 font-mono text-sm mb-4">Step 4</div>
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Publish to npm</h2>
+        <p className="text-xl text-white/50 mb-10">Build and publish your tool</p>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.3 }}
+          className="bg-[#0d1117] rounded-xl border border-white/10 p-6 text-left max-w-2xl mx-auto"
+        >
+          <div className="text-xs text-white/40 font-mono mb-3">Terminal</div>
+          <pre className="text-sm font-mono overflow-x-auto">
+            <code>
+              <span className="text-white/50"># Build TypeScript</span>
+              {'\n'}
+              <span className="text-orange-400">npm</span>
+              <span className="text-white"> run build</span>
+              {'\n\n'}
+              <span className="text-white/50"># Publish to npm</span>
+              {'\n'}
+              <span className="text-orange-400">npm</span>
+              <span className="text-white"> publish</span>
+            </code>
+          </pre>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.5 }}
+          className="mt-8 grid grid-cols-3 gap-4 max-w-2xl mx-auto"
+        >
+          <div className="p-4 rounded-lg bg-white/5 border border-white/10 text-center">
+            <div className="text-2xl mb-2">📦</div>
+            <div className="text-xs text-white/50">Published to npm</div>
+          </div>
+          <div className="p-4 rounded-lg bg-white/5 border border-white/10 text-center">
+            <div className="text-2xl mb-2">🔄</div>
+            <div className="text-xs text-white/50">Synced in ~2 min</div>
+          </div>
+          <div className="p-4 rounded-lg bg-white/5 border border-white/10 text-center">
+            <div className="text-2xl mb-2">✨</div>
+            <div className="text-xs text-white/50">Live on tpmjs.com</div>
+          </div>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.8 }}
+          className="mt-8 text-white/40 text-sm font-mono"
+        >
+          {"TPMJS syncs from npm's changes feed every 2 minutes"}
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/first-tool-slides/WriteToolSlide.tsx b/apps/tutorial/src/components/first-tool-slides/WriteToolSlide.tsx
new file mode 100644
index 0000000..21f8d64
--- /dev/null
+++ b/apps/tutorial/src/components/first-tool-slides/WriteToolSlide.tsx
@@ -0,0 +1,107 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function WriteToolSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-orange-900/10 via-transparent to-amber-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <div className="text-orange-400/60 font-mono text-sm mb-4">Step 2</div>
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Write Your Tool</h2>
+        <p className="text-xl text-white/50 mb-8">
+          Define schema, description, and execute function
+        </p>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.3 }}
+          className="bg-[#0d1117] rounded-xl border border-white/10 p-6 text-left max-w-2xl mx-auto"
+        >
+          <div className="text-xs text-white/40 font-mono mb-3">src/index.ts</div>
+          <pre className="text-sm font-mono overflow-x-auto">
+            <code>
+              <span className="text-purple-400">import</span>
+              <span className="text-white">{' { tool } '}</span>
+              <span className="text-purple-400">from</span>
+              <span className="text-amber-300">{" 'ai'"}</span>
+              <span className="text-white">;</span>
+              {'\n'}
+              <span className="text-purple-400">import</span>
+              <span className="text-white">{' { z } '}</span>
+              <span className="text-purple-400">from</span>
+              <span className="text-amber-300">{" 'zod'"}</span>
+              <span className="text-white">;</span>
+              {'\n\n'}
+              <span className="text-purple-400">export const</span>
+              <span className="text-cyan-400"> greetingTool</span>
+              <span className="text-white"> = </span>
+              <span className="text-yellow-400">tool</span>
+              <span className="text-white">{'({'}</span>
+              {'\n'}
+              <span className="text-white">{'  '}</span>
+              <span className="text-cyan-400">description</span>
+              <span className="text-white">: </span>
+              <span className="text-amber-300">{"'Generate a greeting'"}</span>
+              <span className="text-white">,</span>
+              {'\n'}
+              <span className="text-white">{'  '}</span>
+              <span className="text-cyan-400">parameters</span>
+              <span className="text-white">: z.</span>
+              <span className="text-yellow-400">object</span>
+              <span className="text-white">{'({'}</span>
+              {'\n'}
+              <span className="text-white">{'    '}</span>
+              <span className="text-cyan-400">name</span>
+              <span className="text-white">: z.</span>
+              <span className="text-yellow-400">string</span>
+              <span className="text-white">().</span>
+              <span className="text-yellow-400">describe</span>
+              <span className="text-white">(</span>
+              <span className="text-amber-300">{"'Name'"}</span>
+              <span className="text-white">),</span>
+              {'\n'}
+              <span className="text-white">{'  }'}),</span>
+              {'\n'}
+              <span className="text-white">{'  '}</span>
+              <span className="text-cyan-400">execute</span>
+              <span className="text-white">: </span>
+              <span className="text-purple-400">async</span>
+              <span className="text-white">{' ({ name }) => {'}</span>
+              {'\n'}
+              <span className="text-white">{'    '}</span>
+              <span className="text-purple-400">return</span>
+              <span className="text-white"> </span>
+              <span className="text-amber-300">`Hello, </span>
+              <span className="text-white">{'${'}</span>
+              <span className="text-cyan-400">name</span>
+              <span className="text-white">{'}'}</span>
+              <span className="text-amber-300">!`</span>
+              <span className="text-white">;</span>
+              {'\n'}
+              <span className="text-white">{'  },'}</span>
+              {'\n'}
+              <span className="text-white">{'});'}</span>
+            </code>
+          </pre>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.6 }}
+          className="mt-6 text-white/40 text-sm font-mono"
+        >
+          The AI SDK tool() wrapper makes it compatible with generateText()
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/overview-slides/ArchitectureSlide.tsx b/apps/tutorial/src/components/overview-slides/ArchitectureSlide.tsx
new file mode 100644
index 0000000..d8106bf
--- /dev/null
+++ b/apps/tutorial/src/components/overview-slides/ArchitectureSlide.tsx
@@ -0,0 +1,80 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const components = [
+  {
+    name: 'npm Sync',
+    description: 'Monitors npm changes feed every 2 minutes',
+    detail: 'Catches new packages with tpmjs-tool keyword',
+    icon: '🔄',
+  },
+  {
+    name: 'Schema Extraction',
+    description: 'Extracts Zod schemas to JSON Schema',
+    detail: 'Supports AI SDK, Zod v3, and Zod v4',
+    icon: '📋',
+  },
+  {
+    name: 'Quality Scoring',
+    description: 'Ranks tools by tier, downloads, and stars',
+    detail: 'Rich metadata = higher visibility',
+    icon: '⭐',
+  },
+  {
+    name: 'Sandbox Executor',
+    description: 'Runs tools in isolated Deno environment',
+    detail: 'No installs, secure by default',
+    icon: '🏖️',
+  },
+];
+
+export function ArchitectureSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-cyan-900/10 via-transparent to-emerald-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-5xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Under the Hood</h2>
+        <p className="text-xl text-white/50 mb-10">Four core systems working together</p>
+
+        <div className="grid grid-cols-2 md:grid-cols-4 gap-4 max-w-4xl mx-auto">
+          {components.map((component, index) => (
+            <motion.div
+              key={component.name}
+              initial={{ opacity: 0, y: 20 }}
+              animate={{ opacity: 1, y: 0 }}
+              transition={{ delay: 0.2 + index * 0.1 }}
+              className="p-5 rounded-xl bg-white/5 border border-cyan-500/20 text-left"
+            >
+              <div className="text-3xl mb-3">{component.icon}</div>
+              <div className="text-sm font-semibold text-cyan-400 mb-2">{component.name}</div>
+              <div className="text-xs text-white/60 mb-2">{component.description}</div>
+              <div className="text-xs text-white/30 font-mono">{component.detail}</div>
+            </motion.div>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.8 }}
+          className="mt-10 flex items-center justify-center gap-4 text-white/40 text-xs font-mono"
+        >
+          <span className="px-2 py-1 rounded bg-white/5">PostgreSQL</span>
+          <span className="text-white/20">+</span>
+          <span className="px-2 py-1 rounded bg-white/5">Prisma</span>
+          <span className="text-white/20">+</span>
+          <span className="px-2 py-1 rounded bg-white/5">Next.js</span>
+          <span className="text-white/20">+</span>
+          <span className="px-2 py-1 rounded bg-white/5">Deno</span>
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/overview-slides/EcosystemSlide.tsx b/apps/tutorial/src/components/overview-slides/EcosystemSlide.tsx
new file mode 100644
index 0000000..16f9a78
--- /dev/null
+++ b/apps/tutorial/src/components/overview-slides/EcosystemSlide.tsx
@@ -0,0 +1,106 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const participants = [
+  {
+    role: 'Package Authors',
+    action: 'Publish tools to npm with tpmjs-tool keyword',
+    color: 'purple',
+  },
+  {
+    role: 'TPMJS Registry',
+    action: 'Syncs from npm, extracts schemas, scores quality',
+    color: 'emerald',
+  },
+  {
+    role: 'Agent Developers',
+    action: 'Use meta-tools to search and execute at runtime',
+    color: 'cyan',
+  },
+];
+
+export function EcosystemSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-purple-900/10 via-emerald-900/5 to-cyan-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">The Ecosystem</h2>
+        <p className="text-xl text-white/50 mb-12">Three participants, one registry</p>
+
+        {/* Flow diagram */}
+        <div className="flex flex-col md:flex-row items-center justify-center gap-4 md:gap-8 max-w-4xl mx-auto">
+          {participants.map((participant, index) => (
+            <motion.div
+              key={participant.role}
+              initial={{ opacity: 0, x: -20 }}
+              animate={{ opacity: 1, x: 0 }}
+              transition={{ delay: 0.3 + index * 0.2 }}
+              className="flex items-center gap-4"
+            >
+              <div
+                className={`p-6 rounded-xl bg-white/5 border text-left min-w-[200px] ${
+                  participant.color === 'purple'
+                    ? 'border-purple-500/30'
+                    : participant.color === 'emerald'
+                      ? 'border-emerald-500/30'
+                      : 'border-cyan-500/30'
+                }`}
+              >
+                <div
+                  className={`text-sm font-semibold mb-2 ${
+                    participant.color === 'purple'
+                      ? 'text-purple-400'
+                      : participant.color === 'emerald'
+                        ? 'text-emerald-400'
+                        : 'text-cyan-400'
+                  }`}
+                >
+                  {participant.role}
+                </div>
+                <div className="text-xs text-white/50">{participant.action}</div>
+              </div>
+
+              {/* Arrow between items */}
+              {index < participants.length - 1 && (
+                <motion.div
+                  initial={{ opacity: 0, scale: 0 }}
+                  animate={{ opacity: 1, scale: 1 }}
+                  transition={{ delay: 0.6 + index * 0.2 }}
+                  className="text-white/30 hidden md:block"
+                >
+                  <svg className="w-6 h-6" fill="none" viewBox="0 0 24 24" stroke="currentColor">
+                    <path
+                      strokeLinecap="round"
+                      strokeLinejoin="round"
+                      strokeWidth={2}
+                      d="M9 5l7 7-7 7"
+                    />
+                  </svg>
+                </motion.div>
+              )}
+            </motion.div>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1.2 }}
+          className="mt-12 p-4 rounded-lg bg-white/5 border border-white/10 max-w-md mx-auto"
+        >
+          <p className="text-sm text-white/60">
+            <span className="text-emerald-400 font-semibold">200+</span> tools from{' '}
+            <span className="text-purple-400 font-semibold">50+</span> packages available today
+          </p>
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/overview-slides/ExploreSlide.tsx b/apps/tutorial/src/components/overview-slides/ExploreSlide.tsx
new file mode 100644
index 0000000..f45215c
--- /dev/null
+++ b/apps/tutorial/src/components/overview-slides/ExploreSlide.tsx
@@ -0,0 +1,92 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const resources = [
+  {
+    title: 'Browse Tools',
+    description: 'Explore 200+ tools in the registry',
+    href: 'https://tpmjs.com',
+    icon: '🔍',
+  },
+  {
+    title: 'For Agents',
+    description: 'Learn to use search and execute',
+    href: '/agents',
+    icon: '🤖',
+    internal: true,
+  },
+  {
+    title: 'For Authors',
+    description: 'Publish your tools to the registry',
+    href: '/authors',
+    icon: '📦',
+    internal: true,
+  },
+  {
+    title: 'GitHub',
+    description: 'View the source code',
+    href: 'https://github.com/tpmjs/tpmjs',
+    icon: '💻',
+  },
+];
+
+export function ExploreSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-emerald-900/20 via-transparent to-cyan-900/20 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Start Exploring</h2>
+        <p className="text-xl text-white/50 mb-12">Choose your next step</p>
+
+        <div className="grid grid-cols-2 md:grid-cols-4 gap-4 max-w-3xl mx-auto">
+          {resources.map((resource, index) => (
+            <motion.a
+              key={resource.title}
+              href={resource.href}
+              target={resource.internal ? undefined : '_blank'}
+              rel={resource.internal ? undefined : 'noopener noreferrer'}
+              initial={{ opacity: 0, y: 20 }}
+              animate={{ opacity: 1, y: 0 }}
+              transition={{ delay: 0.3 + index * 0.1 }}
+              className="p-5 rounded-xl bg-white/5 border border-emerald-500/20 text-left hover:bg-white/10 hover:border-emerald-500/40 transition-all group cursor-pointer"
+            >
+              <div className="text-3xl mb-3 group-hover:scale-110 transition-transform">
+                {resource.icon}
+              </div>
+              <div className="text-sm font-semibold text-emerald-400 mb-1">{resource.title}</div>
+              <div className="text-xs text-white/50">{resource.description}</div>
+            </motion.a>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.8 }}
+          className="mt-12 p-6 rounded-xl bg-gradient-to-r from-emerald-500/10 to-cyan-500/10 border border-emerald-500/20 max-w-md mx-auto"
+        >
+          <p className="text-white/70 text-sm mb-2">Ready to try it?</p>
+          <code className="text-emerald-400 font-mono text-sm">
+            npm install @tpmjs/search-registry
+          </code>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1 }}
+          className="mt-8 text-white/30 text-xs font-mono"
+        >
+          tpmjs.com — The tool registry for AI agents
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/overview-slides/OverviewWelcomeSlide.tsx b/apps/tutorial/src/components/overview-slides/OverviewWelcomeSlide.tsx
new file mode 100644
index 0000000..66d149e
--- /dev/null
+++ b/apps/tutorial/src/components/overview-slides/OverviewWelcomeSlide.tsx
@@ -0,0 +1,90 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function OverviewWelcomeSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center overflow-hidden">
+      {/* Gradient background */}
+      <div className="absolute inset-0 bg-gradient-to-br from-emerald-900/20 via-transparent to-cyan-900/20 pointer-events-none" />
+
+      {/* Main content */}
+      <motion.div
+        initial={{ opacity: 0, y: 20 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8, ease: 'easeOut' }}
+        className="relative z-10 max-w-4xl"
+      >
+        <motion.div
+          initial={{ opacity: 0, scale: 0.9 }}
+          animate={{ opacity: 1, scale: 1 }}
+          transition={{ duration: 0.6, delay: 0.2 }}
+          className="mb-6"
+        >
+          <span className="text-sm font-mono text-emerald-400/60 tracking-widest uppercase">
+            General Overview
+          </span>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0, scale: 0.9 }}
+          animate={{ opacity: 1, scale: 1 }}
+          transition={{ duration: 0.6, delay: 0.3 }}
+          className="mb-8"
+        >
+          <span className="text-6xl md:text-7xl font-bold bg-gradient-to-r from-emerald-400 to-cyan-400 bg-clip-text text-transparent">
+            TPMJS
+          </span>
+        </motion.div>
+
+        <motion.h1
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ duration: 0.6, delay: 0.5 }}
+          className="text-2xl md:text-3xl font-medium text-white/90 mb-6"
+        >
+          The Tool Package Manager for AI
+        </motion.h1>
+
+        <motion.p
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ duration: 0.6, delay: 0.7 }}
+          className="text-lg text-white/50 font-mono max-w-xl mx-auto"
+        >
+          An open registry of AI SDK tools that agents can discover and execute at runtime
+        </motion.p>
+      </motion.div>
+
+      {/* Press to continue */}
+      <motion.div
+        initial={{ opacity: 0 }}
+        animate={{ opacity: 1 }}
+        transition={{ duration: 0.8, delay: 1.2 }}
+        className="absolute bottom-12 flex flex-col items-center"
+      >
+        <motion.div
+          animate={{ y: [0, 8, 0] }}
+          transition={{ duration: 1.5, repeat: Number.POSITIVE_INFINITY, ease: 'easeInOut' }}
+          className="text-white/40"
+        >
+          <svg
+            aria-hidden="true"
+            className="w-6 h-6"
+            fill="none"
+            stroke="currentColor"
+            viewBox="0 0 24 24"
+          >
+            <path
+              strokeLinecap="round"
+              strokeLinejoin="round"
+              strokeWidth={1.5}
+              d="M19 9l-7 7-7-7"
+            />
+          </svg>
+        </motion.div>
+        <span className="mt-2 text-sm text-white/30 font-mono">Press any key</span>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/overview-slides/UseCasesSlide.tsx b/apps/tutorial/src/components/overview-slides/UseCasesSlide.tsx
new file mode 100644
index 0000000..2a8014f
--- /dev/null
+++ b/apps/tutorial/src/components/overview-slides/UseCasesSlide.tsx
@@ -0,0 +1,75 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const useCases = [
+  {
+    persona: 'AI Agent Developers',
+    useCase: 'Give agents dynamic capabilities without bundling tools',
+    example: '"Find me a weather tool" → Agent discovers and uses it',
+    gradient: 'from-cyan-500 to-blue-500',
+  },
+  {
+    persona: 'Tool Authors',
+    useCase: 'Get your AI SDK tools discovered by agents worldwide',
+    example: 'npm publish with tpmjs-tool keyword → Indexed in minutes',
+    gradient: 'from-purple-500 to-pink-500',
+  },
+  {
+    persona: 'Platform Builders',
+    useCase: 'Build agent platforms with extensible tool ecosystems',
+    example: 'Users bring their own tools, you provide the runtime',
+    gradient: 'from-emerald-500 to-teal-500',
+  },
+];
+
+export function UseCasesSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-purple-900/10 via-transparent to-cyan-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Who Uses TPMJS?</h2>
+        <p className="text-xl text-white/50 mb-12">Three audiences, shared ecosystem</p>
+
+        <div className="space-y-4 max-w-3xl mx-auto">
+          {useCases.map((item, index) => (
+            <motion.div
+              key={item.persona}
+              initial={{ opacity: 0, x: -30 }}
+              animate={{ opacity: 1, x: 0 }}
+              transition={{ delay: 0.3 + index * 0.15 }}
+              className="p-6 rounded-xl bg-white/5 border border-white/10 text-left flex flex-col md:flex-row md:items-center gap-4"
+            >
+              <div className="md:w-1/3">
+                <div
+                  className={`text-lg font-semibold bg-gradient-to-r ${item.gradient} bg-clip-text text-transparent`}
+                >
+                  {item.persona}
+                </div>
+              </div>
+              <div className="md:w-2/3">
+                <div className="text-sm text-white/70 mb-1">{item.useCase}</div>
+                <div className="text-xs text-white/40 font-mono">{item.example}</div>
+              </div>
+            </motion.div>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1 }}
+          className="mt-10 text-white/40 text-sm"
+        >
+          All built on standard npm packages and the AI SDK specification
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/overview-slides/WhatIsTpmjsSlide.tsx b/apps/tutorial/src/components/overview-slides/WhatIsTpmjsSlide.tsx
new file mode 100644
index 0000000..653ac5f
--- /dev/null
+++ b/apps/tutorial/src/components/overview-slides/WhatIsTpmjsSlide.tsx
@@ -0,0 +1,66 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const concepts = [
+  {
+    title: 'A Registry',
+    description: 'A curated database of AI SDK-compatible tools published to npm',
+    icon: '📦',
+  },
+  {
+    title: 'A Discovery API',
+    description: 'Agents search for tools by query, category, or context at runtime',
+    icon: '🔍',
+  },
+  {
+    title: 'A Sandbox Executor',
+    description: 'Run any tool from the registry securely without installing it',
+    icon: '⚡',
+  },
+];
+
+export function WhatIsTpmjsSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-emerald-900/10 via-transparent to-cyan-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">What is TPMJS?</h2>
+        <p className="text-xl text-white/50 mb-12 max-w-2xl mx-auto">
+          Think of it as npm for AI agent tools — but with runtime discovery and execution
+        </p>
+
+        <div className="grid md:grid-cols-3 gap-6 max-w-4xl mx-auto">
+          {concepts.map((concept, index) => (
+            <motion.div
+              key={concept.title}
+              initial={{ opacity: 0, y: 20 }}
+              animate={{ opacity: 1, y: 0 }}
+              transition={{ delay: 0.3 + index * 0.15 }}
+              className="p-6 rounded-xl bg-white/5 border border-emerald-500/20 text-left"
+            >
+              <div className="text-4xl mb-4">{concept.icon}</div>
+              <div className="text-lg font-semibold text-emerald-400 mb-3">{concept.title}</div>
+              <div className="text-sm text-white/50">{concept.description}</div>
+            </motion.div>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.9 }}
+          className="mt-10 text-white/40 text-sm font-mono"
+        >
+          Built on the Vercel AI SDK tool specification
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/playground-slides/FillParametersSlide.tsx b/apps/tutorial/src/components/playground-slides/FillParametersSlide.tsx
new file mode 100644
index 0000000..3cfa240
--- /dev/null
+++ b/apps/tutorial/src/components/playground-slides/FillParametersSlide.tsx
@@ -0,0 +1,80 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function FillParametersSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-sky-900/10 via-transparent to-blue-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <div className="text-sky-400/60 font-mono text-sm mb-4">Step 3</div>
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Fill Parameters</h2>
+        <p className="text-xl text-white/50 mb-10">
+          {"The form is auto-generated from the tool's schema"}
+        </p>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.3 }}
+          className="bg-[#0d1117] rounded-xl border border-white/10 p-6 max-w-lg mx-auto text-left"
+        >
+          <div className="text-sm text-white/60 font-medium mb-4">textToEmoji Parameters</div>
+
+          <div className="space-y-4">
+            <div>
+              <div className="text-xs text-white/40 block mb-2">
+                text <span className="text-red-400">*</span>
+              </div>
+              <motion.input
+                initial={{ opacity: 0.5 }}
+                animate={{ opacity: 1 }}
+                transition={{ delay: 0.5 }}
+                type="text"
+                defaultValue="Hello world, I love coding!"
+                className="w-full px-4 py-3 rounded-lg bg-white/5 border border-white/10 text-white text-sm focus:border-sky-500/50 focus:outline-none"
+                aria-label="text parameter"
+              />
+            </div>
+
+            <div>
+              <div className="text-xs text-white/40 block mb-2">style</div>
+              <select
+                className="w-full px-4 py-3 rounded-lg bg-white/5 border border-white/10 text-white text-sm focus:border-sky-500/50 focus:outline-none appearance-none"
+                aria-label="style parameter"
+              >
+                <option value="default">default</option>
+                <option value="minimal">minimal</option>
+                <option value="expressive">expressive</option>
+              </select>
+            </div>
+          </div>
+
+          <motion.button
+            initial={{ opacity: 0.8 }}
+            animate={{ opacity: 1 }}
+            transition={{ delay: 0.7 }}
+            className="w-full mt-6 px-4 py-3 rounded-lg bg-sky-500 text-white text-sm font-medium hover:bg-sky-400 transition-colors"
+          >
+            Execute Tool
+          </motion.button>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.9 }}
+          className="mt-6 text-white/40 text-sm font-mono"
+        >
+          Required fields are marked with * — optional fields have defaults
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/playground-slides/FindToolSlide.tsx b/apps/tutorial/src/components/playground-slides/FindToolSlide.tsx
new file mode 100644
index 0000000..7dc79de
--- /dev/null
+++ b/apps/tutorial/src/components/playground-slides/FindToolSlide.tsx
@@ -0,0 +1,70 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function FindToolSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-sky-900/10 via-transparent to-blue-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <div className="text-sky-400/60 font-mono text-sm mb-4">Step 1</div>
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Find a Tool</h2>
+        <p className="text-xl text-white/50 mb-10">Browse or search the registry</p>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.3 }}
+          className="bg-[#0d1117] rounded-xl border border-white/10 p-6 max-w-2xl mx-auto"
+        >
+          <div className="flex items-center gap-3 mb-4">
+            <div className="flex-1 bg-white/5 rounded-lg px-4 py-3 text-left">
+              <span className="text-white/30">🔍</span>
+              <span className="text-white/50 ml-2">Search tools...</span>
+            </div>
+          </div>
+
+          <div className="space-y-2">
+            {[
+              { name: 'textToEmoji', pkg: '@tpmjs/emoji-magic', desc: 'Convert text to emojis' },
+              { name: 'markdownFormat', pkg: '@tpmjs/markdown-formatter', desc: 'Format markdown' },
+              { name: 'helloWorld', pkg: '@tpmjs/hello', desc: 'Simple greeting tool' },
+            ].map((tool, i) => (
+              <motion.div
+                key={tool.name}
+                initial={{ opacity: 0, x: -10 }}
+                animate={{ opacity: 1, x: 0 }}
+                transition={{ delay: 0.4 + i * 0.1 }}
+                className="flex items-center gap-3 p-3 rounded-lg bg-white/5 hover:bg-white/10 transition-colors cursor-pointer text-left"
+              >
+                <div className="w-8 h-8 rounded bg-sky-500/20 flex items-center justify-center text-sky-400 text-xs font-mono">
+                  fn
+                </div>
+                <div className="flex-1">
+                  <div className="text-sm text-white/80 font-medium">{tool.name}</div>
+                  <div className="text-xs text-white/40">{tool.pkg}</div>
+                </div>
+                <div className="text-xs text-white/30">{tool.desc}</div>
+              </motion.div>
+            ))}
+          </div>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.8 }}
+          className="mt-6 text-white/40 text-sm font-mono"
+        >
+          tpmjs.com — Browse 200+ tools by category
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/playground-slides/OpenPlaygroundSlide.tsx b/apps/tutorial/src/components/playground-slides/OpenPlaygroundSlide.tsx
new file mode 100644
index 0000000..180338d
--- /dev/null
+++ b/apps/tutorial/src/components/playground-slides/OpenPlaygroundSlide.tsx
@@ -0,0 +1,84 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function OpenPlaygroundSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-sky-900/10 via-transparent to-blue-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <div className="text-sky-400/60 font-mono text-sm mb-4">Step 2</div>
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Open the Playground</h2>
+        <p className="text-xl text-white/50 mb-10">{'Click "Try it" on any tool page'}</p>
+
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.3 }}
+          className="bg-[#0d1117] rounded-xl border border-white/10 overflow-hidden max-w-2xl mx-auto"
+        >
+          {/* Mock browser header */}
+          <div className="flex items-center gap-2 px-4 py-3 bg-white/5 border-b border-white/10">
+            <div className="flex gap-1.5">
+              <div className="w-3 h-3 rounded-full bg-red-500/50" />
+              <div className="w-3 h-3 rounded-full bg-yellow-500/50" />
+              <div className="w-3 h-3 rounded-full bg-green-500/50" />
+            </div>
+            <div className="flex-1 text-center">
+              <span className="text-xs text-white/40 font-mono bg-white/5 px-3 py-1 rounded">
+                tpmjs.com/tool/@tpmjs/emoji-magic/textToEmoji
+              </span>
+            </div>
+          </div>
+
+          {/* Mock tool page */}
+          <div className="p-6">
+            <div className="flex items-start justify-between mb-6">
+              <div>
+                <div className="text-xs text-white/40 font-mono mb-1">@tpmjs/emoji-magic</div>
+                <div className="text-2xl font-bold text-white">textToEmoji</div>
+                <div className="text-sm text-white/50 mt-1">Convert text to emojis</div>
+              </div>
+              <motion.div
+                initial={{ scale: 1 }}
+                animate={{ scale: [1, 1.05, 1] }}
+                transition={{ delay: 0.8, duration: 0.3 }}
+                className="px-4 py-2 rounded-lg bg-sky-500 text-white text-sm font-medium cursor-pointer"
+              >
+                Try it →
+              </motion.div>
+            </div>
+
+            <div className="grid grid-cols-2 gap-4 text-left">
+              <div className="p-3 rounded bg-white/5">
+                <div className="text-xs text-white/40 mb-1">Parameters</div>
+                <div className="text-sm text-white/60 font-mono">text, style?</div>
+              </div>
+              <div className="p-3 rounded bg-white/5">
+                <div className="text-xs text-white/40 mb-1">Health</div>
+                <div className="text-sm text-green-400">✓ Healthy</div>
+              </div>
+            </div>
+          </div>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.6 }}
+          className="mt-6 p-4 rounded-lg bg-sky-500/10 border border-sky-500/20 max-w-md mx-auto"
+        >
+          <p className="text-sky-400 text-sm">
+            {'Every tool page has a "Try it" button that opens the playground'}
+          </p>
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/playground-slides/PlaygroundNextStepsSlide.tsx b/apps/tutorial/src/components/playground-slides/PlaygroundNextStepsSlide.tsx
new file mode 100644
index 0000000..5915282
--- /dev/null
+++ b/apps/tutorial/src/components/playground-slides/PlaygroundNextStepsSlide.tsx
@@ -0,0 +1,99 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const features = [
+  {
+    title: 'Test Parameters',
+    description: 'Understand what each tool expects before integrating',
+    icon: '🧪',
+  },
+  {
+    title: 'Debug Issues',
+    description: 'See exact inputs and outputs to troubleshoot',
+    icon: '🔧',
+  },
+  {
+    title: 'Evaluate Quality',
+    description: 'Check if a tool does what you need before using it',
+    icon: '✅',
+  },
+  {
+    title: 'Share Examples',
+    description: 'Copy the URL to share working examples',
+    icon: '🔗',
+  },
+];
+
+export function PlaygroundNextStepsSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-sky-900/20 via-transparent to-blue-900/20 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Use Cases</h2>
+        <p className="text-xl text-white/50 mb-10">Why the playground is useful</p>
+
+        <div className="grid grid-cols-2 md:grid-cols-4 gap-4 max-w-3xl mx-auto">
+          {features.map((feature, index) => (
+            <motion.div
+              key={feature.title}
+              initial={{ opacity: 0, y: 20 }}
+              animate={{ opacity: 1, y: 0 }}
+              transition={{ delay: 0.2 + index * 0.1 }}
+              className="p-5 rounded-xl bg-white/5 border border-sky-500/20 text-left"
+            >
+              <div className="text-3xl mb-3">{feature.icon}</div>
+              <div className="text-sm font-semibold text-sky-400 mb-1">{feature.title}</div>
+              <div className="text-xs text-white/50">{feature.description}</div>
+            </motion.div>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.7 }}
+          className="mt-10"
+        >
+          <a
+            href="https://tpmjs.com"
+            target="_blank"
+            rel="noopener noreferrer"
+            className="inline-flex items-center gap-2 px-6 py-3 rounded-lg bg-sky-500 text-white font-medium hover:bg-sky-400 transition-colors"
+          >
+            Try the Playground
+            <svg
+              className="w-4 h-4"
+              fill="none"
+              viewBox="0 0 24 24"
+              stroke="currentColor"
+              aria-hidden="true"
+            >
+              <path
+                strokeLinecap="round"
+                strokeLinejoin="round"
+                strokeWidth={2}
+                d="M14 5l7 7m0 0l-7 7m7-7H3"
+              />
+            </svg>
+          </a>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.9 }}
+          className="mt-8 text-white/30 text-xs font-mono"
+        >
+          Every tool on tpmjs.com has a playground — try any of them
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/playground-slides/PlaygroundWelcomeSlide.tsx b/apps/tutorial/src/components/playground-slides/PlaygroundWelcomeSlide.tsx
new file mode 100644
index 0000000..bef8b60
--- /dev/null
+++ b/apps/tutorial/src/components/playground-slides/PlaygroundWelcomeSlide.tsx
@@ -0,0 +1,87 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function PlaygroundWelcomeSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center overflow-hidden">
+      <div className="absolute inset-0 bg-gradient-to-br from-sky-900/20 via-transparent to-blue-900/20 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 20 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8, ease: 'easeOut' }}
+        className="relative z-10 max-w-4xl"
+      >
+        <motion.div
+          initial={{ opacity: 0, scale: 0.9 }}
+          animate={{ opacity: 1, scale: 1 }}
+          transition={{ duration: 0.6, delay: 0.2 }}
+          className="mb-6"
+        >
+          <span className="text-sm font-mono text-sky-400/60 tracking-widest uppercase">
+            Try Before You Install
+          </span>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0, scale: 0.9 }}
+          animate={{ opacity: 1, scale: 1 }}
+          transition={{ duration: 0.6, delay: 0.3 }}
+          className="mb-8"
+        >
+          <span className="text-5xl md:text-6xl font-bold bg-gradient-to-r from-sky-400 to-blue-400 bg-clip-text text-transparent">
+            Interactive Playground
+          </span>
+        </motion.div>
+
+        <motion.h1
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ duration: 0.6, delay: 0.5 }}
+          className="text-2xl md:text-3xl font-medium text-white/90 mb-6"
+        >
+          Test any tool directly in your browser
+        </motion.h1>
+
+        <motion.p
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ duration: 0.6, delay: 0.7 }}
+          className="text-lg text-white/50 font-mono max-w-xl mx-auto"
+        >
+          No installation required — execute tools live and see results instantly
+        </motion.p>
+      </motion.div>
+
+      <motion.div
+        initial={{ opacity: 0 }}
+        animate={{ opacity: 1 }}
+        transition={{ duration: 0.8, delay: 1.2 }}
+        className="absolute bottom-12 flex flex-col items-center"
+      >
+        <motion.div
+          animate={{ y: [0, 8, 0] }}
+          transition={{ duration: 1.5, repeat: Number.POSITIVE_INFINITY, ease: 'easeInOut' }}
+          className="text-white/40"
+        >
+          <svg
+            aria-hidden="true"
+            className="w-6 h-6"
+            fill="none"
+            stroke="currentColor"
+            viewBox="0 0 24 24"
+          >
+            <path
+              strokeLinecap="round"
+              strokeLinejoin="round"
+              strokeWidth={1.5}
+              d="M19 9l-7 7-7-7"
+            />
+          </svg>
+        </motion.div>
+        <span className="mt-2 text-sm text-white/30 font-mono">Press any key</span>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/playground-slides/SeeResultsSlide.tsx b/apps/tutorial/src/components/playground-slides/SeeResultsSlide.tsx
new file mode 100644
index 0000000..c924573
--- /dev/null
+++ b/apps/tutorial/src/components/playground-slides/SeeResultsSlide.tsx
@@ -0,0 +1,85 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function SeeResultsSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-sky-900/10 via-transparent to-blue-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <div className="text-sky-400/60 font-mono text-sm mb-4">Step 4</div>
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">See Results</h2>
+        <p className="text-xl text-white/50 mb-10">Tool executes in a secure sandbox</p>
+
+        <div className="grid md:grid-cols-2 gap-4 max-w-3xl mx-auto">
+          <motion.div
+            initial={{ opacity: 0, x: -20 }}
+            animate={{ opacity: 1, x: 0 }}
+            transition={{ delay: 0.3 }}
+            className="bg-[#0d1117] rounded-xl border border-white/10 p-5 text-left"
+          >
+            <div className="text-xs text-white/40 font-mono mb-3">Input</div>
+            <pre className="text-sm font-mono text-white/60 overflow-x-auto">
+              {JSON.stringify(
+                {
+                  text: 'Hello world, I love coding!',
+                  style: 'expressive',
+                },
+                null,
+                2
+              )}
+            </pre>
+          </motion.div>
+
+          <motion.div
+            initial={{ opacity: 0, x: 20 }}
+            animate={{ opacity: 1, x: 0 }}
+            transition={{ delay: 0.5 }}
+            className="bg-[#0d1117] rounded-xl border border-green-500/20 p-5 text-left"
+          >
+            <div className="flex items-center gap-2 mb-3">
+              <div className="w-2 h-2 rounded-full bg-green-400 animate-pulse" />
+              <div className="text-xs text-green-400 font-mono">Success</div>
+            </div>
+            <pre className="text-sm font-mono text-white/80 overflow-x-auto">
+              {JSON.stringify(
+                {
+                  result: '👋🌍, 💖💻!',
+                  emoji_count: 4,
+                },
+                null,
+                2
+              )}
+            </pre>
+          </motion.div>
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.7 }}
+          className="mt-8 grid grid-cols-3 gap-4 max-w-xl mx-auto"
+        >
+          <div className="p-3 rounded-lg bg-white/5 text-center">
+            <div className="text-lg font-bold text-sky-400">127ms</div>
+            <div className="text-xs text-white/40">Execution time</div>
+          </div>
+          <div className="p-3 rounded-lg bg-white/5 text-center">
+            <div className="text-lg font-bold text-green-400">✓</div>
+            <div className="text-xs text-white/40">Sandboxed</div>
+          </div>
+          <div className="p-3 rounded-lg bg-white/5 text-center">
+            <div className="text-lg font-bold text-purple-400">JSON</div>
+            <div className="text-xs text-white/40">Output format</div>
+          </div>
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/slides/DiscoverySlide.tsx b/apps/tutorial/src/components/slides/DiscoverySlide.tsx
new file mode 100644
index 0000000..7592751
--- /dev/null
+++ b/apps/tutorial/src/components/slides/DiscoverySlide.tsx
@@ -0,0 +1,94 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const searchSchema = [
+  '  query: z.string(),',
+  '  category?: z.enum([...]),',
+  '  limit?: z.number().max(20),',
+];
+
+const responseExample = [
+  { id: 'open', line: '{' },
+  { id: 'tools', line: '  "tools": [{' },
+  { id: 'toolId', line: '    "toolId": "@tpmjs/markdown::formatTable",' },
+  { id: 'desc', line: '    "description": "Format markdown tables",' },
+  { id: 'schema', line: '    "inputSchema": { ... },' },
+  { id: 'score', line: '    "qualityScore": 0.92' },
+  { id: 'closeArr', line: '  }]' },
+  { id: 'close', line: '}' },
+];
+
+export function DiscoverySlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-cyan-900/10 via-transparent to-blue-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-5xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">searchTpmjsToolsTool</h2>
+        <p className="text-xl text-white/50 mb-10">
+          Agent describes what it needs. Registry returns matches.
+        </p>
+
+        <div className="grid md:grid-cols-2 gap-6 max-w-4xl mx-auto text-left">
+          {/* Input */}
+          <motion.div
+            initial={{ opacity: 0, x: -20 }}
+            animate={{ opacity: 1, x: 0 }}
+            transition={{ delay: 0.3 }}
+          >
+            <div className="text-xs text-cyan-400/60 font-mono mb-2">inputSchema</div>
+            <div className="bg-[#1e1e2e] p-4 rounded-xl font-mono text-sm">
+              <div className="text-white/40">{'z.object({'}</div>
+              {searchSchema.map((line) => (
+                <div key={line} className="text-cyan-400 pl-2">
+                  {line}
+                </div>
+              ))}
+              <div className="text-white/40">{'})'}</div>
+            </div>
+          </motion.div>
+
+          {/* Output */}
+          <motion.div
+            initial={{ opacity: 0, x: 20 }}
+            animate={{ opacity: 1, x: 0 }}
+            transition={{ delay: 0.5 }}
+          >
+            <div className="text-xs text-emerald-400/60 font-mono mb-2">returns</div>
+            <div className="bg-[#1e1e2e] p-4 rounded-xl font-mono text-sm">
+              {responseExample.map((item) => (
+                <div
+                  key={item.id}
+                  className={
+                    item.line.includes('toolId')
+                      ? 'text-emerald-400'
+                      : item.line.includes('qualityScore')
+                        ? 'text-yellow-400'
+                        : 'text-white/60'
+                  }
+                >
+                  {item.line}
+                </div>
+              ))}
+            </div>
+          </motion.div>
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 0.8 }}
+          className="mt-8 text-white/40 text-sm"
+        >
+          BM25 search over 200+ tools. Ranked by relevance and quality score.
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/slides/GetStartedSlide.tsx b/apps/tutorial/src/components/slides/GetStartedSlide.tsx
new file mode 100644
index 0000000..e2461d0
--- /dev/null
+++ b/apps/tutorial/src/components/slides/GetStartedSlide.tsx
@@ -0,0 +1,145 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const packageJsonLines = [
+  { id: 'open', line: '{' },
+  { id: 'name', line: '  "name": "@your-org/your-tools",' },
+  { id: 'keywords', line: '  "keywords": ["tpmjs"],' },
+  { id: 'tpmjs', line: '  "tpmjs": {' },
+  { id: 'tools', line: '    "tools": [{' },
+  { id: 'toolName', line: '      "name": "yourTool",' },
+  { id: 'desc', line: '      "description": "Does something useful"' },
+  { id: 'closeArr', line: '    }]' },
+  { id: 'closeTpmjs', line: '  }' },
+  { id: 'close', line: '}' },
+];
+
+const steps = [
+  { step: '1', text: 'Add tpmjs keyword', color: 'cyan' },
+  { step: '2', text: 'Define tpmjs field with tool metadata', color: 'purple' },
+  { step: '3', text: 'npm publish', color: 'emerald' },
+];
+
+export function GetStartedSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 overflow-hidden pointer-events-none">
+        <div
+          className="absolute w-[600px] h-[600px] rounded-full bg-gradient-to-r from-cyan-500/5 to-purple-500/5 blur-[100px]"
+          style={{ top: '50%', left: '50%', transform: 'translate(-50%, -50%)' }}
+        />
+      </div>
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Publish Your Tool</h2>
+        <p className="text-xl text-white/50 mb-10">
+          Add keyword. Define metadata. Publish. Indexed in 2 minutes.
+        </p>
+
+        <div className="grid md:grid-cols-2 gap-6 max-w-4xl mx-auto">
+          {/* package.json */}
+          <motion.div
+            initial={{ opacity: 0, x: -20 }}
+            animate={{ opacity: 1, x: 0 }}
+            transition={{ delay: 0.3 }}
+            className="text-left"
+          >
+            <div className="text-xs text-cyan-400/60 font-mono mb-2">package.json</div>
+            <div className="bg-[#1e1e2e] p-4 rounded-xl font-mono text-sm">
+              {packageJsonLines.map((item) => (
+                <div
+                  key={item.id}
+                  className={
+                    item.line.includes('tpmjs')
+                      ? 'text-cyan-400'
+                      : item.line.includes('tpmjs')
+                        ? 'text-purple-400'
+                        : item.line.includes('name') || item.line.includes('description')
+                          ? 'text-emerald-400'
+                          : 'text-white/60'
+                  }
+                >
+                  {item.line}
+                </div>
+              ))}
+            </div>
+          </motion.div>
+
+          {/* Steps */}
+          <motion.div
+            initial={{ opacity: 0, x: 20 }}
+            animate={{ opacity: 1, x: 0 }}
+            transition={{ delay: 0.5 }}
+            className="text-left"
+          >
+            <div className="text-xs text-white/40 font-mono mb-2">three steps</div>
+            <div className="space-y-3">
+              {steps.map((item, i) => (
+                <motion.div
+                  key={item.step}
+                  initial={{ opacity: 0, x: 10 }}
+                  animate={{ opacity: 1, x: 0 }}
+                  transition={{ delay: 0.7 + i * 0.1 }}
+                  className="flex items-center gap-3"
+                >
+                  <span
+                    className={`w-8 h-8 rounded-full flex items-center justify-center text-sm font-mono ${
+                      item.color === 'cyan'
+                        ? 'bg-cyan-500/20 text-cyan-400'
+                        : item.color === 'purple'
+                          ? 'bg-purple-500/20 text-purple-400'
+                          : 'bg-emerald-500/20 text-emerald-400'
+                    }`}
+                  >
+                    {item.step}
+                  </span>
+                  <span className="text-sm text-white/70">{item.text}</span>
+                </motion.div>
+              ))}
+            </div>
+
+            <motion.div
+              initial={{ opacity: 0 }}
+              animate={{ opacity: 1 }}
+              transition={{ delay: 1.2 }}
+              className="mt-6 p-4 rounded-lg bg-emerald-500/10 border border-emerald-500/20"
+            >
+              <code className="text-emerald-400 text-sm">npm publish</code>
+              <div className="text-xs text-white/40 mt-1">That&apos;s it. We find you.</div>
+            </motion.div>
+          </motion.div>
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1.5 }}
+          className="mt-10 flex flex-wrap justify-center gap-4"
+        >
+          <a
+            href="https://tpmjs.com/tool-search"
+            target="_blank"
+            rel="noopener noreferrer"
+            className="px-6 py-3 rounded-lg bg-cyan-500/20 text-cyan-400 text-sm font-medium hover:bg-cyan-500/30 transition-colors"
+          >
+            Browse Registry
+          </a>
+          <a
+            href="https://tpmjs.com/playground"
+            target="_blank"
+            rel="noopener noreferrer"
+            className="px-6 py-3 rounded-lg bg-purple-500/20 text-purple-400 text-sm font-medium hover:bg-purple-500/30 transition-colors"
+          >
+            Try Playground
+          </a>
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/slides/HowItWorksSlide.tsx b/apps/tutorial/src/components/slides/HowItWorksSlide.tsx
new file mode 100644
index 0000000..d6bcec3
--- /dev/null
+++ b/apps/tutorial/src/components/slides/HowItWorksSlide.tsx
@@ -0,0 +1,75 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const tools = [
+  {
+    name: 'searchTpmjsToolsTool',
+    package: '@tpmjs/search-registry',
+    description: 'Agent searches the registry by query, category, or context',
+    color: 'cyan',
+  },
+  {
+    name: 'registryExecuteTool',
+    package: '@tpmjs/registry-execute',
+    description: 'Agent executes a discovered tool by ID in a sandbox',
+    color: 'purple',
+  },
+];
+
+export function HowItWorksSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-cyan-900/10 via-transparent to-purple-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Two Meta-Tools</h2>
+        <p className="text-xl text-white/50 mb-12">Tools that discover and execute other tools</p>
+
+        <div className="grid md:grid-cols-2 gap-6 max-w-3xl mx-auto">
+          {tools.map((tool, index) => (
+            <motion.div
+              key={tool.name}
+              initial={{ opacity: 0, y: 20 }}
+              animate={{ opacity: 1, y: 0 }}
+              transition={{ delay: 0.3 + index * 0.2 }}
+              className={`p-6 rounded-xl bg-white/5 border text-left ${
+                tool.color === 'cyan' ? 'border-cyan-500/30' : 'border-purple-500/30'
+              }`}
+            >
+              <div
+                className={`text-xs font-mono mb-2 ${
+                  tool.color === 'cyan' ? 'text-cyan-400/60' : 'text-purple-400/60'
+                }`}
+              >
+                {tool.package}
+              </div>
+              <div
+                className={`text-lg font-semibold mb-3 ${
+                  tool.color === 'cyan' ? 'text-cyan-400' : 'text-purple-400'
+                }`}
+              >
+                {tool.name}
+              </div>
+              <div className="text-sm text-white/50">{tool.description}</div>
+            </motion.div>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1 }}
+          className="mt-10 text-white/40 text-sm font-mono"
+        >
+          Both are standard AI SDK tools. Pass them to generateText like any other.
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/slides/IntegrationSlide.tsx b/apps/tutorial/src/components/slides/IntegrationSlide.tsx
new file mode 100644
index 0000000..b861cd7
--- /dev/null
+++ b/apps/tutorial/src/components/slides/IntegrationSlide.tsx
@@ -0,0 +1,102 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const executeSchema = [
+  '  toolId: z.string(),',
+  '  params: z.record(z.unknown()),',
+  '  env?: z.record(z.string()),',
+];
+
+const flowSteps = [
+  { step: '1', text: 'Fetch tool metadata from registry', color: 'cyan' },
+  { step: '2', text: 'Import package from esm.sh', color: 'purple' },
+  { step: '3', text: 'Execute in isolated sandbox', color: 'emerald' },
+  { step: '4', text: 'Return result to agent', color: 'yellow' },
+];
+
+export function IntegrationSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-purple-900/10 via-transparent to-emerald-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-5xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">registryExecuteTool</h2>
+        <p className="text-xl text-white/50 mb-10">
+          Run any tool from the registry. No install. No bundle.
+        </p>
+
+        <div className="grid md:grid-cols-2 gap-6 max-w-4xl mx-auto">
+          {/* Input */}
+          <motion.div
+            initial={{ opacity: 0, x: -20 }}
+            animate={{ opacity: 1, x: 0 }}
+            transition={{ delay: 0.3 }}
+            className="text-left"
+          >
+            <div className="text-xs text-purple-400/60 font-mono mb-2">inputSchema</div>
+            <div className="bg-[#1e1e2e] p-4 rounded-xl font-mono text-sm">
+              <div className="text-white/40">{'z.object({'}</div>
+              {executeSchema.map((line) => (
+                <div key={line} className="text-purple-400 pl-2">
+                  {line}
+                </div>
+              ))}
+              <div className="text-white/40">{'})'}</div>
+            </div>
+          </motion.div>
+
+          {/* Flow */}
+          <motion.div
+            initial={{ opacity: 0, x: 20 }}
+            animate={{ opacity: 1, x: 0 }}
+            transition={{ delay: 0.5 }}
+            className="text-left"
+          >
+            <div className="text-xs text-white/40 font-mono mb-2">execution flow</div>
+            <div className="space-y-2">
+              {flowSteps.map((item, i) => (
+                <motion.div
+                  key={item.step}
+                  initial={{ opacity: 0, x: 10 }}
+                  animate={{ opacity: 1, x: 0 }}
+                  transition={{ delay: 0.7 + i * 0.1 }}
+                  className="flex items-center gap-3"
+                >
+                  <span
+                    className={`w-6 h-6 rounded-full flex items-center justify-center text-xs font-mono ${
+                      item.color === 'cyan'
+                        ? 'bg-cyan-500/20 text-cyan-400'
+                        : item.color === 'purple'
+                          ? 'bg-purple-500/20 text-purple-400'
+                          : item.color === 'emerald'
+                            ? 'bg-emerald-500/20 text-emerald-400'
+                            : 'bg-yellow-500/20 text-yellow-400'
+                    }`}
+                  >
+                    {item.step}
+                  </span>
+                  <span className="text-sm text-white/60">{item.text}</span>
+                </motion.div>
+              ))}
+            </div>
+          </motion.div>
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1.2 }}
+          className="mt-8 text-white/40 text-sm"
+        >
+          Sandbox runs on Railway. 5s timeout. Isolated per execution.
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/slides/ProblemSlide.tsx b/apps/tutorial/src/components/slides/ProblemSlide.tsx
new file mode 100644
index 0000000..6e4cdd5
--- /dev/null
+++ b/apps/tutorial/src/components/slides/ProblemSlide.tsx
@@ -0,0 +1,90 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const codeLines = [
+  "import { weatherTool } from './tools/weather';",
+  "import { searchTool } from './tools/search';",
+  "import { calendarTool } from './tools/calendar';",
+  "import { emailTool } from './tools/email';",
+  '// ... 47 more imports',
+  '',
+  'const result = await generateText({',
+  "  model: openai('gpt-4-turbo'),",
+  '  tools: { weather, search, calendar, email, ... },',
+  '});',
+];
+
+export function ProblemSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-orange-900/10 via-transparent to-red-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">AI SDK Tools Are Static</h2>
+        <p className="text-xl text-white/50 mb-12">
+          You import them. You bundle them. They&apos;re compiled in.
+        </p>
+
+        {/* Code block */}
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.3 }}
+          className="max-w-2xl mx-auto text-left"
+        >
+          <div className="flex items-center gap-2 px-4 py-3 bg-[#1e1e2e] rounded-t-xl border-b border-white/5">
+            <div className="w-3 h-3 rounded-full bg-red-500/80" />
+            <div className="w-3 h-3 rounded-full bg-yellow-500/80" />
+            <div className="w-3 h-3 rounded-full bg-green-500/80" />
+            <span className="ml-4 text-xs text-white/30 font-mono">agent.ts</span>
+          </div>
+          <div className="bg-[#1e1e2e] p-6 rounded-b-xl overflow-x-auto">
+            {codeLines.map((line, i) => (
+              <motion.div
+                key={line || `empty-${i}`}
+                initial={{ opacity: 0, x: -10 }}
+                animate={{ opacity: 1, x: 0 }}
+                transition={{ delay: 0.5 + i * 0.1 }}
+                className={`font-mono text-sm leading-relaxed ${
+                  line.startsWith('import')
+                    ? 'text-purple-400'
+                    : line.startsWith('//')
+                      ? 'text-white/30'
+                      : line.includes('generateText')
+                        ? 'text-cyan-400'
+                        : 'text-white/70'
+                }`}
+              >
+                {line || '\u00A0'}
+              </motion.div>
+            ))}
+          </div>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1.5 }}
+          className="mt-8 flex flex-wrap justify-center gap-3"
+        >
+          {['Every tool compiled in', 'Bundle grows forever', 'No runtime discovery'].map(
+            (text) => (
+              <span
+                key={text}
+                className="px-3 py-1.5 rounded-full border border-orange-500/30 text-orange-400/70 text-sm font-mono"
+              >
+                {text}
+              </span>
+            )
+          )}
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/slides/QualitySlide.tsx b/apps/tutorial/src/components/slides/QualitySlide.tsx
new file mode 100644
index 0000000..8f71873
--- /dev/null
+++ b/apps/tutorial/src/components/slides/QualitySlide.tsx
@@ -0,0 +1,107 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const registryData = [
+  { field: 'toolId', value: '"@tpmjs/markdown::formatTable"', color: 'cyan' },
+  { field: 'description', value: '"Format markdown tables"', color: 'white' },
+  { field: 'inputSchema', value: '{ type: "object", ... }', color: 'purple' },
+  { field: 'returnSchema', value: '{ type: "string" }', color: 'purple' },
+  { field: 'envKeys', value: '[]', color: 'yellow' },
+  { field: 'qualityScore', value: '0.92', color: 'emerald' },
+];
+
+const qualityFactors = [
+  { name: 'Schema Completeness', desc: 'Input/output types defined' },
+  { name: 'npm Downloads', desc: 'Community adoption signal' },
+  { name: 'Health Status', desc: 'Can it import and execute?' },
+];
+
+export function QualitySlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-yellow-900/10 via-transparent to-emerald-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-5xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">What Gets Indexed</h2>
+        <p className="text-xl text-white/50 mb-10">
+          Schemas extracted. Quality scored. Health checked.
+        </p>
+
+        <div className="grid md:grid-cols-2 gap-6 max-w-4xl mx-auto">
+          {/* Registry entry */}
+          <motion.div
+            initial={{ opacity: 0, x: -20 }}
+            animate={{ opacity: 1, x: 0 }}
+            transition={{ delay: 0.3 }}
+            className="text-left"
+          >
+            <div className="text-xs text-emerald-400/60 font-mono mb-2">registry entry</div>
+            <div className="bg-[#1e1e2e] p-4 rounded-xl font-mono text-sm">
+              <div className="text-white/40">{'{'}</div>
+              {registryData.map((item) => (
+                <div key={item.field} className="pl-2">
+                  <span className="text-white/60">{item.field}: </span>
+                  <span
+                    className={
+                      item.color === 'cyan'
+                        ? 'text-cyan-400'
+                        : item.color === 'purple'
+                          ? 'text-purple-400'
+                          : item.color === 'emerald'
+                            ? 'text-emerald-400'
+                            : item.color === 'yellow'
+                              ? 'text-yellow-400'
+                              : 'text-white/60'
+                    }
+                  >
+                    {item.value}
+                  </span>
+                </div>
+              ))}
+              <div className="text-white/40">{'}'}</div>
+            </div>
+          </motion.div>
+
+          {/* Quality factors */}
+          <motion.div
+            initial={{ opacity: 0, x: 20 }}
+            animate={{ opacity: 1, x: 0 }}
+            transition={{ delay: 0.5 }}
+            className="text-left"
+          >
+            <div className="text-xs text-yellow-400/60 font-mono mb-2">qualityScore factors</div>
+            <div className="space-y-3">
+              {qualityFactors.map((factor, i) => (
+                <motion.div
+                  key={factor.name}
+                  initial={{ opacity: 0, x: 10 }}
+                  animate={{ opacity: 1, x: 0 }}
+                  transition={{ delay: 0.7 + i * 0.1 }}
+                  className="p-3 rounded-lg bg-white/5 border border-white/10"
+                >
+                  <div className="text-sm font-medium text-white">{factor.name}</div>
+                  <div className="text-xs text-white/40">{factor.desc}</div>
+                </motion.div>
+              ))}
+            </div>
+          </motion.div>
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1.2 }}
+          className="mt-8 text-white/40 text-sm"
+        >
+          Synced from npm every 2 minutes. 200+ tools indexed.
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/slides/SolutionSlide.tsx b/apps/tutorial/src/components/slides/SolutionSlide.tsx
new file mode 100644
index 0000000..8035f8c
--- /dev/null
+++ b/apps/tutorial/src/components/slides/SolutionSlide.tsx
@@ -0,0 +1,86 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const codeLines = [
+  "import { searchTpmjsToolsTool } from '@tpmjs/search-registry';",
+  "import { registryExecuteTool } from '@tpmjs/registry-execute';",
+  '',
+  'const result = await generateText({',
+  "  model: openai('gpt-4-turbo'),",
+  '  tools: { search: searchTpmjsToolsTool, execute: registryExecuteTool },',
+  "  prompt: 'Format this markdown table for me...',",
+  '});',
+];
+
+export function SolutionSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-emerald-900/10 via-transparent to-cyan-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-4xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">
+          What If Tools Were Dynamic?
+        </h2>
+        <p className="text-xl text-white/50 mb-12">Two imports. Infinite tools at runtime.</p>
+
+        {/* Code block */}
+        <motion.div
+          initial={{ opacity: 0, y: 20 }}
+          animate={{ opacity: 1, y: 0 }}
+          transition={{ delay: 0.3 }}
+          className="max-w-2xl mx-auto text-left"
+        >
+          <div className="flex items-center gap-2 px-4 py-3 bg-[#1e1e2e] rounded-t-xl border-b border-white/5">
+            <div className="w-3 h-3 rounded-full bg-red-500/80" />
+            <div className="w-3 h-3 rounded-full bg-yellow-500/80" />
+            <div className="w-3 h-3 rounded-full bg-green-500/80" />
+            <span className="ml-4 text-xs text-white/30 font-mono">agent.ts</span>
+          </div>
+          <div className="bg-[#1e1e2e] p-6 rounded-b-xl overflow-x-auto">
+            {codeLines.map((line, i) => (
+              <motion.div
+                key={line || `empty-${i}`}
+                initial={{ opacity: 0, x: -10 }}
+                animate={{ opacity: 1, x: 0 }}
+                transition={{ delay: 0.5 + i * 0.1 }}
+                className={`font-mono text-sm leading-relaxed ${
+                  line.startsWith('import')
+                    ? 'text-emerald-400'
+                    : line.includes('searchTpmjsToolsTool') || line.includes('registryExecuteTool')
+                      ? 'text-cyan-400'
+                      : line.includes('generateText')
+                        ? 'text-purple-400'
+                        : 'text-white/70'
+                }`}
+              >
+                {line || '\u00A0'}
+              </motion.div>
+            ))}
+          </div>
+        </motion.div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1.5 }}
+          className="mt-8 flex flex-wrap justify-center gap-3"
+        >
+          {['Discover at runtime', 'Execute in sandbox', 'No bundling'].map((text) => (
+            <span
+              key={text}
+              className="px-3 py-1.5 rounded-full border border-emerald-500/30 text-emerald-400/70 text-sm font-mono"
+            >
+              {text}
+            </span>
+          ))}
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/slides/ToolDetailSlide.tsx b/apps/tutorial/src/components/slides/ToolDetailSlide.tsx
new file mode 100644
index 0000000..0881da1
--- /dev/null
+++ b/apps/tutorial/src/components/slides/ToolDetailSlide.tsx
@@ -0,0 +1,110 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+const roleStyles: Record<string, string> = {
+  user: 'bg-white/10 text-white/60',
+  agent: 'bg-cyan-500/20 text-cyan-400',
+  registry: 'bg-emerald-500/20 text-emerald-400',
+  sandbox: 'bg-yellow-500/20 text-yellow-400',
+};
+
+const colorStyles: Record<string, string> = {
+  white: 'text-white/70',
+  cyan: 'text-cyan-400',
+  purple: 'text-purple-400',
+  emerald: 'text-emerald-400',
+  yellow: 'text-yellow-400',
+};
+
+const conversation = [
+  {
+    id: 'user-ask',
+    role: 'user',
+    content: '"Format this CSV as a markdown table"',
+    color: 'white',
+  },
+  {
+    id: 'agent-search',
+    role: 'agent',
+    content: 'searchTpmjsToolsTool({ query: "markdown table" })',
+    color: 'cyan',
+  },
+  {
+    id: 'registry-found',
+    role: 'registry',
+    content: '→ Found: @tpmjs/markdown::formatTable',
+    color: 'emerald',
+  },
+  {
+    id: 'agent-execute',
+    role: 'agent',
+    content: 'registryExecuteTool({ toolId: "...", params: {...} })',
+    color: 'purple',
+  },
+  {
+    id: 'sandbox-result',
+    role: 'sandbox',
+    content: '→ Executed in 120ms',
+    color: 'yellow',
+  },
+  {
+    id: 'agent-respond',
+    role: 'agent',
+    content: '"Here\'s your formatted table: ..."',
+    color: 'white',
+  },
+];
+
+export function ToolDetailSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center">
+      <div className="absolute inset-0 bg-gradient-to-br from-indigo-900/10 via-transparent to-cyan-900/10 pointer-events-none" />
+
+      <motion.div
+        initial={{ opacity: 0, y: 30 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8 }}
+        className="relative z-10 max-w-3xl w-full"
+      >
+        <h2 className="text-4xl md:text-5xl font-bold text-white mb-4">Full Agent Flow</h2>
+        <p className="text-xl text-white/50 mb-10">
+          User asks. Agent searches. Tool executes. Done.
+        </p>
+
+        <div className="space-y-3 text-left">
+          {conversation.map((msg, i) => (
+            <motion.div
+              key={msg.id}
+              initial={{ opacity: 0, x: msg.role === 'user' ? -20 : 20 }}
+              animate={{ opacity: 1, x: 0 }}
+              transition={{ delay: 0.3 + i * 0.15 }}
+              className={`flex items-start gap-3 ${msg.role === 'user' ? '' : 'pl-4'}`}
+            >
+              <span
+                className={`text-xs font-mono px-2 py-1 rounded ${roleStyles[msg.role] ?? roleStyles.user}`}
+              >
+                {msg.role}
+              </span>
+              <span className={`font-mono text-sm ${colorStyles[msg.color] ?? colorStyles.white}`}>
+                {msg.content}
+              </span>
+            </motion.div>
+          ))}
+        </div>
+
+        <motion.div
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ delay: 1.5 }}
+          className="mt-10 p-4 rounded-xl bg-white/5 border border-white/10"
+        >
+          <div className="text-sm text-white/60">
+            The agent never imported <span className="text-cyan-400 font-mono">formatTable</span>.
+            It discovered and executed it at runtime.
+          </div>
+        </motion.div>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/components/slides/WelcomeSlide.tsx b/apps/tutorial/src/components/slides/WelcomeSlide.tsx
new file mode 100644
index 0000000..0c6b6f7
--- /dev/null
+++ b/apps/tutorial/src/components/slides/WelcomeSlide.tsx
@@ -0,0 +1,79 @@
+'use client';
+
+import { motion } from 'framer-motion';
+
+export function WelcomeSlide(): React.ReactElement {
+  return (
+    <div className="relative flex flex-col items-center justify-center h-full px-8 text-center overflow-hidden">
+      {/* Subtle gradient background */}
+      <div className="absolute inset-0 bg-gradient-to-br from-cyan-900/20 via-transparent to-purple-900/20 pointer-events-none" />
+
+      {/* Main content */}
+      <motion.div
+        initial={{ opacity: 0, y: 20 }}
+        animate={{ opacity: 1, y: 0 }}
+        transition={{ duration: 0.8, ease: 'easeOut' }}
+        className="relative z-10 max-w-4xl"
+      >
+        <motion.div
+          initial={{ opacity: 0, scale: 0.9 }}
+          animate={{ opacity: 1, scale: 1 }}
+          transition={{ duration: 0.6, delay: 0.2 }}
+          className="mb-8"
+        >
+          <span className="text-6xl md:text-7xl font-bold bg-gradient-to-r from-cyan-400 to-purple-400 bg-clip-text text-transparent">
+            TPMJS
+          </span>
+        </motion.div>
+
+        <motion.h1
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ duration: 0.6, delay: 0.4 }}
+          className="text-2xl md:text-3xl font-medium text-white/90 mb-6"
+        >
+          A Tool Registry for the AI SDK
+        </motion.h1>
+
+        <motion.p
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          transition={{ duration: 0.6, delay: 0.6 }}
+          className="text-lg text-white/50 font-mono"
+        >
+          Dynamic tool discovery and execution for agents
+        </motion.p>
+      </motion.div>
+
+      {/* Press to continue */}
+      <motion.div
+        initial={{ opacity: 0 }}
+        animate={{ opacity: 1 }}
+        transition={{ duration: 0.8, delay: 1.2 }}
+        className="absolute bottom-12 flex flex-col items-center"
+      >
+        <motion.div
+          animate={{ y: [0, 8, 0] }}
+          transition={{ duration: 1.5, repeat: Number.POSITIVE_INFINITY, ease: 'easeInOut' }}
+          className="text-white/40"
+        >
+          <svg
+            aria-hidden="true"
+            className="w-6 h-6"
+            fill="none"
+            stroke="currentColor"
+            viewBox="0 0 24 24"
+          >
+            <path
+              strokeLinecap="round"
+              strokeLinejoin="round"
+              strokeWidth={1.5}
+              d="M19 9l-7 7-7-7"
+            />
+          </svg>
+        </motion.div>
+        <span className="mt-2 text-sm text-white/30 font-mono">Press any key</span>
+      </motion.div>
+    </div>
+  );
+}
diff --git a/apps/tutorial/src/hooks/useSlideshow.ts b/apps/tutorial/src/hooks/useSlideshow.ts
new file mode 100644
index 0000000..7ca121b
--- /dev/null
+++ b/apps/tutorial/src/hooks/useSlideshow.ts
@@ -0,0 +1,129 @@
+import { useCallback, useEffect, useState } from 'react';
+
+export interface UseSlideshowOptions {
+  totalSlides: number;
+  autoPlay?: boolean;
+  autoPlayInterval?: number;
+  loop?: boolean;
+}
+
+export interface UseSlideshowReturn {
+  currentSlide: number;
+  totalSlides: number;
+  next: () => void;
+  prev: () => void;
+  goTo: (index: number) => void;
+  progress: number;
+  direction: 'left' | 'right' | null;
+  isFirst: boolean;
+  isLast: boolean;
+  isAutoPlaying: boolean;
+  toggleAutoPlay: () => void;
+}
+
+export function useSlideshow({
+  totalSlides,
+  autoPlay = false,
+  autoPlayInterval = 5000,
+  loop = false,
+}: UseSlideshowOptions): UseSlideshowReturn {
+  const [currentSlide, setCurrentSlide] = useState(0);
+  const [direction, setDirection] = useState<'left' | 'right' | null>(null);
+  const [isAutoPlaying, setIsAutoPlaying] = useState(autoPlay);
+
+  const isFirst = currentSlide === 0;
+  const isLast = currentSlide === totalSlides - 1;
+  const progress = totalSlides > 1 ? currentSlide / (totalSlides - 1) : 0;
+
+  const next = useCallback(() => {
+    if (isLast && !loop) return;
+    setDirection('right');
+    setCurrentSlide((prev) => (prev + 1) % totalSlides);
+  }, [isLast, loop, totalSlides]);
+
+  const prev = useCallback(() => {
+    if (isFirst && !loop) return;
+    setDirection('left');
+    setCurrentSlide((prev) => (prev - 1 + totalSlides) % totalSlides);
+  }, [isFirst, loop, totalSlides]);
+
+  const goTo = useCallback(
+    (index: number) => {
+      if (index < 0 || index >= totalSlides) return;
+      setDirection(index > currentSlide ? 'right' : 'left');
+      setCurrentSlide(index);
+    },
+    [currentSlide, totalSlides]
+  );
+
+  const toggleAutoPlay = useCallback(() => {
+    setIsAutoPlaying((prev) => !prev);
+  }, []);
+
+  // Keyboard navigation
+  useEffect(() => {
+    const handleKeyDown = (e: KeyboardEvent) => {
+      // Pause auto-play on any key press
+      if (isAutoPlaying) {
+        setIsAutoPlaying(false);
+      }
+
+      switch (e.key) {
+        case 'ArrowRight':
+        case ' ':
+        case 'Enter':
+          e.preventDefault();
+          next();
+          break;
+        case 'ArrowLeft':
+          e.preventDefault();
+          prev();
+          break;
+        case 'Home':
+          e.preventDefault();
+          goTo(0);
+          break;
+        case 'End':
+          e.preventDefault();
+          goTo(totalSlides - 1);
+          break;
+        case 'Escape':
+          e.preventDefault();
+          setIsAutoPlaying(false);
+          break;
+      }
+    };
+
+    window.addEventListener('keydown', handleKeyDown);
+    return () => window.removeEventListener('keydown', handleKeyDown);
+  }, [next, prev, goTo, totalSlides, isAutoPlaying]);
+
+  // Auto-play
+  useEffect(() => {
+    if (!isAutoPlaying) return;
+
+    const timer = setInterval(() => {
+      if (isLast && !loop) {
+        setIsAutoPlaying(false);
+        return;
+      }
+      next();
+    }, autoPlayInterval);
+
+    return () => clearInterval(timer);
+  }, [isAutoPlaying, autoPlayInterval, next, isLast, loop]);
+
+  return {
+    currentSlide,
+    totalSlides,
+    next,
+    prev,
+    goTo,
+    progress,
+    direction,
+    isFirst,
+    isLast,
+    isAutoPlaying,
+    toggleAutoPlay,
+  };
+}
diff --git a/apps/tutorial/tailwind.config.ts b/apps/tutorial/tailwind.config.ts
new file mode 100644
index 0000000..a4aea36
--- /dev/null
+++ b/apps/tutorial/tailwind.config.ts
@@ -0,0 +1,11 @@
+import baseConfig from '@tpmjs/tailwind-config/base';
+import type { Config } from 'tailwindcss';
+
+export default {
+  ...baseConfig,
+  content: [
+    './src/app/**/*.{ts,tsx}',
+    './src/components/**/*.{ts,tsx}',
+    '../../packages/ui/src/**/*.ts',
+  ],
+} satisfies Config;
diff --git a/apps/tutorial/tsconfig.json b/apps/tutorial/tsconfig.json
new file mode 100644
index 0000000..cff0c6e
--- /dev/null
+++ b/apps/tutorial/tsconfig.json
@@ -0,0 +1,12 @@
+{
+  "extends": "@tpmjs/tsconfig/nextjs.json",
+  "compilerOptions": {
+    "baseUrl": ".",
+    "paths": {
+      "@/*": ["./src/*"],
+      "~/*": ["./src/*"]
+    }
+  },
+  "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
+  "exclude": ["node_modules"]
+}
diff --git a/apps/tutorial/vercel.json b/apps/tutorial/vercel.json
new file mode 100644
index 0000000..1beca23
--- /dev/null
+++ b/apps/tutorial/vercel.json
@@ -0,0 +1,6 @@
+{
+  "$schema": "https://openapi.vercel.sh/vercel.json",
+  "framework": "nextjs",
+  "buildCommand": "pnpm --filter=@tpmjs/tutorial... build",
+  "installCommand": "pnpm install"
+}
diff --git a/apps/web/.gitignore b/apps/web/.gitignore
new file mode 100644
index 0000000..c8a7336
--- /dev/null
+++ b/apps/web/.gitignore
@@ -0,0 +1,2 @@
+.vercel
+.env*.local
diff --git a/apps/web/RATE_LIMITING.md b/apps/web/RATE_LIMITING.md
new file mode 100644
index 0000000..2526f99
--- /dev/null
+++ b/apps/web/RATE_LIMITING.md
@@ -0,0 +1,335 @@
+# API Rate Limiting
+
+This document describes the rate limiting implementation for TPMJS.com's public API endpoints.
+
+## Overview
+
+Rate limiting has been implemented to protect the API from abuse and ensure fair usage across all clients. The implementation uses an in-memory sliding window algorithm suitable for Vercel's serverless architecture.
+
+## Configuration
+
+### Rate Limit Tiers
+
+Two rate limit configurations are available:
+
+**Default Rate Limit** (100 requests/minute):
+```typescript
+import { checkRateLimit } from '~/lib/rate-limit';
+
+export async function GET(request: NextRequest) {
+  const rateLimitResponse = checkRateLimit(request);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+  // ... rest of handler
+}
+```
+
+**Strict Rate Limit** (20 requests/minute):
+```typescript
+import { checkRateLimit, STRICT_RATE_LIMIT } from '~/lib/rate-limit';
+
+export async function GET(request: NextRequest) {
+  const rateLimitResponse = checkRateLimit(request, STRICT_RATE_LIMIT);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+  // ... rest of handler
+}
+```
+
+### Custom Rate Limits
+
+You can define custom rate limits:
+
+```typescript
+import { checkRateLimit, type RateLimitConfig } from '~/lib/rate-limit';
+
+const customLimit: RateLimitConfig = {
+  limit: 50,          // 50 requests
+  windowSeconds: 60,  // per minute
+};
+
+const rateLimitResponse = checkRateLimit(request, customLimit);
+```
+
+## Protected Endpoints
+
+### Default Rate Limit (100 req/min)
+
+- `GET /api/health` - Health check endpoint
+- `GET /api/tools` - List and filter tools
+- `GET /api/tools/[...slug]` - Get specific tool/package details
+- `POST /api/tools/[...slug]` - Trigger manual health check
+- `GET /api/tools/broken` - List broken tools
+- `GET /api/stats` - Get registry statistics
+- `POST /api/tools/validate` - Validate tpmjs field
+- `POST /api/tools/report-health` - Report tool execution results
+
+### Strict Rate Limit (20 req/min)
+
+- `GET /api/tools/search` - Expensive BM25 search operations
+
+### Exempt from Rate Limiting
+
+Cron jobs are automatically exempt when authenticated with `CRON_SECRET`:
+
+- `POST /api/sync/changes` - NPM changes feed sync
+- `POST /api/sync/keyword` - NPM keyword search sync
+- `POST /api/sync/metrics` - Download stats and quality score updates
+
+## How It Works
+
+### IP-Based Tracking
+
+Rate limits are tracked per client IP address using the following header priority:
+
+1. `x-forwarded-for` (set by Vercel)
+2. `x-real-ip`
+3. Fallback to 'unknown' if neither is available
+
+### Sliding Window Algorithm
+
+The implementation uses a sliding window counter:
+
+1. Each request timestamp is stored in memory
+2. On each request, timestamps older than the window are removed
+3. If remaining timestamps exceed the limit, request is rejected
+4. Otherwise, current timestamp is added and request proceeds
+
+### Memory Management
+
+To prevent memory leaks in long-running serverless instances:
+
+- Automatic cleanup runs every 5 minutes
+- Entries older than 1 minute are removed
+- Store size is capped at 10,000 entries
+- If cap is exceeded, oldest 20% of entries are removed
+
+### Cron Job Bypass
+
+Requests with valid `Authorization: Bearer <CRON_SECRET>` header bypass rate limiting entirely. This is checked at the start of `checkRateLimit()`:
+
+```typescript
+const authHeader = request.headers.get('authorization');
+const token = authHeader?.replace('Bearer ', '');
+if (env.CRON_SECRET && token === env.CRON_SECRET) {
+  return null; // Allow cron jobs to bypass
+}
+```
+
+## Response Format
+
+When rate limited, endpoints return HTTP 429 with the following format:
+
+```json
+{
+  "success": false,
+  "error": "Rate limit exceeded",
+  "message": "Too many requests. Please try again in 45 seconds.",
+  "retryAfter": 45,
+  "limit": 100,
+  "window": 60
+}
+```
+
+### Response Headers
+
+Rate-limited responses include these headers:
+
+- `Retry-After`: Seconds until rate limit resets
+- `X-RateLimit-Limit`: Maximum requests allowed in window
+- `X-RateLimit-Remaining`: Requests remaining (always 0 when rate limited)
+- `X-RateLimit-Reset`: Unix timestamp when rate limit resets
+
+## Testing Rate Limits
+
+### Manual Testing
+
+Test rate limiting with curl:
+
+```bash
+# Test basic rate limit
+for i in {1..105}; do
+  curl -i http://localhost:3000/api/health
+  sleep 0.1
+done
+
+# Should see 429 responses after request 100
+```
+
+### Check Rate Limit Status
+
+For debugging, you can check rate limit status (not exposed as public API):
+
+```typescript
+import { getRateLimitStatus } from '~/lib/rate-limit';
+
+const status = getRateLimitStatus(request);
+console.log({
+  clientId: status.clientId,
+  used: status.used,
+  remaining: status.remaining,
+  resetAt: status.resetAt,
+});
+```
+
+## Limitations
+
+### Serverless Architecture Considerations
+
+1. **Per-Instance State**: Rate limits are tracked per serverless instance, not globally
+   - Multiple concurrent instances don't share state
+   - Under high load, effective rate limit may be higher than configured
+   - For production-grade global rate limiting, consider Upstash Redis or Vercel KV
+
+2. **Cold Starts**: Rate limit state is lost when serverless instance scales down
+   - This is acceptable for moderate traffic
+   - Persistent storage would be needed for strict enforcement
+
+3. **IP Spoofing**: Relies on headers set by Vercel
+   - Headers cannot be spoofed by clients (Vercel sets them)
+   - But multiple users behind same NAT share one IP and one rate limit
+
+## Production Recommendations
+
+For high-traffic production use, consider upgrading to a distributed solution:
+
+### Option 1: Upstash Redis
+
+```typescript
+import { Ratelimit } from '@upstash/ratelimit';
+import { Redis } from '@upstash/redis';
+
+const ratelimit = new Ratelimit({
+  redis: Redis.fromEnv(),
+  limiter: Ratelimit.slidingWindow(100, '1 m'),
+});
+
+export async function GET(request: NextRequest) {
+  const ip = request.headers.get('x-forwarded-for') ?? 'unknown';
+  const { success } = await ratelimit.limit(ip);
+
+  if (!success) {
+    return NextResponse.json(
+      { error: 'Rate limit exceeded' },
+      { status: 429 }
+    );
+  }
+  // ... rest of handler
+}
+```
+
+### Option 2: Vercel KV
+
+```typescript
+import { kv } from '@vercel/kv';
+
+async function checkRateLimit(ip: string) {
+  const key = `ratelimit:${ip}`;
+  const count = await kv.incr(key);
+
+  if (count === 1) {
+    await kv.expire(key, 60); // 1 minute window
+  }
+
+  return count <= 100;
+}
+```
+
+## Monitoring
+
+### Vercel Logs
+
+Rate limit events are logged automatically. Monitor with:
+
+```bash
+vercel logs <deployment-url> | grep "Rate limit"
+```
+
+### Analytics
+
+Consider adding analytics to track:
+
+- Rate limit hit rate
+- Most rate-limited IPs
+- Rate limit effectiveness
+
+Example implementation:
+
+```typescript
+if (entry.timestamps.length >= config.limit) {
+  console.log(`[Rate Limit] Blocked request from ${clientId} (${entry.timestamps.length}/${config.limit})`);
+
+  // Optional: Send to analytics
+  // await analytics.track('rate_limit_exceeded', {
+  //   ip: clientId,
+  //   endpoint: request.url,
+  //   limit: config.limit,
+  // });
+}
+```
+
+## Future Improvements
+
+Potential enhancements:
+
+- [ ] Add rate limit status endpoint for debugging (`GET /api/rate-limit/status`)
+- [ ] Implement user-based rate limiting (for authenticated requests)
+- [ ] Add configurable rate limits per endpoint via environment variables
+- [ ] Implement exponential backoff suggestions in error messages
+- [ ] Add Prometheus metrics for rate limit monitoring
+- [ ] Support for allowlisting trusted IPs
+- [ ] Implement burst allowance (e.g., allow 120 req/min with 100 sustained)
+
+## Troubleshooting
+
+### "Rate limit exceeded" for legitimate traffic
+
+If users report false positives:
+
+1. Check if multiple users are behind same NAT/proxy
+2. Consider increasing limits for that endpoint
+3. Implement user authentication to enable per-user limits
+4. Use distributed rate limiting (Upstash/KV) for accurate counts
+
+### Rate limiting not working
+
+1. Verify `checkRateLimit()` is called before request processing
+2. Check that Vercel is setting `x-forwarded-for` header
+3. Ensure serverless instances are staying warm (check Vercel logs)
+4. Test with unique IP addresses (use different VPN endpoints)
+
+### Cron jobs being rate limited
+
+1. Verify `CRON_SECRET` is set in Vercel environment variables
+2. Check that cron requests include `Authorization: Bearer <CRON_SECRET>` header
+3. Vercel Cron automatically adds this header - manual testing requires adding it
+
+```bash
+# Test cron endpoint with auth
+curl -X POST https://tpmjs.com/api/sync/changes \
+  -H "Authorization: Bearer $CRON_SECRET"
+```
+
+## Security Considerations
+
+1. **DDoS Protection**: This rate limiter provides basic protection but is not a substitute for proper DDoS mitigation (use Cloudflare, Vercel's built-in protection, etc.)
+
+2. **IP Spoofing**: Cannot spoof `x-forwarded-for` header - Vercel controls it
+
+3. **Bypass Attempts**: Rate limit is enforced server-side, cannot be bypassed by clients
+
+4. **CRON_SECRET**: Keep this secret secure - anyone with it can bypass rate limits
+
+## Related Files
+
+- `/apps/web/src/lib/rate-limit.ts` - Core rate limiting implementation
+- `/apps/web/src/env.ts` - Environment configuration (CRON_SECRET)
+- `/apps/web/src/app/api/**/*.ts` - Protected API endpoints
+
+## References
+
+- [Vercel Edge Network Headers](https://vercel.com/docs/edge-network/headers)
+- [Upstash Rate Limiting](https://upstash.com/docs/redis/sdks/ratelimit-ts/overview)
+- [Rate Limiting Algorithms](https://en.wikipedia.org/wiki/Rate_limiting)
diff --git a/apps/web/RATE_LIMITING_SUMMARY.md b/apps/web/RATE_LIMITING_SUMMARY.md
new file mode 100644
index 0000000..31ae2ad
--- /dev/null
+++ b/apps/web/RATE_LIMITING_SUMMARY.md
@@ -0,0 +1,214 @@
+# Rate Limiting Implementation Summary
+
+## Overview
+
+Added comprehensive rate limiting to all public API endpoints in TPMJS.com to prevent abuse and ensure fair usage.
+
+## Files Created
+
+### `/apps/web/src/lib/rate-limit.ts`
+Core rate limiting implementation featuring:
+- In-memory sliding window algorithm
+- IP-based request tracking
+- Automatic memory cleanup (prevents leaks)
+- Cron job bypass (authenticated with CRON_SECRET)
+- Configurable rate limits
+- Proper 429 responses with Retry-After headers
+
+## Files Modified
+
+### Protected Endpoints (Default: 100 req/min)
+
+1. **`/apps/web/src/app/api/health/route.ts`**
+   - GET endpoint for health checks
+
+2. **`/apps/web/src/app/api/tools/route.ts`**
+   - GET endpoint for listing and filtering tools
+
+3. **`/apps/web/src/app/api/tools/[...slug]/route.ts`**
+   - GET endpoint for fetching specific tool/package
+   - POST endpoint for triggering health checks
+
+4. **`/apps/web/src/app/api/tools/broken/route.ts`**
+   - GET endpoint for listing broken tools
+
+5. **`/apps/web/src/app/api/stats/route.ts`**
+   - GET endpoint for registry statistics
+
+6. **`/apps/web/src/app/api/tools/validate/route.ts`**
+   - POST endpoint for validating tpmjs fields
+
+7. **`/apps/web/src/app/api/tools/report-health/route.ts`**
+   - POST endpoint for reporting tool health
+
+### Protected Endpoints (Strict: 20 req/min)
+
+8. **`/apps/web/src/app/api/tools/search/route.ts`**
+   - GET endpoint for BM25 search (expensive operation)
+   - Uses STRICT_RATE_LIMIT for lower threshold
+
+### Exempt Endpoints (Cron Jobs)
+
+These endpoints already have CRON_SECRET authentication and bypass rate limiting:
+- `/api/sync/changes` - NPM changes feed sync
+- `/api/sync/keyword` - NPM keyword search sync
+- `/api/sync/metrics` - Download stats updates
+
+### Already Protected
+
+- `/api/tools/execute/[...slug]` - Already has database-backed rate limiting (10 executions/hour)
+
+## Implementation Pattern
+
+All protected endpoints follow this pattern:
+
+```typescript
+import { checkRateLimit } from '~/lib/rate-limit';
+
+export async function GET(request: NextRequest) {
+  // Check rate limit
+  const rateLimitResponse = checkRateLimit(request);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+
+  // ... rest of endpoint logic
+}
+```
+
+## Rate Limit Configurations
+
+### DEFAULT_RATE_LIMIT
+- **Limit**: 100 requests per minute
+- **Use case**: Standard read/write operations
+- **Endpoints**: Most public endpoints
+
+### STRICT_RATE_LIMIT
+- **Limit**: 20 requests per minute
+- **Use case**: Expensive operations (search, analytics)
+- **Endpoints**: `/api/tools/search`
+
+## Response Format
+
+When rate limited (HTTP 429):
+
+```json
+{
+  "success": false,
+  "error": "Rate limit exceeded",
+  "message": "Too many requests. Please try again in 45 seconds.",
+  "retryAfter": 45,
+  "limit": 100,
+  "window": 60
+}
+```
+
+**Headers**:
+- `Retry-After`: Seconds until reset
+- `X-RateLimit-Limit`: Max requests in window
+- `X-RateLimit-Remaining`: Always 0 when rate limited
+- `X-RateLimit-Reset`: Unix timestamp of reset time
+
+## Key Features
+
+### 1. IP-Based Tracking
+Uses `x-forwarded-for` header (set by Vercel) to identify clients
+
+### 2. Sliding Window Algorithm
+Tracks individual request timestamps for accurate rate limiting
+
+### 3. Memory Management
+- Automatic cleanup every 5 minutes
+- Removes entries older than 1 minute
+- Caps store at 10,000 entries
+- Evicts oldest 20% when cap exceeded
+
+### 4. Cron Job Bypass
+Automatically bypasses rate limiting for requests with valid CRON_SECRET:
+```typescript
+if (env.CRON_SECRET && token === env.CRON_SECRET) {
+  return null; // Allow cron jobs
+}
+```
+
+### 5. Per-Endpoint Configuration
+Different endpoints can use different limits based on operation cost
+
+## Testing
+
+### Manual Testing
+```bash
+# Test rate limit
+for i in {1..105}; do
+  curl http://localhost:3000/api/health
+done
+
+# Should see 429 after request 100
+```
+
+### Verify Cron Jobs Work
+```bash
+curl -X POST https://tpmjs.com/api/sync/changes \
+  -H "Authorization: Bearer $CRON_SECRET"
+
+# Should succeed regardless of rate limits
+```
+
+## Architecture Considerations
+
+### Serverless-Friendly
+- Works with Vercel's serverless architecture
+- No external dependencies (Redis, etc.)
+- Minimal performance impact
+
+### Limitations
+- **Per-instance state**: Each serverless instance has its own rate limit store
+- **Not globally consistent**: Under high load, effective limit may be higher
+- **Cold start resets**: State lost when instance scales down
+
+### Production Upgrade Path
+For stricter enforcement, consider:
+- **Upstash Redis**: Distributed rate limiting with @upstash/ratelimit
+- **Vercel KV**: Built-in key-value store for rate limit counters
+
+## Monitoring
+
+Check rate limit logs:
+```bash
+vercel logs <deployment-url> | grep "Rate limit"
+```
+
+## Security
+
+- ✅ Cannot spoof IP headers (Vercel controls them)
+- ✅ Server-side enforcement (cannot bypass)
+- ✅ Cron jobs properly authenticated
+- ✅ Basic DDoS protection (not a substitute for WAF/CDN)
+
+## Documentation
+
+See `/apps/web/RATE_LIMITING.md` for comprehensive documentation including:
+- Detailed configuration options
+- Troubleshooting guide
+- Production upgrade recommendations
+- Monitoring and analytics
+- Future improvements
+
+## Verification
+
+All changes verified:
+- ✅ Type-checking passes (`pnpm type-check`)
+- ✅ No new dependencies added
+- ✅ Cron jobs unaffected (bypass implemented)
+- ✅ Public endpoints protected
+- ✅ Proper error responses
+- ✅ Memory management implemented
+
+## Next Steps
+
+Optional enhancements:
+1. Add rate limit monitoring/analytics
+2. Implement per-user rate limits (for authenticated requests)
+3. Add allowlist for trusted IPs
+4. Upgrade to distributed rate limiting (Upstash/KV) for high traffic
+5. Add burst allowance for bursty traffic patterns
diff --git a/apps/web/next.config.ts b/apps/web/next.config.ts
index 481c822..7fab650 100644
--- a/apps/web/next.config.ts
+++ b/apps/web/next.config.ts
@@ -3,6 +3,7 @@ import type { NextConfig } from 'next';
 const nextConfig: NextConfig = {
   transpilePackages: ['@tpmjs/ui', '@tpmjs/utils', '@tpmjs/db', '@tpmjs/types', '@tpmjs/env'],
   reactStrictMode: true,
+  serverExternalPackages: ['@tpmjs/package-executor'],
 };
 
 export default nextConfig;
diff --git a/apps/web/package.json b/apps/web/package.json
index 44caf7b..001685d 100644
--- a/apps/web/package.json
+++ b/apps/web/package.json
@@ -3,27 +3,47 @@
   "version": "0.0.0",
   "private": true,
   "scripts": {
-    "dev": "next dev",
+    "dev": "npx @react-grab/claude-code@latest && next dev",
     "build": "next build",
     "start": "next start",
     "lint": "eslint .",
     "type-check": "tsc --noEmit",
-    "clean": "rm -rf .next .turbo"
+    "clean": "rm -rf .next .turbo",
+    "test": "vitest run",
+    "test:watch": "vitest",
+    "generate-og": "tsx scripts/generate-og-images.ts"
   },
   "dependencies": {
+    "@ai-sdk/openai": "3.0.1",
     "@tpmjs/db": "workspace:*",
     "@tpmjs/env": "workspace:*",
     "@tpmjs/npm-client": "workspace:*",
+    "@tpmjs/package-executor": "workspace:*",
     "@tpmjs/types": "workspace:*",
     "@tpmjs/ui": "workspace:*",
     "@tpmjs/utils": "workspace:*",
-    "next": "^16.0.4",
+    "@types/d3": "^7.4.3",
+    "@types/react-syntax-highlighter": "^15.5.13",
+    "@vercel/analytics": "^1.6.1",
+    "@vercel/blob": "^2.0.0",
+    "@vercel/kv": "^3.0.0",
+    "ai": "6.0.3",
+    "bm25": "^0.1.1",
+    "d3": "^7.9.0",
+    "next": "^16.0.8",
     "next-themes": "^0.4.6",
+    "openai": "^6.9.1",
     "react": "^19.0.0",
     "react-dom": "^19.0.0",
-    "zod": "^3.24.1"
+    "react-markdown": "^10.1.0",
+    "react-syntax-highlighter": "^16.1.0",
+    "rehype-raw": "^7.0.0",
+    "rehype-sanitize": "^6.0.0",
+    "remark-gfm": "^4.0.1",
+    "zod": "^4.0.0"
   },
   "devDependencies": {
+    "@tailwindcss/typography": "^0.5.19",
     "@tpmjs/eslint-config": "workspace:*",
     "@tpmjs/tailwind-config": "workspace:*",
     "@tpmjs/tsconfig": "workspace:*",
@@ -31,10 +51,13 @@
     "@types/react": "^19.0.2",
     "@types/react-dom": "^19.0.2",
     "autoprefixer": "^10.4.20",
+    "dotenv": "^17.2.3",
     "eslint": "^9.39.1",
     "eslint-config-next": "^16.0.4",
     "postcss": "^8.5.1",
     "tailwindcss": "^3.4.17",
-    "typescript": "^5.9.3"
+    "tsx": "^4.21.0",
+    "typescript": "^5.9.3",
+    "vitest": "^2.1.9"
   }
 }
diff --git a/apps/web/public/.well-known/security.txt b/apps/web/public/.well-known/security.txt
new file mode 100644
index 0000000..9186c97
--- /dev/null
+++ b/apps/web/public/.well-known/security.txt
@@ -0,0 +1,9 @@
+Contact: mailto:hello@tpmjs.com
+Preferred-Languages: en
+Canonical: https://tpmjs.com/.well-known/security.txt
+Policy: https://tpmjs.com/.well-known/security.txt
+
+# Disclosure Policy
+# We appreciate responsible disclosure of security vulnerabilities.
+# Please report any security issues to the contact email above.
+# We will respond as quickly as possible and work with you to address the issue.
diff --git a/apps/web/public/apple-touch-icon.svg b/apps/web/public/apple-touch-icon.svg
new file mode 100644
index 0000000..2859dd7
--- /dev/null
+++ b/apps/web/public/apple-touch-icon.svg
@@ -0,0 +1,11 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 180 180" fill="none">
+  <!-- Background with rounded corners for iOS -->
+  <rect width="180" height="180" rx="40" fill="#0A0A0A"/>
+
+  <!-- T letter stylized as a tool shape - scaled up -->
+  <path d="M40 45h100v22H101v68H79V67H40V45z" fill="#3B82F6"/>
+
+  <!-- Accent dots representing package/registry -->
+  <circle cx="135" cy="112" r="11" fill="#60A5FA"/>
+  <circle cx="135" cy="146" r="11" fill="#60A5FA"/>
+</svg>
diff --git a/apps/web/public/favicon.svg b/apps/web/public/favicon.svg
new file mode 100644
index 0000000..9bc9d0a
--- /dev/null
+++ b/apps/web/public/favicon.svg
@@ -0,0 +1,11 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 32 32" fill="none">
+  <!-- Background -->
+  <rect width="32" height="32" rx="6" fill="#0A0A0A"/>
+
+  <!-- T letter stylized as a tool/wrench shape -->
+  <path d="M8 8h16v4H18v12h-4V12H8V8z" fill="#3B82F6"/>
+
+  <!-- Accent dots representing package/registry -->
+  <circle cx="24" cy="20" r="2" fill="#60A5FA"/>
+  <circle cx="24" cy="26" r="2" fill="#60A5FA"/>
+</svg>
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diff --git a/apps/web/scripts/generate-og-images.ts b/apps/web/scripts/generate-og-images.ts
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--- /dev/null
+++ b/apps/web/scripts/generate-og-images.ts
@@ -0,0 +1,330 @@
+#!/usr/bin/env npx tsx
+/**
+ * Generate OG images for all pages
+ * Run with: npx tsx scripts/generate-og-images.ts
+ */
+
+import { mkdir, stat, writeFile } from 'node:fs/promises';
+import path from 'node:path';
+import OpenAI from 'openai';
+import { buildOGPrompt } from '../src/lib/og/prompt-builder';
+import type { PageContent } from '../src/lib/og/types';
+
+const OUTPUT_DIR = path.join(process.cwd(), 'public', 'og');
+const MAX_AGE_DAYS = 30;
+
+// Static pages to generate
+const STATIC_PAGES: Array<{ slug: string; content: PageContent }> = [
+  {
+    slug: 'home',
+    content: {
+      pageType: 'home',
+      title: 'TPMJS',
+      description: 'Tool Package Manager for AI Agents',
+      keywords: ['AI', 'tools', 'npm', 'registry'],
+    },
+  },
+  {
+    slug: 'docs',
+    content: {
+      pageType: 'docs',
+      title: 'Documentation',
+      description: 'Complete guide to using TPMJS',
+      keywords: ['documentation', 'guide', 'tutorial'],
+    },
+  },
+  {
+    slug: 'stats',
+    content: {
+      pageType: 'stats',
+      title: 'Registry Statistics',
+      description: 'Real-time metrics for TPMJS registry',
+      keywords: ['statistics', 'metrics', 'analytics'],
+    },
+  },
+  {
+    slug: 'publish',
+    content: {
+      pageType: 'publish',
+      title: 'Publish Your Tool',
+      description: 'Share your AI tool with the community',
+      keywords: ['publish', 'create', 'npm'],
+    },
+  },
+  {
+    slug: 'playground',
+    content: {
+      pageType: 'playground',
+      title: 'Playground',
+      description: 'Test and experiment with AI tools',
+      keywords: ['playground', 'test', 'experiment'],
+    },
+  },
+  {
+    slug: 'tool-search',
+    content: {
+      pageType: 'search',
+      title: 'Tool Search',
+      description: 'Search and discover AI tools',
+      keywords: ['search', 'browse', 'discover'],
+    },
+  },
+  {
+    slug: 'faq',
+    content: {
+      pageType: 'faq',
+      title: 'FAQ',
+      description: 'Frequently asked questions about TPMJS',
+      keywords: ['faq', 'questions', 'help'],
+    },
+  },
+  {
+    slug: 'sdk',
+    content: {
+      pageType: 'sdk',
+      title: 'SDK',
+      description: 'TPMJS SDK for integrating tools',
+      keywords: ['sdk', 'integration', 'api'],
+    },
+  },
+  {
+    slug: 'spec',
+    content: {
+      pageType: 'spec',
+      title: 'Specification',
+      description: 'TPMJS tool specification and schema',
+      keywords: ['spec', 'specification', 'schema'],
+    },
+  },
+  {
+    slug: 'changelog',
+    content: {
+      pageType: 'changelog',
+      title: 'Changelog',
+      description: 'TPMJS release history and updates',
+      keywords: ['changelog', 'releases', 'updates'],
+    },
+  },
+  {
+    slug: 'how-it-works',
+    content: {
+      pageType: 'how-it-works',
+      title: 'How It Works',
+      description: 'Learn how TPMJS works under the hood',
+      keywords: ['how', 'works', 'architecture'],
+    },
+  },
+  {
+    slug: 'privacy',
+    content: {
+      pageType: 'privacy',
+      title: 'Privacy Policy',
+      description: 'TPMJS privacy policy',
+      keywords: ['privacy', 'policy', 'data'],
+    },
+  },
+  {
+    slug: 'terms',
+    content: {
+      pageType: 'terms',
+      title: 'Terms of Service',
+      description: 'TPMJS terms and conditions',
+      keywords: ['terms', 'service', 'legal'],
+    },
+  },
+];
+
+let openai: OpenAI | null = null;
+
+function getOpenAIClient(): OpenAI {
+  if (!openai) {
+    if (!process.env.OPENAI_API_KEY) {
+      throw new Error('OPENAI_API_KEY environment variable is required');
+    }
+    openai = new OpenAI({ apiKey: process.env.OPENAI_API_KEY });
+  }
+  return openai;
+}
+
+async function generateImage(prompt: string): Promise<Buffer> {
+  const client = getOpenAIClient();
+
+  const response = await client.images.generate({
+    model: 'gpt-image-1-mini',
+    prompt,
+    n: 1,
+    size: '1536x1024',
+    quality: 'medium',
+  });
+
+  if (!response.data || response.data.length === 0) {
+    throw new Error('No data returned from OpenAI');
+  }
+
+  const b64 = response.data[0]?.b64_json;
+  if (!b64) {
+    throw new Error('No base64 image data returned');
+  }
+
+  return Buffer.from(b64, 'base64');
+}
+
+async function shouldRegenerate(filePath: string): Promise<boolean> {
+  try {
+    const stats = await stat(filePath);
+    const ageMs = Date.now() - stats.mtime.getTime();
+    const ageDays = ageMs / (1000 * 60 * 60 * 24);
+    return ageDays > MAX_AGE_DAYS;
+  } catch {
+    // File doesn't exist
+    return true;
+  }
+}
+
+async function generateStaticPages(): Promise<void> {
+  console.log('\n📄 Generating static page images...\n');
+
+  for (const page of STATIC_PAGES) {
+    const filePath = path.join(OUTPUT_DIR, `${page.slug}.png`);
+
+    if (!(await shouldRegenerate(filePath))) {
+      console.log(`  ⏭️  ${page.slug} - skipped (fresh)`);
+      continue;
+    }
+
+    console.log(`  🎨 ${page.slug} - generating...`);
+
+    try {
+      const prompt = buildOGPrompt(page.content);
+      const buffer = await generateImage(prompt);
+      await writeFile(filePath, buffer);
+      console.log(`  ✅ ${page.slug} - saved`);
+    } catch (error) {
+      console.error(`  ❌ ${page.slug} - failed:`, error);
+    }
+  }
+}
+
+async function fetchTools(): Promise<
+  Array<{
+    id: string;
+    name: string;
+    packageName: string;
+    description: string;
+    category: string;
+  }>
+> {
+  // Fetch tools from production API
+  const baseUrl = process.env.NEXT_PUBLIC_APP_URL || 'https://tpmjs.com';
+
+  try {
+    const response = await fetch(`${baseUrl}/api/tools?limit=100`);
+    if (!response.ok) {
+      console.warn('Failed to fetch tools from API, skipping tool images');
+      return [];
+    }
+
+    const json = await response.json();
+    // API returns { data: [...tools] } where each tool has package.npmPackageName
+    const tools = json.data || [];
+    return tools.map(
+      (tool: {
+        name: string;
+        description: string;
+        package: { npmPackageName: string; category: string };
+      }) => ({
+        id: tool.name,
+        name: tool.name,
+        packageName: tool.package.npmPackageName,
+        description: tool.description || '',
+        category: tool.package.category || 'other',
+      })
+    );
+  } catch (error) {
+    console.warn('Could not fetch tools:', error);
+    return [];
+  }
+}
+
+function slugifyToolPath(packageName: string, toolName: string): string {
+  // Convert @scope/package/toolName to scope-package-toolName
+  return `${packageName}/${toolName}`
+    .replace(/^@/, '')
+    .replace(/\//g, '-')
+    .replace(/[^a-zA-Z0-9-]/g, '-')
+    .replace(/-+/g, '-')
+    .toLowerCase();
+}
+
+async function generateToolPages(): Promise<void> {
+  console.log('\n🔧 Generating tool page images...\n');
+
+  const tools = await fetchTools();
+
+  if (tools.length === 0) {
+    console.log('  ⚠️  No tools found, skipping tool images');
+    return;
+  }
+
+  console.log(`  Found ${tools.length} tools\n`);
+
+  // Create tools subdirectory
+  const toolsDir = path.join(OUTPUT_DIR, 'tool');
+  await mkdir(toolsDir, { recursive: true });
+
+  for (const tool of tools) {
+    const slug = slugifyToolPath(tool.packageName, tool.name);
+    const filePath = path.join(toolsDir, `${slug}.png`);
+
+    if (!(await shouldRegenerate(filePath))) {
+      console.log(`  ⏭️  ${tool.name} - skipped (fresh)`);
+      continue;
+    }
+
+    console.log(`  🎨 ${tool.name} - generating...`);
+
+    try {
+      const content: PageContent = {
+        pageType: 'tool',
+        title: tool.name,
+        description: tool.description || `AI tool from ${tool.packageName}`,
+        keywords: [tool.category, 'AI', 'tool'],
+        tool: {
+          name: tool.name,
+          packageName: tool.packageName,
+          category: tool.category || 'other',
+          description: tool.description || '',
+        },
+      };
+
+      const prompt = buildOGPrompt(content);
+      const buffer = await generateImage(prompt);
+      await writeFile(filePath, buffer);
+      console.log(`  ✅ ${tool.name} - saved`);
+    } catch (error) {
+      console.error(`  ❌ ${tool.name} - failed:`, error);
+    }
+
+    // Rate limit - wait 500ms between requests
+    await new Promise((resolve) => setTimeout(resolve, 500));
+  }
+}
+
+async function main(): Promise<void> {
+  console.log('🖼️  TPMJS OG Image Generator\n');
+  console.log(`Output directory: ${OUTPUT_DIR}`);
+  console.log(`Max age: ${MAX_AGE_DAYS} days`);
+
+  // Ensure output directory exists
+  await mkdir(OUTPUT_DIR, { recursive: true });
+
+  // Generate static pages
+  await generateStaticPages();
+
+  // Generate tool pages
+  await generateToolPages();
+
+  console.log('\n✨ Done!\n');
+}
+
+main().catch(console.error);
diff --git a/apps/web/src/app/api/bundlephobia/route.ts b/apps/web/src/app/api/bundlephobia/route.ts
new file mode 100644
index 0000000..672f17e
--- /dev/null
+++ b/apps/web/src/app/api/bundlephobia/route.ts
@@ -0,0 +1,60 @@
+import { NextResponse } from 'next/server';
+
+export const runtime = 'edge';
+
+interface BundlephobiaResponse {
+  name: string;
+  version: string;
+  size: number;
+  gzip: number;
+  dependencyCount: number;
+}
+
+/**
+ * GET /api/bundlephobia?package=@scope/name&version=1.0.0
+ * Proxies bundlephobia API to avoid CORS issues
+ */
+export async function GET(request: Request) {
+  const { searchParams } = new URL(request.url);
+  const packageName = searchParams.get('package');
+  const version = searchParams.get('version');
+
+  if (!packageName) {
+    return NextResponse.json({ error: 'Package name required' }, { status: 400 });
+  }
+
+  const packageWithVersion = version ? `${packageName}@${version}` : packageName;
+
+  try {
+    const response = await fetch(
+      `https://bundlephobia.com/api/size?package=${encodeURIComponent(packageWithVersion)}`,
+      {
+        headers: {
+          'User-Agent': 'TPMJS/1.0',
+        },
+      }
+    );
+
+    if (!response.ok) {
+      if (response.status === 404) {
+        return NextResponse.json({ error: 'Package not found on bundlephobia' }, { status: 404 });
+      }
+      return NextResponse.json(
+        { error: 'Failed to fetch bundle size' },
+        { status: response.status }
+      );
+    }
+
+    const data: BundlephobiaResponse = await response.json();
+
+    return NextResponse.json({
+      name: data.name,
+      version: data.version,
+      size: data.size,
+      gzip: data.gzip,
+      dependencyCount: data.dependencyCount,
+    });
+  } catch {
+    return NextResponse.json({ error: 'Failed to fetch bundle size' }, { status: 500 });
+  }
+}
diff --git a/apps/web/src/app/api/health/route.ts b/apps/web/src/app/api/health/route.ts
index 09fefc6..7c57a1f 100644
--- a/apps/web/src/app/api/health/route.ts
+++ b/apps/web/src/app/api/health/route.ts
@@ -1,4 +1,5 @@
-import { NextResponse } from 'next/server';
+import { type NextRequest, NextResponse } from 'next/server';
+import { checkRateLimit } from '~/lib/rate-limit';
 
 export const runtime = 'nodejs';
 export const dynamic = 'force-dynamic';
@@ -8,7 +9,12 @@ export const maxDuration = 60;
  * GET /api/health
  * Simple health check endpoint that doesn't touch the database
  */
-export async function GET() {
+export async function GET(request: NextRequest) {
+  // Check rate limit
+  const rateLimitResponse = checkRateLimit(request);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
   return NextResponse.json({
     status: 'ok',
     timestamp: new Date().toISOString(),
diff --git a/apps/web/src/app/api/og/[...path]/route.ts b/apps/web/src/app/api/og/[...path]/route.ts
new file mode 100644
index 0000000..371a606
--- /dev/null
+++ b/apps/web/src/app/api/og/[...path]/route.ts
@@ -0,0 +1,99 @@
+/**
+ * OG Image API Route
+ *
+ * GET /api/og/[...path]
+ *
+ * Serves pre-generated OG images from public/og/ directory.
+ * Images are generated at build time using: pnpm --filter=@tpmjs/web generate-og
+ *
+ * Examples:
+ *   /api/og/home -> public/og/home.png
+ *   /api/og/docs -> public/og/docs.png
+ *   /api/og/tool/@tpmjs/hello/helloWorld -> public/og/tool/tpmjs-hello-helloworld.png
+ */
+
+import { readFile, stat } from 'node:fs/promises';
+import path from 'node:path';
+import { type NextRequest, NextResponse } from 'next/server';
+
+export const runtime = 'nodejs';
+
+/**
+ * Convert a path to the corresponding OG image filename
+ * /home -> home.png
+ * /tool/@tpmjs/hello/helloWorld -> tool/tpmjs-hello-helloworld.png
+ */
+function pathToFilename(pagePath: string): string {
+  // Remove leading slash
+  const cleanPath = pagePath.replace(/^\//, '');
+
+  // Handle tool pages specially
+  if (cleanPath.startsWith('tool/')) {
+    // Extract package and tool name from path like tool/@scope/package/toolName
+    const toolPath = cleanPath.replace('tool/', '');
+    const slug = toolPath
+      .replace(/^@/, '')
+      .replace(/\//g, '-')
+      .replace(/[^a-zA-Z0-9-]/g, '-')
+      .replace(/-+/g, '-')
+      .toLowerCase();
+    return `tool/${slug}.png`;
+  }
+
+  return `${cleanPath}.png`;
+}
+
+/**
+ * Serve an image file with proper headers
+ */
+function serveImage(buffer: Buffer): NextResponse {
+  return new NextResponse(new Uint8Array(buffer), {
+    headers: {
+      'Content-Type': 'image/png',
+      'Cache-Control': 'public, max-age=2592000, stale-while-revalidate=86400', // 30 days
+    },
+  });
+}
+
+/**
+ * Serve the static fallback OG image
+ */
+async function serveFallbackImage(): Promise<NextResponse> {
+  try {
+    const fallbackPath = path.join(process.cwd(), 'public', 'og-image.png');
+    const buffer = await readFile(fallbackPath);
+    return serveImage(buffer);
+  } catch {
+    return new NextResponse('Fallback image not found', { status: 500 });
+  }
+}
+
+export async function GET(
+  _request: NextRequest,
+  { params }: { params: Promise<{ path: string[] }> }
+): Promise<NextResponse> {
+  const { path: pathSegments } = await params;
+  const pagePath = `/${pathSegments.join('/')}`;
+
+  try {
+    // Convert path to filename
+    const filename = pathToFilename(pagePath);
+    const imagePath = path.join(process.cwd(), 'public', 'og', filename);
+
+    // Check if file exists
+    try {
+      await stat(imagePath);
+    } catch {
+      // File doesn't exist, serve fallback
+      console.log(`[OG] Image not found: ${imagePath}, serving fallback`);
+      return serveFallbackImage();
+    }
+
+    // Read and serve the image
+    const buffer = await readFile(imagePath);
+    return serveImage(buffer);
+  } catch (error) {
+    console.error(`[OG] Error serving image for ${pagePath}:`, error);
+    return serveFallbackImage();
+  }
+}
diff --git a/apps/web/src/app/api/stats/executions/route.ts b/apps/web/src/app/api/stats/executions/route.ts
new file mode 100644
index 0000000..cd2e0a4
--- /dev/null
+++ b/apps/web/src/app/api/stats/executions/route.ts
@@ -0,0 +1,442 @@
+import { prisma } from '@tpmjs/db';
+import { type NextRequest, NextResponse } from 'next/server';
+import { checkRateLimit } from '~/lib/rate-limit';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+export const maxDuration = 30;
+
+/**
+ * GET /api/stats/executions
+ * Detailed execution (simulation) statistics and analytics
+ *
+ * Returns:
+ * - Execution counts and success rates
+ * - Performance timing metrics
+ * - Token usage analytics
+ * - Most executed tools
+ * - Execution trends over time
+ * - Error analysis
+ */
+export async function GET(request: NextRequest) {
+  const startTime = Date.now();
+
+  // Check rate limit
+  const rateLimitResponse = checkRateLimit(request);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+
+  try {
+    const now = new Date();
+    const last1h = new Date(now.getTime() - 60 * 60 * 1000);
+    const last24h = new Date(now.getTime() - 24 * 60 * 60 * 1000);
+    const last7d = new Date(now.getTime() - 7 * 24 * 60 * 60 * 1000);
+    const last30d = new Date(now.getTime() - 30 * 24 * 60 * 60 * 1000);
+
+    const [
+      // Total counts
+      totalExecutions,
+      successCount,
+      errorCount,
+      timeoutCount,
+      pendingCount,
+      runningCount,
+
+      // Time-based counts
+      execLast1h,
+      execLast24h,
+      execLast7d,
+      execLast30d,
+
+      // Timing statistics
+      timingStats,
+
+      // Token usage aggregates
+      tokenStats,
+
+      // Most executed tools
+      mostExecutedTools,
+
+      // Recent executions
+      recentExecutions,
+
+      // Execution by status (last 24h)
+      statusBreakdown24h,
+
+      // Hourly trends (last 24h)
+      hourlyTrends,
+
+      // Daily trends (last 7 days)
+      dailyTrends,
+
+      // Top errors
+      topErrors,
+
+      // Model usage breakdown
+      modelUsage,
+    ] = await Promise.all([
+      // Total counts
+      prisma.simulation.count(),
+      prisma.simulation.count({ where: { status: 'success' } }),
+      prisma.simulation.count({ where: { status: 'error' } }),
+      prisma.simulation.count({ where: { status: 'timeout' } }),
+      prisma.simulation.count({ where: { status: 'pending' } }),
+      prisma.simulation.count({ where: { status: 'running' } }),
+
+      // Time-based counts
+      prisma.simulation.count({ where: { createdAt: { gte: last1h } } }),
+      prisma.simulation.count({ where: { createdAt: { gte: last24h } } }),
+      prisma.simulation.count({ where: { createdAt: { gte: last7d } } }),
+      prisma.simulation.count({ where: { createdAt: { gte: last30d } } }),
+
+      // Timing stats for successful executions
+      prisma.simulation.aggregate({
+        where: {
+          status: 'success',
+          executionTimeMs: { not: null },
+        },
+        _avg: { executionTimeMs: true, agentSteps: true },
+        _min: { executionTimeMs: true },
+        _max: { executionTimeMs: true },
+        _count: true,
+      }),
+
+      // Token usage stats
+      prisma.tokenUsage.aggregate({
+        _sum: {
+          inputTokens: true,
+          outputTokens: true,
+          totalTokens: true,
+          estimatedCost: true,
+        },
+        _avg: {
+          inputTokens: true,
+          outputTokens: true,
+          totalTokens: true,
+          estimatedCost: true,
+        },
+        _min: { totalTokens: true },
+        _max: { totalTokens: true },
+        _count: true,
+      }),
+
+      // Most executed tools (top 20)
+      prisma.simulation.groupBy({
+        by: ['toolId'],
+        _count: { id: true },
+        orderBy: { _count: { id: 'desc' } },
+        take: 20,
+      }),
+
+      // Recent executions (last 20)
+      prisma.simulation.findMany({
+        orderBy: { createdAt: 'desc' },
+        take: 20,
+        select: {
+          id: true,
+          status: true,
+          executionTimeMs: true,
+          agentSteps: true,
+          model: true,
+          createdAt: true,
+          completedAt: true,
+          tool: {
+            select: {
+              name: true,
+              package: { select: { npmPackageName: true } },
+            },
+          },
+          tokenUsage: {
+            select: {
+              totalTokens: true,
+              estimatedCost: true,
+            },
+          },
+        },
+      }),
+
+      // Status breakdown last 24h
+      prisma.simulation.groupBy({
+        by: ['status'],
+        where: { createdAt: { gte: last24h } },
+        _count: { id: true },
+      }),
+
+      // Hourly trends (last 24h)
+      prisma.$queryRaw<
+        {
+          hour: Date;
+          total: bigint;
+          success: bigint;
+          error: bigint;
+        }[]
+      >`
+        SELECT
+          DATE_TRUNC('hour', created_at) as hour,
+          COUNT(*) as total,
+          SUM(CASE WHEN status = 'success' THEN 1 ELSE 0 END) as success,
+          SUM(CASE WHEN status IN ('error', 'timeout') THEN 1 ELSE 0 END) as error
+        FROM simulations
+        WHERE created_at >= ${last24h}
+        GROUP BY DATE_TRUNC('hour', created_at)
+        ORDER BY hour DESC
+      `,
+
+      // Daily trends (last 7 days)
+      prisma.$queryRaw<
+        {
+          date: Date;
+          total: bigint;
+          success: bigint;
+          error: bigint;
+          avg_time_ms: number | null;
+        }[]
+      >`
+        SELECT
+          DATE(created_at) as date,
+          COUNT(*) as total,
+          SUM(CASE WHEN status = 'success' THEN 1 ELSE 0 END) as success,
+          SUM(CASE WHEN status IN ('error', 'timeout') THEN 1 ELSE 0 END) as error,
+          AVG(CASE WHEN status = 'success' THEN execution_time_ms END) as avg_time_ms
+        FROM simulations
+        WHERE created_at >= ${last7d}
+        GROUP BY DATE(created_at)
+        ORDER BY date DESC
+      `,
+
+      // Top errors (most common error messages)
+      prisma.$queryRaw<{ error: string; count: bigint }[]>`
+        SELECT
+          SUBSTRING(error, 1, 200) as error,
+          COUNT(*) as count
+        FROM simulations
+        WHERE status IN ('error', 'timeout')
+          AND error IS NOT NULL
+          AND created_at >= ${last7d}
+        GROUP BY SUBSTRING(error, 1, 200)
+        ORDER BY count DESC
+        LIMIT 10
+      `,
+
+      // Model usage breakdown
+      prisma.simulation.groupBy({
+        by: ['model'],
+        where: { model: { not: null } },
+        _count: { id: true },
+        orderBy: { _count: { id: 'desc' } },
+      }),
+    ]);
+
+    // Get tool details for most executed
+    const toolIds = mostExecutedTools.map((t) => t.toolId);
+    const toolDetails = await prisma.tool.findMany({
+      where: { id: { in: toolIds } },
+      select: {
+        id: true,
+        name: true,
+        package: { select: { npmPackageName: true } },
+      },
+    });
+    const toolMap = new Map(toolDetails.map((t) => [t.id, t]));
+
+    // Format most executed tools
+    const formattedMostExecuted = mostExecutedTools.map((item) => {
+      const tool = toolMap.get(item.toolId);
+      return {
+        toolId: item.toolId,
+        packageName: tool?.package.npmPackageName ?? 'unknown',
+        toolName: tool?.name ?? 'unknown',
+        executionCount: item._count.id,
+      };
+    });
+
+    // Calculate success rate
+    const completedCount = successCount + errorCount + timeoutCount;
+    const successRate =
+      completedCount > 0 ? ((successCount / completedCount) * 100).toFixed(2) : '0.00';
+
+    // Format status breakdown
+    const statusBreakdownMap: Record<string, number> = {};
+    for (const item of statusBreakdown24h) {
+      statusBreakdownMap[item.status] = item._count.id;
+    }
+
+    // Format hourly trends
+    const formattedHourlyTrends = hourlyTrends.map((h) => ({
+      hour: h.hour,
+      total: Number(h.total),
+      success: Number(h.success),
+      error: Number(h.error),
+      successRate:
+        Number(h.total) > 0 ? ((Number(h.success) / Number(h.total)) * 100).toFixed(2) : '0.00',
+    }));
+
+    // Format daily trends
+    const formattedDailyTrends = dailyTrends.map((d) => ({
+      date: d.date,
+      total: Number(d.total),
+      success: Number(d.success),
+      error: Number(d.error),
+      avgTimeMs: d.avg_time_ms ? Math.round(d.avg_time_ms) : null,
+      successRate:
+        Number(d.total) > 0 ? ((Number(d.success) / Number(d.total)) * 100).toFixed(2) : '0.00',
+    }));
+
+    // Format recent executions
+    const formattedRecentExecutions = recentExecutions.map((exec) => ({
+      id: exec.id,
+      packageName: exec.tool.package.npmPackageName,
+      toolName: exec.tool.name,
+      status: exec.status,
+      executionTimeMs: exec.executionTimeMs,
+      agentSteps: exec.agentSteps,
+      model: exec.model,
+      tokens: exec.tokenUsage?.totalTokens ?? null,
+      costUsd: exec.tokenUsage?.estimatedCost
+        ? Number(exec.tokenUsage.estimatedCost).toFixed(6)
+        : null,
+      createdAt: exec.createdAt,
+      completedAt: exec.completedAt,
+    }));
+
+    // Format top errors
+    const formattedErrors = topErrors.map((e) => ({
+      error: e.error,
+      count: Number(e.count),
+    }));
+
+    // Format model usage
+    const formattedModelUsage = modelUsage.map((m) => ({
+      model: m.model,
+      count: m._count.id,
+    }));
+
+    const processingTime = Date.now() - startTime;
+
+    return NextResponse.json(
+      {
+        success: true,
+        meta: {
+          version: '1.0.0',
+          timestamp: now.toISOString(),
+          processingTimeMs: processingTime,
+        },
+        data: {
+          // Overview
+          overview: {
+            totalExecutions,
+            successRate: `${successRate}%`,
+            byStatus: {
+              success: successCount,
+              error: errorCount,
+              timeout: timeoutCount,
+              pending: pendingCount,
+              running: runningCount,
+            },
+          },
+
+          // Activity
+          activity: {
+            last1h: execLast1h,
+            last24h: execLast24h,
+            last7d: execLast7d,
+            last30d: execLast30d,
+            statusBreakdown24h: statusBreakdownMap,
+          },
+
+          // Performance
+          performance: {
+            timing: {
+              avgMs: timingStats._avg.executionTimeMs
+                ? Math.round(timingStats._avg.executionTimeMs)
+                : null,
+              minMs: timingStats._min.executionTimeMs,
+              maxMs: timingStats._max.executionTimeMs,
+              sampleSize: timingStats._count,
+            },
+            avgAgentSteps: timingStats._avg.agentSteps
+              ? Number(timingStats._avg.agentSteps.toFixed(2))
+              : null,
+          },
+
+          // Token usage
+          tokens: {
+            totalRecorded: tokenStats._count,
+            totals: {
+              inputTokens: tokenStats._sum.inputTokens || 0,
+              outputTokens: tokenStats._sum.outputTokens || 0,
+              totalTokens: tokenStats._sum.totalTokens || 0,
+              estimatedCostUsd: tokenStats._sum.estimatedCost
+                ? Number(tokenStats._sum.estimatedCost).toFixed(4)
+                : '0.0000',
+            },
+            averages: {
+              inputTokens: tokenStats._avg.inputTokens
+                ? Math.round(tokenStats._avg.inputTokens)
+                : null,
+              outputTokens: tokenStats._avg.outputTokens
+                ? Math.round(tokenStats._avg.outputTokens)
+                : null,
+              totalTokens: tokenStats._avg.totalTokens
+                ? Math.round(tokenStats._avg.totalTokens)
+                : null,
+              costUsd: tokenStats._avg.estimatedCost
+                ? Number(tokenStats._avg.estimatedCost).toFixed(6)
+                : null,
+            },
+            range: {
+              minTokens: tokenStats._min.totalTokens,
+              maxTokens: tokenStats._max.totalTokens,
+            },
+          },
+
+          // Model usage
+          modelUsage: formattedModelUsage,
+
+          // Trends
+          trends: {
+            hourly: formattedHourlyTrends,
+            daily: formattedDailyTrends,
+          },
+
+          // Top tools
+          topTools: formattedMostExecuted,
+
+          // Recent executions
+          recentExecutions: formattedRecentExecutions,
+
+          // Error analysis
+          errors: {
+            totalErrors: errorCount + timeoutCount,
+            topErrors: formattedErrors,
+          },
+        },
+      },
+      {
+        headers: {
+          'Cache-Control': 'public, s-maxage=60, stale-while-revalidate=120',
+          'X-Processing-Time': `${processingTime}ms`,
+        },
+      }
+    );
+  } catch (error) {
+    console.error('Error fetching execution stats:', error);
+
+    return NextResponse.json(
+      {
+        success: false,
+        error: {
+          code: 'EXECUTION_STATS_ERROR',
+          message: 'Failed to fetch execution statistics',
+          details: error instanceof Error ? error.message : 'Unknown error',
+        },
+        meta: {
+          version: '1.0.0',
+          timestamp: new Date().toISOString(),
+        },
+      },
+      { status: 500 }
+    );
+  }
+}
diff --git a/apps/web/src/app/api/stats/health/route.ts b/apps/web/src/app/api/stats/health/route.ts
new file mode 100644
index 0000000..3143e16
--- /dev/null
+++ b/apps/web/src/app/api/stats/health/route.ts
@@ -0,0 +1,330 @@
+import { prisma } from '@tpmjs/db';
+import { type NextRequest, NextResponse } from 'next/server';
+import { checkRateLimit } from '~/lib/rate-limit';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+export const maxDuration = 30;
+
+/**
+ * GET /api/stats/health
+ * Detailed health check statistics and analytics
+ *
+ * Returns:
+ * - Current health status distribution
+ * - Health check history and trends
+ * - Broken tools with error details
+ * - Health check timing statistics
+ * - Health check coverage metrics
+ */
+export async function GET(request: NextRequest) {
+  const startTime = Date.now();
+
+  // Check rate limit
+  const rateLimitResponse = checkRateLimit(request);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+
+  try {
+    const now = new Date();
+    const last24h = new Date(now.getTime() - 24 * 60 * 60 * 1000);
+    const last7d = new Date(now.getTime() - 7 * 24 * 60 * 60 * 1000);
+
+    const [
+      // Current status distribution
+      totalTools,
+      importHealthy,
+      importBroken,
+      importUnknown,
+      executionHealthy,
+      executionBroken,
+      executionUnknown,
+
+      // Tools never checked
+      neverChecked,
+
+      // Health check history
+      checksLast24h,
+      checksLast7d,
+      totalChecks,
+
+      // Check type breakdown
+      importChecks,
+      executionChecks,
+      fullChecks,
+
+      // Recent health check results
+      recentChecks,
+
+      // Broken tools with details
+      brokenTools,
+
+      // Health check timing stats
+      checkTimingStats,
+
+      // Daily health check trends (last 7 days)
+      dailyTrends,
+    ] = await Promise.all([
+      // Total tools
+      prisma.tool.count(),
+
+      // Import health distribution
+      prisma.tool.count({ where: { importHealth: 'HEALTHY' } }),
+      prisma.tool.count({ where: { importHealth: 'BROKEN' } }),
+      prisma.tool.count({ where: { importHealth: 'UNKNOWN' } }),
+
+      // Execution health distribution
+      prisma.tool.count({ where: { executionHealth: 'HEALTHY' } }),
+      prisma.tool.count({ where: { executionHealth: 'BROKEN' } }),
+      prisma.tool.count({ where: { executionHealth: 'UNKNOWN' } }),
+
+      // Never checked tools
+      prisma.tool.count({ where: { lastHealthCheck: null } }),
+
+      // Health check counts
+      prisma.healthCheck.count({ where: { createdAt: { gte: last24h } } }),
+      prisma.healthCheck.count({ where: { createdAt: { gte: last7d } } }),
+      prisma.healthCheck.count(),
+
+      // Check types
+      prisma.healthCheck.count({ where: { checkType: 'IMPORT' } }),
+      prisma.healthCheck.count({ where: { checkType: 'EXECUTION' } }),
+      prisma.healthCheck.count({ where: { checkType: 'FULL' } }),
+
+      // Recent checks (last 20)
+      prisma.healthCheck.findMany({
+        orderBy: { createdAt: 'desc' },
+        take: 20,
+        select: {
+          id: true,
+          checkType: true,
+          triggerSource: true,
+          importStatus: true,
+          executionStatus: true,
+          overallStatus: true,
+          importTimeMs: true,
+          executionTimeMs: true,
+          createdAt: true,
+          tool: {
+            select: {
+              name: true,
+              package: {
+                select: { npmPackageName: true },
+              },
+            },
+          },
+        },
+      }),
+
+      // Broken tools with error details
+      prisma.tool.findMany({
+        where: {
+          OR: [{ importHealth: 'BROKEN' }, { executionHealth: 'BROKEN' }],
+        },
+        select: {
+          id: true,
+          name: true,
+          importHealth: true,
+          executionHealth: true,
+          healthCheckError: true,
+          lastHealthCheck: true,
+          package: {
+            select: { npmPackageName: true },
+          },
+        },
+        orderBy: { lastHealthCheck: 'desc' },
+        take: 50,
+      }),
+
+      // Timing statistics
+      prisma.healthCheck.aggregate({
+        _avg: {
+          importTimeMs: true,
+          executionTimeMs: true,
+        },
+        _min: {
+          importTimeMs: true,
+          executionTimeMs: true,
+        },
+        _max: {
+          importTimeMs: true,
+          executionTimeMs: true,
+        },
+      }),
+
+      // Daily trends (raw SQL for date grouping)
+      prisma.$queryRaw<
+        {
+          date: Date;
+          total: bigint;
+          healthy: bigint;
+          broken: bigint;
+        }[]
+      >`
+        SELECT
+          DATE(created_at) as date,
+          COUNT(*) as total,
+          SUM(CASE WHEN overall_status = 'HEALTHY' THEN 1 ELSE 0 END) as healthy,
+          SUM(CASE WHEN overall_status = 'BROKEN' THEN 1 ELSE 0 END) as broken
+        FROM health_checks
+        WHERE created_at >= ${last7d}
+        GROUP BY DATE(created_at)
+        ORDER BY date DESC
+      `,
+    ]);
+
+    // Calculate coverage percentage
+    const checkedTools = totalTools - neverChecked;
+    const coveragePercent =
+      totalTools > 0 ? ((checkedTools / totalTools) * 100).toFixed(2) : '0.00';
+
+    // Calculate health rates
+    const importHealthRate =
+      totalTools > 0 ? ((importHealthy / totalTools) * 100).toFixed(2) : '0.00';
+    const executionHealthRate =
+      totalTools > 0 ? ((executionHealthy / totalTools) * 100).toFixed(2) : '0.00';
+
+    // Format broken tools
+    const formattedBrokenTools = brokenTools.map((tool) => ({
+      id: tool.id,
+      packageName: tool.package.npmPackageName,
+      toolName: tool.name,
+      importHealth: tool.importHealth,
+      executionHealth: tool.executionHealth,
+      error: tool.healthCheckError,
+      lastChecked: tool.lastHealthCheck,
+    }));
+
+    // Format recent checks
+    const formattedRecentChecks = recentChecks.map((check) => ({
+      id: check.id,
+      packageName: check.tool.package.npmPackageName,
+      toolName: check.tool.name,
+      checkType: check.checkType,
+      triggerSource: check.triggerSource,
+      importStatus: check.importStatus,
+      executionStatus: check.executionStatus,
+      overallStatus: check.overallStatus,
+      importTimeMs: check.importTimeMs,
+      executionTimeMs: check.executionTimeMs,
+      timestamp: check.createdAt,
+    }));
+
+    // Format daily trends
+    const formattedTrends = dailyTrends.map((day) => ({
+      date: day.date,
+      total: Number(day.total),
+      healthy: Number(day.healthy),
+      broken: Number(day.broken),
+      healthRate:
+        Number(day.total) > 0
+          ? ((Number(day.healthy) / Number(day.total)) * 100).toFixed(2)
+          : '0.00',
+    }));
+
+    const processingTime = Date.now() - startTime;
+
+    return NextResponse.json(
+      {
+        success: true,
+        meta: {
+          version: '1.0.0',
+          timestamp: now.toISOString(),
+          processingTimeMs: processingTime,
+        },
+        data: {
+          // Current status
+          currentStatus: {
+            totalTools,
+            import: {
+              healthy: importHealthy,
+              broken: importBroken,
+              unknown: importUnknown,
+              healthRate: `${importHealthRate}%`,
+            },
+            execution: {
+              healthy: executionHealthy,
+              broken: executionBroken,
+              unknown: executionUnknown,
+              healthRate: `${executionHealthRate}%`,
+            },
+          },
+
+          // Coverage metrics
+          coverage: {
+            checkedTools,
+            neverChecked,
+            coveragePercent: `${coveragePercent}%`,
+          },
+
+          // Check history
+          checkHistory: {
+            totalChecks,
+            last24h: checksLast24h,
+            last7d: checksLast7d,
+            byType: {
+              import: importChecks,
+              execution: executionChecks,
+              full: fullChecks,
+            },
+          },
+
+          // Timing statistics
+          timing: {
+            import: {
+              avgMs: checkTimingStats._avg.importTimeMs
+                ? Math.round(checkTimingStats._avg.importTimeMs)
+                : null,
+              minMs: checkTimingStats._min.importTimeMs,
+              maxMs: checkTimingStats._max.importTimeMs,
+            },
+            execution: {
+              avgMs: checkTimingStats._avg.executionTimeMs
+                ? Math.round(checkTimingStats._avg.executionTimeMs)
+                : null,
+              minMs: checkTimingStats._min.executionTimeMs,
+              maxMs: checkTimingStats._max.executionTimeMs,
+            },
+          },
+
+          // Daily trends
+          dailyTrends: formattedTrends,
+
+          // Recent checks
+          recentChecks: formattedRecentChecks,
+
+          // Broken tools
+          brokenTools: {
+            count: brokenTools.length,
+            tools: formattedBrokenTools,
+          },
+        },
+      },
+      {
+        headers: {
+          'Cache-Control': 'public, s-maxage=60, stale-while-revalidate=120',
+          'X-Processing-Time': `${processingTime}ms`,
+        },
+      }
+    );
+  } catch (error) {
+    console.error('Error fetching health stats:', error);
+
+    return NextResponse.json(
+      {
+        success: false,
+        error: {
+          code: 'HEALTH_STATS_ERROR',
+          message: 'Failed to fetch health statistics',
+          details: error instanceof Error ? error.message : 'Unknown error',
+        },
+        meta: {
+          version: '1.0.0',
+          timestamp: new Date().toISOString(),
+        },
+      },
+      { status: 500 }
+    );
+  }
+}
diff --git a/apps/web/src/app/api/stats/route.ts b/apps/web/src/app/api/stats/route.ts
index e2dccc5..4280443 100644
--- a/apps/web/src/app/api/stats/route.ts
+++ b/apps/web/src/app/api/stats/route.ts
@@ -1,78 +1,394 @@
 import { prisma } from '@tpmjs/db';
-import { NextResponse } from 'next/server';
+import { type NextRequest, NextResponse } from 'next/server';
+import { checkRateLimit } from '~/lib/rate-limit';
 
 export const runtime = 'nodejs';
 export const dynamic = 'force-dynamic';
+export const maxDuration = 30;
 
 /**
  * GET /api/stats
- * Get aggregated statistics about tools in the registry
+ * Comprehensive statistics about the TPMJS registry
  *
- * Returns:
- * - totalTools: Total number of tools
- * - officialTools: Number of official tools (with tpmjs-tool keyword)
- * - categories: Breakdown by category with counts
- * - recentTools: Count of tools added in last 7 days
- * - totalDownloads: Sum of all npm downloads
+ * Returns complete developer-focused metrics including:
+ * - Registry totals (tools, packages, downloads)
+ * - Health status distribution
+ * - Quality score distribution
+ * - Category breakdown
+ * - Tier breakdown (minimal vs rich)
+ * - Recent activity
+ * - Execution statistics
+ * - Token usage statistics
+ * - Sync operation status
  */
-export async function GET() {
+export async function GET(request: NextRequest) {
+  const startTime = Date.now();
+
+  // Check rate limit
+  const rateLimitResponse = checkRateLimit(request);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+
   try {
-    // Run all aggregations in parallel
-    const [totalTools, officialTools, categoryStats, recentCount, downloadSum] = await Promise.all([
-      // Total tools count
+    // Time boundaries
+    const now = new Date();
+    const last24h = new Date(now.getTime() - 24 * 60 * 60 * 1000);
+    const last7d = new Date(now.getTime() - 7 * 24 * 60 * 60 * 1000);
+    const last30d = new Date(now.getTime() - 30 * 24 * 60 * 60 * 1000);
+
+    // Run all aggregations in parallel for performance
+    const [
+      // Tool counts
+      totalTools,
+      officialToolCount,
+      toolsWithSchema,
+
+      // Health status counts
+      healthyImportCount,
+      brokenImportCount,
+      unknownImportCount,
+      healthyExecutionCount,
+      brokenExecutionCount,
+      unknownExecutionCount,
+
+      // Package data for aggregations
+      packages,
+
+      // Recent activity
+      toolsLast24h,
+      toolsLast7d,
+      toolsLast30d,
+      packagesLast7d,
+
+      // Simulation statistics
+      totalSimulations,
+      successfulSimulations,
+      failedSimulations,
+      simulationsLast24h,
+      simulationsLast7d,
+
+      // Execution time stats (successful simulations only)
+      executionTimeStats,
+
+      // Token usage aggregates
+      tokenUsageStats,
+
+      // Recent sync logs
+      recentSyncLogs,
+
+      // Sync checkpoints
+      syncCheckpoints,
+
+      // Health check history
+      healthChecksLast24h,
+      healthChecksLast7d,
+
+      // Quality score distribution
+      qualityScoreDistribution,
+    ] = await Promise.all([
+      // Total tools
       prisma.tool.count(),
 
-      // Official tools count
+      // Official tools
       prisma.tool.count({
-        where: { isOfficial: true },
+        where: { package: { isOfficial: true } },
       }),
 
-      // Group by category
-      prisma.tool.groupBy({
-        by: ['category'],
-        _count: {
-          id: true,
-        },
-        orderBy: {
-          _count: {
-            id: 'desc',
-          },
-        },
-      }),
-
-      // Recent tools (last 7 days)
+      // Tools with extracted schema
       prisma.tool.count({
-        where: {
-          createdAt: {
-            gte: new Date(Date.now() - 7 * 24 * 60 * 60 * 1000),
-          },
-        },
+        where: { schemaSource: 'extracted' },
       }),
 
-      // Sum of all downloads
-      prisma.tool.aggregate({
-        _sum: {
+      // Health status distribution - Import
+      prisma.tool.count({ where: { importHealth: 'HEALTHY' } }),
+      prisma.tool.count({ where: { importHealth: 'BROKEN' } }),
+      prisma.tool.count({ where: { importHealth: 'UNKNOWN' } }),
+
+      // Health status distribution - Execution
+      prisma.tool.count({ where: { executionHealth: 'HEALTHY' } }),
+      prisma.tool.count({ where: { executionHealth: 'BROKEN' } }),
+      prisma.tool.count({ where: { executionHealth: 'UNKNOWN' } }),
+
+      // Package data for category/tier/download aggregations
+      prisma.package.findMany({
+        select: {
+          category: true,
+          tier: true,
           npmDownloadsLastMonth: true,
+          githubStars: true,
+          isOfficial: true,
+          _count: { select: { tools: true } },
         },
       }),
+
+      // Recent tools
+      prisma.tool.count({ where: { createdAt: { gte: last24h } } }),
+      prisma.tool.count({ where: { createdAt: { gte: last7d } } }),
+      prisma.tool.count({ where: { createdAt: { gte: last30d } } }),
+      prisma.package.count({ where: { createdAt: { gte: last7d } } }),
+
+      // Simulation counts
+      prisma.simulation.count(),
+      prisma.simulation.count({ where: { status: 'success' } }),
+      prisma.simulation.count({ where: { status: { in: ['error', 'timeout'] } } }),
+      prisma.simulation.count({ where: { createdAt: { gte: last24h } } }),
+      prisma.simulation.count({ where: { createdAt: { gte: last7d } } }),
+
+      // Execution time statistics (only for successful simulations with timing data)
+      prisma.simulation.aggregate({
+        where: {
+          status: 'success',
+          executionTimeMs: { not: null },
+        },
+        _avg: { executionTimeMs: true },
+        _min: { executionTimeMs: true },
+        _max: { executionTimeMs: true },
+      }),
+
+      // Token usage aggregates
+      prisma.tokenUsage.aggregate({
+        _sum: {
+          inputTokens: true,
+          outputTokens: true,
+          totalTokens: true,
+          estimatedCost: true,
+        },
+        _avg: {
+          totalTokens: true,
+          estimatedCost: true,
+        },
+        _count: true,
+      }),
+
+      // Recent sync logs (last 10)
+      prisma.syncLog.findMany({
+        orderBy: { createdAt: 'desc' },
+        take: 10,
+        select: {
+          source: true,
+          status: true,
+          processed: true,
+          skipped: true,
+          errors: true,
+          createdAt: true,
+          metadata: true,
+        },
+      }),
+
+      // Sync checkpoints
+      prisma.syncCheckpoint.findMany({
+        select: {
+          source: true,
+          checkpoint: true,
+          updatedAt: true,
+        },
+      }),
+
+      // Health checks last 24h
+      prisma.healthCheck.count({ where: { createdAt: { gte: last24h } } }),
+      prisma.healthCheck.count({ where: { createdAt: { gte: last7d } } }),
+
+      // Quality score distribution (buckets)
+      prisma.$queryRaw<{ bucket: string; count: bigint }[]>`
+        SELECT
+          CASE
+            WHEN quality_score IS NULL THEN 'unscored'
+            WHEN quality_score < 0.3 THEN 'low'
+            WHEN quality_score < 0.5 THEN 'medium-low'
+            WHEN quality_score < 0.7 THEN 'medium'
+            WHEN quality_score < 0.9 THEN 'high'
+            ELSE 'excellent'
+          END as bucket,
+          COUNT(*) as count
+        FROM tools
+        GROUP BY
+          CASE
+            WHEN quality_score IS NULL THEN 'unscored'
+            WHEN quality_score < 0.3 THEN 'low'
+            WHEN quality_score < 0.5 THEN 'medium-low'
+            WHEN quality_score < 0.7 THEN 'medium'
+            WHEN quality_score < 0.9 THEN 'high'
+            ELSE 'excellent'
+          END
+        ORDER BY
+          MIN(CASE
+            WHEN quality_score IS NULL THEN 0
+            WHEN quality_score < 0.3 THEN 1
+            WHEN quality_score < 0.5 THEN 2
+            WHEN quality_score < 0.7 THEN 3
+            WHEN quality_score < 0.9 THEN 4
+            ELSE 5
+          END)
+      `,
     ]);
 
-    // Format category stats
-    const categories = categoryStats.reduce<Record<string, number>>((acc, stat) => {
-      if (stat.category) {
-        acc[stat.category] = stat._count.id;
-      }
-      return acc;
-    }, {});
+    // Aggregate package data
+    const categories: Record<string, number> = {};
+    const tiers = { minimal: 0, rich: 0 };
+    let totalDownloads = 0;
+    let totalGithubStars = 0;
+    let totalPackages = 0;
+    let officialPackages = 0;
 
-    return NextResponse.json({
+    for (const pkg of packages) {
+      totalPackages++;
+
+      // Category breakdown (by tool count)
+      if (pkg.category) {
+        categories[pkg.category] = (categories[pkg.category] || 0) + pkg._count.tools;
+      }
+
+      // Tier breakdown (by package count)
+      if (pkg.tier === 'minimal') {
+        tiers.minimal++;
+      } else if (pkg.tier === 'rich') {
+        tiers.rich++;
+      }
+
+      // Download totals
+      totalDownloads += pkg.npmDownloadsLastMonth || 0;
+      totalGithubStars += pkg.githubStars || 0;
+
+      if (pkg.isOfficial) {
+        officialPackages++;
+      }
+    }
+
+    // Format quality score distribution
+    const qualityDistribution: Record<string, number> = {};
+    for (const row of qualityScoreDistribution) {
+      qualityDistribution[row.bucket] = Number(row.count);
+    }
+
+    // Calculate execution success rate
+    const executionSuccessRate =
+      totalSimulations > 0 ? ((successfulSimulations / totalSimulations) * 100).toFixed(2) : '0.00';
+
+    // Format sync checkpoint data
+    const syncStatus: Record<string, unknown> = {};
+    for (const checkpoint of syncCheckpoints) {
+      syncStatus[checkpoint.source] = {
+        lastRun: checkpoint.updatedAt,
+        ...(checkpoint.checkpoint as Record<string, unknown>),
+      };
+    }
+
+    // Build response
+    const processingTime = Date.now() - startTime;
+
+    const response = {
       success: true,
+      meta: {
+        version: '2.0.0',
+        timestamp: now.toISOString(),
+        processingTimeMs: processingTime,
+      },
       data: {
-        totalTools,
-        officialTools,
+        // Overview
+        overview: {
+          totalTools,
+          totalPackages,
+          officialTools: officialToolCount,
+          officialPackages,
+          toolsWithExtractedSchema: toolsWithSchema,
+          totalNpmDownloads: totalDownloads,
+          totalGithubStars,
+        },
+
+        // Health status
+        health: {
+          import: {
+            healthy: healthyImportCount,
+            broken: brokenImportCount,
+            unknown: unknownImportCount,
+          },
+          execution: {
+            healthy: healthyExecutionCount,
+            broken: brokenExecutionCount,
+            unknown: unknownExecutionCount,
+          },
+          healthChecksLast24h,
+          healthChecksLast7d,
+        },
+
+        // Quality distribution
+        quality: {
+          distribution: qualityDistribution,
+        },
+
+        // Category breakdown
         categories,
-        recentTools: recentCount,
-        totalDownloads: downloadSum._sum.npmDownloadsLastMonth || 0,
+
+        // Tier breakdown
+        tiers,
+
+        // Recent activity
+        recentActivity: {
+          toolsAddedLast24h: toolsLast24h,
+          toolsAddedLast7d: toolsLast7d,
+          toolsAddedLast30d: toolsLast30d,
+          packagesAddedLast7d: packagesLast7d,
+        },
+
+        // Execution statistics
+        executions: {
+          total: totalSimulations,
+          successful: successfulSimulations,
+          failed: failedSimulations,
+          successRate: `${executionSuccessRate}%`,
+          last24h: simulationsLast24h,
+          last7d: simulationsLast7d,
+          timing: {
+            avgMs: executionTimeStats._avg.executionTimeMs
+              ? Math.round(executionTimeStats._avg.executionTimeMs)
+              : null,
+            minMs: executionTimeStats._min.executionTimeMs,
+            maxMs: executionTimeStats._max.executionTimeMs,
+          },
+        },
+
+        // Token usage
+        tokens: {
+          totalRecorded: tokenUsageStats._count,
+          totals: {
+            inputTokens: tokenUsageStats._sum.inputTokens || 0,
+            outputTokens: tokenUsageStats._sum.outputTokens || 0,
+            totalTokens: tokenUsageStats._sum.totalTokens || 0,
+            estimatedCostUsd: tokenUsageStats._sum.estimatedCost
+              ? Number(tokenUsageStats._sum.estimatedCost).toFixed(4)
+              : '0.0000',
+          },
+          averages: {
+            tokensPerExecution: tokenUsageStats._avg.totalTokens
+              ? Math.round(tokenUsageStats._avg.totalTokens)
+              : null,
+            costPerExecutionUsd: tokenUsageStats._avg.estimatedCost
+              ? Number(tokenUsageStats._avg.estimatedCost).toFixed(6)
+              : null,
+          },
+        },
+
+        // Sync status
+        sync: {
+          status: syncStatus,
+          recentOperations: recentSyncLogs.map((log) => ({
+            source: log.source,
+            status: log.status,
+            processed: log.processed,
+            skipped: log.skipped,
+            errors: log.errors,
+            timestamp: log.createdAt,
+            durationMs: (log.metadata as Record<string, unknown>)?.durationMs ?? null,
+          })),
+        },
+      },
+    };
+
+    return NextResponse.json(response, {
+      headers: {
+        'Cache-Control': 'public, s-maxage=60, stale-while-revalidate=120',
+        'X-Processing-Time': `${processingTime}ms`,
       },
     });
   } catch (error) {
@@ -81,8 +397,15 @@ export async function GET() {
     return NextResponse.json(
       {
         success: false,
-        error: 'Failed to fetch stats',
-        message: error instanceof Error ? error.message : 'Unknown error',
+        error: {
+          code: 'STATS_ERROR',
+          message: 'Failed to fetch registry statistics',
+          details: error instanceof Error ? error.message : 'Unknown error',
+        },
+        meta: {
+          version: '2.0.0',
+          timestamp: new Date().toISOString(),
+        },
       },
       { status: 500 }
     );
diff --git a/apps/web/src/app/api/stats/sync/route.ts b/apps/web/src/app/api/stats/sync/route.ts
new file mode 100644
index 0000000..15c6f98
--- /dev/null
+++ b/apps/web/src/app/api/stats/sync/route.ts
@@ -0,0 +1,266 @@
+import { prisma } from '@tpmjs/db';
+import { type NextRequest, NextResponse } from 'next/server';
+import { checkRateLimit } from '~/lib/rate-limit';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+export const maxDuration = 30;
+
+/**
+ * GET /api/stats/sync
+ * Sync operation statistics and status
+ *
+ * Returns:
+ * - Current checkpoint status for each sync source
+ * - Recent sync operations with success/failure rates
+ * - Sync timing statistics
+ * - Error analysis for failed syncs
+ * - NPM changes feed pending count
+ */
+export async function GET(request: NextRequest) {
+  const startTime = Date.now();
+
+  // Check rate limit
+  const rateLimitResponse = checkRateLimit(request);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+
+  try {
+    const now = new Date();
+    const last24h = new Date(now.getTime() - 24 * 60 * 60 * 1000);
+    const last7d = new Date(now.getTime() - 7 * 24 * 60 * 60 * 1000);
+
+    const [
+      // Checkpoints
+      checkpoints,
+
+      // Recent logs by source
+      changesFeedLogs,
+      keywordLogs,
+      metricsLogs,
+
+      // Total counts
+      totalSyncs,
+      successfulSyncs,
+      failedSyncs,
+      partialSyncs,
+
+      // Counts by time period
+      syncsLast24h,
+      syncsLast7d,
+
+      // Aggregate stats
+      aggregateStats,
+
+      // Sync logs for error analysis
+      errorLogs,
+    ] = await Promise.all([
+      // Get all checkpoints
+      prisma.syncCheckpoint.findMany(),
+
+      // Recent changes-feed logs
+      prisma.syncLog.findMany({
+        where: { source: 'changes-feed' },
+        orderBy: { createdAt: 'desc' },
+        take: 20,
+      }),
+
+      // Recent keyword search logs
+      prisma.syncLog.findMany({
+        where: { source: 'keyword-search' },
+        orderBy: { createdAt: 'desc' },
+        take: 20,
+      }),
+
+      // Recent metrics logs
+      prisma.syncLog.findMany({
+        where: { source: 'metrics' },
+        orderBy: { createdAt: 'desc' },
+        take: 20,
+      }),
+
+      // Total sync counts
+      prisma.syncLog.count(),
+      prisma.syncLog.count({ where: { status: 'success' } }),
+      prisma.syncLog.count({ where: { status: 'error' } }),
+      prisma.syncLog.count({ where: { status: 'partial' } }),
+
+      // Time-based counts
+      prisma.syncLog.count({ where: { createdAt: { gte: last24h } } }),
+      prisma.syncLog.count({ where: { createdAt: { gte: last7d } } }),
+
+      // Aggregate processing stats
+      prisma.syncLog.aggregate({
+        _sum: {
+          processed: true,
+          skipped: true,
+          errors: true,
+        },
+        _avg: {
+          processed: true,
+        },
+      }),
+
+      // Recent error logs for analysis
+      prisma.syncLog.findMany({
+        where: {
+          OR: [{ status: 'error' }, { status: 'partial' }],
+          createdAt: { gte: last7d },
+        },
+        orderBy: { createdAt: 'desc' },
+        take: 20,
+        select: {
+          source: true,
+          status: true,
+          message: true,
+          errors: true,
+          createdAt: true,
+          metadata: true,
+        },
+      }),
+    ]);
+
+    // Format checkpoints
+    const checkpointStatus: Record<string, unknown> = {};
+    for (const checkpoint of checkpoints) {
+      const data = checkpoint.checkpoint as Record<string, unknown>;
+      checkpointStatus[checkpoint.source] = {
+        lastUpdated: checkpoint.updatedAt,
+        ...data,
+      };
+    }
+
+    // Helper to format sync logs
+    const formatSyncLogs = (logs: typeof changesFeedLogs) =>
+      logs.map((log) => ({
+        status: log.status,
+        processed: log.processed,
+        skipped: log.skipped,
+        errors: log.errors,
+        message: log.message,
+        timestamp: log.createdAt,
+        durationMs: (log.metadata as Record<string, unknown>)?.durationMs ?? null,
+        metadata: log.metadata,
+      }));
+
+    // Calculate success rate
+    const completedSyncs = successfulSyncs + failedSyncs + partialSyncs;
+    const successRate =
+      completedSyncs > 0 ? ((successfulSyncs / completedSyncs) * 100).toFixed(2) : '0.00';
+
+    // Calculate average duration from recent logs
+    const allRecentLogs = [...changesFeedLogs, ...keywordLogs, ...metricsLogs];
+    const durations = allRecentLogs
+      .map((log) => (log.metadata as Record<string, unknown>)?.durationMs)
+      .filter((d): d is number => typeof d === 'number');
+    const avgDuration =
+      durations.length > 0
+        ? Math.round(durations.reduce((a, b) => a + b, 0) / durations.length)
+        : null;
+
+    // Format error logs
+    const formattedErrors = errorLogs.map((log) => ({
+      source: log.source,
+      status: log.status,
+      message: log.message,
+      errorCount: log.errors,
+      timestamp: log.createdAt,
+    }));
+
+    // Sync frequency (operations per day last 7 days)
+    const syncsPerDay = syncsLast7d > 0 ? (syncsLast7d / 7).toFixed(2) : '0.00';
+
+    const processingTime = Date.now() - startTime;
+
+    return NextResponse.json(
+      {
+        success: true,
+        meta: {
+          version: '1.0.0',
+          timestamp: now.toISOString(),
+          processingTimeMs: processingTime,
+        },
+        data: {
+          // Current status
+          checkpoints: checkpointStatus,
+
+          // Overview
+          overview: {
+            totalOperations: totalSyncs,
+            successRate: `${successRate}%`,
+            byStatus: {
+              success: successfulSyncs,
+              error: failedSyncs,
+              partial: partialSyncs,
+            },
+            last24h: syncsLast24h,
+            last7d: syncsLast7d,
+            avgOperationsPerDay: syncsPerDay,
+          },
+
+          // Processing statistics
+          processing: {
+            totalProcessed: aggregateStats._sum.processed || 0,
+            totalSkipped: aggregateStats._sum.skipped || 0,
+            totalErrors: aggregateStats._sum.errors || 0,
+            avgProcessedPerOperation: aggregateStats._avg.processed
+              ? Math.round(aggregateStats._avg.processed)
+              : null,
+          },
+
+          // Timing
+          timing: {
+            avgDurationMs: avgDuration,
+          },
+
+          // By source
+          bySource: {
+            'changes-feed': {
+              recentOperations: formatSyncLogs(changesFeedLogs),
+              lastRun: changesFeedLogs[0]?.createdAt ?? null,
+              checkpoint: checkpointStatus['changes-feed'] ?? null,
+            },
+            'keyword-search': {
+              recentOperations: formatSyncLogs(keywordLogs),
+              lastRun: keywordLogs[0]?.createdAt ?? null,
+              checkpoint: checkpointStatus['keyword-search'] ?? null,
+            },
+            metrics: {
+              recentOperations: formatSyncLogs(metricsLogs),
+              lastRun: metricsLogs[0]?.createdAt ?? null,
+              checkpoint: checkpointStatus.metrics ?? null,
+            },
+          },
+
+          // Recent errors
+          recentErrors: formattedErrors,
+        },
+      },
+      {
+        headers: {
+          'Cache-Control': 'public, s-maxage=60, stale-while-revalidate=120',
+          'X-Processing-Time': `${processingTime}ms`,
+        },
+      }
+    );
+  } catch (error) {
+    console.error('Error fetching sync stats:', error);
+
+    return NextResponse.json(
+      {
+        success: false,
+        error: {
+          code: 'SYNC_STATS_ERROR',
+          message: 'Failed to fetch sync statistics',
+          details: error instanceof Error ? error.message : 'Unknown error',
+        },
+        meta: {
+          version: '1.0.0',
+          timestamp: new Date().toISOString(),
+        },
+      },
+      { status: 500 }
+    );
+  }
+}
diff --git a/apps/web/src/app/api/stats/tools/route.ts b/apps/web/src/app/api/stats/tools/route.ts
new file mode 100644
index 0000000..1110aa2
--- /dev/null
+++ b/apps/web/src/app/api/stats/tools/route.ts
@@ -0,0 +1,238 @@
+import { prisma } from '@tpmjs/db';
+import { type NextRequest, NextResponse } from 'next/server';
+import { checkRateLimit } from '~/lib/rate-limit';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+export const maxDuration = 30;
+
+/**
+ * GET /api/stats/tools
+ * Top tools by various metrics
+ *
+ * Query params:
+ * - sortBy: 'quality' | 'downloads' | 'executions' | 'recent' (default: 'quality')
+ * - limit: number (default: 20, max: 100)
+ * - category: filter by category
+ * - health: 'healthy' | 'broken' | 'unknown' - filter by health status
+ *
+ * Returns:
+ * - Top tools by quality score
+ * - Top tools by npm downloads
+ * - Most executed tools
+ * - Recently added tools
+ * - Tool category distribution
+ */
+export async function GET(request: NextRequest) {
+  const startTime = Date.now();
+
+  // Check rate limit
+  const rateLimitResponse = checkRateLimit(request);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+
+  try {
+    const { searchParams } = new URL(request.url);
+    const sortBy = searchParams.get('sortBy') || 'quality';
+    const limit = Math.min(Number.parseInt(searchParams.get('limit') || '20', 10), 100);
+    const category = searchParams.get('category');
+    const healthFilter = searchParams.get('health');
+
+    const now = new Date();
+
+    // Build where clause
+    const whereClause: Record<string, unknown> = {};
+    if (category) {
+      whereClause.package = { category };
+    }
+    if (healthFilter === 'healthy') {
+      whereClause.importHealth = 'HEALTHY';
+      whereClause.executionHealth = 'HEALTHY';
+    } else if (healthFilter === 'broken') {
+      whereClause.OR = [{ importHealth: 'BROKEN' }, { executionHealth: 'BROKEN' }];
+    } else if (healthFilter === 'unknown') {
+      whereClause.OR = [{ importHealth: 'UNKNOWN' }, { executionHealth: 'UNKNOWN' }];
+    }
+
+    // Determine sort order
+    let orderBy: Record<string, unknown>[];
+    switch (sortBy) {
+      case 'downloads':
+        orderBy = [{ package: { npmDownloadsLastMonth: 'desc' } }, { qualityScore: 'desc' }];
+        break;
+      case 'recent':
+        orderBy = [{ createdAt: 'desc' }];
+        break;
+      case 'quality':
+      default:
+        orderBy = [{ qualityScore: 'desc' }, { package: { npmDownloadsLastMonth: 'desc' } }];
+        break;
+    }
+
+    // For execution sorting, we need a different query
+    let tools;
+    let executionCounts: Map<string, number> = new Map();
+
+    if (sortBy === 'executions') {
+      // Get execution counts first
+      const execGroups = await prisma.simulation.groupBy({
+        by: ['toolId'],
+        _count: { id: true },
+        orderBy: { _count: { id: 'desc' } },
+        take: limit * 2, // Get more to account for filtering
+      });
+
+      const toolIds = execGroups.map((g) => g.toolId);
+      executionCounts = new Map(execGroups.map((g) => [g.toolId, g._count.id]));
+
+      tools = await prisma.tool.findMany({
+        where: {
+          id: { in: toolIds },
+          ...whereClause,
+        },
+        take: limit,
+        include: {
+          package: {
+            select: {
+              npmPackageName: true,
+              npmVersion: true,
+              npmDownloadsLastMonth: true,
+              githubStars: true,
+              category: true,
+              tier: true,
+              isOfficial: true,
+              npmHomepage: true,
+              npmRepository: true,
+            },
+          },
+        },
+      });
+
+      // Sort by execution count
+      tools.sort((a, b) => (executionCounts.get(b.id) || 0) - (executionCounts.get(a.id) || 0));
+    } else {
+      tools = await prisma.tool.findMany({
+        where: whereClause,
+        orderBy,
+        take: limit,
+        include: {
+          package: {
+            select: {
+              npmPackageName: true,
+              npmVersion: true,
+              npmDownloadsLastMonth: true,
+              githubStars: true,
+              category: true,
+              tier: true,
+              isOfficial: true,
+              npmHomepage: true,
+              npmRepository: true,
+            },
+          },
+          _count: {
+            select: { simulations: true },
+          },
+        },
+      });
+    }
+
+    // Get execution counts for non-execution sorted queries
+    if (sortBy !== 'executions') {
+      const toolIds = tools.map((t) => t.id);
+      const execGroups = await prisma.simulation.groupBy({
+        by: ['toolId'],
+        where: { toolId: { in: toolIds } },
+        _count: { id: true },
+      });
+      executionCounts = new Map(execGroups.map((g) => [g.toolId, g._count.id]));
+    }
+
+    // Get category distribution
+    const categoryDistribution = await prisma.package.groupBy({
+      by: ['category'],
+      _count: true,
+      orderBy: { _count: { category: 'desc' } },
+    });
+
+    // Format tools response
+    const formattedTools = tools.map((tool, index) => ({
+      rank: index + 1,
+      id: tool.id,
+      name: tool.name,
+      description: tool.description,
+      qualityScore: tool.qualityScore ? Number(tool.qualityScore) : null,
+      importHealth: tool.importHealth,
+      executionHealth: tool.executionHealth,
+      lastHealthCheck: tool.lastHealthCheck,
+      hasExtractedSchema: tool.schemaSource === 'extracted',
+      package: {
+        name: tool.package.npmPackageName,
+        version: tool.package.npmVersion,
+        category: tool.package.category,
+        tier: tool.package.tier,
+        isOfficial: tool.package.isOfficial,
+        npmDownloadsLastMonth: tool.package.npmDownloadsLastMonth,
+        githubStars: tool.package.githubStars,
+        homepage: tool.package.npmHomepage,
+        repository: tool.package.npmRepository,
+      },
+      executionCount: executionCounts.get(tool.id) || 0,
+      createdAt: tool.createdAt,
+    }));
+
+    // Format category distribution
+    const formattedCategories = categoryDistribution.map((cat) => ({
+      category: cat.category,
+      packageCount: cat._count,
+    }));
+
+    const processingTime = Date.now() - startTime;
+
+    return NextResponse.json(
+      {
+        success: true,
+        meta: {
+          version: '1.0.0',
+          timestamp: now.toISOString(),
+          processingTimeMs: processingTime,
+        },
+        data: {
+          query: {
+            sortBy,
+            limit,
+            category: category || null,
+            healthFilter: healthFilter || null,
+          },
+          resultCount: formattedTools.length,
+          tools: formattedTools,
+          categoryDistribution: formattedCategories,
+        },
+      },
+      {
+        headers: {
+          'Cache-Control': 'public, s-maxage=120, stale-while-revalidate=300',
+          'X-Processing-Time': `${processingTime}ms`,
+        },
+      }
+    );
+  } catch (error) {
+    console.error('Error fetching tool stats:', error);
+
+    return NextResponse.json(
+      {
+        success: false,
+        error: {
+          code: 'TOOL_STATS_ERROR',
+          message: 'Failed to fetch tool statistics',
+          details: error instanceof Error ? error.message : 'Unknown error',
+        },
+        meta: {
+          version: '1.0.0',
+          timestamp: new Date().toISOString(),
+        },
+      },
+      { status: 500 }
+    );
+  }
+}
diff --git a/apps/web/src/app/api/sync/changes/route.ts b/apps/web/src/app/api/sync/changes/route.ts
index 77b04c0..89ac2e5 100644
--- a/apps/web/src/app/api/sync/changes/route.ts
+++ b/apps/web/src/app/api/sync/changes/route.ts
@@ -1,8 +1,15 @@
 import { prisma } from '@tpmjs/db';
-import { fetchChanges, fetchLatestPackageVersion } from '@tpmjs/npm-client';
+import { fetchChanges, fetchLatestPackageWithMetadata } from '@tpmjs/npm-client';
 import { validateTpmjsField } from '@tpmjs/types/tpmjs';
+import type { TpmjsToolDefinition } from '@tpmjs/types/tpmjs';
 import { type NextRequest, NextResponse } from 'next/server';
 import { env } from '~/env';
+import { performHealthCheck } from '~/lib/health-check/health-check-service';
+import {
+  convertJsonSchemaToParameters,
+  extractToolSchema,
+  listToolExports,
+} from '~/lib/schema-extraction';
 
 export const runtime = 'nodejs';
 export const dynamic = 'force-dynamic';
@@ -41,18 +48,18 @@ export async function POST(request: NextRequest) {
       ? String((checkpoint.checkpoint as { lastSeq?: string })?.lastSeq || '0')
       : '0';
 
-    // Fetch changes from NPM (limit to 100 per run to avoid timeouts)
+    // Fetch changes from NPM (limit to 30 per run to allow time for schema extraction)
     const changesResult = await fetchChanges({
       since: lastSeq,
-      limit: 100,
+      limit: 30,
       includeDocs: false,
     });
 
     // Process each change
     for (const change of changesResult.results) {
       try {
-        // Fetch full package metadata
-        const pkg = await fetchLatestPackageVersion(change.id);
+        // Fetch full package metadata with README
+        const pkg = await fetchLatestPackageWithMetadata(change.id);
 
         // Skip if package not found
         if (!pkg) {
@@ -66,70 +73,202 @@ export async function POST(request: NextRequest) {
           continue;
         }
 
-        // Validate tpmjs field
+        // Validate tpmjs field (supports both new multi-tool and legacy formats)
         const validation = validateTpmjsField(pkg.tpmjs);
-        if (!validation.valid || !validation.data) {
+        if (!validation.valid || !validation.packageData || !validation.tools) {
           skipped++;
           continue;
         }
 
+        // Log auto-migration from legacy format
+        if (validation.wasLegacyFormat) {
+          console.log(`Auto-migrated legacy package: ${pkg.name}`);
+        }
+
         // Extract repository URL and GitHub stars
         const githubStars: number | null = null;
 
-        // Cast to TpmjsRich to access optional fields (they'll be undefined if not present)
-        const tpmjsData = validation.data as {
-          category: string;
-          description: string;
-          example: string;
-          parameters?: unknown;
-          returns?: unknown;
-          authentication?: unknown;
-          pricing?: unknown;
-          frameworks?: string[];
-          links?: unknown;
-          tags?: string[];
-          status?: string;
-          aiAgent?: unknown;
-        };
-
-        // Prepare data for upsert
-        const toolData = {
-          npmVersion: pkg.version,
-          npmPublishedAt: pkg.publishedAt ? new Date(pkg.publishedAt) : new Date(),
-          npmDescription: pkg.description ?? undefined,
-          npmRepository: pkg.repository ?? undefined,
-          npmHomepage: pkg.homepage ?? undefined,
-          npmLicense: pkg.license ?? undefined,
-          category: tpmjsData.category,
-          description: tpmjsData.description,
-          example: tpmjsData.example,
-          parameters: tpmjsData.parameters ?? undefined,
-          returns: tpmjsData.returns ?? undefined,
-          authentication: tpmjsData.authentication ?? undefined,
-          pricing: tpmjsData.pricing ?? undefined,
-          frameworks: tpmjsData.frameworks || [],
-          links: tpmjsData.links ?? undefined,
-          tags: tpmjsData.tags || [],
-          status: tpmjsData.status ?? undefined,
-          aiAgent: tpmjsData.aiAgent ?? undefined,
-          isOfficial: pkg.keywords?.includes('tpmjs-tool') || false,
-          tier: validation.tier || 'minimal',
-        };
-
-        // Upsert tool to database
-        await prisma.tool.upsert({
+        // Upsert Package record
+        const packageRecord = await prisma.package.upsert({
           where: { npmPackageName: pkg.name },
           create: {
             npmPackageName: pkg.name,
-            ...toolData,
+            npmVersion: pkg.version,
+            npmPublishedAt: pkg.publishedAt ? new Date(pkg.publishedAt) : new Date(),
+            npmDescription: pkg.description ?? undefined,
+            npmRepository: pkg.repository ?? undefined,
+            npmHomepage: pkg.homepage ?? undefined,
+            npmLicense: pkg.license ?? undefined,
+            npmKeywords: pkg.topLevelKeywords || pkg.keywords || [],
+            npmReadme: pkg.readme ?? undefined,
+            npmAuthor: pkg.author ?? undefined,
+            npmMaintainers: pkg.maintainers ?? undefined,
+            category: validation.packageData.category,
+            env: validation.packageData.env ?? undefined,
+            frameworks: validation.packageData.frameworks || [],
+            tier: validation.tier || 'minimal',
             discoveryMethod: 'changes-feed',
+            isOfficial: pkg.keywords?.includes('tpmjs') || false,
             npmDownloadsLastMonth: 0, // Will be updated by metrics sync
             githubStars: githubStars,
-            qualityScore: null, // Will be calculated by metrics sync
           },
-          update: toolData,
+          update: {
+            npmVersion: pkg.version,
+            npmPublishedAt: pkg.publishedAt ? new Date(pkg.publishedAt) : new Date(),
+            npmDescription: pkg.description ?? undefined,
+            npmRepository: pkg.repository ?? undefined,
+            npmHomepage: pkg.homepage ?? undefined,
+            npmLicense: pkg.license ?? undefined,
+            npmKeywords: pkg.topLevelKeywords || pkg.keywords || [],
+            npmReadme: pkg.readme ?? undefined,
+            npmAuthor: pkg.author ?? undefined,
+            npmMaintainers: pkg.maintainers ?? undefined,
+            category: validation.packageData.category,
+            env: validation.packageData.env ?? undefined,
+            frameworks: validation.packageData.frameworks || [],
+            tier: validation.tier || 'minimal',
+            isOfficial: pkg.keywords?.includes('tpmjs') || false,
+          },
         });
 
+        // Get existing tools for this package
+        const existingTools = await prisma.tool.findMany({
+          where: { packageId: packageRecord.id },
+        });
+
+        // Determine the tools to process
+        let toolsToProcess: TpmjsToolDefinition[] = validation.tools || [];
+        let toolDiscoverySource: 'auto' | 'manual' = 'manual';
+
+        // If tools need auto-discovery, call the executor to list exports
+        if (validation.needsAutoDiscovery) {
+          console.log(`Auto-discovering tools for ${pkg.name}...`);
+          const exportsResult = await listToolExports(pkg.name, pkg.version, null);
+
+          if (exportsResult.success) {
+            // Convert discovered tools to TpmjsToolDefinition format
+            toolsToProcess = exportsResult.tools
+              .filter((t) => t.isValidTool)
+              .map((t) => ({
+                name: t.name,
+                description: t.description,
+                parameters: undefined,
+                returns: undefined,
+                aiAgent: undefined,
+              }));
+            toolDiscoverySource = 'auto';
+            console.log(
+              `Auto-discovered ${toolsToProcess.length} tools for ${pkg.name}: ${toolsToProcess.map((t) => t.name).join(', ')}`
+            );
+          } else {
+            console.log(`Failed to auto-discover tools for ${pkg.name}: ${exportsResult.error}`);
+            // Skip this package if we can't discover tools
+            skipped++;
+            continue;
+          }
+        }
+
+        // Upsert each tool
+        for (const toolDef of toolsToProcess) {
+          // Get tool name from validated schema
+          const toolName = toolDef.name;
+          if (!toolName) {
+            console.warn(`Skipping tool without name in ${pkg.name}`);
+            continue;
+          }
+
+          const upsertedTool = await prisma.tool.upsert({
+            where: {
+              packageId_name: {
+                packageId: packageRecord.id,
+                name: toolName,
+              },
+            },
+            create: {
+              packageId: packageRecord.id,
+              name: toolName,
+              description: toolDef.description || 'No description provided',
+              // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+              parameters: toolDef.parameters ? (toolDef.parameters as any) : undefined,
+              // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+              returns: toolDef.returns ? (toolDef.returns as any) : undefined,
+              // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+              aiAgent: toolDef.aiAgent ? (toolDef.aiAgent as any) : undefined,
+              qualityScore: null, // Will be calculated by metrics sync
+              // Schema will be extracted below
+              schemaSource: toolDef.parameters ? 'author' : null,
+              toolDiscoverySource,
+            },
+            update: {
+              description: toolDef.description || undefined,
+              // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+              parameters: toolDef.parameters ? (toolDef.parameters as any) : undefined,
+              // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+              returns: toolDef.returns ? (toolDef.returns as any) : undefined,
+              // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+              aiAgent: toolDef.aiAgent ? (toolDef.aiAgent as any) : undefined,
+              toolDiscoverySource,
+            },
+          });
+
+          // Extract schema synchronously from executor
+          const schemaResult = await extractToolSchema(pkg.name, toolName, pkg.version, null);
+
+          if (schemaResult.success) {
+            // Update tool with extracted schema (and description if not provided)
+            await prisma.tool.update({
+              where: { id: upsertedTool.id },
+              data: {
+                // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+                inputSchema: schemaResult.inputSchema as any,
+                // Also update parameters array for backward compatibility
+                // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+                parameters: convertJsonSchemaToParameters(schemaResult.inputSchema) as any,
+                schemaSource: 'extracted',
+                schemaExtractedAt: new Date(),
+                // Update description if not provided by author
+                ...(!toolDef.description && schemaResult.description
+                  ? { description: schemaResult.description }
+                  : {}),
+              },
+            });
+            console.log(`Schema extracted for ${pkg.name}/${toolName}`);
+          } else {
+            // Extraction failed - mark schema source appropriately
+            console.log(
+              `Schema extraction failed for ${pkg.name}/${toolName}: ${schemaResult.error}`
+            );
+            await prisma.tool.update({
+              where: { id: upsertedTool.id },
+              data: {
+                schemaSource: toolDef.parameters ? 'author' : null,
+              },
+            });
+          }
+
+          // Trigger health check (non-blocking) for execution testing
+          performHealthCheck(upsertedTool.id, 'sync').catch((err) => {
+            console.error(
+              `Health check failed for ${pkg.name}/${toolName} (${upsertedTool.id}):`,
+              err
+            );
+          });
+        }
+
+        // Delete orphaned tools (tools removed from package.json)
+        const orphanedTools = existingTools.filter(
+          (existingTool) => !toolsToProcess.some((toolDef) => toolDef.name === existingTool.name)
+        );
+
+        if (orphanedTools.length > 0) {
+          await prisma.tool.deleteMany({
+            where: {
+              id: { in: orphanedTools.map((t) => t.id) },
+            },
+          });
+          console.log(`Deleted ${orphanedTools.length} orphaned tools from package: ${pkg.name}`);
+        }
+
         processed++;
       } catch (error) {
         errors++;
diff --git a/apps/web/src/app/api/sync/health-check/route.ts b/apps/web/src/app/api/sync/health-check/route.ts
new file mode 100644
index 0000000..7bc86f6
--- /dev/null
+++ b/apps/web/src/app/api/sync/health-check/route.ts
@@ -0,0 +1,89 @@
+import { prisma } from '@tpmjs/db';
+import { type NextRequest, NextResponse } from 'next/server';
+import { env } from '~/env';
+import { performBatchHealthCheck } from '~/lib/health-check/health-check-service';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+export const maxDuration = 300; // 5 minutes
+
+/**
+ * POST /api/sync/health-check
+ * Daily health check for all tools
+ *
+ * This endpoint is called by Vercel Cron (daily at 2am UTC)
+ * Requires Authorization: Bearer <CRON_SECRET>
+ */
+export async function POST(request: NextRequest) {
+  // Verify cron secret
+  const authHeader = request.headers.get('authorization');
+  const token = authHeader?.replace('Bearer ', '');
+
+  if (env.CRON_SECRET && token !== env.CRON_SECRET) {
+    return NextResponse.json({ success: false, error: 'Unauthorized' }, { status: 401 });
+  }
+
+  const startTime = Date.now();
+
+  try {
+    console.log('🏥 Daily health check cron job starting...');
+
+    // Get all tools
+    const tools = await prisma.tool.findMany({
+      select: { id: true },
+    });
+
+    console.log(`📊 Found ${tools.length} tools to check`);
+
+    const toolIds = tools.map((t) => t.id);
+
+    // Perform batch health checks
+    const result = await performBatchHealthCheck(toolIds, 'daily-cron', 5);
+
+    const durationMs = Date.now() - startTime;
+
+    // Log sync operation
+    await prisma.syncLog.create({
+      data: {
+        source: 'health-check',
+        status: result.errors > 0 ? 'partial' : 'success',
+        processed: result.healthy + result.broken + result.unknown,
+        skipped: 0,
+        errors: result.errors,
+        message: `Checked ${result.total} tools: ${result.healthy} healthy, ${result.broken} broken, ${result.unknown} unknown`,
+        metadata: {
+          durationMs,
+          ...result,
+        },
+      },
+    });
+
+    console.log(`✅ Daily health check complete in ${durationMs}ms`);
+
+    return NextResponse.json({
+      success: true,
+      data: {
+        ...result,
+        durationMs,
+      },
+    });
+  } catch (error) {
+    console.error('❌ Health check cron failed:', error);
+
+    const durationMs = Date.now() - startTime;
+
+    await prisma.syncLog.create({
+      data: {
+        source: 'health-check',
+        status: 'error',
+        processed: 0,
+        skipped: 0,
+        errors: 1,
+        message: error instanceof Error ? error.message : 'Unknown error',
+        metadata: { durationMs },
+      },
+    });
+
+    return NextResponse.json({ success: false, error: 'Health check failed' }, { status: 500 });
+  }
+}
diff --git a/apps/web/src/app/api/sync/keyword/route.ts b/apps/web/src/app/api/sync/keyword/route.ts
index 55f50a5..3f3c7a4 100644
--- a/apps/web/src/app/api/sync/keyword/route.ts
+++ b/apps/web/src/app/api/sync/keyword/route.ts
@@ -1,8 +1,15 @@
 import { prisma } from '@tpmjs/db';
-import { fetchLatestPackageVersion, searchByKeyword } from '@tpmjs/npm-client';
+import { fetchLatestPackageWithMetadata, searchByKeyword } from '@tpmjs/npm-client';
 import { validateTpmjsField } from '@tpmjs/types/tpmjs';
+import type { TpmjsToolDefinition } from '@tpmjs/types/tpmjs';
 import { type NextRequest, NextResponse } from 'next/server';
 import { env } from '~/env';
+import { performHealthCheck } from '~/lib/health-check/health-check-service';
+import {
+  convertJsonSchemaToParameters,
+  extractToolSchema,
+  listToolExports,
+} from '~/lib/schema-extraction';
 
 export const runtime = 'nodejs';
 export const dynamic = 'force-dynamic';
@@ -10,7 +17,7 @@ export const maxDuration = 300; // 5 minutes max for cron jobs
 
 /**
  * POST /api/sync/keyword
- * Sync tools by searching NPM for 'tpmjs-tool' keyword
+ * Sync tools by searching NPM for 'tpmjs' keyword
  *
  * This endpoint is called by Vercel Cron (every 15 minutes)
  * Requires Authorization: Bearer <CRON_SECRET>
@@ -30,96 +37,257 @@ export async function POST(request: NextRequest) {
   let skipped = 0;
   let errors = 0;
   const errorMessages: string[] = [];
+  const skippedPackages: Array<{ name: string; author: string; reason: string }> = [];
 
   try {
-    // Search for packages with 'tpmjs-tool' keyword
+    // Search for packages with 'tpmjs' keyword
     const searchResults = await searchByKeyword({
-      keyword: 'tpmjs-tool',
+      keyword: 'tpmjs',
       size: 250, // Get up to 250 packages per sync
     });
 
     // Process each package
     for (const result of searchResults) {
       try {
-        // Fetch full package metadata
-        const pkg = await fetchLatestPackageVersion(result.package.name);
+        // Fetch full package metadata with README
+        const pkg = await fetchLatestPackageWithMetadata(result.package.name);
 
         // Skip if package not found
         if (!pkg) {
           skipped++;
+          skippedPackages.push({
+            name: result.package.name,
+            author: 'unknown',
+            reason: 'package not found',
+          });
           continue;
         }
 
+        // Extract author name
+        const authorName =
+          typeof pkg.author === 'string'
+            ? pkg.author
+            : typeof pkg.author === 'object' && pkg.author?.name
+              ? pkg.author.name
+              : 'unknown';
+
         // Check if package has tpmjs field
         if (!pkg.tpmjs) {
           skipped++;
+          skippedPackages.push({
+            name: pkg.name,
+            author: authorName,
+            reason: 'missing tpmjs field',
+          });
           continue;
         }
 
-        // Validate tpmjs field
+        // Validate tpmjs field (supports both new multi-tool and legacy formats)
         const validation = validateTpmjsField(pkg.tpmjs);
-        if (!validation.valid || !validation.data) {
+        if (!validation.valid || !validation.packageData || !validation.tools) {
           skipped++;
+          skippedPackages.push({
+            name: pkg.name,
+            author: authorName,
+            reason: 'invalid tpmjs field',
+          });
           continue;
         }
 
+        // Log auto-migration from legacy format
+        if (validation.wasLegacyFormat) {
+          console.log(`Auto-migrated legacy package: ${pkg.name}`);
+        }
+
         // Extract repository URL and GitHub stars
         const githubStars: number | null = null;
 
-        // Cast to TpmjsRich to access optional fields (they'll be undefined if not present)
-        const tpmjsData = validation.data as {
-          category: string;
-          description: string;
-          example: string;
-          parameters?: unknown;
-          returns?: unknown;
-          authentication?: unknown;
-          pricing?: unknown;
-          frameworks?: string[];
-          links?: unknown;
-          tags?: string[];
-          status?: string;
-          aiAgent?: unknown;
-        };
-
-        // Prepare data for upsert
-        const toolData = {
-          npmVersion: pkg.version,
-          npmPublishedAt: pkg.publishedAt ? new Date(pkg.publishedAt) : new Date(),
-          npmDescription: pkg.description ?? undefined,
-          npmRepository: pkg.repository ?? undefined,
-          npmHomepage: pkg.homepage ?? undefined,
-          npmLicense: pkg.license ?? undefined,
-          category: tpmjsData.category,
-          description: tpmjsData.description,
-          example: tpmjsData.example,
-          parameters: tpmjsData.parameters ?? undefined,
-          returns: tpmjsData.returns ?? undefined,
-          authentication: tpmjsData.authentication ?? undefined,
-          pricing: tpmjsData.pricing ?? undefined,
-          frameworks: tpmjsData.frameworks || [],
-          links: tpmjsData.links ?? undefined,
-          tags: tpmjsData.tags || [],
-          status: tpmjsData.status ?? undefined,
-          aiAgent: tpmjsData.aiAgent ?? undefined,
-          isOfficial: pkg.keywords?.includes('tpmjs-tool') || false,
-          tier: validation.tier || 'minimal',
-        };
-
-        // Upsert tool to database
-        await prisma.tool.upsert({
+        // Upsert Package record
+        const packageRecord = await prisma.package.upsert({
           where: { npmPackageName: pkg.name },
           create: {
             npmPackageName: pkg.name,
-            ...toolData,
+            npmVersion: pkg.version,
+            npmPublishedAt: pkg.publishedAt ? new Date(pkg.publishedAt) : new Date(),
+            npmDescription: pkg.description ?? undefined,
+            npmRepository: pkg.repository ?? undefined,
+            npmHomepage: pkg.homepage ?? undefined,
+            npmLicense: pkg.license ?? undefined,
+            npmKeywords: pkg.topLevelKeywords || pkg.keywords || [],
+            npmReadme: pkg.readme ?? undefined,
+            npmAuthor: pkg.author ?? undefined,
+            npmMaintainers: pkg.maintainers ?? undefined,
+            category: validation.packageData.category,
+            env: validation.packageData.env ?? undefined,
+            frameworks: validation.packageData.frameworks || [],
+            tier: validation.tier || 'minimal',
             discoveryMethod: 'keyword',
+            isOfficial: pkg.keywords?.includes('tpmjs') || false,
             npmDownloadsLastMonth: 0, // Will be updated by metrics sync
             githubStars: githubStars,
-            qualityScore: null, // Will be calculated by metrics sync
           },
-          update: toolData,
+          update: {
+            npmVersion: pkg.version,
+            npmPublishedAt: pkg.publishedAt ? new Date(pkg.publishedAt) : new Date(),
+            npmDescription: pkg.description ?? undefined,
+            npmRepository: pkg.repository ?? undefined,
+            npmHomepage: pkg.homepage ?? undefined,
+            npmLicense: pkg.license ?? undefined,
+            npmKeywords: pkg.topLevelKeywords || pkg.keywords || [],
+            npmReadme: pkg.readme ?? undefined,
+            npmAuthor: pkg.author ?? undefined,
+            npmMaintainers: pkg.maintainers ?? undefined,
+            category: validation.packageData.category,
+            env: validation.packageData.env ?? undefined,
+            frameworks: validation.packageData.frameworks || [],
+            tier: validation.tier || 'minimal',
+            isOfficial: pkg.keywords?.includes('tpmjs') || false,
+          },
         });
 
+        // Get existing tools for this package
+        const existingTools = await prisma.tool.findMany({
+          where: { packageId: packageRecord.id },
+        });
+
+        // Determine the tools to process
+        let toolsToProcess: TpmjsToolDefinition[] = validation.tools || [];
+        let toolDiscoverySource: 'auto' | 'manual' = 'manual';
+
+        // If tools need auto-discovery, call the executor to list exports
+        if (validation.needsAutoDiscovery) {
+          console.log(`Auto-discovering tools for ${pkg.name}...`);
+          const exportsResult = await listToolExports(pkg.name, pkg.version, null);
+
+          if (exportsResult.success) {
+            // Convert discovered tools to TpmjsToolDefinition format
+            toolsToProcess = exportsResult.tools
+              .filter((t) => t.isValidTool)
+              .map((t) => ({
+                name: t.name,
+                description: t.description,
+                parameters: undefined,
+                returns: undefined,
+                aiAgent: undefined,
+              }));
+            toolDiscoverySource = 'auto';
+            console.log(
+              `Auto-discovered ${toolsToProcess.length} tools for ${pkg.name}: ${toolsToProcess.map((t) => t.name).join(', ')}`
+            );
+          } else {
+            console.log(`Failed to auto-discover tools for ${pkg.name}: ${exportsResult.error}`);
+            // Skip this package if we can't discover tools
+            skipped++;
+            skippedPackages.push({
+              name: pkg.name,
+              author: authorName,
+              reason: `auto-discovery failed: ${exportsResult.error}`,
+            });
+            continue;
+          }
+        }
+
+        // Upsert each tool
+        for (const toolDef of toolsToProcess) {
+          // Get tool name from validated schema
+          const toolName = toolDef.name;
+          if (!toolName) {
+            console.warn(`Skipping tool without name in ${pkg.name}`);
+            continue;
+          }
+
+          const upsertedTool = await prisma.tool.upsert({
+            where: {
+              packageId_name: {
+                packageId: packageRecord.id,
+                name: toolName,
+              },
+            },
+            create: {
+              packageId: packageRecord.id,
+              name: toolName,
+              description: toolDef.description || 'No description provided',
+              // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+              parameters: toolDef.parameters ? (toolDef.parameters as any) : undefined,
+              // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+              returns: toolDef.returns ? (toolDef.returns as any) : undefined,
+              // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+              aiAgent: toolDef.aiAgent ? (toolDef.aiAgent as any) : undefined,
+              qualityScore: null, // Will be calculated by metrics sync
+              // Schema will be extracted below
+              schemaSource: toolDef.parameters ? 'author' : null,
+              toolDiscoverySource,
+            },
+            update: {
+              description: toolDef.description || undefined,
+              // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+              parameters: toolDef.parameters ? (toolDef.parameters as any) : undefined,
+              // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+              returns: toolDef.returns ? (toolDef.returns as any) : undefined,
+              // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+              aiAgent: toolDef.aiAgent ? (toolDef.aiAgent as any) : undefined,
+              toolDiscoverySource,
+            },
+          });
+
+          // Extract schema synchronously from executor
+          const schemaResult = await extractToolSchema(pkg.name, toolName, pkg.version, null);
+
+          if (schemaResult.success) {
+            // Update tool with extracted schema (and description if not provided)
+            await prisma.tool.update({
+              where: { id: upsertedTool.id },
+              data: {
+                // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+                inputSchema: schemaResult.inputSchema as any,
+                // Also update parameters array for backward compatibility
+                // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+                parameters: convertJsonSchemaToParameters(schemaResult.inputSchema) as any,
+                schemaSource: 'extracted',
+                schemaExtractedAt: new Date(),
+                // Update description if not provided by author
+                ...(!toolDef.description && schemaResult.description
+                  ? { description: schemaResult.description }
+                  : {}),
+              },
+            });
+            console.log(`Schema extracted for ${pkg.name}/${toolName}`);
+          } else {
+            // Extraction failed - mark schema source appropriately
+            console.log(
+              `Schema extraction failed for ${pkg.name}/${toolName}: ${schemaResult.error}`
+            );
+            await prisma.tool.update({
+              where: { id: upsertedTool.id },
+              data: {
+                schemaSource: toolDef.parameters ? 'author' : null,
+              },
+            });
+          }
+
+          // Trigger health check (non-blocking) for execution testing
+          performHealthCheck(upsertedTool.id, 'sync').catch((err) => {
+            console.error(
+              `Health check failed for ${pkg.name}/${toolName} (${upsertedTool.id}):`,
+              err
+            );
+          });
+        }
+
+        // Delete orphaned tools (tools removed from package.json)
+        const orphanedTools = existingTools.filter(
+          (existingTool) => !toolsToProcess.some((toolDef) => toolDef.name === existingTool.name)
+        );
+
+        if (orphanedTools.length > 0) {
+          await prisma.tool.deleteMany({
+            where: {
+              id: { in: orphanedTools.map((t) => t.id) },
+            },
+          });
+          console.log(`Deleted ${orphanedTools.length} orphaned tools from package: ${pkg.name}`);
+        }
+
         processed++;
       } catch (error) {
         errors++;
@@ -174,6 +342,8 @@ export async function POST(request: NextRequest) {
         errors,
         packagesFound: searchResults.length,
         durationMs: Date.now() - startTime,
+        errorMessages: errorMessages.slice(0, 5), // Include first 5 error messages
+        skippedPackages: skippedPackages, // Include all skipped package names
       },
     });
   } catch (error) {
diff --git a/apps/web/src/app/api/sync/metrics/route.ts b/apps/web/src/app/api/sync/metrics/route.ts
index 0b452b4..39bf41f 100644
--- a/apps/web/src/app/api/sync/metrics/route.ts
+++ b/apps/web/src/app/api/sync/metrics/route.ts
@@ -9,7 +9,7 @@ export const maxDuration = 300; // 5 minutes max for cron jobs
 
 /**
  * POST /api/sync/metrics
- * Update download stats and quality scores for all tools
+ * Update download stats and quality scores for all packages and tools
  *
  * This endpoint is called by Vercel Cron (every hour)
  * Requires Authorization: Bearer <CRON_SECRET>
@@ -31,43 +31,51 @@ export async function POST(request: NextRequest) {
   const errorMessages: string[] = [];
 
   try {
-    // Get all tools from database
-    const tools = await prisma.tool.findMany({
-      select: {
-        id: true,
-        npmPackageName: true,
-        tier: true,
-        npmDownloadsLastMonth: true,
-        githubStars: true,
+    // Get all packages with their tools from database
+    const packages = await prisma.package.findMany({
+      include: {
+        tools: true,
       },
     });
 
-    // Process each tool
-    for (const tool of tools) {
+    // Process each package
+    for (const pkg of packages) {
       try {
-        // Fetch download stats from NPM
-        const downloads = await fetchDownloadStats(tool.npmPackageName);
+        // Fetch download stats from NPM (package-level metric)
+        const downloads = await fetchDownloadStats(pkg.npmPackageName);
 
-        // Calculate quality score (0.00 to 1.00)
-        const qualityScore = calculateQualityScore({
-          tier: tool.tier,
-          downloads,
-          githubStars: tool.githubStars || 0,
-        });
-
-        // Update tool metrics
-        await prisma.tool.update({
-          where: { id: tool.id },
+        // Update package metrics
+        await prisma.package.update({
+          where: { id: pkg.id },
           data: {
             npmDownloadsLastMonth: downloads,
-            qualityScore,
+            // githubStars would be updated here if we had GitHub API integration
           },
         });
 
+        // Calculate and update quality score for each tool in this package
+        for (const tool of pkg.tools) {
+          const qualityScore = calculateQualityScore({
+            tier: pkg.tier, // Tier is at package level
+            downloads, // Package downloads
+            githubStars: pkg.githubStars || 0, // Package stars
+            hasParameters: !!tool.parameters,
+            hasReturns: !!tool.returns,
+            hasAiAgent: !!tool.aiAgent,
+          });
+
+          await prisma.tool.update({
+            where: { id: tool.id },
+            data: {
+              qualityScore,
+            },
+          });
+        }
+
         processed++;
       } catch (error) {
         errors++;
-        const errorMsg = `Failed to process ${tool.npmPackageName}: ${error instanceof Error ? error.message : 'Unknown error'}`;
+        const errorMsg = `Failed to process ${pkg.npmPackageName}: ${error instanceof Error ? error.message : 'Unknown error'}`;
         errorMessages.push(errorMsg);
         console.error(errorMsg);
       }
@@ -80,13 +88,15 @@ export async function POST(request: NextRequest) {
         source: 'metrics',
         checkpoint: {
           lastRun: new Date().toISOString(),
-          totalTools: tools.length,
+          totalPackages: packages.length,
+          totalTools: packages.reduce((sum, pkg) => sum + pkg.tools.length, 0),
         },
       },
       update: {
         checkpoint: {
           lastRun: new Date().toISOString(),
-          totalTools: tools.length,
+          totalPackages: packages.length,
+          totalTools: packages.reduce((sum, pkg) => sum + pkg.tools.length, 0),
         },
       },
     });
@@ -102,10 +112,11 @@ export async function POST(request: NextRequest) {
         message:
           errors > 0
             ? `Processed with errors: ${errorMessages.slice(0, 3).join('; ')}`
-            : `Successfully updated metrics for ${processed} tools`,
+            : `Successfully updated metrics for ${processed} packages`,
         metadata: {
           durationMs: Date.now() - startTime,
-          totalTools: tools.length,
+          totalPackages: packages.length,
+          totalTools: packages.reduce((sum, pkg) => sum + pkg.tools.length, 0),
         },
       },
     });
@@ -116,7 +127,8 @@ export async function POST(request: NextRequest) {
         processed,
         skipped,
         errors,
-        totalTools: tools.length,
+        totalPackages: packages.length,
+        totalTools: packages.reduce((sum, pkg) => sum + pkg.tools.length, 0),
         durationMs: Date.now() - startTime,
       },
     });
@@ -152,25 +164,40 @@ export async function POST(request: NextRequest) {
 /**
  * Calculate quality score based on multiple factors
  * Returns a value between 0.00 and 1.00
+ *
+ * Score components:
+ * - Tier (0.4 minimal, 0.6 rich)
+ * - Downloads (logarithmic, max 0.2)
+ * - GitHub stars (logarithmic, max 0.1)
+ * - Tool metadata richness (0.1 for each: parameters, returns, aiAgent)
  */
 function calculateQualityScore(params: {
   tier: string;
   downloads: number;
   githubStars: number;
+  hasParameters: boolean;
+  hasReturns: boolean;
+  hasAiAgent: boolean;
 }): number {
-  const { tier, downloads, githubStars } = params;
+  const { tier, downloads, githubStars, hasParameters, hasReturns, hasAiAgent } = params;
 
   // Base score from tier
   const tierScore = tier === 'rich' ? 0.6 : 0.4;
 
-  // Downloads score (logarithmic scale, max 0.3)
-  const downloadsScore = Math.min(0.3, Math.log10(downloads + 1) / 10);
+  // Downloads score (logarithmic scale, max 0.2)
+  const downloadsScore = Math.min(0.2, Math.log10(downloads + 1) / 15);
 
   // GitHub stars score (logarithmic scale, max 0.1)
   const starsScore = Math.min(0.1, Math.log10(githubStars + 1) / 10);
 
+  // Tool metadata richness score (max 0.1)
+  let richnessScore = 0;
+  if (hasParameters) richnessScore += 0.04;
+  if (hasReturns) richnessScore += 0.03;
+  if (hasAiAgent) richnessScore += 0.03;
+
   // Total score (capped at 1.00)
-  const totalScore = Math.min(1.0, tierScore + downloadsScore + starsScore);
+  const totalScore = Math.min(1.0, tierScore + downloadsScore + starsScore + richnessScore);
 
   // Round to 2 decimal places
   return Math.round(totalScore * 100) / 100;
diff --git a/apps/web/src/app/api/sync/stats-snapshot/route.ts b/apps/web/src/app/api/sync/stats-snapshot/route.ts
new file mode 100644
index 0000000..4324107
--- /dev/null
+++ b/apps/web/src/app/api/sync/stats-snapshot/route.ts
@@ -0,0 +1,322 @@
+import { prisma } from '@tpmjs/db';
+import { type NextRequest, NextResponse } from 'next/server';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+export const maxDuration = 60;
+
+/**
+ * POST /api/sync/stats-snapshot
+ * Captures a daily snapshot of registry statistics for historical tracking.
+ * Should be run once per day via cron.
+ */
+export async function POST(request: NextRequest) {
+  const startTime = Date.now();
+
+  // Verify cron secret
+  const authHeader = request.headers.get('authorization');
+  const cronSecret = process.env.CRON_SECRET;
+
+  if (cronSecret && authHeader !== `Bearer ${cronSecret}`) {
+    return NextResponse.json({ error: 'Unauthorized' }, { status: 401 });
+  }
+
+  try {
+    // Get today's date at midnight UTC
+    const today = new Date();
+    today.setUTCHours(0, 0, 0, 0);
+
+    // Check if we already have a snapshot for today
+    const existingSnapshot = await prisma.statsSnapshot.findUnique({
+      where: { date: today },
+    });
+
+    if (existingSnapshot) {
+      return NextResponse.json({
+        success: true,
+        message: 'Snapshot already exists for today',
+        data: { date: today.toISOString(), id: existingSnapshot.id },
+      });
+    }
+
+    // Time boundaries for daily counts
+    const yesterday = new Date(today);
+    yesterday.setDate(yesterday.getDate() - 1);
+
+    // Gather all statistics in parallel
+    const [
+      // Tool and package counts
+      totalTools,
+      totalPackages,
+      officialTools,
+      officialPackages,
+      toolsWithSchema,
+
+      // Health status counts
+      importHealthy,
+      importBroken,
+      importUnknown,
+      executionHealthy,
+      executionBroken,
+      executionUnknown,
+
+      // Package data for aggregations
+      packages,
+
+      // Daily execution stats
+      dailyExecutions,
+      dailySuccessful,
+      dailyFailed,
+      avgExecutionTime,
+
+      // Daily token usage
+      dailyTokens,
+
+      // Daily health checks
+      dailyHealthChecks,
+
+      // Quality distribution
+      qualityDistribution,
+    ] = await Promise.all([
+      // Tool counts
+      prisma.tool.count(),
+      prisma.package.count(),
+      prisma.tool.count({ where: { package: { isOfficial: true } } }),
+      prisma.package.count({ where: { isOfficial: true } }),
+      prisma.tool.count({ where: { schemaSource: 'extracted' } }),
+
+      // Health status
+      prisma.tool.count({ where: { importHealth: 'HEALTHY' } }),
+      prisma.tool.count({ where: { importHealth: 'BROKEN' } }),
+      prisma.tool.count({ where: { importHealth: 'UNKNOWN' } }),
+      prisma.tool.count({ where: { executionHealth: 'HEALTHY' } }),
+      prisma.tool.count({ where: { executionHealth: 'BROKEN' } }),
+      prisma.tool.count({ where: { executionHealth: 'UNKNOWN' } }),
+
+      // Package data
+      prisma.package.findMany({
+        select: {
+          tier: true,
+          category: true,
+          npmDownloadsLastMonth: true,
+          githubStars: true,
+          _count: { select: { tools: true } },
+        },
+      }),
+
+      // Daily execution stats
+      prisma.simulation.count({
+        where: { createdAt: { gte: yesterday, lt: today } },
+      }),
+      prisma.simulation.count({
+        where: { createdAt: { gte: yesterday, lt: today }, status: 'success' },
+      }),
+      prisma.simulation.count({
+        where: {
+          createdAt: { gte: yesterday, lt: today },
+          status: { in: ['error', 'timeout'] },
+        },
+      }),
+      prisma.simulation.aggregate({
+        where: {
+          createdAt: { gte: yesterday, lt: today },
+          status: 'success',
+          executionTimeMs: { not: null },
+        },
+        _avg: { executionTimeMs: true },
+      }),
+
+      // Daily token usage
+      prisma.tokenUsage.aggregate({
+        where: { createdAt: { gte: yesterday, lt: today } },
+        _sum: {
+          inputTokens: true,
+          outputTokens: true,
+          totalTokens: true,
+          estimatedCost: true,
+        },
+      }),
+
+      // Daily health checks
+      prisma.healthCheck.count({
+        where: { createdAt: { gte: yesterday, lt: today } },
+      }),
+
+      // Quality score distribution
+      prisma.$queryRaw<{ bucket: string; count: bigint }[]>`
+        SELECT
+          CASE
+            WHEN quality_score IS NULL THEN 'unscored'
+            WHEN quality_score < 0.3 THEN 'low'
+            WHEN quality_score < 0.5 THEN 'medium-low'
+            WHEN quality_score < 0.7 THEN 'medium'
+            WHEN quality_score < 0.9 THEN 'high'
+            ELSE 'excellent'
+          END as bucket,
+          COUNT(*) as count
+        FROM tools
+        GROUP BY
+          CASE
+            WHEN quality_score IS NULL THEN 'unscored'
+            WHEN quality_score < 0.3 THEN 'low'
+            WHEN quality_score < 0.5 THEN 'medium-low'
+            WHEN quality_score < 0.7 THEN 'medium'
+            WHEN quality_score < 0.9 THEN 'high'
+            ELSE 'excellent'
+          END
+      `,
+    ]);
+
+    // Aggregate package data
+    let tiersMinimal = 0;
+    let tiersRich = 0;
+    let totalNpmDownloads = 0;
+    let totalGithubStars = 0;
+    const categories: Record<string, number> = {};
+
+    for (const pkg of packages) {
+      if (pkg.tier === 'minimal') tiersMinimal++;
+      if (pkg.tier === 'rich') tiersRich++;
+      totalNpmDownloads += pkg.npmDownloadsLastMonth || 0;
+      totalGithubStars += pkg.githubStars || 0;
+
+      if (pkg.category) {
+        categories[pkg.category] = (categories[pkg.category] || 0) + pkg._count.tools;
+      }
+    }
+
+    // Format quality distribution
+    const qualityDist: Record<string, number> = {};
+    for (const row of qualityDistribution) {
+      qualityDist[row.bucket] = Number(row.count);
+    }
+
+    // Create the snapshot
+    const snapshot = await prisma.statsSnapshot.create({
+      data: {
+        date: today,
+
+        // Registry overview
+        totalTools,
+        totalPackages,
+        officialTools,
+        officialPackages,
+        toolsWithSchema,
+
+        // Downloads & stars
+        totalNpmDownloads,
+        totalGithubStars,
+
+        // Health status
+        importHealthy,
+        importBroken,
+        importUnknown,
+        executionHealthy,
+        executionBroken,
+        executionUnknown,
+
+        // Quality distribution
+        qualityDistribution: qualityDist,
+
+        // Tiers
+        tiersMinimal,
+        tiersRich,
+
+        // Daily execution stats
+        executionsTotal: dailyExecutions,
+        executionsSuccessful: dailySuccessful,
+        executionsFailed: dailyFailed,
+        executionsAvgTimeMs: avgExecutionTime._avg.executionTimeMs
+          ? Math.round(avgExecutionTime._avg.executionTimeMs)
+          : null,
+
+        // Daily token usage
+        tokensInput: BigInt(dailyTokens._sum.inputTokens || 0),
+        tokensOutput: BigInt(dailyTokens._sum.outputTokens || 0),
+        tokensTotal: BigInt(dailyTokens._sum.totalTokens || 0),
+        tokensCostUsd: dailyTokens._sum.estimatedCost,
+
+        // Daily health checks
+        healthChecksRun: dailyHealthChecks,
+
+        // Categories
+        categories,
+      },
+    });
+
+    const processingTime = Date.now() - startTime;
+
+    return NextResponse.json({
+      success: true,
+      data: {
+        id: snapshot.id,
+        date: snapshot.date,
+        totalTools: snapshot.totalTools,
+        totalPackages: snapshot.totalPackages,
+        executionsTotal: snapshot.executionsTotal,
+        processingTimeMs: processingTime,
+      },
+    });
+  } catch (error) {
+    console.error('Error creating stats snapshot:', error);
+
+    return NextResponse.json(
+      {
+        success: false,
+        error: {
+          code: 'SNAPSHOT_ERROR',
+          message: 'Failed to create stats snapshot',
+          details: error instanceof Error ? error.message : 'Unknown error',
+        },
+      },
+      { status: 500 }
+    );
+  }
+}
+
+// GET endpoint to retrieve recent snapshots
+export async function GET(request: NextRequest) {
+  const { searchParams } = new URL(request.url);
+  const days = Math.min(parseInt(searchParams.get('days') || '30', 10), 365);
+
+  try {
+    const since = new Date();
+    since.setDate(since.getDate() - days);
+
+    const snapshots = await prisma.statsSnapshot.findMany({
+      where: { date: { gte: since } },
+      orderBy: { date: 'asc' },
+    });
+
+    // Convert BigInt to number for JSON serialization
+    const serializedSnapshots = snapshots.map((s) => ({
+      ...s,
+      tokensInput: Number(s.tokensInput),
+      tokensOutput: Number(s.tokensOutput),
+      tokensTotal: Number(s.tokensTotal),
+    }));
+
+    return NextResponse.json({
+      success: true,
+      data: {
+        snapshots: serializedSnapshots,
+        count: snapshots.length,
+        days,
+      },
+    });
+  } catch (error) {
+    console.error('Error fetching stats snapshots:', error);
+
+    return NextResponse.json(
+      {
+        success: false,
+        error: {
+          code: 'FETCH_ERROR',
+          message: 'Failed to fetch stats snapshots',
+          details: error instanceof Error ? error.message : 'Unknown error',
+        },
+      },
+      { status: 500 }
+    );
+  }
+}
diff --git a/apps/web/src/app/api/tools/[...slug]/route.ts b/apps/web/src/app/api/tools/[...slug]/route.ts
new file mode 100644
index 0000000..6b18104
--- /dev/null
+++ b/apps/web/src/app/api/tools/[...slug]/route.ts
@@ -0,0 +1,221 @@
+import { prisma } from '@tpmjs/db';
+import { type NextRequest, NextResponse } from 'next/server';
+import { performHealthCheck } from '~/lib/health-check/health-check-service';
+import { checkRateLimit } from '~/lib/rate-limit';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+export const maxDuration = 60;
+
+/**
+ * Parse tool slug to extract package name and export name
+ */
+function parseSlug(slug: string[]): { packageName: string; name: string | undefined } {
+  let packageName: string;
+  let name: string | undefined;
+
+  if (slug.length === 1) {
+    // Single slug - package name without scope
+    packageName = slug[0] || '';
+  } else if (slug.length === 2) {
+    // Could be: @scope/package OR package/name
+    if (slug[0]?.startsWith('@')) {
+      // @scope/package
+      packageName = slug.join('/');
+    } else {
+      // package + name
+      packageName = slug[0] || '';
+      name = slug[1];
+    }
+  } else {
+    // 3+ slugs: @scope/package/name
+    packageName = slug.slice(0, slug[0]?.startsWith('@') ? 2 : 1).join('/');
+    name = slug[slug.length - 1];
+  }
+
+  return { packageName, name };
+}
+
+/**
+ * GET /api/tools/[...slug]
+ *
+ * Fetch a single tool by its NPM package name (slug)
+ * Supports catch-all routing for scoped packages like @tpmjs/text-transformer
+ */
+export async function GET(
+  request: NextRequest,
+  { params }: { params: Promise<{ slug: string[] }> }
+): Promise<NextResponse> {
+  // Check rate limit
+  const rateLimitResponse = checkRateLimit(request);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+
+  try {
+    const { slug } = await params;
+    const { packageName, name } = parseSlug(slug);
+
+    if (name) {
+      // Find specific tool by package name and export name
+      const tool = await prisma.tool.findFirst({
+        where: {
+          package: { npmPackageName: packageName },
+          name: name,
+        },
+        include: { package: true },
+      });
+
+      if (!tool) {
+        return NextResponse.json(
+          {
+            success: false,
+            error: 'Tool not found',
+          },
+          { status: 404 }
+        );
+      }
+
+      return NextResponse.json({
+        success: true,
+        data: tool,
+      });
+    }
+    // Find all tools for the package
+    const pkg = await prisma.package.findUnique({
+      where: { npmPackageName: packageName },
+      include: { tools: true },
+    });
+
+    if (!pkg) {
+      return NextResponse.json(
+        {
+          success: false,
+          error: 'Package not found',
+        },
+        { status: 404 }
+      );
+    }
+
+    return NextResponse.json({
+      success: true,
+      data: {
+        package: pkg,
+        tools: pkg.tools,
+      },
+    });
+  } catch (error) {
+    console.error('Error fetching tool:', error);
+    return NextResponse.json(
+      {
+        success: false,
+        error: 'Failed to fetch tool',
+      },
+      { status: 500 }
+    );
+  }
+}
+
+/**
+ * POST /api/tools/[...slug]
+ *
+ * Manually trigger a health check for a specific tool
+ * Rate limit: 5-minute cooldown per tool
+ *
+ * Examples:
+ * - POST /api/tools/@tpmjs/hello/hello
+ * - POST /api/tools/my-package/myTool
+ */
+export async function POST(
+  request: NextRequest,
+  { params }: { params: Promise<{ slug: string[] }> }
+): Promise<NextResponse> {
+  // Check rate limit
+  const rateLimitResponse = checkRateLimit(request);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+
+  try {
+    const { slug } = await params;
+    const { packageName, name } = parseSlug(slug);
+
+    // Health checks require export name
+    if (!name) {
+      return NextResponse.json(
+        {
+          success: false,
+          error: 'Export name required for health check',
+        },
+        { status: 400 }
+      );
+    }
+
+    // Find the tool
+    const tool = await prisma.tool.findFirst({
+      where: {
+        package: { npmPackageName: packageName },
+        name: name,
+      },
+      select: {
+        id: true,
+        lastHealthCheck: true,
+      },
+    });
+
+    if (!tool) {
+      return NextResponse.json(
+        {
+          success: false,
+          error: 'Tool not found',
+        },
+        { status: 404 }
+      );
+    }
+
+    // Rate limiting: Check if last health check was within 5 minutes
+    const fiveMinutesAgo = new Date(Date.now() - 5 * 60 * 1000);
+    if (tool.lastHealthCheck && tool.lastHealthCheck > fiveMinutesAgo) {
+      const nextAvailable = new Date(tool.lastHealthCheck.getTime() + 5 * 60 * 1000);
+      const secondsRemaining = Math.ceil((nextAvailable.getTime() - Date.now()) / 1000);
+
+      return NextResponse.json(
+        {
+          success: false,
+          error: `Rate limit exceeded. Try again in ${secondsRemaining} seconds.`,
+          retryAfter: secondsRemaining,
+        },
+        { status: 429 }
+      );
+    }
+
+    // Perform health check
+    console.log(`🏥 Manual health check triggered for ${packageName}/${name}`);
+    const result = await performHealthCheck(tool.id, 'manual');
+
+    return NextResponse.json({
+      success: true,
+      data: {
+        toolId: result.toolId,
+        packageName: packageName,
+        name: name,
+        importStatus: result.importStatus,
+        importError: result.importError,
+        importTimeMs: result.importTimeMs,
+        executionStatus: result.executionStatus,
+        executionError: result.executionError,
+        executionTimeMs: result.executionTimeMs,
+        overallStatus: result.overallStatus,
+      },
+    });
+  } catch (error) {
+    console.error('Error performing manual health check:', error);
+    return NextResponse.json(
+      {
+        success: false,
+        error: 'Failed to perform health check',
+      },
+      { status: 500 }
+    );
+  }
+}
diff --git a/apps/web/src/app/api/tools/[id]/route.ts b/apps/web/src/app/api/tools/[id]/route.ts
deleted file mode 100644
index b9e38e4..0000000
--- a/apps/web/src/app/api/tools/[id]/route.ts
+++ /dev/null
@@ -1,63 +0,0 @@
-import { prisma } from '@tpmjs/db';
-import { type NextRequest, NextResponse } from 'next/server';
-
-export const runtime = 'nodejs';
-export const dynamic = 'force-dynamic';
-export const maxDuration = 60;
-
-/**
- * GET /api/tools/[id]
- * Get tool details by ID or package name
- *
- * Params:
- * - id: Tool ID (number) or NPM package name (string)
- */
-export async function GET(_request: NextRequest, { params }: { params: Promise<{ id: string }> }) {
-  try {
-    const { id } = await params;
-
-    if (!id) {
-      return NextResponse.json(
-        {
-          success: false,
-          error: 'Missing ID parameter',
-        },
-        { status: 400 }
-      );
-    }
-
-    // Try to find by ID first (cuid), then by package name
-    const tool = await prisma.tool.findFirst({
-      where: {
-        OR: [{ id }, { npmPackageName: id }],
-      },
-    });
-
-    if (!tool) {
-      return NextResponse.json(
-        {
-          success: false,
-          error: 'Tool not found',
-          message: `No tool found with ID or package name: ${id}`,
-        },
-        { status: 404 }
-      );
-    }
-
-    return NextResponse.json({
-      success: true,
-      data: tool,
-    });
-  } catch (error) {
-    console.error('Error fetching tool details:', error);
-
-    return NextResponse.json(
-      {
-        success: false,
-        error: 'Failed to fetch tool details',
-        message: error instanceof Error ? error.message : 'Unknown error',
-      },
-      { status: 500 }
-    );
-  }
-}
diff --git a/apps/web/src/app/api/tools/[slug]/route.ts b/apps/web/src/app/api/tools/[slug]/route.ts
deleted file mode 100644
index 759cdea..0000000
--- a/apps/web/src/app/api/tools/[slug]/route.ts
+++ /dev/null
@@ -1,52 +0,0 @@
-import { prisma } from '@tpmjs/db';
-import { type NextRequest, NextResponse } from 'next/server';
-
-export const runtime = 'nodejs';
-export const dynamic = 'force-dynamic';
-export const maxDuration = 60;
-
-/**
- * GET /api/tools/[slug]
- *
- * Fetch a single tool by its NPM package name (slug)
- */
-export async function GET(
-  _request: NextRequest,
-  { params }: { params: Promise<{ slug: string }> }
-): Promise<NextResponse> {
-  try {
-    const { slug } = await params;
-
-    // Find the tool by npmPackageName
-    const tool = await prisma.tool.findUnique({
-      where: {
-        npmPackageName: decodeURIComponent(slug),
-      },
-    });
-
-    if (!tool) {
-      return NextResponse.json(
-        {
-          success: false,
-          error: 'Tool not found',
-        },
-        { status: 404 }
-      );
-    }
-
-    // Return the tool data
-    return NextResponse.json({
-      success: true,
-      data: tool,
-    });
-  } catch (error) {
-    console.error('Error fetching tool:', error);
-    return NextResponse.json(
-      {
-        success: false,
-        error: 'Failed to fetch tool',
-      },
-      { status: 500 }
-    );
-  }
-}
diff --git a/apps/web/src/app/api/tools/broken/route.ts b/apps/web/src/app/api/tools/broken/route.ts
new file mode 100644
index 0000000..4b8b96e
--- /dev/null
+++ b/apps/web/src/app/api/tools/broken/route.ts
@@ -0,0 +1,55 @@
+import { prisma } from '@tpmjs/db';
+import { type NextRequest, NextResponse } from 'next/server';
+import { checkRateLimit } from '~/lib/rate-limit';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+export const maxDuration = 60;
+
+/**
+ * GET /api/tools/broken
+ * List all tools with broken health status
+ *
+ * Returns tools where importHealth='BROKEN' OR executionHealth='BROKEN'
+ * Includes package relation with npmPackageName and npmVersion
+ */
+export async function GET(request: NextRequest) {
+  // Check rate limit
+  const rateLimitResponse = checkRateLimit(request);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+
+  try {
+    const brokenTools = await prisma.tool.findMany({
+      where: {
+        OR: [{ importHealth: 'BROKEN' }, { executionHealth: 'BROKEN' }],
+      },
+      include: {
+        package: {
+          select: {
+            npmPackageName: true,
+            npmVersion: true,
+            category: true,
+            isOfficial: true,
+          },
+        },
+      },
+      orderBy: {
+        lastHealthCheck: 'desc',
+      },
+    });
+
+    return NextResponse.json({
+      success: true,
+      data: brokenTools,
+      count: brokenTools.length,
+    });
+  } catch (error) {
+    console.error('Failed to fetch broken tools:', error);
+    return NextResponse.json(
+      { success: false, error: 'Failed to fetch broken tools' },
+      { status: 500 }
+    );
+  }
+}
diff --git a/apps/web/src/app/api/tools/execute/[...slug]/route.ts b/apps/web/src/app/api/tools/execute/[...slug]/route.ts
new file mode 100644
index 0000000..dacbb1d
--- /dev/null
+++ b/apps/web/src/app/api/tools/execute/[...slug]/route.ts
@@ -0,0 +1,224 @@
+/**
+ * Tool execution endpoint with SSE streaming
+ * Executes TPMJS tools with AI agents and streams real-time progress
+ */
+
+import { checkRateLimit, getClientIP } from '@/lib/rate-limiter';
+import { prisma } from '@tpmjs/db';
+import { type NextRequest, NextResponse } from 'next/server';
+
+// Use Node.js runtime for SSE streaming
+export const runtime = 'nodejs';
+export const maxDuration = 60; // 60 seconds timeout
+export const dynamic = 'force-dynamic'; // Prevent static generation for AI SDK routes
+
+interface ExecuteRequest {
+  prompt: string;
+  parameters?: Record<string, unknown>;
+}
+
+/**
+ * POST /api/tools/execute/[...slug]
+ * Executes a tool with an AI agent and streams the response via SSE
+ *
+ * Slug format: [toolId] or [packageName, name]
+ * Examples:
+ *   /api/tools/execute/clx123abc (by tool ID)
+ *   /api/tools/execute/@tpmjs/hello/helloWorldTool (by package and export name)
+ */
+export async function POST(
+  request: NextRequest,
+  { params }: { params: Promise<{ slug: string[] }> }
+) {
+  const { slug } = await params;
+
+  try {
+    // Parse request body
+    const body = (await request.json()) as ExecuteRequest;
+    const { prompt, parameters } = body;
+
+    if (!prompt || prompt.length === 0) {
+      return NextResponse.json({ error: 'Prompt is required' }, { status: 400 });
+    }
+
+    if (prompt.length > 2000) {
+      return NextResponse.json({ error: 'Prompt too long (max 2000 characters)' }, { status: 400 });
+    }
+
+    // Get client IP and check rate limit
+    const ipAddress = getClientIP(request);
+    const rateLimit = await checkRateLimit(ipAddress);
+
+    if (!rateLimit.allowed) {
+      return NextResponse.json(
+        {
+          error: 'Rate limit exceeded',
+          resetAt: rateLimit.resetAt,
+          remaining: 0,
+        },
+        {
+          status: 429,
+          headers: {
+            'X-RateLimit-Limit': '10',
+            'X-RateLimit-Remaining': '0',
+            'X-RateLimit-Reset': rateLimit.resetAt.toISOString(),
+          },
+        }
+      );
+    }
+
+    // Fetch tool from database with package relation
+    // Support both ID-based lookup and packageName/name lookup
+    const tool =
+      slug.length === 1
+        ? // Single slug - treat as tool ID
+          await prisma.tool.findUnique({
+            where: { id: slug[0] || '' },
+            include: { package: true },
+          })
+        : // Multiple slugs - treat as packageName/name
+          await prisma.tool.findFirst({
+            where: {
+              package: { npmPackageName: decodeURIComponent(slug.slice(0, -1).join('/')) },
+              name: decodeURIComponent(slug[slug.length - 1] || ''),
+            },
+            include: { package: true },
+          });
+
+    if (!tool) {
+      return NextResponse.json({ error: 'Tool not found' }, { status: 404 });
+    }
+
+    // Create simulation record
+    const simulation = await prisma.simulation.create({
+      data: {
+        toolId: tool.id,
+        userPrompt: prompt,
+        // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+        parameters: parameters ? (parameters as any) : undefined,
+        ipAddress,
+        userAgent: request.headers.get('user-agent') || null,
+        status: 'running',
+        model: 'gpt-4-turbo',
+      },
+    });
+
+    // Create readable stream for SSE
+    const stream = new ReadableStream({
+      async start(controller) {
+        const encoder = new TextEncoder();
+
+        const sendEvent = (event: string, data: unknown) => {
+          const message = `event: ${event}\ndata: ${JSON.stringify(data)}\n\n`;
+          controller.enqueue(encoder.encode(message));
+        };
+
+        try {
+          const startTime = Date.now();
+
+          // Dynamically import AI agent to avoid loading tiktoken at build time
+          const { executeToolWithAgent } = await import('@/lib/ai-agent/tool-executor-agent');
+
+          // Execute tool with AI agent
+          const result = await executeToolWithAgent(
+            tool,
+            prompt,
+            (chunk) => {
+              // Stream text chunks
+              sendEvent('chunk', { text: chunk });
+            },
+            (tokens) => {
+              // Stream token updates
+              sendEvent('tokens', tokens);
+            }
+          );
+
+          const executionTimeMs = Date.now() - startTime;
+
+          // Update simulation with results
+          await prisma.simulation.update({
+            where: { id: simulation.id },
+            data: {
+              status: 'success',
+              output: { result: result.output },
+              agentSteps: result.agentSteps,
+              executionTimeMs,
+              completedAt: new Date(),
+            },
+          });
+
+          // Update tool health status on successful execution
+          // This ensures tools marked as BROKEN get updated when they actually work
+          if (tool.importHealth === 'BROKEN' || tool.executionHealth === 'BROKEN') {
+            await prisma.tool.update({
+              where: { id: tool.id },
+              data: {
+                importHealth: 'HEALTHY',
+                executionHealth: 'HEALTHY',
+                healthCheckError: null,
+                lastHealthCheck: new Date(),
+              },
+            });
+          }
+
+          // Create token usage record
+          await prisma.tokenUsage.create({
+            data: {
+              simulationId: simulation.id,
+              inputTokens: result.tokenBreakdown.inputTokens,
+              toolDescTokens: result.tokenBreakdown.toolDescTokens,
+              schemaTokens: result.tokenBreakdown.schemaTokens,
+              outputTokens: result.tokenBreakdown.outputTokens,
+              totalTokens: result.tokenBreakdown.totalTokens,
+              estimatedCost: result.tokenBreakdown.estimatedCost,
+            },
+          });
+
+          // Send completion event
+          sendEvent('complete', {
+            output: result.output,
+            tokenBreakdown: result.tokenBreakdown,
+            executionTimeMs,
+            agentSteps: result.agentSteps,
+          });
+        } catch (error) {
+          // Update simulation with error
+          await prisma.simulation.update({
+            where: { id: simulation.id },
+            data: {
+              status: 'error',
+              error: error instanceof Error ? error.message : 'Unknown error',
+              completedAt: new Date(),
+            },
+          });
+
+          // Send error event
+          sendEvent('error', {
+            message: error instanceof Error ? error.message : 'Unknown error',
+          });
+        } finally {
+          controller.close();
+        }
+      },
+    });
+
+    // Return SSE stream
+    return new NextResponse(stream, {
+      headers: {
+        'Content-Type': 'text/event-stream',
+        'Cache-Control': 'no-cache',
+        Connection: 'keep-alive',
+        'X-RateLimit-Limit': '10',
+        'X-RateLimit-Remaining': rateLimit.remaining.toString(),
+      },
+    });
+  } catch (error) {
+    console.error('Execute endpoint error:', error);
+    return NextResponse.json(
+      {
+        error: error instanceof Error ? error.message : 'Internal server error',
+      },
+      { status: 500 }
+    );
+  }
+}
diff --git a/apps/web/src/app/api/tools/extract-schema/route.ts b/apps/web/src/app/api/tools/extract-schema/route.ts
new file mode 100644
index 0000000..cc0a439
--- /dev/null
+++ b/apps/web/src/app/api/tools/extract-schema/route.ts
@@ -0,0 +1,159 @@
+import { prisma } from '@tpmjs/db';
+import { type NextRequest, NextResponse } from 'next/server';
+import { convertJsonSchemaToParameters, extractToolSchema } from '~/lib/schema-extraction';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+/**
+ * POST /api/tools/extract-schema
+ * Manually trigger schema extraction for a tool
+ *
+ * Body:
+ * - packageName: npm package name
+ * - name: exported function name
+ *
+ * Rate limited to 1 extraction per minute per tool
+ */
+export async function POST(request: NextRequest) {
+  try {
+    const body = await request.json();
+    const { packageName, name } = body;
+
+    if (!packageName || !name) {
+      return NextResponse.json(
+        { success: false, error: 'packageName and name are required' },
+        { status: 400 }
+      );
+    }
+
+    console.log('[Extract Schema] Looking up tool:', { packageName, name });
+
+    // Find the tool by package name and export name
+    const tool = await prisma.tool.findFirst({
+      where: {
+        name,
+        package: {
+          npmPackageName: packageName,
+        },
+      },
+      include: {
+        package: {
+          select: {
+            npmPackageName: true,
+            npmVersion: true,
+            env: true,
+          },
+        },
+      },
+    });
+
+    if (!tool) {
+      console.log('[Extract Schema] Tool not found:', { packageName, name });
+      return NextResponse.json({ success: false, error: 'Tool not found' }, { status: 404 });
+    }
+
+    // Rate limit: 1 minute cooldown
+    if (tool.schemaExtractedAt) {
+      const timeSinceLastExtraction = Date.now() - tool.schemaExtractedAt.getTime();
+      const cooldownMs = 60000; // 1 minute
+
+      if (timeSinceLastExtraction < cooldownMs) {
+        const retryAfter = Math.ceil((cooldownMs - timeSinceLastExtraction) / 1000);
+        return NextResponse.json(
+          {
+            success: false,
+            error: 'Rate limited',
+            message: `Please wait ${retryAfter} seconds before trying again`,
+            retryAfter,
+          },
+          { status: 429 }
+        );
+      }
+    }
+
+    console.log('[Extract Schema] Extracting schema for:', {
+      packageName: tool.package.npmPackageName,
+      name: tool.name,
+      version: tool.package.npmVersion,
+    });
+
+    // Extract schema from executor
+    const schemaResult = await extractToolSchema(
+      tool.package.npmPackageName,
+      tool.name,
+      tool.package.npmVersion,
+      tool.package.env as Record<string, unknown> | null
+    );
+
+    if (schemaResult.success) {
+      // Update tool with extracted schema
+      const updatedTool = await prisma.tool.update({
+        where: { id: tool.id },
+        data: {
+          // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+          inputSchema: schemaResult.inputSchema as any,
+          // Also update parameters array for backward compatibility
+          // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+          parameters: convertJsonSchemaToParameters(schemaResult.inputSchema) as any,
+          schemaSource: 'extracted',
+          schemaExtractedAt: new Date(),
+        },
+        select: {
+          id: true,
+          name: true,
+          inputSchema: true,
+          parameters: true,
+          schemaSource: true,
+          schemaExtractedAt: true,
+        },
+      });
+
+      console.log('[Extract Schema] Schema extracted successfully:', {
+        toolId: updatedTool.id,
+        name: updatedTool.name,
+        schemaSource: updatedTool.schemaSource,
+      });
+
+      return NextResponse.json({
+        success: true,
+        message: 'Schema extracted successfully',
+        schemaSource: 'extracted',
+        tool: updatedTool,
+      });
+    }
+
+    // Extraction failed
+    console.log('[Extract Schema] Extraction failed:', {
+      packageName,
+      name,
+      error: schemaResult.error,
+    });
+
+    // Update tool to mark extraction attempt
+    await prisma.tool.update({
+      where: { id: tool.id },
+      data: {
+        schemaExtractedAt: new Date(), // Update timestamp even on failure for rate limiting
+      },
+    });
+
+    return NextResponse.json({
+      success: false,
+      error: 'Schema extraction failed',
+      message: schemaResult.error,
+      schemaSource: tool.schemaSource,
+    });
+  } catch (error) {
+    console.error('[Extract Schema] Error:', error);
+
+    return NextResponse.json(
+      {
+        success: false,
+        error: 'Failed to extract schema',
+        message: error instanceof Error ? error.message : 'Unknown error',
+      },
+      { status: 500 }
+    );
+  }
+}
diff --git a/apps/web/src/app/api/tools/report-health/route.ts b/apps/web/src/app/api/tools/report-health/route.ts
new file mode 100644
index 0000000..fb9aeb7
--- /dev/null
+++ b/apps/web/src/app/api/tools/report-health/route.ts
@@ -0,0 +1,153 @@
+import { prisma } from '@tpmjs/db';
+import { type NextRequest, NextResponse } from 'next/server';
+import { checkRateLimit } from '~/lib/rate-limit';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+/**
+ * Check if an error is due to missing environment variables (configuration issue)
+ * rather than a broken tool (code issue)
+ */
+function isEnvironmentConfigError(error: string): boolean {
+  const envErrorPatterns = [
+    /is required/i,
+    /is not set/i,
+    /missing.*environment/i,
+    /environment.*missing/i,
+    /api key.*required/i,
+    /api key.*not provided/i,
+    /missing.*api key/i,
+    /must be set/i,
+    /not found.*environment/i,
+    /please set/i,
+    /please provide/i,
+    /configure.*environment/i,
+  ];
+
+  return envErrorPatterns.some((pattern) => pattern.test(error));
+}
+
+/**
+ * Check if an error is due to input validation (Zod validation, URL format, etc.)
+ * These errors mean the tool is working correctly - it's validating input as expected
+ */
+function isInputValidationError(error: string): boolean {
+  const validationErrorPatterns = [
+    /must have a valid.*domain/i,
+    /valid.*path/i,
+    /invalid.*url/i,
+    /invalid.*format/i,
+    /expected.*received/i,
+    /must be.*string/i,
+    /must be.*number/i,
+    /must be.*boolean/i,
+    /must be.*array/i,
+    /must be.*object/i,
+    /validation.*failed/i,
+    /does not match/i,
+    /too short/i,
+    /too long/i,
+    /minimum.*length/i,
+    /maximum.*length/i,
+  ];
+
+  return validationErrorPatterns.some((pattern) => pattern.test(error));
+}
+
+/**
+ * Check if an error is a configuration or input issue (not a broken tool)
+ */
+function isNonBreakingError(error: string): boolean {
+  return isEnvironmentConfigError(error) || isInputValidationError(error);
+}
+
+interface ReportHealthRequest {
+  packageName: string;
+  name: string;
+  success: boolean;
+  error?: string;
+}
+
+/**
+ * POST /api/tools/report-health
+ *
+ * Centralized endpoint for reporting tool execution results.
+ * All health status logic is here - playground and other clients just report results.
+ *
+ * This endpoint determines whether a failure should mark the tool as BROKEN or HEALTHY
+ * based on the error type (env vars, validation = HEALTHY, infrastructure = BROKEN).
+ */
+export async function POST(request: NextRequest): Promise<NextResponse> {
+  // Check rate limit
+  const rateLimitResponse = checkRateLimit(request);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+
+  try {
+    const body: ReportHealthRequest = await request.json();
+    const { packageName, name, success, error } = body;
+
+    if (!packageName || !name) {
+      return NextResponse.json(
+        { success: false, error: 'packageName and name are required' },
+        { status: 400 }
+      );
+    }
+
+    // Find the tool
+    const tool = await prisma.tool.findFirst({
+      where: {
+        name,
+        package: { npmPackageName: packageName },
+      },
+      select: { id: true },
+    });
+
+    if (!tool) {
+      return NextResponse.json({ success: false, error: 'Tool not found' }, { status: 404 });
+    }
+
+    // Determine health status based on result
+    let healthStatus: 'HEALTHY' | 'BROKEN';
+    let healthError: string | null = null;
+
+    if (success) {
+      // Successful execution = HEALTHY
+      healthStatus = 'HEALTHY';
+    } else if (error && isNonBreakingError(error)) {
+      // Failed due to config/validation = HEALTHY (tool works, just needs setup)
+      healthStatus = 'HEALTHY';
+      console.log(`ℹ️  ${packageName}/${name} failed due to config issue (not broken): ${error}`);
+    } else {
+      // Real failure = BROKEN
+      healthStatus = 'BROKEN';
+      healthError = error || 'Unknown error';
+    }
+
+    // Update tool health status
+    await prisma.tool.update({
+      where: { id: tool.id },
+      data: {
+        executionHealth: healthStatus,
+        healthCheckError: healthError,
+        lastHealthCheck: new Date(),
+      },
+    });
+
+    console.log(`🏥 Health updated for ${packageName}/${name}: ${healthStatus}`);
+
+    return NextResponse.json({
+      success: true,
+      data: {
+        toolId: tool.id,
+        healthStatus,
+        healthError,
+      },
+    });
+  } catch (err) {
+    console.error('Error reporting health:', err);
+    return NextResponse.json({ success: false, error: 'Failed to report health' }, { status: 500 });
+  }
+}
diff --git a/apps/web/src/app/api/tools/route.ts b/apps/web/src/app/api/tools/route.ts
index abeab4d..66812d5 100644
--- a/apps/web/src/app/api/tools/route.ts
+++ b/apps/web/src/app/api/tools/route.ts
@@ -1,22 +1,276 @@
 import { type Prisma, prisma } from '@tpmjs/db';
+import { kv } from '@vercel/kv';
 import { type NextRequest, NextResponse } from 'next/server';
+import { checkRateLimit } from '~/lib/rate-limit';
 
 export const runtime = 'nodejs';
 export const dynamic = 'force-dynamic';
 export const maxDuration = 60;
 
+// Cache configuration
+const CACHE_TTL = 300; // 5 minutes
+const CACHE_PREFIX = 'tools:';
+
+/**
+ * Try to get cached response, returns null if KV not configured or cache miss
+ */
+async function getCached<T>(key: string): Promise<T | null> {
+  try {
+    if (!process.env.KV_REST_API_URL) return null;
+    return await kv.get<T>(key);
+  } catch {
+    return null;
+  }
+}
+
+/**
+ * Try to set cache, silently fails if KV not configured
+ */
+async function setCache<T>(key: string, value: T, ttl: number): Promise<void> {
+  try {
+    if (!process.env.KV_REST_API_URL) return;
+    await kv.set(key, value, { ex: ttl });
+  } catch {
+    // Silently ignore cache errors
+  }
+}
+
+// Constants
+const DEFAULT_LIMIT = 20;
+const MAX_LIMIT = 1000;
+const MIN_LIMIT = 1;
+const API_VERSION = '1.0.0';
+
+// Valid enum values
+const VALID_HEALTH_STATUSES = ['HEALTHY', 'BROKEN', 'UNKNOWN'] as const;
+type HealthStatus = (typeof VALID_HEALTH_STATUSES)[number];
+
+/**
+ * Standard API response structure
+ */
+interface ApiResponse<T = unknown> {
+  success: boolean;
+  data?: T;
+  error?: {
+    code: string;
+    message: string;
+    details?: Record<string, unknown>;
+  };
+  meta: {
+    version: string;
+    timestamp: string;
+    requestId?: string;
+  };
+  pagination?: {
+    limit: number;
+    offset: number;
+    count: number;
+    hasMore: boolean;
+  };
+}
+
+/**
+ * Validation error details
+ */
+interface ValidationError {
+  field: string;
+  message: string;
+  received?: unknown;
+}
+
+/**
+ * Validate health status parameter
+ */
+function validateHealthStatus(value: string | null, fieldName: string): HealthStatus | null {
+  if (!value) return null;
+  if (VALID_HEALTH_STATUSES.includes(value as HealthStatus)) {
+    return value as HealthStatus;
+  }
+  throw new Error(`Invalid ${fieldName}: must be one of ${VALID_HEALTH_STATUSES.join(', ')}`);
+}
+
+/**
+ * Build health filters from query parameters
+ */
+function buildHealthFilters(
+  brokenParam: string | null,
+  importHealth: string | null,
+  executionHealth: string | null
+): Prisma.ToolWhereInput[] {
+  const healthFilters: Prisma.ToolWhereInput[] = [];
+
+  if (brokenParam === 'true') {
+    healthFilters.push({
+      OR: [{ importHealth: 'BROKEN' }, { executionHealth: 'BROKEN' }],
+    });
+  } else {
+    const validImportHealth = validateHealthStatus(importHealth, 'importHealth');
+    const validExecutionHealth = validateHealthStatus(executionHealth, 'executionHealth');
+
+    if (validImportHealth) {
+      healthFilters.push({ importHealth: validImportHealth });
+    }
+    if (validExecutionHealth) {
+      healthFilters.push({ executionHealth: validExecutionHealth });
+    }
+  }
+
+  return healthFilters;
+}
+
+/**
+ * Build package filters from query parameters
+ */
+function buildPackageFilter(
+  category: string | null,
+  officialParam: string | null
+): Prisma.PackageWhereInput {
+  const packageFilter: Prisma.PackageWhereInput = {};
+
+  if (category) {
+    packageFilter.category = category;
+  }
+
+  if (officialParam !== null) {
+    packageFilter.isOfficial = officialParam === 'true';
+  }
+
+  return packageFilter;
+}
+
+/**
+ * Build where clause for tool query
+ */
+function buildWhereClause(
+  query: string | null,
+  packageFilter: Prisma.PackageWhereInput,
+  healthFilters: Prisma.ToolWhereInput[]
+): Prisma.ToolWhereInput {
+  const where: Prisma.ToolWhereInput = {};
+
+  // Search filter (searches tool description and package name)
+  if (query) {
+    where.OR = [
+      { description: { contains: query, mode: 'insensitive' } },
+      { package: { npmPackageName: { contains: query, mode: 'insensitive' }, ...packageFilter } },
+    ];
+  } else if (Object.keys(packageFilter).length > 0) {
+    // Apply package filter if no search query
+    where.package = packageFilter;
+  }
+
+  // Apply health filters as AND conditions
+  if (healthFilters.length > 0) {
+    where.AND = healthFilters;
+  }
+
+  return where;
+}
+
+/**
+ * Create standardized error response
+ */
+function createErrorResponse(
+  code: string,
+  message: string,
+  status: number,
+  details?: Record<string, unknown>
+): NextResponse<ApiResponse> {
+  return NextResponse.json(
+    {
+      success: false,
+      error: {
+        code,
+        message,
+        details,
+      },
+      meta: {
+        version: API_VERSION,
+        timestamp: new Date().toISOString(),
+      },
+    },
+    { status }
+  );
+}
+
+/**
+ * Validate and parse pagination parameters
+ */
+function validatePagination(
+  limitParam: string | null,
+  offsetParam: string | null
+): { limit: number; offset: number } {
+  const limit = limitParam ? Number.parseInt(limitParam, 10) : DEFAULT_LIMIT;
+  const offset = offsetParam ? Number.parseInt(offsetParam, 10) : 0;
+
+  const validationErrors: ValidationError[] = [];
+
+  if (Number.isNaN(limit)) {
+    validationErrors.push({
+      field: 'limit',
+      message: 'Must be a valid number',
+      received: limitParam,
+    });
+  } else if (limit < MIN_LIMIT) {
+    validationErrors.push({
+      field: 'limit',
+      message: `Must be at least ${MIN_LIMIT}`,
+      received: limit,
+    });
+  } else if (limit > MAX_LIMIT) {
+    validationErrors.push({
+      field: 'limit',
+      message: `Must not exceed ${MAX_LIMIT}`,
+      received: limit,
+    });
+  }
+
+  if (Number.isNaN(offset)) {
+    validationErrors.push({
+      field: 'offset',
+      message: 'Must be a valid number',
+      received: offsetParam,
+    });
+  } else if (offset < 0) {
+    validationErrors.push({ field: 'offset', message: 'Must be non-negative', received: offset });
+  }
+
+  if (validationErrors.length > 0) {
+    throw new Error(JSON.stringify(validationErrors));
+  }
+
+  return {
+    limit: Math.min(Math.max(limit, MIN_LIMIT), MAX_LIMIT),
+    offset: Math.max(offset, 0),
+  };
+}
+
 /**
  * GET /api/tools
  * Search and list tools with filtering, sorting, and pagination
  *
  * Query params:
- * - q: Search query (searches name, description, tags)
+ * - q: Search query (searches package name, tool description)
  * - category: Filter by category
  * - official: Filter by official status (true/false)
- * - limit: Results per page (default: 20, max: 100)
- * - offset: Pagination offset (default: 0)
+ * - importHealth: Filter by import health (HEALTHY, BROKEN, UNKNOWN)
+ * - executionHealth: Filter by execution health (HEALTHY, BROKEN, UNKNOWN)
+ * - broken: Shorthand for "at least one health check failed" (true/false)
+ * - limit: Results per page (default: 20, max: 1000, min: 1)
+ * - offset: Pagination offset (default: 0, min: 0)
+ *
+ * @returns {ApiResponse} Standardized API response with tools data
  */
 export async function GET(request: NextRequest) {
+  const startTime = Date.now();
+  const requestId = crypto.randomUUID();
+
+  // Check rate limit
+  const rateLimitResponse = checkRateLimit(request);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+
   try {
     const searchParams = request.nextUrl.searchParams;
 
@@ -24,47 +278,93 @@ export async function GET(request: NextRequest) {
     const query = searchParams.get('q');
     const category = searchParams.get('category');
     const officialParam = searchParams.get('official');
+    const importHealth = searchParams.get('importHealth');
+    const executionHealth = searchParams.get('executionHealth');
+    const brokenParam = searchParams.get('broken');
     const limitParam = searchParams.get('limit');
     const offsetParam = searchParams.get('offset');
 
-    // Validate and set defaults (reduced max from 100 to 50 for faster queries)
-    const limit = Math.min(
-      Number.parseInt(limitParam || '20', 10),
-      50 // Reduced from 100 for better performance
-    );
-    const offset = Math.max(Number.parseInt(offsetParam || '0', 10), 0);
+    // Build cache key from query params
+    const cacheKey = `${CACHE_PREFIX}${searchParams.toString() || 'default'}`;
 
-    // Build where clause
-    const where: Prisma.ToolWhereInput = {};
-
-    // Search filter (case-insensitive partial match)
-    if (query) {
-      where.OR = [
-        { npmPackageName: { contains: query, mode: 'insensitive' } },
-        { description: { contains: query, mode: 'insensitive' } },
-        {
-          tags: {
-            hasSome: [query],
+    // Try cache first (only for simple queries without search)
+    if (!query) {
+      const cached = await getCached<ApiResponse>(cacheKey);
+      if (cached) {
+        return NextResponse.json(cached, {
+          status: 200,
+          headers: {
+            'X-Request-ID': requestId,
+            'X-Cache': 'HIT',
+            'Cache-Control': 'public, s-maxage=300, stale-while-revalidate=600',
           },
-        },
-      ];
+        });
+      }
     }
 
-    // Category filter
-    if (category) {
-      where.category = category;
+    // Validate pagination parameters
+    let limit: number;
+    let offset: number;
+    try {
+      const pagination = validatePagination(limitParam, offsetParam);
+      limit = pagination.limit;
+      offset = pagination.offset;
+    } catch (error) {
+      const validationErrors = JSON.parse(error instanceof Error ? error.message : '[]');
+      return createErrorResponse('VALIDATION_ERROR', 'Invalid request parameters', 400, {
+        validationErrors,
+      });
     }
 
-    // Official filter
-    if (officialParam !== null) {
-      where.isOfficial = officialParam === 'true';
+    // Build filters with validation
+    let packageFilter: Prisma.PackageWhereInput;
+    let healthFilters: Prisma.ToolWhereInput[];
+    let where: Prisma.ToolWhereInput;
+
+    try {
+      packageFilter = buildPackageFilter(category, officialParam);
+      healthFilters = buildHealthFilters(brokenParam, importHealth, executionHealth);
+      where = buildWhereClause(query, packageFilter, healthFilters);
+    } catch (error) {
+      return createErrorResponse(
+        'VALIDATION_ERROR',
+        error instanceof Error ? error.message : 'Invalid filter parameters',
+        400
+      );
     }
 
-    // Execute queries - run count separately only if needed for pagination
-    // For first page, we can skip count if we don't need total pages
+    // Execute query - fetch tools with package relation
+    // We fetch limit+1 to check if there are more results (avoid expensive count)
     const tools = await prisma.tool.findMany({
       where,
-      orderBy: [{ qualityScore: 'desc' }, { npmDownloadsLastMonth: 'desc' }, { createdAt: 'desc' }],
+      include: {
+        package: {
+          select: {
+            id: true,
+            npmPackageName: true,
+            npmVersion: true,
+            npmDescription: true,
+            npmRepository: true,
+            npmHomepage: true,
+            npmLicense: true,
+            npmKeywords: true,
+            npmPublishedAt: true,
+            category: true,
+            env: true,
+            frameworks: true,
+            tier: true,
+            isOfficial: true,
+            npmDownloadsLastMonth: true,
+            githubStars: true,
+            // Explicitly exclude npmReadme, npmAuthor, npmMaintainers to reduce payload
+          },
+        },
+      },
+      orderBy: [
+        { qualityScore: 'desc' }, // Tool quality score
+        { package: { npmDownloadsLastMonth: 'desc' } }, // Package downloads
+        { createdAt: 'desc' }, // Tool creation time
+      ],
       take: limit + 1, // Fetch one extra to check if there are more
       skip: offset,
     });
@@ -72,28 +372,54 @@ export async function GET(request: NextRequest) {
     // Check if there are more results
     const hasMore = tools.length > limit;
     const actualTools = hasMore ? tools.slice(0, limit) : tools;
+    const processingTime = Date.now() - startTime;
 
-    return NextResponse.json({
+    // Build standardized response
+    const response: ApiResponse = {
       success: true,
       data: actualTools,
+      meta: {
+        version: API_VERSION,
+        timestamp: new Date().toISOString(),
+        requestId,
+      },
       pagination: {
         limit,
         offset,
+        count: actualTools.length,
         hasMore,
-        // Note: total count omitted for performance (can be expensive)
-        // Only return count if explicitly requested
+      },
+    };
+
+    // Cache response for non-search queries
+    if (!query) {
+      await setCache(cacheKey, response, CACHE_TTL);
+    }
+
+    return NextResponse.json(response, {
+      status: 200,
+      headers: {
+        'X-Request-ID': requestId,
+        'X-Processing-Time': `${processingTime}ms`,
+        'X-Cache': 'MISS',
+        'Cache-Control': 'public, s-maxage=300, stale-while-revalidate=600',
       },
     });
   } catch (error) {
-    console.error('Error fetching tools:', error);
+    console.error('[API Error] /api/tools:', {
+      error: error instanceof Error ? error.message : 'Unknown error',
+      stack: error instanceof Error ? error.stack : undefined,
+      requestId,
+    });
 
-    return NextResponse.json(
+    return createErrorResponse(
+      'INTERNAL_SERVER_ERROR',
+      'An unexpected error occurred while fetching tools',
+      500,
       {
-        success: false,
-        error: 'Failed to fetch tools',
         message: error instanceof Error ? error.message : 'Unknown error',
-      },
-      { status: 500 }
+        requestId,
+      }
     );
   }
 }
diff --git a/apps/web/src/app/api/tools/search/route.ts b/apps/web/src/app/api/tools/search/route.ts
new file mode 100644
index 0000000..f5a9452
--- /dev/null
+++ b/apps/web/src/app/api/tools/search/route.ts
@@ -0,0 +1,196 @@
+import { prisma } from '@tpmjs/db';
+import { type NextRequest, NextResponse } from 'next/server';
+import { STRICT_RATE_LIMIT, checkRateLimit } from '~/lib/rate-limit';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+export const maxDuration = 60;
+
+// BM25 parameters
+const k1 = 1.5; // term frequency saturation parameter
+const b = 0.75; // length normalization parameter
+
+// Tokenize text into words
+function tokenize(text: string): string[] {
+  return text
+    .toLowerCase()
+    .replace(/[^\w\s]/g, ' ')
+    .split(/\s+/)
+    .filter((t) => t.length > 0);
+}
+
+// Calculate term frequency
+function termFrequency(term: string, tokens: string[]): number {
+  return tokens.filter((t) => t === term).length;
+}
+
+// Calculate BM25 score
+function calculateBM25(
+  query: string,
+  document: string,
+  avgDocLength: number,
+  totalDocs: number,
+  docFrequencies: Map<string, number>
+): number {
+  const queryTokens = tokenize(query);
+  const docTokens = tokenize(document);
+  const docLength = docTokens.length;
+
+  let score = 0;
+
+  for (const term of queryTokens) {
+    const tf = termFrequency(term, docTokens);
+    if (tf === 0) continue;
+
+    // IDF calculation
+    const docFreq = docFrequencies.get(term) || 0;
+    const idf = Math.log((totalDocs - docFreq + 0.5) / (docFreq + 0.5) + 1);
+
+    // BM25 formula
+    const numerator = tf * (k1 + 1);
+    const denominator = tf + k1 * (1 - b + b * (docLength / avgDocLength));
+
+    score += idf * (numerator / denominator);
+  }
+
+  return score;
+}
+
+export async function GET(request: NextRequest) {
+  console.log('🔎 [SEARCH API] Request received');
+
+  // Check rate limit (stricter limit for expensive search operations)
+  const rateLimitResponse = checkRateLimit(request, STRICT_RATE_LIMIT);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+
+  try {
+    const { searchParams } = new URL(request.url);
+    const query = searchParams.get('q') || '';
+    const category = searchParams.get('category');
+    const limit = Math.min(Number.parseInt(searchParams.get('limit') || '10'), 50);
+
+    // Get recent messages for context (passed as JSON in 'messages' param)
+    const messagesParam = searchParams.get('messages');
+    const recentMessages = messagesParam ? JSON.parse(messagesParam) : [];
+
+    console.log(
+      `🔎 [SEARCH API] Query: "${query}", Category: ${category}, Limit: ${limit}, Messages: ${recentMessages.length}`
+    );
+
+    // Fetch all tools with package info
+    const tools = await prisma.tool.findMany({
+      include: { package: true },
+      where: category
+        ? {
+            package: { category },
+          }
+        : undefined,
+    });
+
+    console.log(`📊 [SEARCH API] Found ${tools.length} tools in database`);
+
+    // Combine query with recent messages for better context
+    const fullQuery = [query, ...recentMessages].filter(Boolean).join(' ');
+    console.log(`🔍 [SEARCH API] Full search context: "${fullQuery.slice(0, 100)}..."`);
+
+    // Build all documents first
+    const documents = tools.map((tool) => ({
+      tool,
+      text: [
+        tool.description,
+        tool.name,
+        tool.package.npmPackageName,
+        tool.package.npmDescription || '',
+        ...(tool.package.npmKeywords || []),
+      ].join(' '),
+    }));
+
+    // Calculate document frequencies (IDF)
+    const docFrequencies = new Map<string, number>();
+    const queryTokens = tokenize(fullQuery);
+
+    for (const term of queryTokens) {
+      let count = 0;
+      for (const doc of documents) {
+        const docTokens = tokenize(doc.text);
+        if (docTokens.includes(term)) {
+          count++;
+        }
+      }
+      docFrequencies.set(term, count);
+    }
+
+    // Calculate average document length
+    const totalTokens = documents.reduce((sum, doc) => sum + tokenize(doc.text).length, 0);
+    const avgDocLength = totalTokens / documents.length;
+
+    // Calculate BM25 scores
+    const scoredResults = documents.map(({ tool, text }) => {
+      const bm25Score = calculateBM25(fullQuery, text, avgDocLength, tools.length, docFrequencies);
+      const qualityBoost = Number(tool.qualityScore ?? 0) * 0.5;
+      const downloadBoost = Math.log10((tool.package.npmDownloadsLastMonth || 0) + 1) * 0.1;
+      const finalScore = bm25Score + qualityBoost + downloadBoost;
+
+      return { tool, score: finalScore };
+    });
+
+    // Sort by score and take top N
+    const topResults = scoredResults
+      .filter(({ score }) => score > 0) // Only include results with matches
+      .sort((a, b) => b.score - a.score)
+      .slice(0, limit + 1);
+
+    const hasMore = topResults.length > limit;
+    const results = hasMore ? topResults.slice(0, limit) : topResults;
+
+    console.log(`✅ [SEARCH API] Returning ${results.length} results (hasMore: ${hasMore})`);
+
+    // Format response to match existing /api/tools structure
+    return NextResponse.json({
+      success: true,
+      query,
+      filters: { category },
+      results: {
+        total: scoredResults.filter(({ score }) => score > 0).length,
+        returned: results.length,
+        tools: results.map(({ tool }) => ({
+          id: tool.id,
+          name: tool.name,
+          description: tool.description,
+          qualityScore: tool.qualityScore,
+          importHealth: tool.importHealth,
+          executionHealth: tool.executionHealth,
+          healthCheckError: tool.healthCheckError,
+          lastHealthCheck: tool.lastHealthCheck,
+          package: {
+            npmPackageName: tool.package.npmPackageName,
+            npmVersion: tool.package.npmVersion,
+            category: tool.package.category,
+            frameworks: tool.package.frameworks,
+            env: tool.package.env,
+            npmRepository: tool.package.npmRepository,
+            isOfficial: tool.package.isOfficial,
+            npmDownloadsLastMonth: tool.package.npmDownloadsLastMonth,
+          },
+          importUrl: `https://esm.sh/${tool.package.npmPackageName}@${tool.package.npmVersion}`,
+          cdnUrl: `https://cdn.jsdelivr.net/npm/${tool.package.npmPackageName}@${tool.package.npmVersion}/+esm`,
+        })),
+      },
+      pagination: {
+        limit,
+        hasMore,
+      },
+    });
+  } catch (error) {
+    console.error('❌ [SEARCH API] Error:', error);
+    return NextResponse.json(
+      {
+        success: false,
+        error: error instanceof Error ? error.message : 'Search failed',
+      },
+      { status: 500 }
+    );
+  }
+}
diff --git a/apps/web/src/app/api/tools/simulations/[...slug]/route.ts b/apps/web/src/app/api/tools/simulations/[...slug]/route.ts
new file mode 100644
index 0000000..6117cee
--- /dev/null
+++ b/apps/web/src/app/api/tools/simulations/[...slug]/route.ts
@@ -0,0 +1,70 @@
+/**
+ * Simulation history endpoint
+ * Returns recent simulations for a tool with token usage data
+ */
+
+import { prisma } from '@tpmjs/db';
+import { type NextRequest, NextResponse } from 'next/server';
+
+/**
+ * GET /api/tools/simulations/[...slug]
+ * Returns the last 10 simulations for a tool
+ *
+ * Slug can be:
+ * - Tool ID (single slug)
+ * - Package name + export name (multiple slugs)
+ */
+export async function GET(
+  _request: NextRequest,
+  { params }: { params: Promise<{ slug: string[] }> }
+) {
+  const { slug } = await params;
+
+  try {
+    let tool;
+
+    if (slug.length === 1) {
+      // Single slug - treat as tool ID
+      tool = await prisma.tool.findUnique({
+        where: { id: slug[0] || '' },
+        select: { id: true },
+      });
+    } else {
+      // Multiple slugs - treat as packageName/name
+      const packageName = decodeURIComponent(slug.slice(0, -1).join('/'));
+      const name = decodeURIComponent(slug[slug.length - 1] || '');
+
+      tool = await prisma.tool.findFirst({
+        where: {
+          package: { npmPackageName: packageName },
+          name: name,
+        },
+        select: { id: true },
+      });
+    }
+
+    if (!tool) {
+      return NextResponse.json({ error: 'Tool not found' }, { status: 404 });
+    }
+
+    // Fetch recent simulations with token usage
+    const simulations = await prisma.simulation.findMany({
+      where: { toolId: tool.id },
+      include: {
+        tokenUsage: true,
+      },
+      orderBy: { createdAt: 'desc' },
+      take: 10,
+    });
+
+    return NextResponse.json({ simulations });
+  } catch (error) {
+    console.error('Simulations endpoint error:', error);
+    return NextResponse.json(
+      {
+        error: error instanceof Error ? error.message : 'Internal server error',
+      },
+      { status: 500 }
+    );
+  }
+}
diff --git a/apps/web/src/app/api/tools/update-schema/route.ts b/apps/web/src/app/api/tools/update-schema/route.ts
new file mode 100644
index 0000000..4379852
--- /dev/null
+++ b/apps/web/src/app/api/tools/update-schema/route.ts
@@ -0,0 +1,145 @@
+import { prisma } from '@tpmjs/db';
+import { type NextRequest, NextResponse } from 'next/server';
+import { convertJsonSchemaToParameters } from '~/lib/schema-extraction';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+/**
+ * POST /api/tools/update-schema
+ * Update a tool's input schema
+ *
+ * Called by the executor when it loads a tool and discovers its schema.
+ * Looks up tool by packageName + name (unique constraint).
+ * Stores the full JSON Schema and also converts to parameters array for backward compatibility.
+ *
+ * Body:
+ * - packageName: npm package name
+ * - name: exported function name
+ * - inputSchema: The JSON Schema for the tool's input parameters
+ * - description: Optional updated description from the tool
+ */
+export async function POST(request: NextRequest) {
+  try {
+    const body = await request.json();
+    const { packageName, name, inputSchema, description } = body;
+
+    if (!packageName || !name) {
+      return NextResponse.json(
+        { success: false, error: 'packageName and name are required' },
+        { status: 400 }
+      );
+    }
+
+    if (!inputSchema) {
+      return NextResponse.json(
+        { success: false, error: 'inputSchema is required' },
+        { status: 400 }
+      );
+    }
+
+    console.log('[Update Schema] Looking up tool:', { packageName, name });
+
+    // Find the tool by package name and name
+    const tool = await prisma.tool.findFirst({
+      where: {
+        name,
+        package: {
+          npmPackageName: packageName,
+        },
+      },
+      select: {
+        id: true,
+        inputSchema: true,
+        schemaSource: true,
+      },
+    });
+
+    if (!tool) {
+      console.log('[Update Schema] Tool not found:', { packageName, name });
+      return NextResponse.json(
+        { success: false, error: 'Tool not found', updated: false },
+        { status: 404 }
+      );
+    }
+
+    // Convert JSON Schema to parameters array for backward compatibility
+    const parameters = convertJsonSchemaToParameters(inputSchema);
+
+    // Check if schema already matches (avoid unnecessary updates)
+    const existingSchema = tool.inputSchema as Record<string, unknown> | null;
+    if (
+      existingSchema &&
+      tool.schemaSource === 'extracted' &&
+      JSON.stringify(existingSchema) === JSON.stringify(inputSchema)
+    ) {
+      console.log('[Update Schema] Schema already up to date:', { packageName, name });
+      return NextResponse.json({
+        success: true,
+        updated: false,
+        message: 'Schema already up to date',
+        schemaSource: tool.schemaSource,
+      });
+    }
+
+    // Build update data
+    const updateData: {
+      // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+      inputSchema: any;
+      // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility workaround
+      parameters: any;
+      schemaSource: string;
+      schemaExtractedAt: Date;
+      description?: string;
+    } = {
+      inputSchema,
+      parameters,
+      schemaSource: 'extracted',
+      schemaExtractedAt: new Date(),
+    };
+
+    if (description) {
+      updateData.description = description;
+    }
+
+    const updatedTool = await prisma.tool.update({
+      where: { id: tool.id },
+      data: updateData,
+      select: {
+        id: true,
+        name: true,
+        description: true,
+        parameters: true,
+        inputSchema: true,
+        schemaSource: true,
+        schemaExtractedAt: true,
+      },
+    });
+
+    console.log('[Update Schema] Tool updated:', {
+      id: updatedTool.id,
+      name: updatedTool.name,
+      parameterCount: parameters.length,
+      parameterNames: parameters.map((p) => p.name),
+      schemaSource: updatedTool.schemaSource,
+    });
+
+    return NextResponse.json({
+      success: true,
+      updated: true,
+      schemaSource: updatedTool.schemaSource,
+      tool: updatedTool,
+    });
+  } catch (error) {
+    console.error('[Update Schema] Error:', error);
+
+    return NextResponse.json(
+      {
+        success: false,
+        error: 'Failed to update tool schema',
+        message: error instanceof Error ? error.message : 'Unknown error',
+      },
+      { status: 500 }
+    );
+  }
+}
diff --git a/apps/web/src/app/api/tools/validate/route.ts b/apps/web/src/app/api/tools/validate/route.ts
index 9b101b2..0de221e 100644
--- a/apps/web/src/app/api/tools/validate/route.ts
+++ b/apps/web/src/app/api/tools/validate/route.ts
@@ -1,5 +1,6 @@
 import { validateTpmjsField } from '@tpmjs/types/tpmjs';
 import { type NextRequest, NextResponse } from 'next/server';
+import { checkRateLimit } from '~/lib/rate-limit';
 
 export const runtime = 'nodejs';
 
@@ -16,6 +17,12 @@ export const runtime = 'nodejs';
  * - errors: validation errors if invalid
  */
 export async function POST(request: NextRequest) {
+  // Check rate limit
+  const rateLimitResponse = checkRateLimit(request);
+  if (rateLimitResponse) {
+    return rateLimitResponse;
+  }
+
   try {
     const body = await request.json();
 
diff --git a/apps/web/src/app/changelog/layout.tsx b/apps/web/src/app/changelog/layout.tsx
new file mode 100644
index 0000000..2556325
--- /dev/null
+++ b/apps/web/src/app/changelog/layout.tsx
@@ -0,0 +1,21 @@
+import type { Metadata } from 'next';
+
+export const metadata: Metadata = {
+  title: 'Changelog | TPMJS',
+  description:
+    'Release history for all published TPMJS packages. Track new features, improvements, and bug fixes across our SDK and tools.',
+  openGraph: {
+    title: 'TPMJS Changelog',
+    description:
+      'Release history for all published TPMJS packages. Track new features, improvements, and bug fixes across our SDK and tools.',
+    images: [{ url: '/api/og/changelog', width: 1200, height: 630 }],
+  },
+  twitter: {
+    card: 'summary_large_image',
+    images: ['/api/og/changelog'],
+  },
+};
+
+export default function ChangelogLayout({ children }: { children: React.ReactNode }) {
+  return children;
+}
diff --git a/apps/web/src/app/changelog/page.tsx b/apps/web/src/app/changelog/page.tsx
new file mode 100644
index 0000000..25b6631
--- /dev/null
+++ b/apps/web/src/app/changelog/page.tsx
@@ -0,0 +1,319 @@
+import fs from 'node:fs';
+import path from 'node:path';
+import { AppFooter } from '../../components/AppFooter';
+import { AppHeader } from '../../components/AppHeader';
+
+interface ChangelogEntry {
+  version: string;
+  type: 'major' | 'minor' | 'patch';
+  changes: string[];
+}
+
+interface PackageChangelog {
+  name: string;
+  entries: ChangelogEntry[];
+}
+
+function parseChangelog(content: string, packageName: string): PackageChangelog {
+  const entries: ChangelogEntry[] = [];
+  const lines = content.split('\n');
+
+  let currentVersion: string | null = null;
+  let currentType: 'major' | 'minor' | 'patch' | null = null;
+  let currentChanges: string[] = [];
+  let currentChangeText = '';
+
+  for (const line of lines) {
+    // Match version headers like "## 0.1.3"
+    const versionMatch = line.match(/^## (\d+\.\d+\.\d+)/);
+    if (versionMatch) {
+      // Save previous entry if exists
+      if (currentVersion && currentType) {
+        if (currentChangeText.trim()) {
+          currentChanges.push(currentChangeText.trim());
+        }
+        entries.push({
+          version: currentVersion,
+          type: currentType,
+          changes: currentChanges,
+        });
+      }
+      currentVersion = versionMatch[1] ?? null;
+      currentType = null;
+      currentChanges = [];
+      currentChangeText = '';
+      continue;
+    }
+
+    // Match change type headers
+    if (line.includes('### Major Changes')) {
+      currentType = 'major';
+      continue;
+    }
+    if (line.includes('### Minor Changes')) {
+      currentType = 'minor';
+      continue;
+    }
+    if (line.includes('### Patch Changes')) {
+      currentType = 'patch';
+      continue;
+    }
+
+    // Match change items (lines starting with -)
+    if (line.startsWith('- ') && currentVersion && currentType) {
+      if (currentChangeText.trim()) {
+        currentChanges.push(currentChangeText.trim());
+      }
+      currentChangeText = line.slice(2);
+      continue;
+    }
+
+    // Continuation of multi-line change
+    if (currentChangeText && line.trim() && !line.startsWith('#')) {
+      currentChangeText += `\n${line}`;
+    }
+  }
+
+  // Don't forget the last entry
+  if (currentVersion && currentType) {
+    if (currentChangeText.trim()) {
+      currentChanges.push(currentChangeText.trim());
+    }
+    entries.push({
+      version: currentVersion,
+      type: currentType,
+      changes: currentChanges,
+    });
+  }
+
+  return { name: packageName, entries };
+}
+
+function getChangelogs(): { sdk: PackageChangelog[]; tools: PackageChangelog[] } {
+  const monorepoRoot = path.resolve(process.cwd(), '../..');
+
+  const sdkPackages = [
+    { dir: 'packages/ui', name: '@tpmjs/ui' },
+    { dir: 'packages/types', name: '@tpmjs/types' },
+    { dir: 'packages/utils', name: '@tpmjs/utils' },
+    { dir: 'packages/env', name: '@tpmjs/env' },
+  ];
+
+  const toolPackages = [
+    { dir: 'packages/tools/registrySearch', name: '@tpmjs/registrySearch' },
+    { dir: 'packages/tools/registryExecute', name: '@tpmjs/registryExecute' },
+    { dir: 'packages/tools/create-basic-tools', name: '@tpmjs/create-basic-tools' },
+    { dir: 'packages/tools/hello', name: '@tpmjs/hello' },
+    { dir: 'packages/tools/emoji-magic', name: '@tpmjs/emoji-magic' },
+    { dir: 'packages/tools/markdown-formatter', name: '@tpmjs/markdown-formatter' },
+    { dir: 'packages/tools/createBlogPost', name: '@tpmjs/createBlogPost' },
+  ];
+
+  const sdk: PackageChangelog[] = [];
+  const tools: PackageChangelog[] = [];
+
+  for (const pkg of sdkPackages) {
+    const changelogPath = path.join(monorepoRoot, pkg.dir, 'CHANGELOG.md');
+    if (fs.existsSync(changelogPath)) {
+      const content = fs.readFileSync(changelogPath, 'utf-8');
+      const changelog = parseChangelog(content, pkg.name);
+      if (changelog.entries.length > 0) {
+        sdk.push(changelog);
+      }
+    }
+  }
+
+  for (const pkg of toolPackages) {
+    const changelogPath = path.join(monorepoRoot, pkg.dir, 'CHANGELOG.md');
+    if (fs.existsSync(changelogPath)) {
+      const content = fs.readFileSync(changelogPath, 'utf-8');
+      const changelog = parseChangelog(content, pkg.name);
+      if (changelog.entries.length > 0) {
+        tools.push(changelog);
+      }
+    }
+  }
+
+  return { sdk, tools };
+}
+
+function VersionBadge({ type }: { type: 'major' | 'minor' | 'patch' }) {
+  const colors = {
+    major: 'bg-red-500/20 text-red-400 border-red-500/30',
+    minor: 'bg-blue-500/20 text-blue-400 border-blue-500/30',
+    patch: 'bg-emerald-500/20 text-emerald-400 border-emerald-500/30',
+  };
+
+  return (
+    <span className={`px-2 py-0.5 text-xs font-medium rounded border ${colors[type]}`}>{type}</span>
+  );
+}
+
+function ChangelogCard({ changelog }: { changelog: PackageChangelog }) {
+  const latestVersion = changelog.entries[0]?.version || '0.0.0';
+
+  return (
+    <div className="border border-border-secondary rounded-lg overflow-hidden bg-background-secondary">
+      <div className="px-6 py-4 border-b border-border-secondary bg-background-tertiary">
+        <div className="flex items-center justify-between">
+          <h3 className="text-lg font-semibold text-foreground font-mono">{changelog.name}</h3>
+          <span className="text-sm text-foreground-secondary font-mono">v{latestVersion}</span>
+        </div>
+      </div>
+
+      <div className="divide-y divide-border-secondary">
+        {changelog.entries.map((entry) => (
+          <div key={entry.version} className="px-6 py-4">
+            <div className="flex items-center gap-3 mb-3">
+              <span className="font-mono text-foreground font-medium">{entry.version}</span>
+              <VersionBadge type={entry.type} />
+            </div>
+
+            <ul className="space-y-2">
+              {entry.changes.map((change, i) => (
+                <li
+                  key={`${entry.version}-${i}`}
+                  className="text-sm text-foreground-secondary leading-relaxed"
+                >
+                  <span className="text-foreground-tertiary mr-2">-</span>
+                  <span className="whitespace-pre-wrap">{change}</span>
+                </li>
+              ))}
+            </ul>
+          </div>
+        ))}
+      </div>
+    </div>
+  );
+}
+
+export default function ChangelogPage() {
+  const { sdk, tools } = getChangelogs();
+
+  return (
+    <div className="min-h-screen flex flex-col bg-background">
+      <AppHeader />
+
+      <main className="flex-1">
+        <div className="max-w-4xl mx-auto px-4 py-16">
+          {/* Header */}
+          <div className="text-center mb-16">
+            <h1 className="text-2xl sm:text-3xl md:text-4xl lg:text-5xl font-bold text-foreground mb-4">
+              Changelog
+            </h1>
+            <p className="text-lg text-foreground-secondary max-w-2xl mx-auto">
+              Release history for all published TPMJS packages. Track new features, improvements,
+              and fixes across our SDK and tools.
+            </p>
+          </div>
+
+          {/* Legend */}
+          <div className="flex flex-col sm:flex-row items-center justify-center gap-3 sm:gap-6 mb-12 p-4 bg-background-secondary rounded-lg border border-border-secondary">
+            <div className="flex items-center gap-2">
+              <VersionBadge type="major" />
+              <span className="text-sm text-foreground-secondary">Breaking changes</span>
+            </div>
+            <div className="flex items-center gap-2">
+              <VersionBadge type="minor" />
+              <span className="text-sm text-foreground-secondary">New features</span>
+            </div>
+            <div className="flex items-center gap-2">
+              <VersionBadge type="patch" />
+              <span className="text-sm text-foreground-secondary">Bug fixes</span>
+            </div>
+          </div>
+
+          {/* SDK Packages */}
+          <section className="mb-16">
+            <h2 className="text-2xl font-bold text-foreground mb-6 flex items-center gap-3">
+              <span className="w-8 h-8 rounded-lg bg-blue-500/20 flex items-center justify-center">
+                <svg
+                  aria-hidden="true"
+                  className="w-4 h-4 text-blue-400"
+                  fill="none"
+                  viewBox="0 0 24 24"
+                  stroke="currentColor"
+                >
+                  <path
+                    strokeLinecap="round"
+                    strokeLinejoin="round"
+                    strokeWidth={2}
+                    d="M20 7l-8-4-8 4m16 0l-8 4m8-4v10l-8 4m0-10L4 7m8 4v10M4 7v10l8 4"
+                  />
+                </svg>
+              </span>
+              SDK Packages
+            </h2>
+            <p className="text-foreground-secondary mb-6">
+              Core packages for building and integrating with TPMJS.
+            </p>
+
+            <div className="space-y-6">
+              {sdk.map((changelog) => (
+                <ChangelogCard key={changelog.name} changelog={changelog} />
+              ))}
+            </div>
+          </section>
+
+          {/* Tool Packages */}
+          <section>
+            <h2 className="text-2xl font-bold text-foreground mb-6 flex items-center gap-3">
+              <span className="w-8 h-8 rounded-lg bg-emerald-500/20 flex items-center justify-center">
+                <svg
+                  aria-hidden="true"
+                  className="w-4 h-4 text-emerald-400"
+                  fill="none"
+                  viewBox="0 0 24 24"
+                  stroke="currentColor"
+                >
+                  <path
+                    strokeLinecap="round"
+                    strokeLinejoin="round"
+                    strokeWidth={2}
+                    d="M11 4a2 2 0 114 0v1a1 1 0 001 1h3a1 1 0 011 1v3a1 1 0 01-1 1h-1a2 2 0 100 4h1a1 1 0 011 1v3a1 1 0 01-1 1h-3a1 1 0 01-1-1v-1a2 2 0 10-4 0v1a1 1 0 01-1 1H7a1 1 0 01-1-1v-3a1 1 0 00-1-1H4a2 2 0 110-4h1a1 1 0 001-1V7a1 1 0 011-1h3a1 1 0 001-1V4z"
+                  />
+                </svg>
+              </span>
+              Tool Packages
+            </h2>
+            <p className="text-foreground-secondary mb-6">
+              Official TPMJS tools available on npm. These serve as examples and utilities for the
+              registry.
+            </p>
+
+            <div className="space-y-6">
+              {tools.map((changelog) => (
+                <ChangelogCard key={changelog.name} changelog={changelog} />
+              ))}
+            </div>
+          </section>
+
+          {/* CTA */}
+          <div className="mt-16 text-center p-8 bg-background-secondary rounded-lg border border-border-secondary">
+            <h3 className="text-xl font-semibold text-foreground mb-2">Stay Updated</h3>
+            <p className="text-foreground-secondary mb-4">
+              Follow the repository for the latest updates and releases.
+            </p>
+            <a
+              href="https://github.com/tpmjs/tpmjs"
+              target="_blank"
+              rel="noopener noreferrer"
+              className="inline-flex items-center gap-2 px-4 py-2 bg-foreground text-background rounded-lg font-medium hover:bg-foreground/90 transition-colors"
+            >
+              <svg aria-hidden="true" className="w-5 h-5" fill="currentColor" viewBox="0 0 24 24">
+                <path
+                  fillRule="evenodd"
+                  d="M12 2C6.477 2 2 6.484 2 12.017c0 4.425 2.865 8.18 6.839 9.504.5.092.682-.217.682-.483 0-.237-.008-.868-.013-1.703-2.782.605-3.369-1.343-3.369-1.343-.454-1.158-1.11-1.466-1.11-1.466-.908-.62.069-.608.069-.608 1.003.07 1.531 1.032 1.531 1.032.892 1.53 2.341 1.088 2.91.832.092-.647.35-1.088.636-1.338-2.22-.253-4.555-1.113-4.555-4.951 0-1.093.39-1.988 1.029-2.688-.103-.253-.446-1.272.098-2.65 0 0 .84-.27 2.75 1.026A9.564 9.564 0 0112 6.844c.85.004 1.705.115 2.504.337 1.909-1.296 2.747-1.027 2.747-1.027.546 1.379.202 2.398.1 2.651.64.7 1.028 1.595 1.028 2.688 0 3.848-2.339 4.695-4.566 4.943.359.309.678.92.678 1.855 0 1.338-.012 2.419-.012 2.747 0 .268.18.58.688.482A10.019 10.019 0 0022 12.017C22 6.484 17.522 2 12 2z"
+                  clipRule="evenodd"
+                />
+              </svg>
+              View on GitHub
+            </a>
+          </div>
+        </div>
+      </main>
+
+      <AppFooter />
+    </div>
+  );
+}
diff --git a/apps/web/src/app/docs/layout.tsx b/apps/web/src/app/docs/layout.tsx
new file mode 100644
index 0000000..f3478e1
--- /dev/null
+++ b/apps/web/src/app/docs/layout.tsx
@@ -0,0 +1,21 @@
+import type { Metadata } from 'next';
+
+export const metadata: Metadata = {
+  title: 'Documentation | TPMJS',
+  description:
+    'Complete documentation for TPMJS - the registry for AI tools. Learn how to use the SDK, API, and publish your own tools.',
+  openGraph: {
+    title: 'TPMJS Documentation',
+    description:
+      'Complete documentation for TPMJS - the registry for AI tools. Learn how to use the SDK, API, and publish your own tools.',
+    images: [{ url: '/api/og/docs', width: 1200, height: 630 }],
+  },
+  twitter: {
+    card: 'summary_large_image',
+    images: ['/api/og/docs'],
+  },
+};
+
+export default function DocsLayout({ children }: { children: React.ReactNode }) {
+  return children;
+}
diff --git a/apps/web/src/app/docs/page.tsx b/apps/web/src/app/docs/page.tsx
new file mode 100644
index 0000000..87904a2
--- /dev/null
+++ b/apps/web/src/app/docs/page.tsx
@@ -0,0 +1,1219 @@
+'use client';
+
+import { TPMJS_CATEGORIES } from '@tpmjs/types/tpmjs';
+import { Badge } from '@tpmjs/ui/Badge/Badge';
+import { Button } from '@tpmjs/ui/Button/Button';
+import { CodeBlock } from '@tpmjs/ui/CodeBlock/CodeBlock';
+import Link from 'next/link';
+import { useEffect, useState } from 'react';
+import { AppHeader } from '~/components/AppHeader';
+
+const NAV_SECTIONS = [
+  {
+    title: 'Getting Started',
+    items: [
+      { id: 'introduction', label: 'Introduction' },
+      { id: 'quickstart', label: 'Quick Start' },
+      { id: 'core-concepts', label: 'Core Concepts' },
+    ],
+  },
+  {
+    title: 'SDK Reference',
+    items: [
+      { id: 'installation', label: 'Installation' },
+      { id: 'registry-search', label: 'registrySearchTool' },
+      { id: 'registry-execute', label: 'registryExecuteTool' },
+      { id: 'passing-api-keys', label: 'Passing API Keys' },
+    ],
+  },
+  {
+    title: 'API Reference',
+    items: [
+      { id: 'api-overview', label: 'Overview' },
+      { id: 'api-tools', label: 'GET /api/tools' },
+      { id: 'api-tools-search', label: 'GET /api/tools/search' },
+      { id: 'api-tool-detail', label: 'GET /api/tools/[id]' },
+      { id: 'api-execute', label: 'POST /api/tools/execute' },
+    ],
+  },
+  {
+    title: 'Publishing Tools',
+    items: [
+      { id: 'publish-overview', label: 'Overview' },
+      { id: 'tpmjs-spec', label: 'TPMJS Specification' },
+      { id: 'metadata-tiers', label: 'Metadata Tiers' },
+      { id: 'quality-score', label: 'Quality Score' },
+    ],
+  },
+  {
+    title: 'Advanced',
+    items: [
+      { id: 'override-execute', label: 'Override Execute' },
+      { id: 'custom-wrappers', label: 'Custom Wrappers' },
+      { id: 'self-hosting', label: 'Self-Hosting' },
+      { id: 'security', label: 'Security' },
+    ],
+  },
+  {
+    title: 'Resources',
+    items: [
+      { id: 'faq', label: 'FAQ' },
+      { id: 'troubleshooting', label: 'Troubleshooting' },
+      { id: 'changelog', label: 'Changelog' },
+    ],
+  },
+];
+
+function SidebarNav({
+  activeSection,
+  onSectionClick,
+}: {
+  activeSection: string;
+  onSectionClick: (id: string) => void;
+}) {
+  return (
+    <nav className="space-y-6">
+      {NAV_SECTIONS.map((section) => (
+        <div key={section.title}>
+          <h3 className="text-xs font-semibold uppercase tracking-wider text-foreground-tertiary mb-2">
+            {section.title}
+          </h3>
+          <ul className="space-y-1">
+            {section.items.map((item) => (
+              <li key={item.id}>
+                <button
+                  type="button"
+                  onClick={() => onSectionClick(item.id)}
+                  className={`block w-full text-left px-3 py-1.5 text-sm rounded-md transition-colors ${
+                    activeSection === item.id
+                      ? 'bg-primary/10 text-primary font-medium'
+                      : 'text-foreground-secondary hover:text-foreground hover:bg-surface-elevated'
+                  }`}
+                >
+                  {item.label}
+                </button>
+              </li>
+            ))}
+          </ul>
+        </div>
+      ))}
+    </nav>
+  );
+}
+
+function DocSection({
+  id,
+  title,
+  children,
+}: {
+  id: string;
+  title: string;
+  children: React.ReactNode;
+}) {
+  return (
+    <section id={id} className="scroll-mt-24 mb-16">
+      <h2 className="text-2xl font-bold mb-6 text-foreground pb-3 border-b border-border">
+        {title}
+      </h2>
+      {children}
+    </section>
+  );
+}
+
+function DocSubSection({ title, children }: { title: string; children: React.ReactNode }) {
+  return (
+    <div className="mb-8">
+      <h3 className="text-lg font-semibold mb-4 text-foreground">{title}</h3>
+      {children}
+    </div>
+  );
+}
+
+function ParamTable({
+  params,
+}: {
+  params: { name: string; type: string; required: boolean; description: string }[];
+}) {
+  return (
+    <div className="overflow-x-auto border border-border rounded-lg">
+      <table className="w-full text-sm">
+        <thead>
+          <tr className="border-b border-border bg-surface">
+            <th className="text-left py-3 px-4 text-foreground font-medium">Parameter</th>
+            <th className="text-left py-3 px-4 text-foreground font-medium">Type</th>
+            <th className="text-left py-3 px-4 text-foreground font-medium">Required</th>
+            <th className="text-left py-3 px-4 text-foreground font-medium">Description</th>
+          </tr>
+        </thead>
+        <tbody>
+          {params.map((param, i) => (
+            <tr
+              key={param.name}
+              className={i !== params.length - 1 ? 'border-b border-border' : ''}
+            >
+              <td className="py-3 px-4 font-mono text-primary">{param.name}</td>
+              <td className="py-3 px-4 font-mono text-foreground-secondary">{param.type}</td>
+              <td className="py-3 px-4">
+                {param.required ? (
+                  <Badge variant="default" size="sm">
+                    Yes
+                  </Badge>
+                ) : (
+                  <span className="text-foreground-tertiary">No</span>
+                )}
+              </td>
+              <td className="py-3 px-4 text-foreground-secondary">{param.description}</td>
+            </tr>
+          ))}
+        </tbody>
+      </table>
+    </div>
+  );
+}
+
+function InfoCard({
+  icon,
+  title,
+  children,
+}: {
+  icon: string;
+  title: string;
+  children: React.ReactNode;
+}) {
+  return (
+    <div className="p-5 border border-border rounded-lg bg-surface">
+      <div className="flex items-start gap-3">
+        <span className="text-2xl flex-shrink-0">{icon}</span>
+        <div>
+          <h4 className="font-semibold text-foreground mb-1">{title}</h4>
+          <p className="text-sm text-foreground-secondary">{children}</p>
+        </div>
+      </div>
+    </div>
+  );
+}
+
+export default function DocsPage(): React.ReactElement {
+  const [activeSection, setActiveSection] = useState('introduction');
+  const [mobileNavOpen, setMobileNavOpen] = useState(false);
+
+  useEffect(() => {
+    const observer = new IntersectionObserver(
+      (entries) => {
+        entries.forEach((entry) => {
+          if (entry.isIntersecting) {
+            setActiveSection(entry.target.id);
+          }
+        });
+      },
+      { rootMargin: '-100px 0px -66%' }
+    );
+
+    NAV_SECTIONS.forEach((section) => {
+      section.items.forEach((item) => {
+        const element = document.getElementById(item.id);
+        if (element) observer.observe(element);
+      });
+    });
+
+    return () => observer.disconnect();
+  }, []);
+
+  const scrollToSection = (id: string) => {
+    const element = document.getElementById(id);
+    if (element) {
+      element.scrollIntoView({ behavior: 'smooth' });
+      setMobileNavOpen(false);
+    }
+  };
+
+  return (
+    <div className="min-h-screen flex flex-col bg-background">
+      <AppHeader />
+
+      <div className="flex-1 flex flex-col lg:flex-row">
+        {/* Mobile Navigation Toggle */}
+        <div className="lg:hidden sticky top-0 z-30 bg-background border-b border-border px-4 py-3">
+          <button
+            type="button"
+            onClick={() => setMobileNavOpen(!mobileNavOpen)}
+            className="flex items-center gap-2 text-sm font-medium text-foreground"
+          >
+            <span className="text-lg">{mobileNavOpen ? '✕' : '☰'}</span>
+            <span>Documentation Menu</span>
+          </button>
+          {/* Mobile Nav Dropdown */}
+          {mobileNavOpen && (
+            <div className="absolute left-0 right-0 top-full bg-background border-b border-border shadow-lg max-h-[70vh] overflow-y-auto px-4 py-4">
+              <SidebarNav activeSection={activeSection} onSectionClick={scrollToSection} />
+            </div>
+          )}
+        </div>
+
+        {/* Desktop Sidebar */}
+        <aside className="hidden lg:block w-64 flex-shrink-0 border-r border-border bg-surface/50">
+          <div className="sticky top-0 h-screen overflow-y-auto py-8 px-4">
+            <div className="mb-6">
+              <h2 className="text-lg font-bold text-foreground">Documentation</h2>
+              <p className="text-sm text-foreground-tertiary">v1.0.0</p>
+            </div>
+            <SidebarNav activeSection={activeSection} onSectionClick={scrollToSection} />
+          </div>
+        </aside>
+
+        {/* Main Content */}
+        <main className="flex-1 min-w-0">
+          <div className="max-w-4xl mx-auto px-4 sm:px-6 py-8 sm:py-12">
+            {/* Hero */}
+            <div className="mb-12">
+              <h1 className="text-2xl sm:text-3xl md:text-4xl font-bold mb-4 text-foreground">
+                TPMJS Documentation
+              </h1>
+              <p className="text-xl text-foreground-secondary mb-6">
+                The complete guide to using TPMJS - the registry for AI tools.
+              </p>
+              <div className="flex flex-wrap gap-3">
+                <a
+                  href="https://www.npmjs.com/package/@tpmjs/registry-search"
+                  target="_blank"
+                  rel="noopener noreferrer"
+                >
+                  <Button variant="default" size="sm">
+                    Get Started
+                  </Button>
+                </a>
+                <a href="https://github.com/tpmjs/tpmjs" target="_blank" rel="noopener noreferrer">
+                  <Button variant="outline" size="sm">
+                    View on GitHub
+                  </Button>
+                </a>
+                <a href="https://playground.tpmjs.com" target="_blank" rel="noopener noreferrer">
+                  <Button variant="outline" size="sm">
+                    Try Playground
+                  </Button>
+                </a>
+              </div>
+            </div>
+
+            {/* ==================== GETTING STARTED ==================== */}
+            <DocSection id="introduction" title="Introduction">
+              <p className="text-foreground-secondary mb-6">
+                TPMJS (Tool Package Manager for JavaScript) is a registry and execution platform for
+                AI tools. It enables AI agents to dynamically discover, load, and execute tools from
+                npm packages at runtime.
+              </p>
+              <div className="grid grid-cols-1 md:grid-cols-3 gap-4 mb-6">
+                <InfoCard icon="🔍" title="Discover">
+                  Search thousands of AI tools from the npm ecosystem
+                </InfoCard>
+                <InfoCard icon="⚡" title="Execute">
+                  Run any tool in a secure sandbox - no installation needed
+                </InfoCard>
+                <InfoCard icon="📦" title="Publish">
+                  Share your tools with the AI community via npm
+                </InfoCard>
+              </div>
+              <p className="text-foreground-secondary">
+                TPMJS works with{' '}
+                <a
+                  href="https://sdk.vercel.ai"
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="text-primary hover:underline"
+                >
+                  Vercel AI SDK
+                </a>
+                , LangChain, LlamaIndex, and any framework that supports the AI SDK tool format.
+              </p>
+            </DocSection>
+
+            <DocSection id="quickstart" title="Quick Start">
+              <p className="text-foreground-secondary mb-6">
+                Get up and running with TPMJS in under 2 minutes.
+              </p>
+              <DocSubSection title="1. Install the SDK packages">
+                <CodeBlock
+                  language="bash"
+                  code="npm install @tpmjs/registry-search @tpmjs/registry-execute"
+                />
+              </DocSubSection>
+              <DocSubSection title="2. Add to your agent">
+                <CodeBlock
+                  language="typescript"
+                  code={`import { streamText } from 'ai';
+import { anthropic } from '@ai-sdk/anthropic';
+import { registrySearchTool } from '@tpmjs/registry-search';
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+
+const result = await streamText({
+  model: anthropic('claude-sonnet-4-20250514'),
+  tools: {
+    registrySearch: registrySearchTool,
+    registryExecute: registryExecuteTool,
+  },
+  system: \`You have access to thousands of tools via the TPMJS registry.
+Use registrySearch to find tools, then registryExecute to run them.\`,
+  prompt: 'Search for web scraping tools and scrape example.com',
+});`}
+                />
+              </DocSubSection>
+              <DocSubSection title="3. That's it!">
+                <p className="text-foreground-secondary">
+                  Your agent can now discover and execute any tool from the TPMJS registry. The
+                  agent will automatically search for relevant tools and execute them as needed.
+                </p>
+              </DocSubSection>
+            </DocSection>
+
+            <DocSection id="core-concepts" title="Core Concepts">
+              <div className="space-y-6">
+                <DocSubSection title="Tool Discovery">
+                  <p className="text-foreground-secondary mb-4">
+                    TPMJS automatically discovers tools from npm packages that have the{' '}
+                    <code className="text-primary bg-surface px-1.5 py-0.5 rounded">tpmjs</code>{' '}
+                    keyword. Tools are indexed every 2-15 minutes.
+                  </p>
+                </DocSubSection>
+                <DocSubSection title="Sandboxed Execution">
+                  <p className="text-foreground-secondary mb-4">
+                    All tools run in an isolated Deno runtime on Railway. They cannot access your
+                    local filesystem or environment. API keys are passed per-request and never
+                    stored.
+                  </p>
+                </DocSubSection>
+                <DocSubSection title="Quality Scoring">
+                  <p className="text-foreground-secondary mb-4">
+                    Every tool receives a quality score (0.00-1.00) based on metadata completeness,
+                    npm downloads, and GitHub stars. Higher scores mean better visibility in search
+                    results.
+                  </p>
+                </DocSubSection>
+                <DocSubSection title="Health Monitoring">
+                  <p className="text-foreground-secondary">
+                    Tools are continuously health-checked to ensure they can be imported and
+                    executed. Broken tools are flagged and can be filtered from search results.
+                  </p>
+                </DocSubSection>
+              </div>
+            </DocSection>
+
+            {/* ==================== SDK REFERENCE ==================== */}
+            <DocSection id="installation" title="Installation">
+              <p className="text-foreground-secondary mb-6">
+                Install the TPMJS SDK packages to give your AI agent access to the tool registry.
+              </p>
+              <div className="space-y-4">
+                <CodeBlock
+                  language="bash"
+                  code="npm install @tpmjs/registry-search @tpmjs/registry-execute"
+                />
+                <CodeBlock
+                  language="bash"
+                  code="pnpm add @tpmjs/registry-search @tpmjs/registry-execute"
+                />
+                <CodeBlock
+                  language="bash"
+                  code="yarn add @tpmjs/registry-search @tpmjs/registry-execute"
+                />
+              </div>
+              <div className="mt-6 p-4 border border-border rounded-lg bg-surface">
+                <p className="text-sm text-foreground-secondary">
+                  <strong className="text-foreground">Peer Dependencies:</strong> Both packages
+                  require <code className="text-primary">ai</code> and{' '}
+                  <code className="text-primary">zod</code> as peer dependencies. Make sure you have
+                  them installed.
+                </p>
+              </div>
+            </DocSection>
+
+            <DocSection id="registry-search" title="registrySearchTool">
+              <p className="text-foreground-secondary mb-6">
+                Search the TPMJS registry to find tools for any task. Returns metadata including the{' '}
+                <code className="text-primary">toolId</code> needed for execution.
+              </p>
+              <DocSubSection title="Import">
+                <CodeBlock
+                  language="typescript"
+                  code={`import { registrySearchTool } from '@tpmjs/registry-search';`}
+                />
+              </DocSubSection>
+              <DocSubSection title="Parameters">
+                <ParamTable
+                  params={[
+                    {
+                      name: 'query',
+                      type: 'string',
+                      required: true,
+                      description: 'Search query (keywords, tool names, descriptions)',
+                    },
+                    {
+                      name: 'category',
+                      type: 'string',
+                      required: false,
+                      description: 'Filter by category',
+                    },
+                    {
+                      name: 'limit',
+                      type: 'number',
+                      required: false,
+                      description: 'Max results (1-20, default 5)',
+                    },
+                  ]}
+                />
+              </DocSubSection>
+              <DocSubSection title="Return Value">
+                <CodeBlock
+                  language="json"
+                  code={`{
+  "query": "web scraping",
+  "matchCount": 3,
+  "tools": [
+    {
+      "toolId": "@firecrawl/ai-sdk::scrapeTool",
+      "name": "scrapeTool",
+      "package": "@firecrawl/ai-sdk",
+      "description": "Scrape any website into clean markdown",
+      "category": "web-scraping",
+      "requiredEnvVars": ["FIRECRAWL_API_KEY"],
+      "healthStatus": "HEALTHY",
+      "qualityScore": 0.9
+    }
+  ]
+}`}
+                />
+              </DocSubSection>
+              <DocSubSection title="Available Categories">
+                <div className="flex flex-wrap gap-2">
+                  {TPMJS_CATEGORIES.map((cat) => (
+                    <Badge key={cat} variant="secondary" size="sm">
+                      {cat}
+                    </Badge>
+                  ))}
+                </div>
+              </DocSubSection>
+            </DocSection>
+
+            <DocSection id="registry-execute" title="registryExecuteTool">
+              <p className="text-foreground-secondary mb-6">
+                Execute any tool from the registry by its{' '}
+                <code className="text-primary">toolId</code>. Tools run in a secure sandbox—no local
+                installation required.
+              </p>
+              <DocSubSection title="Import">
+                <CodeBlock
+                  language="typescript"
+                  code={`import { registryExecuteTool } from '@tpmjs/registry-execute';`}
+                />
+              </DocSubSection>
+              <DocSubSection title="Parameters">
+                <ParamTable
+                  params={[
+                    {
+                      name: 'toolId',
+                      type: 'string',
+                      required: true,
+                      description: 'Tool identifier (format: package::name)',
+                    },
+                    {
+                      name: 'params',
+                      type: 'object',
+                      required: true,
+                      description: 'Parameters to pass to the tool',
+                    },
+                    {
+                      name: 'env',
+                      type: 'object',
+                      required: false,
+                      description: 'Environment variables (API keys)',
+                    },
+                  ]}
+                />
+              </DocSubSection>
+              <DocSubSection title="Example">
+                <CodeBlock
+                  language="typescript"
+                  code={`// Execute a web search tool
+const result = await registryExecuteTool.execute({
+  toolId: '@exalabs/ai-sdk::webSearch',
+  params: { query: 'latest AI news' },
+  env: { EXA_API_KEY: 'your-api-key' },
+});
+
+// Result:
+// {
+//   toolId: '@exalabs/ai-sdk::webSearch',
+//   executionTimeMs: 1234,
+//   output: { results: [...] }
+// }`}
+                />
+              </DocSubSection>
+            </DocSection>
+
+            <DocSection id="passing-api-keys" title="Passing API Keys">
+              <p className="text-foreground-secondary mb-6">
+                Many tools require API keys (e.g., Firecrawl, Exa). The recommended approach is to
+                wrap <code className="text-primary">registryExecuteTool</code> with your
+                pre-configured keys.
+              </p>
+              <DocSubSection title="Create a Wrapper">
+                <CodeBlock
+                  language="typescript"
+                  code={`import { tool } from 'ai';
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+
+// Pre-configure your API keys
+const API_KEYS: Record<string, string> = {
+  FIRECRAWL_API_KEY: process.env.FIRECRAWL_API_KEY!,
+  EXA_API_KEY: process.env.EXA_API_KEY!,
+};
+
+// Create a wrapped version that auto-injects keys
+export const registryExecute = tool({
+  description: registryExecuteTool.description,
+  parameters: registryExecuteTool.parameters,
+  execute: async ({ toolId, params }) => {
+    return registryExecuteTool.execute({ toolId, params, env: API_KEYS });
+  },
+});`}
+                />
+              </DocSubSection>
+              <DocSubSection title="Use the Wrapped Tool">
+                <CodeBlock
+                  language="typescript"
+                  code={`import { streamText } from 'ai';
+import { registrySearchTool } from '@tpmjs/registry-search';
+import { registryExecute } from './tools';  // Your wrapped version
+
+const result = streamText({
+  model: anthropic('claude-sonnet-4-20250514'),
+  tools: {
+    registrySearch: registrySearchTool,
+    registryExecute,  // Keys are auto-injected
+  },
+  prompt: 'Scrape https://example.com and summarize the content',
+});`}
+                />
+              </DocSubSection>
+            </DocSection>
+
+            {/* ==================== API REFERENCE ==================== */}
+            <DocSection id="api-overview" title="API Overview">
+              <p className="text-foreground-secondary mb-6">
+                The TPMJS API is a REST API that provides access to the tool registry. All endpoints
+                return JSON and are publicly accessible without authentication.
+              </p>
+              <div className="p-4 border border-border rounded-lg bg-surface">
+                <p className="text-sm text-foreground-secondary">
+                  <strong className="text-foreground">Base URL:</strong>{' '}
+                  <code className="text-primary">https://tpmjs.com/api</code>
+                </p>
+              </div>
+            </DocSection>
+
+            <DocSection id="api-tools" title="GET /api/tools">
+              <p className="text-foreground-secondary mb-6">
+                List all tools with optional filtering and pagination.
+              </p>
+              <DocSubSection title="Query Parameters">
+                <ParamTable
+                  params={[
+                    {
+                      name: 'q',
+                      type: 'string',
+                      required: false,
+                      description: 'Search query',
+                    },
+                    {
+                      name: 'category',
+                      type: 'string',
+                      required: false,
+                      description: 'Filter by category',
+                    },
+                    {
+                      name: 'official',
+                      type: 'boolean',
+                      required: false,
+                      description: 'Filter to official tools only',
+                    },
+                    {
+                      name: 'limit',
+                      type: 'number',
+                      required: false,
+                      description: 'Max results (default 20, max 50)',
+                    },
+                    {
+                      name: 'offset',
+                      type: 'number',
+                      required: false,
+                      description: 'Pagination offset',
+                    },
+                  ]}
+                />
+              </DocSubSection>
+              <DocSubSection title="Example Request">
+                <CodeBlock
+                  language="bash"
+                  code="curl https://tpmjs.com/api/tools?q=web+scraping&limit=5"
+                />
+              </DocSubSection>
+            </DocSection>
+
+            <DocSection id="api-tools-search" title="GET /api/tools/search">
+              <p className="text-foreground-secondary mb-6">
+                BM25-ranked search optimized for AI agent tool discovery.
+              </p>
+              <DocSubSection title="Query Parameters">
+                <ParamTable
+                  params={[
+                    {
+                      name: 'q',
+                      type: 'string',
+                      required: true,
+                      description: 'Search query',
+                    },
+                    {
+                      name: 'limit',
+                      type: 'number',
+                      required: false,
+                      description: 'Max results (default 5, max 20)',
+                    },
+                  ]}
+                />
+              </DocSubSection>
+            </DocSection>
+
+            <DocSection id="api-tool-detail" title="GET /api/tools/[id]">
+              <p className="text-foreground-secondary mb-6">
+                Get detailed information about a specific tool.
+              </p>
+              <DocSubSection title="Path Parameters">
+                <ParamTable
+                  params={[
+                    {
+                      name: 'id',
+                      type: 'string',
+                      required: true,
+                      description: 'Tool ID (npm package name)',
+                    },
+                  ]}
+                />
+              </DocSubSection>
+              <DocSubSection title="Example Request">
+                <CodeBlock language="bash" code="curl https://tpmjs.com/api/tools/@tpmjs/hello" />
+              </DocSubSection>
+            </DocSection>
+
+            <DocSection id="api-execute" title="POST /api/tools/execute/[...slug]">
+              <p className="text-foreground-secondary mb-6">
+                Execute a tool with an AI agent and receive streaming results via Server-Sent Events
+                (SSE). This endpoint allows you to run any TPMJS tool remotely without installing
+                it.
+              </p>
+              <DocSubSection title="URL Formats">
+                <div className="space-y-2 text-foreground-secondary text-sm mb-4">
+                  <p>
+                    <strong className="text-foreground">By tool ID:</strong>{' '}
+                    <code className="text-primary">/api/tools/execute/clx123abc</code>
+                  </p>
+                  <p>
+                    <strong className="text-foreground">By package and export:</strong>{' '}
+                    <code className="text-primary">
+                      /api/tools/execute/@tpmjs/hello/helloWorldTool
+                    </code>
+                  </p>
+                </div>
+              </DocSubSection>
+              <DocSubSection title="Request Body">
+                <ParamTable
+                  params={[
+                    {
+                      name: 'prompt',
+                      type: 'string',
+                      required: true,
+                      description: 'Natural language prompt for the AI agent (max 2000 chars)',
+                    },
+                    {
+                      name: 'parameters',
+                      type: 'object',
+                      required: false,
+                      description: 'Optional tool parameters to pass directly',
+                    },
+                  ]}
+                />
+              </DocSubSection>
+              <DocSubSection title="SSE Events">
+                <div className="space-y-4">
+                  <div className="p-3 border border-border rounded-lg bg-surface">
+                    <code className="text-primary font-mono">chunk</code>
+                    <p className="text-sm text-foreground-secondary mt-1">
+                      Streaming text chunks from the AI agent response
+                    </p>
+                  </div>
+                  <div className="p-3 border border-border rounded-lg bg-surface">
+                    <code className="text-primary font-mono">tokens</code>
+                    <p className="text-sm text-foreground-secondary mt-1">
+                      Token usage updates during execution
+                    </p>
+                  </div>
+                  <div className="p-3 border border-border rounded-lg bg-surface">
+                    <code className="text-primary font-mono">complete</code>
+                    <p className="text-sm text-foreground-secondary mt-1">
+                      Final result with output, token breakdown, and execution time
+                    </p>
+                  </div>
+                  <div className="p-3 border border-border rounded-lg bg-surface">
+                    <code className="text-primary font-mono">error</code>
+                    <p className="text-sm text-foreground-secondary mt-1">
+                      Error message if execution fails
+                    </p>
+                  </div>
+                </div>
+              </DocSubSection>
+              <DocSubSection title="Example Request">
+                <CodeBlock
+                  language="bash"
+                  code={`curl -X POST https://tpmjs.com/api/tools/execute/@tpmjs/hello/helloWorldTool \\
+  -H "Content-Type: application/json" \\
+  -d '{"prompt": "Say hello to the world"}'`}
+                />
+              </DocSubSection>
+              <DocSubSection title="JavaScript Example">
+                <CodeBlock
+                  language="typescript"
+                  code={`const response = await fetch(
+  'https://tpmjs.com/api/tools/execute/@tpmjs/hello/helloWorldTool',
+  {
+    method: 'POST',
+    headers: { 'Content-Type': 'application/json' },
+    body: JSON.stringify({ prompt: 'Say hello to the world' }),
+  }
+);
+
+const reader = response.body?.getReader();
+const decoder = new TextDecoder();
+
+while (true) {
+  const { done, value } = await reader.read();
+  if (done) break;
+
+  const chunk = decoder.decode(value);
+  const lines = chunk.split('\\n');
+
+  for (const line of lines) {
+    if (line.startsWith('event: ')) {
+      const event = line.slice(7);
+      console.log('Event:', event);
+    }
+    if (line.startsWith('data: ')) {
+      const data = JSON.parse(line.slice(6));
+      console.log('Data:', data);
+    }
+  }
+}`}
+                />
+              </DocSubSection>
+              <DocSubSection title="Rate Limiting">
+                <InfoCard icon="clock" title="Rate Limits">
+                  The execute endpoint is rate limited to 10 requests per minute per IP address.
+                  Rate limit headers are included in the response:
+                  <code className="block mt-2 text-sm">X-RateLimit-Limit: 10</code>
+                  <code className="block text-sm">X-RateLimit-Remaining: 9</code>
+                </InfoCard>
+              </DocSubSection>
+            </DocSection>
+
+            {/* ==================== PUBLISHING TOOLS ==================== */}
+            <DocSection id="publish-overview" title="Publishing Overview">
+              <p className="text-foreground-secondary mb-6">
+                Publishing a tool to TPMJS is as simple as publishing to npm with standardized
+                metadata.
+              </p>
+              <div className="grid grid-cols-2 md:grid-cols-4 gap-4 mb-8">
+                {[
+                  { step: '1', label: 'Add tpmjs keyword' },
+                  { step: '2', label: 'Add tpmjs field' },
+                  { step: '3', label: 'Publish to npm' },
+                  { step: '4', label: 'Live in 15 minutes!' },
+                ].map((item) => (
+                  <div
+                    key={item.step}
+                    className="p-4 border border-border rounded-lg bg-surface text-center"
+                  >
+                    <div className="text-2xl font-bold text-primary mb-2">{item.step}</div>
+                    <p className="text-sm text-foreground-secondary">{item.label}</p>
+                  </div>
+                ))}
+              </div>
+              <div className="flex gap-4">
+                <Link href="/publish">
+                  <Button variant="default">View Publishing Guide</Button>
+                </Link>
+                <a
+                  href="https://github.com/tpmjs/tpmjs/tree/main/packages/tools/create-basic-tools"
+                  target="_blank"
+                  rel="noopener noreferrer"
+                >
+                  <Button variant="outline">Use Generator CLI</Button>
+                </a>
+              </div>
+            </DocSection>
+
+            <DocSection id="tpmjs-spec" title="TPMJS Specification">
+              <p className="text-foreground-secondary mb-6">
+                The <code className="text-primary">tpmjs</code> field in package.json describes your
+                tool. TPMJS automatically extracts parameter schemas from your tool code, so you
+                only need to provide basic metadata.
+              </p>
+              <div className="p-4 border border-primary/30 rounded-lg bg-primary/5 mb-6">
+                <p className="text-sm text-foreground-secondary">
+                  <strong className="text-foreground">✨ Auto Schema Extraction:</strong> Parameters
+                  are automatically extracted from your tool&apos;s Zod inputSchema - no need to
+                  document them manually!
+                </p>
+              </div>
+              <CodeBlock
+                language="json"
+                code={`{
+  "name": "@yourname/my-tool",
+  "version": "1.0.0",
+  "keywords": ["tpmjs"],
+  "tpmjs": {
+    "category": "text-analysis",
+    "frameworks": ["vercel-ai"],
+    "tools": [
+      {
+        "name": "myTool",
+        "description": "What your tool does (20-500 chars)"
+      }
+    ]
+  }
+}`}
+              />
+              <div className="mt-6 p-4 border border-primary/30 rounded-lg bg-primary/5">
+                <p className="text-sm text-foreground-secondary">
+                  <strong className="text-foreground">🔍 Auto-Discovery:</strong> The{' '}
+                  <code className="text-primary">tools</code> array is optional! If you omit it,
+                  TPMJS will automatically discover all exported tools from your package. Each
+                  export that has a <code className="text-primary">description</code> and{' '}
+                  <code className="text-primary">execute</code> property is treated as a valid tool.
+                </p>
+              </div>
+              <div className="mt-6">
+                <Link href="/spec">
+                  <Button variant="outline">View Full Specification</Button>
+                </Link>
+              </div>
+            </DocSection>
+
+            <DocSection id="metadata-tiers" title="Metadata Fields">
+              <p className="text-foreground-secondary mb-6">
+                TPMJS auto-extracts parameter schemas and can auto-discover your tools, simplifying
+                what you need to provide.
+              </p>
+              <div className="space-y-4">
+                <div className="p-4 border border-border rounded-lg bg-surface">
+                  <div className="flex items-center gap-2 mb-2">
+                    <Badge variant="default">Required</Badge>
+                  </div>
+                  <p className="text-sm text-foreground-secondary">
+                    <code className="text-primary">category</code> - The only truly required field!
+                  </p>
+                </div>
+                <div className="p-4 border border-border rounded-lg bg-surface">
+                  <div className="flex items-center gap-2 mb-2">
+                    <Badge variant="success">Optional</Badge>
+                  </div>
+                  <p className="text-sm text-foreground-secondary">
+                    <code className="text-primary">tools</code> (auto-discovered if omitted),{' '}
+                    <code className="text-primary">env</code> (API keys),{' '}
+                    <code className="text-primary">frameworks</code> (compatibility)
+                  </p>
+                </div>
+                <div className="p-4 border border-border rounded-lg bg-surface">
+                  <div className="flex items-center gap-2 mb-2">
+                    <Badge variant="outline">Auto-extracted</Badge>
+                  </div>
+                  <p className="text-sm text-foreground-secondary">
+                    <code className="text-primary">description</code>,{' '}
+                    <code className="text-primary">parameters</code> - extracted from your tool code
+                  </p>
+                </div>
+                <div className="p-4 border border-border rounded-lg bg-surface">
+                  <div className="flex items-center gap-2 mb-2">
+                    <Badge variant="warning">Auto-discovered</Badge>
+                  </div>
+                  <p className="text-sm text-foreground-secondary">
+                    If you omit <code className="text-primary">tools</code>, TPMJS scans your
+                    package exports and registers any export with{' '}
+                    <code className="text-primary">description</code> +{' '}
+                    <code className="text-primary">execute</code> properties as a tool.
+                  </p>
+                </div>
+              </div>
+            </DocSection>
+
+            <DocSection id="quality-score" title="Quality Score">
+              <p className="text-foreground-secondary mb-6">
+                Every tool receives a quality score (0.00-1.00) that affects search ranking.
+              </p>
+              <CodeBlock
+                language="typescript"
+                code={`function calculateQualityScore(params: {
+  tier: 'minimal' | 'basic' | 'rich';
+  downloads: number;
+  githubStars: number;
+}): number {
+  const tierScore = tier === 'rich' ? 0.6 : tier === 'basic' ? 0.4 : 0.2;
+  const downloadsScore = Math.min(0.3, Math.log10(downloads + 1) / 10);
+  const starsScore = Math.min(0.1, Math.log10(githubStars + 1) / 10);
+
+  return Math.min(1.0, tierScore + downloadsScore + starsScore);
+}`}
+              />
+            </DocSection>
+
+            {/* ==================== ADVANCED ==================== */}
+            <DocSection id="override-execute" title="Override Execute">
+              <p className="text-foreground-secondary mb-6">
+                When you import a tool from npm, you can override its{' '}
+                <code className="text-primary">execute</code> function before passing it to your AI
+                agent.
+              </p>
+              <DocSubSection title="Simple Override">
+                <CodeBlock
+                  language="typescript"
+                  code={`import { someTool } from '@tpmjs/some-tool';
+
+const myTool = {
+  ...someTool,
+  execute: async (args, options) => {
+    console.log('Custom execution with args:', args);
+    // Your completely custom implementation
+    return { result: 'my custom result' };
+  },
+};`}
+                />
+              </DocSubSection>
+              <DocSubSection title="Wrap with Logging">
+                <CodeBlock
+                  language="typescript"
+                  code={`const wrappedTool = {
+  ...someTool,
+  execute: async (args, options) => {
+    console.log(\`[\${new Date().toISOString()}] Calling tool with:\`, args);
+    const start = Date.now();
+    const result = await someTool.execute(args, options);
+    console.log(\`[\${Date.now() - start}ms] Tool returned:\`, result);
+    return result;
+  },
+};`}
+                />
+              </DocSubSection>
+            </DocSection>
+
+            <DocSection id="custom-wrappers" title="Custom Wrappers">
+              <p className="text-foreground-secondary mb-6">
+                Create reusable wrapper functions for common patterns like caching, retries, and
+                rate limiting.
+              </p>
+              <DocSubSection title="Wrapper Factory">
+                <CodeBlock
+                  language="typescript"
+                  code={`function wrapTool<T, R>(
+  tool: { description: string; parameters: any; execute: (args: T, opts: any) => Promise<R> },
+  options: {
+    before?: (args: T) => T | Promise<T>;
+    after?: (result: R) => R | Promise<R>;
+    timeout?: number;
+    retries?: number;
+  } = {}
+) {
+  return {
+    ...tool,
+    execute: async (args: T, execOptions: any): Promise<R> => {
+      let processedArgs = options.before ? await options.before(args) : args;
+
+      let lastError: Error | undefined;
+      const maxAttempts = (options.retries ?? 0) + 1;
+
+      for (let attempt = 1; attempt <= maxAttempts; attempt++) {
+        try {
+          let result = await tool.execute(processedArgs, execOptions);
+          if (options.after) result = await options.after(result);
+          return result;
+        } catch (error) {
+          lastError = error as Error;
+          if (attempt < maxAttempts) {
+            await new Promise(r => setTimeout(r, Math.pow(2, attempt) * 100));
+          }
+        }
+      }
+      throw lastError;
+    },
+  };
+}`}
+                />
+              </DocSubSection>
+            </DocSection>
+
+            <DocSection id="self-hosting" title="Self-Hosting">
+              <p className="text-foreground-secondary mb-6">
+                Both SDK packages support self-hosted registries via environment variables.
+              </p>
+              <ParamTable
+                params={[
+                  {
+                    name: 'TPMJS_API_URL',
+                    type: 'string',
+                    required: false,
+                    description: 'Base URL for registry API (default: https://tpmjs.com)',
+                  },
+                  {
+                    name: 'TPMJS_EXECUTOR_URL',
+                    type: 'string',
+                    required: false,
+                    description: 'URL for sandbox executor (default: https://executor.tpmjs.com)',
+                  },
+                ]}
+              />
+              <div className="mt-4">
+                <CodeBlock
+                  language="bash"
+                  code={`# Use your own TPMJS registry
+export TPMJS_API_URL=https://registry.mycompany.com
+export TPMJS_EXECUTOR_URL=https://executor.mycompany.com`}
+                />
+              </div>
+            </DocSection>
+
+            <DocSection id="security" title="Security">
+              <p className="text-foreground-secondary mb-6">
+                TPMJS is designed with security in mind.
+              </p>
+              <div className="grid grid-cols-1 md:grid-cols-2 gap-4">
+                <InfoCard icon="🏝️" title="Sandboxed Execution">
+                  All tools run in an isolated Deno runtime. They cannot access your local
+                  filesystem or environment.
+                </InfoCard>
+                <InfoCard icon="🔐" title="API Key Isolation">
+                  API keys are passed per-request and never stored. Each execution is stateless and
+                  isolated.
+                </InfoCard>
+                <InfoCard icon="✅" title="Registry-Only Execution">
+                  Only tools registered in TPMJS can be executed. No arbitrary code execution is
+                  possible.
+                </InfoCard>
+                <InfoCard icon="🏥" title="Health Monitoring">
+                  Every tool is continuously health-checked. Broken tools are flagged and filtered
+                  from search results.
+                </InfoCard>
+              </div>
+            </DocSection>
+
+            {/* ==================== RESOURCES ==================== */}
+            <DocSection id="faq" title="FAQ">
+              <div className="space-y-6">
+                {[
+                  {
+                    q: 'How long does it take for my tool to appear?',
+                    a: 'Tools are discovered within 2-15 minutes of publishing to npm. Make sure you have the "tpmjs" keyword in your package.json.',
+                  },
+                  {
+                    q: 'What is auto-discovery?',
+                    a: 'If you omit the "tools" array from your tpmjs field, TPMJS will automatically scan your package exports and register any export that looks like an AI SDK tool (has description and execute properties). You can override this by explicitly listing tools.',
+                  },
+                  {
+                    q: 'How does schema extraction work?',
+                    a: "TPMJS automatically loads your tool in a sandbox and extracts the inputSchema from your Zod definition. You don't need to manually document parameters.",
+                  },
+                  {
+                    q: 'Is TPMJS free to use?',
+                    a: 'Yes! TPMJS is free for public tools. We may introduce paid tiers for private registries and enterprise features in the future.',
+                  },
+                  {
+                    q: 'Can I use TPMJS with any AI framework?',
+                    a: 'TPMJS works with any framework that supports the AI SDK tool format, including Vercel AI SDK, LangChain, and LlamaIndex.',
+                  },
+                  {
+                    q: 'How are tools executed?',
+                    a: 'Tools are dynamically loaded from esm.sh and executed in a sandboxed Deno runtime on Railway. No local installation is required.',
+                  },
+                ].map((item) => (
+                  <div key={item.q} className="p-4 border border-border rounded-lg bg-surface">
+                    <h4 className="font-semibold text-foreground mb-2">{item.q}</h4>
+                    <p className="text-sm text-foreground-secondary">{item.a}</p>
+                  </div>
+                ))}
+              </div>
+            </DocSection>
+
+            <DocSection id="troubleshooting" title="Troubleshooting">
+              <div className="space-y-6">
+                <DocSubSection title="Tool not appearing in registry">
+                  <ul className="list-disc list-inside space-y-2 text-foreground-secondary">
+                    <li>
+                      Ensure you have{' '}
+                      <code className="text-primary bg-surface px-1 rounded">tpmjs</code> in your
+                      keywords
+                    </li>
+                    <li>
+                      Verify your <code className="text-primary">tpmjs</code> field is valid JSON
+                    </li>
+                    <li>Wait 15 minutes after publishing</li>
+                    <li>Check the validation errors in the npm package page</li>
+                  </ul>
+                </DocSubSection>
+                <DocSubSection title="Execution failing">
+                  <ul className="list-disc list-inside space-y-2 text-foreground-secondary">
+                    <li>Check that required environment variables are passed</li>
+                    <li>Verify the toolId format is correct (package::name)</li>
+                    <li>Check the tool&apos;s health status on tpmjs.com</li>
+                  </ul>
+                </DocSubSection>
+              </div>
+            </DocSection>
+
+            <DocSection id="changelog" title="Changelog">
+              <div className="space-y-4">
+                <div className="p-4 border border-border rounded-lg bg-surface">
+                  <div className="flex items-center gap-2 mb-2">
+                    <Badge variant="default">v1.0.0</Badge>
+                    <span className="text-sm text-foreground-tertiary">December 2024</span>
+                  </div>
+                  <p className="text-sm text-foreground-secondary">
+                    Initial release with registrySearchTool and registryExecuteTool
+                  </p>
+                </div>
+              </div>
+            </DocSection>
+
+            {/* CTA */}
+            <section className="text-center py-12 border border-border rounded-lg bg-surface">
+              <h2 className="text-2xl font-bold mb-4 text-foreground">Ready to Get Started?</h2>
+              <p className="text-foreground-secondary mb-6 max-w-xl mx-auto">
+                Give your AI agent access to thousands of tools in minutes.
+              </p>
+              <div className="flex flex-wrap gap-4 justify-center">
+                <a href="https://playground.tpmjs.com" target="_blank" rel="noopener noreferrer">
+                  <Button variant="default" size="lg">
+                    Try Playground
+                  </Button>
+                </a>
+                <Link href="/tool/tool-search">
+                  <Button variant="outline" size="lg">
+                    Browse Tools
+                  </Button>
+                </Link>
+                <Link href="/publish">
+                  <Button variant="outline" size="lg">
+                    Publish a Tool
+                  </Button>
+                </Link>
+              </div>
+            </section>
+          </div>
+        </main>
+      </div>
+    </div>
+  );
+}
diff --git a/apps/web/src/app/error.tsx b/apps/web/src/app/error.tsx
new file mode 100644
index 0000000..b3bb0ed
--- /dev/null
+++ b/apps/web/src/app/error.tsx
@@ -0,0 +1,118 @@
+'use client';
+
+import { Button } from '@tpmjs/ui/Button/Button';
+import { Container } from '@tpmjs/ui/Container/Container';
+import Link from 'next/link';
+import { useEffect } from 'react';
+
+export default function ErrorPage({
+  error,
+  reset,
+}: {
+  error: Error & { digest?: string };
+  reset: () => void;
+}): React.ReactElement {
+  useEffect(() => {
+    // Log the error to an error reporting service
+    console.error('Error boundary caught:', error);
+  }, [error]);
+
+  return (
+    <main className="flex-1">
+      <section className="py-24 bg-background min-h-screen flex items-center">
+        <Container size="xl" padding="lg">
+          <div className="max-w-2xl mx-auto text-center">
+            {/* Error Icon */}
+            <div className="mb-8">
+              <div className="inline-flex items-center justify-center w-24 h-24 rounded-full bg-error/10 mb-4">
+                <svg
+                  className="w-12 h-12 text-error"
+                  fill="none"
+                  stroke="currentColor"
+                  viewBox="0 0 24 24"
+                  xmlns="http://www.w3.org/2000/svg"
+                  role="img"
+                  aria-labelledby="error-icon-title"
+                >
+                  <title id="error-icon-title">Error warning icon</title>
+                  <path
+                    strokeLinecap="round"
+                    strokeLinejoin="round"
+                    strokeWidth={2}
+                    d="M12 9v2m0 4h.01m-6.938 4h13.856c1.54 0 2.502-1.667 1.732-3L13.732 4c-.77-1.333-2.694-1.333-3.464 0L3.34 16c-.77 1.333.192 3 1.732 3z"
+                  />
+                </svg>
+              </div>
+              <h1 className="text-4xl md:text-5xl font-bold text-foreground mb-2">
+                Something went wrong
+              </h1>
+              {/* Decorative divider */}
+              <div className="h-1 w-24 bg-error mx-auto" />
+            </div>
+
+            {/* Error Message */}
+            <p className="text-lg text-foreground-secondary mb-8 max-w-md mx-auto">
+              An unexpected error occurred. This has been logged and we&apos;ll look into it.
+            </p>
+
+            {/* Error Details (in development) */}
+            {process.env.NODE_ENV === 'development' && (
+              <div className="mb-8 p-4 bg-surface border border-border rounded-lg text-left max-w-lg mx-auto">
+                <p className="text-xs font-mono text-foreground-tertiary mb-2">
+                  Error Details (dev only):
+                </p>
+                <p className="text-sm font-mono text-error break-all">{error.message}</p>
+                {error.digest && (
+                  <p className="text-xs font-mono text-foreground-tertiary mt-2">
+                    Digest: {error.digest}
+                  </p>
+                )}
+              </div>
+            )}
+
+            {/* Action Buttons */}
+            <div className="flex flex-col sm:flex-row gap-4 justify-center items-center">
+              <Button size="lg" variant="default" onClick={reset}>
+                Try Again
+              </Button>
+              <Link href="/">
+                <Button size="lg" variant="outline">
+                  Go Home
+                </Button>
+              </Link>
+            </div>
+
+            {/* Helpful Links */}
+            <div className="mt-12 pt-8 border-t border-border">
+              <p className="text-sm text-foreground-tertiary mb-4">
+                Need help or want to report this issue?
+              </p>
+              <div className="flex flex-wrap gap-4 justify-center text-sm">
+                <a
+                  href="https://github.com/tpmjs/tpmjs/issues"
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="text-brutalist-accent hover:text-brutalist-accent-hover transition-colors"
+                >
+                  Report Issue
+                </a>
+                <Link
+                  href="/tool/tool-search"
+                  className="text-brutalist-accent hover:text-brutalist-accent-hover transition-colors"
+                >
+                  Browse Tools
+                </Link>
+                <Link
+                  href="/how-it-works"
+                  className="text-brutalist-accent hover:text-brutalist-accent-hover transition-colors"
+                >
+                  How It Works
+                </Link>
+              </div>
+            </div>
+          </div>
+        </Container>
+      </section>
+    </main>
+  );
+}
diff --git a/apps/web/src/app/faq/page.tsx b/apps/web/src/app/faq/page.tsx
new file mode 100644
index 0000000..9d0fbc8
--- /dev/null
+++ b/apps/web/src/app/faq/page.tsx
@@ -0,0 +1,430 @@
+import { Container } from '@tpmjs/ui/Container/Container';
+import Link from 'next/link';
+import { AppHeader } from '~/components/AppHeader';
+
+export const metadata = {
+  title: 'FAQ | TPMJS',
+  description:
+    'Frequently asked questions about TPMJS - Tool Package Manager for AI agents. Learn how to publish tools, understand quality scores, and get help.',
+  openGraph: {
+    title: 'FAQ | TPMJS',
+    description:
+      'Frequently asked questions about TPMJS - Tool Package Manager for AI agents. Learn how to publish tools, understand quality scores, and get help.',
+    images: [{ url: '/api/og/faq', width: 1200, height: 630 }],
+  },
+  twitter: {
+    card: 'summary_large_image' as const,
+    images: ['/api/og/faq'],
+  },
+};
+
+interface FAQItemProps {
+  question: string;
+  children: React.ReactNode;
+}
+
+function FAQItem({ question, children }: FAQItemProps): React.ReactElement {
+  return (
+    <details className="group border border-border rounded-lg bg-surface hover:border-foreground/50 transition-colors">
+      <summary className="cursor-pointer px-6 py-4 font-semibold text-foreground flex items-center justify-between list-none">
+        <span className="pr-4">{question}</span>
+        <span className="text-foreground-secondary group-open:rotate-180 transition-transform">
+          <svg
+            width="20"
+            height="20"
+            viewBox="0 0 20 20"
+            fill="none"
+            xmlns="http://www.w3.org/2000/svg"
+            aria-hidden="true"
+          >
+            <path
+              d="M5 7.5L10 12.5L15 7.5"
+              stroke="currentColor"
+              strokeWidth="2"
+              strokeLinecap="round"
+              strokeLinejoin="round"
+            />
+          </svg>
+        </span>
+      </summary>
+      <div className="px-6 pb-6 pt-2 text-foreground-secondary space-y-4">{children}</div>
+    </details>
+  );
+}
+
+export default function FAQPage(): React.ReactElement {
+  return (
+    <div className="min-h-screen flex flex-col bg-background">
+      <AppHeader />
+
+      <main className="flex-1 py-16">
+        <Container size="lg" padding="lg">
+          {/* Hero */}
+          <div className="text-center mb-16">
+            <h1 className="text-2xl sm:text-3xl md:text-4xl lg:text-5xl font-bold mb-4 text-foreground">
+              Frequently Asked Questions
+            </h1>
+            <p className="text-xl text-foreground-secondary max-w-2xl mx-auto">
+              Everything you need to know about publishing, using, and contributing to the TPMJS
+              registry.
+            </p>
+          </div>
+
+          {/* FAQ Items */}
+          <div className="max-w-3xl mx-auto space-y-4">
+            {/* Question 1: What is TPMJS? */}
+            <FAQItem question="What is TPMJS?">
+              <p>
+                TPMJS (Tool Package Manager for JavaScript) is a registry and discovery platform for
+                AI agent tools. It helps developers publish, share, and discover tools that can be
+                used by AI agents to perform tasks like text analysis, code generation, data
+                processing, and more.
+              </p>
+              <p>
+                Think of it as npm for AI tools. Developers publish tools to npm with the{' '}
+                <code className="text-foreground bg-background px-2 py-1 rounded border border-border">
+                  tpmjs
+                </code>{' '}
+                keyword, and TPMJS automatically syncs them to our registry where they can be
+                discovered by AI agents and developers.
+              </p>
+            </FAQItem>
+
+            {/* Question 2: How do I publish a tool? */}
+            <FAQItem question="How do I publish a tool?">
+              <p>Publishing a tool to TPMJS is simple:</p>
+              <ol className="list-decimal list-inside space-y-2 ml-4">
+                <li>
+                  Add the{' '}
+                  <code className="text-foreground bg-background px-2 py-1 rounded border border-border">
+                    tpmjs
+                  </code>{' '}
+                  keyword to your package.json
+                </li>
+                <li>
+                  Add a{' '}
+                  <code className="text-foreground bg-background px-2 py-1 rounded border border-border">
+                    tpmjs
+                  </code>{' '}
+                  field with metadata (category, frameworks, tools)
+                </li>
+                <li>Publish your package to npm</li>
+                <li>Your tool appears on tpmjs.com within 15 minutes</li>
+              </ol>
+              <p>
+                For detailed instructions, check out our{' '}
+                <Link href="/publish" className="text-primary hover:underline font-medium">
+                  publishing guide
+                </Link>
+                . We also provide a package generator to get started quickly:
+              </p>
+              <code className="block text-foreground bg-background px-4 py-2 rounded border border-border mt-2">
+                npx @tpmjs/create-basic-tools
+              </code>
+            </FAQItem>
+
+            {/* Question 3: How does schema extraction work? */}
+            <FAQItem question="How does automatic schema extraction work?">
+              <p>
+                TPMJS automatically extracts your tool&apos;s input schema (parameters) by loading
+                and analyzing your tool code in a sandboxed environment. This means you don&apos;t
+                need to manually document parameters in package.json.
+              </p>
+              <ul className="space-y-3">
+                <li>
+                  <strong className="text-foreground">During sync</strong> - When your package is
+                  discovered or updated, TPMJS loads it via esm.sh and reads the inputSchema from
+                  your exported tool.
+                </li>
+                <li>
+                  <strong className="text-foreground">Schema source badge</strong> - Tool pages show
+                  whether the schema was &quot;Auto-extracted&quot; or &quot;Author-provided&quot;
+                  (fallback).
+                </li>
+                <li>
+                  <strong className="text-foreground">Manual re-extraction</strong> - Users can
+                  trigger re-extraction from the tool page if needed.
+                </li>
+              </ul>
+              <p>
+                This simplifies publishing - you only need to provide category, description, and
+                name. See our{' '}
+                <Link href="/spec" className="text-primary hover:underline font-medium">
+                  specification
+                </Link>{' '}
+                for details.
+              </p>
+            </FAQItem>
+
+            {/* Question 4: How does tool health checking work? */}
+            <FAQItem question="How does tool health checking work?">
+              <p>
+                TPMJS automatically monitors the health of all tools in the registry by periodically
+                checking:
+              </p>
+              <ul className="list-disc list-inside space-y-2 ml-4">
+                <li>
+                  <strong className="text-foreground">Package availability:</strong> Verifies the
+                  package still exists on npm
+                </li>
+                <li>
+                  <strong className="text-foreground">Metadata validity:</strong> Ensures the tpmjs
+                  field meets schema requirements
+                </li>
+                <li>
+                  <strong className="text-foreground">Version freshness:</strong> Checks if the tool
+                  is being actively maintained
+                </li>
+              </ul>
+              <p>
+                Tools that fail health checks are flagged on the registry and may be hidden from
+                search results until the issues are resolved. This ensures AI agents only use
+                reliable, well-maintained tools.
+              </p>
+            </FAQItem>
+
+            {/* Question 5: What is the quality score? */}
+            <FAQItem question="What is the quality score?">
+              <p>
+                The quality score is a calculated metric (0.0 to 1.0) that ranks tools based on
+                three factors:
+              </p>
+              <ol className="space-y-3">
+                <li>
+                  <strong className="text-foreground">1. Metadata Tier (60% weight):</strong>
+                  <ul className="list-disc list-inside ml-6 mt-2 space-y-1">
+                    <li>Rich tier: 4x multiplier (0.6 base score)</li>
+                    <li>Basic tier: 2x multiplier (0.4 base score)</li>
+                    <li>Minimal tier: 1x multiplier (0.2 base score)</li>
+                  </ul>
+                </li>
+                <li>
+                  <strong className="text-foreground">2. NPM Downloads (30% weight):</strong>{' '}
+                  Logarithmic scale based on monthly downloads (max 0.3 points)
+                </li>
+                <li>
+                  <strong className="text-foreground">3. GitHub Stars (10% weight):</strong>{' '}
+                  Logarithmic scale based on repository stars (max 0.1 points)
+                </li>
+              </ol>
+              <p className="mt-3">
+                Higher quality scores mean better visibility in search results. The best way to
+                improve your score is to use the Rich metadata tier and maintain good documentation.
+              </p>
+            </FAQItem>
+
+            {/* Question 6: Is TPMJS free to use? */}
+            <FAQItem question="Is TPMJS free to use?">
+              <p>
+                Yes, TPMJS is completely free and open source for both publishers and users. You
+                can:
+              </p>
+              <ul className="list-disc list-inside space-y-2 ml-4">
+                <li>Publish unlimited tools to the registry</li>
+                <li>Browse and search all tools without authentication</li>
+                <li>Use tools in your AI agents and applications</li>
+                <li>
+                  Contribute to the project on{' '}
+                  <a
+                    href="https://github.com/tpmjs/tpmjs"
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="text-primary hover:underline"
+                  >
+                    GitHub
+                  </a>
+                </li>
+              </ul>
+              <p>
+                There are no paid tiers, rate limits, or premium features. TPMJS is funded by the
+                community and maintained as a public good for the AI ecosystem.
+              </p>
+            </FAQItem>
+
+            {/* Question 7: How often are tools synced from npm? */}
+            <FAQItem question="How often are tools synced from npm?">
+              <p>TPMJS uses multiple automated sync strategies to keep the registry up-to-date:</p>
+              <ul className="list-disc list-inside space-y-2 ml-4">
+                <li>
+                  <strong className="text-foreground">Changes Feed Sync (every 2 minutes):</strong>{' '}
+                  Monitors npm&apos;s real-time changes feed to catch new packages and updates
+                  immediately
+                </li>
+                <li>
+                  <strong className="text-foreground">Keyword Search (every 15 minutes):</strong>{' '}
+                  Actively searches for packages with the{' '}
+                  <code className="text-foreground bg-background px-2 py-1 rounded border border-border">
+                    tpmjs
+                  </code>{' '}
+                  keyword
+                </li>
+                <li>
+                  <strong className="text-foreground">Metrics Sync (every hour):</strong> Updates
+                  download statistics and recalculates quality scores
+                </li>
+              </ul>
+              <p>
+                This means your tool will typically appear on tpmjs.com within 2-15 minutes of
+                publishing to npm, with metrics updating hourly.
+              </p>
+            </FAQItem>
+
+            {/* Question 8: Can I use TPMJS tools with any AI agent? */}
+            <FAQItem question="Can I use TPMJS tools with any AI agent?">
+              <p>
+                Yes! TPMJS tools are framework-agnostic and can be used with any AI agent system.
+                Each tool package specifies which frameworks it officially supports in the{' '}
+                <code className="text-foreground bg-background px-2 py-1 rounded border border-border">
+                  frameworks
+                </code>{' '}
+                field, such as:
+              </p>
+              <ul className="list-disc list-inside space-y-2 ml-4">
+                <li>Vercel AI SDK (vercel-ai)</li>
+                <li>LangChain (langchain)</li>
+                <li>OpenAI Function Calling</li>
+                <li>Claude Tool Use</li>
+                <li>Custom frameworks</li>
+              </ul>
+              <p>
+                Many tools provide adapter functions for multiple frameworks. Check the tool&apos;s
+                documentation for specific integration examples. Tools with Rich metadata tier
+                include detailed usage guidance for AI agents.
+              </p>
+            </FAQItem>
+
+            {/* Question 9: How do I report a broken or malicious tool? */}
+            <FAQItem question="How do I report a broken or malicious tool?">
+              <p>If you discover a broken or malicious tool, please report it immediately:</p>
+              <ul className="list-disc list-inside space-y-2 ml-4">
+                <li>
+                  <strong className="text-foreground">For broken tools:</strong>{' '}
+                  <a
+                    href="https://github.com/tpmjs/tpmjs/issues/new?labels=broken-tool"
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="text-primary hover:underline"
+                  >
+                    File an issue on GitHub
+                  </a>{' '}
+                  with the tool name and what&apos;s broken
+                </li>
+                <li>
+                  <strong className="text-foreground">For security issues:</strong> Email us
+                  directly at{' '}
+                  <a href="mailto:hello@tpmjs.com" className="text-primary hover:underline">
+                    hello@tpmjs.com
+                  </a>
+                </li>
+                <li>
+                  <strong className="text-foreground">For npm package issues:</strong>{' '}
+                  <a
+                    href="https://www.npmjs.com/support"
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="text-primary hover:underline"
+                  >
+                    Contact npm support
+                  </a>{' '}
+                  to report malicious packages
+                </li>
+              </ul>
+              <p>
+                TPMJS takes security seriously. Reported tools will be investigated and flagged or
+                removed from the registry if necessary.
+              </p>
+            </FAQItem>
+
+            {/* Question 10: Where can I get help? */}
+            <FAQItem question="Where can I get help?">
+              <p>We&apos;re here to help! Here are the best ways to get support:</p>
+              <ul className="space-y-3">
+                <li>
+                  <strong className="text-foreground">GitHub Issues:</strong>{' '}
+                  <a
+                    href="https://github.com/tpmjs/tpmjs/issues"
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="text-primary hover:underline"
+                  >
+                    File an issue
+                  </a>{' '}
+                  for bugs, feature requests, or technical questions
+                </li>
+                <li>
+                  <strong className="text-foreground">GitHub Discussions:</strong>{' '}
+                  <a
+                    href="https://github.com/tpmjs/tpmjs/discussions"
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="text-primary hover:underline"
+                  >
+                    Join the discussion
+                  </a>{' '}
+                  for general questions and community support
+                </li>
+                <li>
+                  <strong className="text-foreground">Twitter:</strong> Follow{' '}
+                  <a
+                    href="https://twitter.com/tpmjs_registry"
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="text-primary hover:underline"
+                  >
+                    @tpmjs_registry
+                  </a>{' '}
+                  for updates and announcements
+                </li>
+                <li>
+                  <strong className="text-foreground">Email:</strong> Contact us at{' '}
+                  <a href="mailto:hello@tpmjs.com" className="text-primary hover:underline">
+                    hello@tpmjs.com
+                  </a>{' '}
+                  for private inquiries
+                </li>
+              </ul>
+              <p>
+                We also recommend checking out our{' '}
+                <Link href="/publish" className="text-primary hover:underline font-medium">
+                  publishing guide
+                </Link>{' '}
+                and{' '}
+                <Link href="/spec" className="text-primary hover:underline font-medium">
+                  specification docs
+                </Link>{' '}
+                for detailed technical documentation.
+              </p>
+            </FAQItem>
+          </div>
+
+          {/* CTA Section */}
+          <section className="mt-16 text-center py-12 px-6 border border-border rounded-lg bg-surface">
+            <h2 className="text-2xl font-bold mb-4 text-foreground">Still have questions?</h2>
+            <p className="text-lg text-foreground-secondary mb-6 max-w-xl mx-auto">
+              Can&apos;t find what you&apos;re looking for? Reach out to us on GitHub or Twitter and
+              we&apos;ll be happy to help.
+            </p>
+            <div className="flex flex-col sm:flex-row gap-4 justify-center">
+              <a
+                href="https://github.com/tpmjs/tpmjs/issues/new"
+                target="_blank"
+                rel="noopener noreferrer"
+                className="inline-block px-6 py-3 bg-primary text-primary-foreground font-semibold rounded-lg hover:bg-primary/90 transition-colors"
+              >
+                Ask on GitHub
+              </a>
+              <a
+                href="https://twitter.com/tpmjs_registry"
+                target="_blank"
+                rel="noopener noreferrer"
+                className="inline-block px-6 py-3 border border-border bg-background text-foreground font-semibold rounded-lg hover:border-foreground transition-colors"
+              >
+                Follow on Twitter
+              </a>
+            </div>
+          </section>
+        </Container>
+      </main>
+    </div>
+  );
+}
diff --git a/apps/web/src/app/globals.css b/apps/web/src/app/globals.css
index ac6f3cc..d588945 100644
--- a/apps/web/src/app/globals.css
+++ b/apps/web/src/app/globals.css
@@ -5,46 +5,46 @@
 @layer base {
   /* Light mode (default) */
   :root {
-    /* Backgrounds & Surfaces */
-    --background: 0 0% 100%; /* Pure white */
-    --surface: 210 20% 98%; /* Off-white */
+    /* Backgrounds & Surfaces - DRAMATIC CONTRAST */
+    --background: 220 15% 96%; /* Light blue-gray background */
+    --surface: 0 0% 100%; /* Pure white - cards really pop! */
     --surface-elevated: 0 0% 100%; /* White (elevated) */
-    --surface-overlay: 0 0% 98%; /* Light gray */
+    --surface-overlay: 0 0% 100%; /* White overlays */
 
     /* Foreground (Text) */
     --foreground: 222 47% 11%; /* Almost black */
-    --foreground-secondary: 215 16% 47%; /* Medium gray */
-    --foreground-tertiary: 215 16% 65%; /* Light gray */
-    --foreground-muted: 215 16% 75%; /* Very light gray */
+    --foreground-secondary: 215 25% 35%; /* Much darker for readability */
+    --foreground-tertiary: 215 20% 50%; /* Medium gray */
+    --foreground-muted: 215 16% 65%; /* Light gray */
 
-    /* Borders */
-    --border: 214 32% 91%; /* Light gray */
-    --border-strong: 214 32% 80%; /* Medium gray */
-    --border-subtle: 214 20% 95%; /* Very light gray */
+    /* Borders - MUCH MORE VISIBLE */
+    --border: 214 25% 80%; /* Strong medium gray */
+    --border-strong: 214 30% 60%; /* Dark gray for emphasis */
+    --border-subtle: 214 20% 88%; /* Subtle but visible */
 
-    /* Interactive States */
-    --primary: 222 47% 11%; /* Dark for light mode */
-    --primary-foreground: 210 40% 98%; /* Light text */
-    --secondary: 210 40% 96%; /* Light secondary */
+    /* Interactive States - MODERN & REFINED */
+    --primary: 221 83% 53%; /* Sophisticated blue */
+    --primary-foreground: 0 0% 100%; /* White text */
+    --secondary: 220 15% 90%; /* Subtle gray-blue bg */
     --secondary-foreground: 222 47% 11%; /* Dark text */
-    --accent: 210 40% 96%; /* Accent bg */
-    --accent-foreground: 222 47% 11%; /* Accent text */
-    --muted: 210 40% 96%; /* Muted bg */
-    --muted-foreground: 215 16% 47%; /* Muted text */
+    --accent: 221 75% 95%; /* Soft blue tint */
+    --accent-foreground: 221 70% 35%; /* Rich blue text */
+    --muted: 220 15% 92%; /* Subtle muted bg */
+    --muted-foreground: 215 25% 40%; /* Darker muted text */
 
-    /* Status Colors */
-    --success: 142 71% 45%;
-    --success-foreground: 142 76% 15%;
-    --error: 0 72% 51%;
-    --error-foreground: 0 86% 17%;
-    --warning: 38 92% 50%;
-    --warning-foreground: 48 96% 19%;
-    --info: 217 91% 60%;
-    --info-foreground: 214 95% 23%;
+    /* Status Colors - Modern Editorial Palette */
+    --success: 152 57% 45%; /* Refined emerald green */
+    --success-foreground: 0 0% 100%; /* White text on success */
+    --error: 0 65% 51%; /* Sophisticated red, less harsh */
+    --error-foreground: 0 0% 100%; /* White text on error */
+    --warning: 36 100% 50%; /* Warm sophisticated amber */
+    --warning-foreground: 0 0% 100%; /* White text on warning */
+    --info: 210 100% 56%; /* Cool modern blue */
+    --info-foreground: 0 0% 100%; /* White text on info */
 
     /* Destructive (legacy) */
-    --destructive: 0 84% 60%;
-    --destructive-foreground: 210 40% 98%;
+    --destructive: 0 65% 51%; /* Match error color */
+    --destructive-foreground: 0 0% 100%;
 
     /* Form Elements */
     --input: 214 32% 91%;
@@ -52,11 +52,11 @@
     --ring-offset: 0 0% 100%;
 
     /* Grid/Blueprint Pattern */
-    --grid-color: 214 32% 95%;
+    --grid-color: 214 32% 90%;
     --grid-size: 24px; /* Grid cell size */
 
     /* Card */
-    --card: 0 0% 100%;
+    --card: 0 0% 100%; /* Pure white - stands out dramatically on blue-gray background */
     --card-foreground: 222 47% 11%;
 
     /* Border Radii */
@@ -93,9 +93,9 @@
     --tracking-wider: 0.05em;
     --tracking-widest: 0.1em;
 
-    /* Brutalist Accent Colors */
-    --brutalist-accent: 221 83% 53%; /* #0066ff - Electric blue for light mode */
-    --brutalist-accent-hover: 221 83% 43%;
+    /* Brutalist Accent Colors - Modern Editorial */
+    --brutalist-accent: 221 83% 53%; /* Sophisticated blue */
+    --brutalist-accent-hover: 221 83% 45%; /* Slightly deeper on hover */
   }
 
   /* Dark mode (opt-in) - Vercel/Cursor/Perplexity aesthetic */
@@ -127,19 +127,19 @@
     --muted: 210 10% 12%; /* Muted background */
     --muted-foreground: 210 8% 60%; /* Muted text */
 
-    /* Status Colors (desaturated for dark mode) */
-    --success: 142 71% 45%; /* #10b981 - Green */
-    --success-foreground: 142 76% 95%; /* Light green text */
-    --error: 0 72% 51%; /* #ef4444 - Red */
-    --error-foreground: 0 86% 97%; /* Light red text */
-    --warning: 38 92% 50%; /* #f59e0b - Amber */
-    --warning-foreground: 48 96% 89%; /* Light amber text */
-    --info: 217 91% 60%; /* #3b82f6 - Blue */
-    --info-foreground: 214 95% 93%; /* Light blue text */
+    /* Status Colors - Modern Editorial (Dark Mode) */
+    --success: 152 57% 50%; /* Refined emerald - slightly brighter for dark */
+    --success-foreground: 0 0% 100%; /* White text */
+    --error: 0 65% 58%; /* Sophisticated red - brighter for dark */
+    --error-foreground: 0 0% 100%; /* White text */
+    --warning: 36 100% 55%; /* Warm amber - brighter for dark */
+    --warning-foreground: 0 0% 100%; /* White text */
+    --info: 210 100% 60%; /* Cool blue - brighter for dark */
+    --info-foreground: 0 0% 100%; /* White text */
 
     /* Destructive (legacy support) */
-    --destructive: 0 72% 51%;
-    --destructive-foreground: 0 86% 97%;
+    --destructive: 0 65% 58%;
+    --destructive-foreground: 0 0% 100%;
 
     /* Form Elements */
     --input: 210 10% 20%; /* Input border */
@@ -153,9 +153,9 @@
     --card: 210 10% 8%;
     --card-foreground: 210 10% 90%;
 
-    /* Brutalist Accent Colors */
-    --brutalist-accent: 158 100% 50%; /* #00ff88 - Neon green for dark mode */
-    --brutalist-accent-hover: 158 100% 40%;
+    /* Brutalist Accent Colors - Modern Editorial */
+    --brutalist-accent: 210 100% 60%; /* Cool sophisticated blue for dark mode */
+    --brutalist-accent-hover: 210 100% 65%; /* Slightly brighter on hover */
   }
 
   /* Base element styles */
diff --git a/apps/web/src/app/how-it-works/page.tsx b/apps/web/src/app/how-it-works/page.tsx
new file mode 100644
index 0000000..9060095
--- /dev/null
+++ b/apps/web/src/app/how-it-works/page.tsx
@@ -0,0 +1,678 @@
+import { Button } from '@tpmjs/ui/Button/Button';
+import { CodeBlock } from '@tpmjs/ui/CodeBlock/CodeBlock';
+import { Container } from '@tpmjs/ui/Container/Container';
+import Link from 'next/link';
+import { AppHeader } from '~/components/AppHeader';
+import { ArchitectureDiagram } from '~/components/ArchitectureDiagram';
+
+export const metadata = {
+  title: 'How It Works | TPMJS',
+  description: 'Learn how TPMJS automatically discovers, indexes, and serves AI tools from npm',
+  openGraph: {
+    title: 'How It Works | TPMJS',
+    description: 'Learn how TPMJS automatically discovers, indexes, and serves AI tools from npm',
+    images: [{ url: '/api/og/how-it-works', width: 1200, height: 630 }],
+  },
+  twitter: {
+    card: 'summary_large_image' as const,
+    images: ['/api/og/how-it-works'],
+  },
+};
+
+export default function HowItWorksPage(): React.ReactElement {
+  return (
+    <div className="min-h-screen flex flex-col bg-background">
+      <AppHeader />
+
+      <main className="flex-1 py-16">
+        <Container size="lg" padding="lg">
+          {/* Hero */}
+          <div className="text-center mb-16">
+            <h1 className="text-2xl sm:text-3xl md:text-4xl lg:text-5xl font-bold mb-4 text-foreground">
+              How TPMJS Works
+            </h1>
+            <p className="text-xl text-foreground-secondary max-w-2xl mx-auto">
+              The complete journey from npm package to AI-powered tool execution
+            </p>
+          </div>
+
+          {/* Overview */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              What is TPMJS?
+            </h2>
+            <div className="prose max-w-none text-foreground-secondary text-lg space-y-4">
+              <p>
+                TPMJS (Tool Package Manager for JavaScript) is a{' '}
+                <span className="text-foreground font-semibold">
+                  registry and execution platform
+                </span>{' '}
+                that automatically discovers, catalogs, and runs AI tools from the npm ecosystem.
+              </p>
+              <p>
+                It acts as a bridge between{' '}
+                <span className="text-foreground font-semibold">AI agents</span> (powered by
+                frameworks like Vercel AI SDK, LangChain, and LlamaIndex) and{' '}
+                <span className="text-foreground font-semibold">reusable tool packages</span>{' '}
+                published to npm.
+              </p>
+              <div className="grid grid-cols-1 md:grid-cols-3 gap-4 md:gap-6 mt-8">
+                <div className="p-6 border border-border rounded-lg bg-surface">
+                  <div className="text-2xl mb-2">🔍</div>
+                  <h3 className="font-semibold mb-2 text-foreground">Automatic Discovery</h3>
+                  <p className="text-sm text-foreground-secondary">
+                    Tools appear on tpmjs.com within 2-15 minutes of publishing to npm
+                  </p>
+                </div>
+                <div className="p-6 border border-border rounded-lg bg-surface">
+                  <div className="text-2xl mb-2">📊</div>
+                  <h3 className="font-semibold mb-2 text-foreground">Quality Scoring</h3>
+                  <p className="text-sm text-foreground-secondary">
+                    Automatic scoring based on documentation, downloads, and metadata completeness
+                  </p>
+                </div>
+                <div className="p-6 border border-border rounded-lg bg-surface">
+                  <div className="text-2xl mb-2">⚡</div>
+                  <h3 className="font-semibold mb-2 text-foreground">Instant Execution</h3>
+                  <p className="text-sm text-foreground-secondary">
+                    AI agents can discover and execute tools through a unified API
+                  </p>
+                </div>
+              </div>
+            </div>
+          </section>
+
+          {/* For Developers */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              For Tool Developers
+            </h2>
+            <div className="space-y-6">
+              <p className="text-lg text-foreground-secondary">
+                Publishing a tool to TPMJS is as simple as publishing to npm with a standardized
+                metadata field.
+              </p>
+
+              {/* Step 1 */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="flex items-center gap-3 mb-4">
+                  <span className="flex items-center justify-center w-8 h-8 rounded-full bg-primary text-primary-foreground font-bold">
+                    1
+                  </span>
+                  <h3 className="text-xl font-semibold text-foreground">
+                    Add metadata to package.json
+                  </h3>
+                </div>
+                <CodeBlock
+                  language="json"
+                  code={`{
+  "name": "@yourname/awesome-tool",
+  "version": "1.0.0",
+  "keywords": ["tpmjs"],
+  "tpmjs": {
+    "category": "text-analysis",
+    "frameworks": ["vercel-ai"],
+    "tools": [{
+      "name": "analyzeSentiment",
+      "description": "Analyze sentiment of text and return positive/negative/neutral"
+    }]
+  }
+}`}
+                />
+                <p className="text-sm text-foreground-secondary mt-4">
+                  Parameters are automatically extracted from your tool code - no need to list them
+                  manually!
+                </p>
+              </div>
+
+              {/* Step 2 */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="flex items-center gap-3 mb-4">
+                  <span className="flex items-center justify-center w-8 h-8 rounded-full bg-primary text-primary-foreground font-bold">
+                    2
+                  </span>
+                  <h3 className="text-xl font-semibold text-foreground">Publish to npm</h3>
+                </div>
+                <CodeBlock language="bash" code="npm publish --access public" />
+                <p className="text-sm text-foreground-secondary mt-4">
+                  That&apos;s it! TPMJS will automatically discover your tool within 2-15 minutes.
+                </p>
+              </div>
+
+              <div className="flex justify-center">
+                <Link href="/publish">
+                  <Button size="lg" variant="default">
+                    View Publishing Guide
+                  </Button>
+                </Link>
+              </div>
+            </div>
+          </section>
+
+          {/* For AI Agents */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              For AI Agents
+            </h2>
+            <div className="space-y-6">
+              <p className="text-lg text-foreground-secondary">
+                AI agents can search, discover, and execute tools through the TPMJS API.
+              </p>
+
+              {/* Search Tools */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-4 text-foreground">Search & Filter</h3>
+                <CodeBlock
+                  language="bash"
+                  code={`# Search tools by query
+GET /api/tools?q=sentiment&category=text-analysis
+
+# Filter by health status
+GET /api/tools?importHealth=HEALTHY&executionHealth=HEALTHY
+
+# Get official tools only
+GET /api/tools?official=true`}
+                />
+              </div>
+
+              {/* Execute Tools */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-4 text-foreground">Execute Tools</h3>
+                <CodeBlock
+                  language="typescript"
+                  code={`import { streamText } from 'ai';
+import { analyzeSentiment } from '@yourname/awesome-tool';
+
+const result = await streamText({
+  model: openai('gpt-4'),
+  prompt: 'Analyze the sentiment of: I love this product!',
+  tools: {
+    analyzeSentiment,  // Just import and use alongside your other tools
+    // ... your other tools
+  },
+});`}
+                />
+              </div>
+
+              {/* Playground */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-4 text-foreground">Test in Playground</h3>
+                <p className="text-foreground-secondary mb-4">
+                  Try tools interactively before integrating them into your AI agent.
+                </p>
+                <Link href="/playground">
+                  <Button variant="outline">Open Playground</Button>
+                </Link>
+              </div>
+            </div>
+          </section>
+
+          {/* The Magic Behind the Scenes */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              The Magic Behind the Scenes
+            </h2>
+            <div className="space-y-8">
+              {/* 1. Discovery */}
+              <div>
+                <h3 className="text-2xl font-semibold mb-4 text-foreground">
+                  1. Automatic Discovery
+                </h3>
+                <p className="text-lg text-foreground-secondary mb-4">
+                  TPMJS uses three parallel mechanisms to discover tools from npm:
+                </p>
+                <div className="grid grid-cols-1 md:grid-cols-3 gap-4 md:gap-6">
+                  <div className="p-4 border border-border rounded-lg bg-surface">
+                    <h4 className="font-semibold mb-2 text-foreground">Changes Feed</h4>
+                    <p className="text-sm text-foreground-secondary">
+                      Monitors npm&apos;s real-time changes stream
+                    </p>
+                    <div className="mt-2 text-xs text-foreground-tertiary">Every 2 minutes</div>
+                  </div>
+                  <div className="p-4 border border-border rounded-lg bg-surface">
+                    <h4 className="font-semibold mb-2 text-foreground">Keyword Search</h4>
+                    <p className="text-sm text-foreground-secondary">
+                      Searches npm for &quot;tpmjs&quot; keyword
+                    </p>
+                    <div className="mt-2 text-xs text-foreground-tertiary">Every 15 minutes</div>
+                  </div>
+                  <div className="p-4 border border-border rounded-lg bg-surface">
+                    <h4 className="font-semibold mb-2 text-foreground">Manual Curation</h4>
+                    <p className="text-sm text-foreground-secondary">
+                      Curated list of high-quality tools
+                    </p>
+                    <div className="mt-2 text-xs text-foreground-tertiary">Updated regularly</div>
+                  </div>
+                </div>
+              </div>
+
+              {/* 2. Validation & Schema Extraction */}
+              <div>
+                <h3 className="text-2xl font-semibold mb-4 text-foreground">
+                  2. Validation & Schema Extraction
+                </h3>
+                <p className="text-lg text-foreground-secondary mb-4">
+                  Every discovered package is validated and its schema is automatically extracted:
+                </p>
+                <ul className="space-y-2 text-foreground-secondary">
+                  <li className="flex items-start gap-2">
+                    <span className="text-success mt-1">✓</span>
+                    <span>Valid category from predefined list</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-success mt-1">✓</span>
+                    <span>Description between 20-500 characters</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-success mt-1">✓</span>
+                    <span>
+                      <strong className="text-foreground">inputSchema auto-extracted</strong> from
+                      tool code via sandboxed executor
+                    </span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-success mt-1">✓</span>
+                    <span>Parameters derived from JSON Schema for display</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-success mt-1">✓</span>
+                    <span>Fallback to author-provided parameters if extraction fails</span>
+                  </li>
+                </ul>
+              </div>
+
+              {/* 3. Quality Scoring */}
+              <div>
+                <h3 className="text-2xl font-semibold mb-4 text-foreground">3. Quality Scoring</h3>
+                <p className="text-lg text-foreground-secondary mb-4">
+                  Every tool receives a quality score (0.00 to 1.00) based on:
+                </p>
+                <div className="p-6 border border-border rounded-lg bg-surface">
+                  <div className="space-y-3">
+                    <div className="flex justify-between items-center">
+                      <span className="text-foreground">Tier (Metadata Completeness)</span>
+                      <span className="font-mono text-sm text-foreground-secondary">40-60%</span>
+                    </div>
+                    <div className="flex justify-between items-center">
+                      <span className="text-foreground">Downloads (Popularity)</span>
+                      <span className="font-mono text-sm text-foreground-secondary">up to 20%</span>
+                    </div>
+                    <div className="flex justify-between items-center">
+                      <span className="text-foreground">GitHub Stars</span>
+                      <span className="font-mono text-sm text-foreground-secondary">up to 10%</span>
+                    </div>
+                    <div className="flex justify-between items-center">
+                      <span className="text-foreground">AI-Friendly Metadata</span>
+                      <span className="font-mono text-sm text-foreground-secondary">up to 10%</span>
+                    </div>
+                  </div>
+                  <div className="mt-4 pt-4 border-t border-border">
+                    <p className="text-sm text-foreground-secondary">
+                      Higher quality scores = better visibility in search results and featured
+                      sections
+                    </p>
+                  </div>
+                </div>
+              </div>
+
+              {/* 4. Health Checks */}
+              <div>
+                <h3 className="text-2xl font-semibold mb-4 text-foreground">4. Health Checks</h3>
+                <p className="text-lg text-foreground-secondary mb-4">
+                  Every tool is tested to ensure it works correctly:
+                </p>
+                <div className="grid grid-cols-1 md:grid-cols-2 gap-4 md:gap-6">
+                  <div className="p-4 border border-border rounded-lg bg-surface">
+                    <h4 className="font-semibold mb-2 text-foreground">Import Health</h4>
+                    <ul className="text-sm text-foreground-secondary space-y-1">
+                      <li>• Can the package be imported?</li>
+                      <li>• Does the export exist?</li>
+                      <li>• Is it in AI SDK format?</li>
+                    </ul>
+                  </div>
+                  <div className="p-4 border border-border rounded-lg bg-surface">
+                    <h4 className="font-semibold mb-2 text-foreground">Execution Health</h4>
+                    <ul className="text-sm text-foreground-secondary space-y-1">
+                      <li>• Can test parameters be generated?</li>
+                      <li>• Does the tool execute without errors?</li>
+                      <li>• Does it return valid results?</li>
+                    </ul>
+                  </div>
+                </div>
+              </div>
+
+              {/* 5. Indexing */}
+              <div>
+                <h3 className="text-2xl font-semibold mb-4 text-foreground">5. Indexing</h3>
+                <p className="text-lg text-foreground-secondary mb-4">
+                  Tools are stored in a PostgreSQL database with rich metadata:
+                </p>
+                <ul className="space-y-2 text-foreground-secondary">
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">→</span>
+                    <span>
+                      <strong className="text-foreground">Package-level:</strong> Version, README,
+                      repository, category, downloads, stars
+                    </span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">→</span>
+                    <span>
+                      <strong className="text-foreground">Tool-level:</strong> Export name,
+                      description, parameters, return type, AI guidance
+                    </span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">→</span>
+                    <span>
+                      <strong className="text-foreground">Metrics:</strong> Quality score, health
+                      status, execution history
+                    </span>
+                  </li>
+                </ul>
+              </div>
+            </div>
+          </section>
+
+          {/* Architecture Diagram */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              System Architecture
+            </h2>
+            <div className="p-8 border border-border rounded-lg bg-surface">
+              <ArchitectureDiagram />
+            </div>
+          </section>
+
+          {/* Data Flow */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              From Publish to Execution
+            </h2>
+            <div className="space-y-4">
+              <div className="flex items-start gap-4 p-4 border border-border rounded-lg bg-surface">
+                <span className="flex-shrink-0 flex items-center justify-center w-8 h-8 rounded-full bg-primary/10 text-primary font-bold">
+                  1
+                </span>
+                <div>
+                  <h4 className="font-semibold text-foreground mb-1">Developer publishes to npm</h4>
+                  <p className="text-sm text-foreground-secondary">
+                    Package with{' '}
+                    <code className="text-xs bg-surface px-1 py-0.5 rounded">tpmjs</code> keyword
+                  </p>
+                </div>
+                <span className="text-xs text-foreground-tertiary ml-auto">~1 second</span>
+              </div>
+
+              <div className="flex items-start gap-4 p-4 border border-border rounded-lg bg-surface">
+                <span className="flex-shrink-0 flex items-center justify-center w-8 h-8 rounded-full bg-primary/10 text-primary font-bold">
+                  2
+                </span>
+                <div>
+                  <h4 className="font-semibold text-foreground mb-1">TPMJS discovers package</h4>
+                  <p className="text-sm text-foreground-secondary">
+                    Changes feed or keyword search picks it up
+                  </p>
+                </div>
+                <span className="text-xs text-foreground-tertiary ml-auto">2-15 minutes</span>
+              </div>
+
+              <div className="flex items-start gap-4 p-4 border border-border rounded-lg bg-surface">
+                <span className="flex-shrink-0 flex items-center justify-center w-8 h-8 rounded-full bg-primary/10 text-primary font-bold">
+                  3
+                </span>
+                <div>
+                  <h4 className="font-semibold text-foreground mb-1">Validation & indexing</h4>
+                  <p className="text-sm text-foreground-secondary">
+                    Schema validation, database insertion, health checks
+                  </p>
+                </div>
+                <span className="text-xs text-foreground-tertiary ml-auto">~5 seconds</span>
+              </div>
+
+              <div className="flex items-start gap-4 p-4 border border-border rounded-lg bg-surface">
+                <span className="flex-shrink-0 flex items-center justify-center w-8 h-8 rounded-full bg-primary/10 text-primary font-bold">
+                  4
+                </span>
+                <div>
+                  <h4 className="font-semibold text-foreground mb-1">Tool appears on tpmjs.com</h4>
+                  <p className="text-sm text-foreground-secondary">
+                    Searchable, browsable, and executable in playground
+                  </p>
+                </div>
+                <span className="text-xs text-foreground-tertiary ml-auto">Instant</span>
+              </div>
+
+              <div className="flex items-start gap-4 p-4 border border-border rounded-lg bg-surface">
+                <span className="flex-shrink-0 flex items-center justify-center w-8 h-8 rounded-full bg-primary/10 text-primary font-bold">
+                  5
+                </span>
+                <div>
+                  <h4 className="font-semibold text-foreground mb-1">Quality score calculated</h4>
+                  <p className="text-sm text-foreground-secondary">
+                    Based on tier, downloads, stars, and metadata
+                  </p>
+                </div>
+                <span className="text-xs text-foreground-tertiary ml-auto">Within 1 hour</span>
+              </div>
+
+              <div className="flex items-start gap-4 p-4 border border-border rounded-lg bg-surface">
+                <span className="flex-shrink-0 flex items-center justify-center w-8 h-8 rounded-full bg-primary/10 text-primary font-bold">
+                  6
+                </span>
+                <div>
+                  <h4 className="font-semibold text-foreground mb-1">
+                    AI agents can discover & execute
+                  </h4>
+                  <p className="text-sm text-foreground-secondary">
+                    Available via API for search and execution
+                  </p>
+                </div>
+                <span className="text-xs text-foreground-tertiary ml-auto">Ongoing</span>
+              </div>
+            </div>
+          </section>
+
+          {/* Beta: Dynamic Tool Loading */}
+          <section className="mb-16">
+            <div className="inline-flex items-center gap-2 mb-6">
+              <span className="px-3 py-1 text-sm font-semibold bg-primary/10 text-primary rounded-full">
+                🧪 Beta
+              </span>
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold text-foreground">
+                Dynamic Tool Loading
+              </h2>
+            </div>
+
+            <div className="space-y-6">
+              <p className="text-lg text-foreground-secondary">
+                Our playground demonstrates the future of AI agents: tools that discover and load
+                themselves dynamically based on conversation context.
+              </p>
+
+              {/* How It Works */}
+              <div className="p-6 border border-border rounded-lg bg-surface space-y-6">
+                <div>
+                  <h3 className="text-xl font-semibold mb-3 text-foreground">
+                    🔍 BM25 Search + Context Awareness
+                  </h3>
+                  <p className="text-foreground-secondary mb-4">
+                    When you chat in the playground, your messages are analyzed using the{' '}
+                    <strong className="text-foreground">BM25 ranking algorithm</strong> to find the
+                    most relevant tools from the entire registry.
+                  </p>
+                  <CodeBlock
+                    language="typescript"
+                    code={`// The playground automatically searches for relevant tools
+const relevantTools = await searchTpmjsTools({
+  query: userMessage,
+  limit: 5,
+  recentMessages: lastThreeMessages  // Context matters!
+});
+
+// Tools are ranked by:
+// - BM25 relevance score (keyword matching)
+// - Quality score (documentation, downloads)
+// - Download popularity (logarithmic boost)
+// Result: The right tools, at the right time`}
+                  />
+                </div>
+
+                <div>
+                  <h3 className="text-xl font-semibold mb-3 text-foreground">
+                    ⚡ Zero-Config Dynamic Loading
+                  </h3>
+                  <p className="text-foreground-secondary mb-4">
+                    Found tools are loaded on-demand from esm.sh and executed in a sandboxed Deno
+                    environment on Railway.
+                  </p>
+                  <CodeBlock
+                    language="typescript"
+                    code={`// Traditional approach: Static tool imports
+import { weatherTool } from '@acme/weather';
+import { searchTool } from '@acme/search';
+// Problem: Must know tools ahead of time ❌
+
+// TPMJS approach: Dynamic tool loading
+import { streamText } from 'ai';
+import { searchTpmjsToolsTool } from '@tpmjs/search-registry';
+
+const result = await streamText({
+  model: openai('gpt-4'),
+  messages,
+  tools: {
+    // This meta-tool lets the AI discover its own tools!
+    searchTpmjsTools: searchTpmjsToolsTool,
+  },
+});
+
+// Agent decides: "I need weather data"
+//   → Searches registry → Finds @acme/weather
+//   → Loads from esm.sh → Executes in Deno sandbox ✅`}
+                  />
+                </div>
+
+                <div>
+                  <h3 className="text-xl font-semibold mb-3 text-foreground">
+                    🏝️ Sandboxed Execution
+                  </h3>
+                  <p className="text-foreground-secondary mb-4">
+                    All dynamically loaded tools execute in an isolated Deno runtime on Railway,
+                    ensuring security and reliability.
+                  </p>
+                  <div className="grid md:grid-cols-3 gap-4 mt-4">
+                    <div className="p-4 border border-border rounded bg-background">
+                      <h4 className="font-semibold mb-2 text-foreground text-sm">
+                        Network Imports
+                      </h4>
+                      <p className="text-xs text-foreground-secondary">
+                        Deno loads packages directly from esm.sh with{' '}
+                        <code className="text-xs">--experimental-network-imports</code>
+                      </p>
+                    </div>
+                    <div className="p-4 border border-border rounded bg-background">
+                      <h4 className="font-semibold mb-2 text-foreground text-sm">
+                        Automatic Health Checks
+                      </h4>
+                      <p className="text-xs text-foreground-secondary">
+                        Failed imports or executions trigger health status updates in the registry
+                      </p>
+                    </div>
+                    <div className="p-4 border border-border rounded bg-background">
+                      <h4 className="font-semibold mb-2 text-foreground text-sm">
+                        Process-Level Caching
+                      </h4>
+                      <p className="text-xs text-foreground-secondary">
+                        Tools are cached per conversation to avoid redundant network requests
+                      </p>
+                    </div>
+                  </div>
+                </div>
+
+                <div>
+                  <h3 className="text-xl font-semibold mb-3 text-foreground">
+                    🎯 Coming Soon: Collections
+                  </h3>
+                  <p className="text-foreground-secondary mb-4">
+                    Imagine pre-configured tool bundles (mini sub-agents) that you can reference by
+                    name:
+                  </p>
+                  <CodeBlock
+                    language="typescript"
+                    code={`// Future API concept (not yet implemented)
+const result = await streamText({
+  model: openai('gpt-4'),
+  messages,
+  tools: await tpmjs.loadToolsFor(messages, {
+    collections: ['web-scraping', 'data-analysis'],
+    // Loads curated tool sets optimized for specific tasks
+    // Collections can be public (official) or private (your own)
+  }),
+});
+
+// Example collections:
+// - 'web-scraping': puppeteer, cheerio, readability tools
+// - 'data-analysis': pandas-like tools, plotting, statistics
+// - 'ecommerce': payment, inventory, shipping tools
+// - Or build your own custom collections!`}
+                  />
+                  <div className="mt-4 p-4 bg-primary/5 border border-primary/20 rounded">
+                    <p className="text-sm text-foreground-secondary">
+                      <strong className="text-foreground">Why collections?</strong> They let you
+                      compose specialized sub-agents without manually curating tool lists. Think of
+                      them as &ldquo;skill packs&rdquo; for your AI.
+                    </p>
+                  </div>
+                </div>
+              </div>
+
+              {/* Try It */}
+              <div className="p-6 border-2 border-primary/20 rounded-lg bg-primary/5">
+                <h3 className="text-xl font-semibold mb-3 text-foreground">
+                  Try It in the Playground
+                </h3>
+                <p className="text-foreground-secondary mb-4">
+                  Ask the playground agent to &ldquo;search for tools about X&rdquo; and watch it
+                  discover, load, and execute tools dynamically!
+                </p>
+                <Link href="/playground">
+                  <Button size="lg" variant="default">
+                    Open Playground
+                  </Button>
+                </Link>
+              </div>
+            </div>
+          </section>
+
+          {/* CTA */}
+          <section className="text-center py-12 border border-border rounded-lg bg-surface">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+              Ready to Get Started?
+            </h2>
+            <p className="text-lg text-foreground-secondary mb-8 max-w-2xl mx-auto">
+              Whether you&apos;re building AI tools or integrating them into your agent, TPMJS makes
+              it simple.
+            </p>
+            <div className="flex flex-col sm:flex-row gap-4 justify-center items-center">
+              <Link href="/publish">
+                <Button size="lg" variant="default">
+                  Publish a Tool
+                </Button>
+              </Link>
+              <Link href="/tool/tool-search">
+                <Button size="lg" variant="outline">
+                  Browse Tools
+                </Button>
+              </Link>
+              <Link href="/playground">
+                <Button size="lg" variant="outline">
+                  Try Playground
+                </Button>
+              </Link>
+            </div>
+          </section>
+        </Container>
+      </main>
+    </div>
+  );
+}
diff --git a/apps/web/src/app/layout.tsx b/apps/web/src/app/layout.tsx
index e54d1f4..684c49b 100644
--- a/apps/web/src/app/layout.tsx
+++ b/apps/web/src/app/layout.tsx
@@ -1,5 +1,8 @@
+import { Analytics } from '@vercel/analytics/next';
 import type { Metadata } from 'next';
 import { Space_Grotesk, Space_Mono } from 'next/font/google';
+import Script from 'next/script';
+import { AppFooter } from '../components/AppFooter';
 import { ThemeProvider } from '../components/providers/ThemeProvider';
 import './globals.css';
 
@@ -17,9 +20,72 @@ const spaceMono = Space_Mono({
 });
 
 export const metadata: Metadata = {
-  title: 'TPMJS - Tool Package Manager for AI Agents',
+  metadataBase: new URL('https://tpmjs.com'),
+  title: {
+    default: 'TPMJS - Tool Package Manager for AI Agents',
+    template: '%s | TPMJS',
+  },
   description:
-    'The registry for AI tools. Discover, share, and integrate tools that give your agents superpowers.',
+    'Discover and use npm packages as AI agent tools. No config files, automatic discovery, works with any framework.',
+  icons: {
+    icon: [
+      { url: '/favicon.svg', type: 'image/svg+xml' },
+      { url: '/favicon.ico', sizes: 'any' },
+    ],
+    apple: '/apple-touch-icon.svg',
+  },
+  keywords: [
+    'AI tools',
+    'AI agents',
+    'tool registry',
+    'TPMJS',
+    'agent tools',
+    'AI SDK',
+    'Vercel AI',
+    'Claude',
+    'OpenAI',
+    'npm tools',
+  ],
+  authors: [{ name: 'TPMJS' }],
+  creator: 'TPMJS',
+  publisher: 'TPMJS',
+  openGraph: {
+    type: 'website',
+    locale: 'en_US',
+    url: 'https://tpmjs.com',
+    siteName: 'TPMJS',
+    title: 'TPMJS - Tool Package Manager for AI Agents',
+    description:
+      'Discover and use npm packages as AI agent tools. No config files, automatic discovery, works with any framework.',
+    images: [
+      {
+        url: '/api/og/home',
+        width: 1200,
+        height: 630,
+        alt: 'TPMJS - Tool Package Manager for AI Agents',
+      },
+    ],
+  },
+  twitter: {
+    card: 'summary_large_image',
+    site: '@tpmjs_registry',
+    creator: '@tpmjs_registry',
+    title: 'TPMJS - Tool Package Manager for AI Agents',
+    description:
+      'Discover and use npm packages as AI agent tools. No config files, automatic discovery, works with any framework.',
+    images: ['/api/og/home'],
+  },
+  robots: {
+    index: true,
+    follow: true,
+    googleBot: {
+      index: true,
+      follow: true,
+      'max-video-preview': -1,
+      'max-image-preview': 'large',
+      'max-snippet': -1,
+    },
+  },
 };
 
 export default function RootLayout({
@@ -27,12 +93,62 @@ export default function RootLayout({
 }: {
   children: React.ReactNode;
 }): React.ReactElement {
+  const organizationSchema = {
+    '@context': 'https://schema.org',
+    '@type': 'Organization',
+    name: 'TPMJS',
+    url: 'https://tpmjs.com',
+    logo: 'https://tpmjs.com/logo.png',
+    description:
+      'Discover and use npm packages as AI agent tools. No config files, automatic discovery, works with any framework.',
+    sameAs: ['https://github.com/tpmjs/tpmjs', 'https://x.com/tpmjs_registry'],
+  };
+
+  const websiteSchema = {
+    '@context': 'https://schema.org',
+    '@type': 'WebSite',
+    name: 'TPMJS',
+    url: 'https://tpmjs.com',
+    description:
+      'Discover and use npm packages as AI agent tools. No config files, automatic discovery, works with any framework.',
+    potentialAction: {
+      '@type': 'SearchAction',
+      target: {
+        '@type': 'EntryPoint',
+        urlTemplate: 'https://tpmjs.com/tool/tool-search?q={search_term_string}',
+      },
+      'query-input': 'required name=search_term_string',
+    },
+  };
+
   return (
     <html
       lang="en"
       suppressHydrationWarning
       className={`${spaceGrotesk.variable} ${spaceMono.variable}`}
     >
+      <head>
+        {process.env.NODE_ENV === 'development' && (
+          <>
+            <Script
+              src="//unpkg.com/react-grab/dist/index.global.js"
+              strategy="beforeInteractive"
+            />
+            <Script
+              src="//unpkg.com/@react-grab/claude-code/dist/client.global.js"
+              strategy="lazyOnload"
+            />
+          </>
+        )}
+        <script
+          type="application/ld+json"
+          dangerouslySetInnerHTML={{ __html: JSON.stringify(organizationSchema) }}
+        />
+        <script
+          type="application/ld+json"
+          dangerouslySetInnerHTML={{ __html: JSON.stringify(websiteSchema) }}
+        />
+      </head>
       <body className={spaceGrotesk.className}>
         <ThemeProvider
           attribute="class"
@@ -40,8 +156,12 @@ export default function RootLayout({
           enableSystem={true}
           disableTransitionOnChange={false}
         >
-          {children}
+          <div className="flex flex-col min-h-screen">
+            <div className="flex-1">{children}</div>
+            <AppFooter />
+          </div>
         </ThemeProvider>
+        <Analytics />
       </body>
     </html>
   );
diff --git a/apps/web/src/app/not-found.tsx b/apps/web/src/app/not-found.tsx
new file mode 100644
index 0000000..55acdfc
--- /dev/null
+++ b/apps/web/src/app/not-found.tsx
@@ -0,0 +1,84 @@
+import { Button } from '@tpmjs/ui/Button/Button';
+import { Container } from '@tpmjs/ui/Container/Container';
+import Link from 'next/link';
+import { AppHeader } from '../components/AppHeader';
+
+export default function NotFound(): React.ReactElement {
+  return (
+    <>
+      <AppHeader />
+      <main className="flex-1">
+        <section className="py-24 bg-background min-h-[80vh] flex items-center">
+          <Container size="xl" padding="lg">
+            <div className="max-w-2xl mx-auto text-center">
+              {/* 404 Error Code */}
+              <div className="mb-8">
+                <h1 className="text-8xl md:text-9xl font-bold text-foreground mb-2 tracking-tighter">
+                  404
+                </h1>
+                {/* Decorative divider */}
+                <div className="h-1 w-24 bg-brutalist-accent mx-auto" />
+              </div>
+
+              {/* Error Message */}
+              <h2 className="text-2xl md:text-3xl font-bold text-foreground mb-4">
+                Page Not Found
+              </h2>
+              <p className="text-lg text-foreground-secondary mb-8 max-w-md mx-auto">
+                The page you&apos;re looking for doesn&apos;t exist. It might have been moved or
+                deleted.
+              </p>
+
+              {/* Action Buttons */}
+              <div className="flex flex-col sm:flex-row gap-4 justify-center items-center">
+                <Link href="/">
+                  <Button size="lg" variant="default">
+                    Go Home
+                  </Button>
+                </Link>
+                <Link href="/tool/tool-search">
+                  <Button size="lg" variant="outline">
+                    Browse Tools
+                  </Button>
+                </Link>
+              </div>
+
+              {/* Helpful Links */}
+              <div className="mt-12 pt-8 border-t border-border">
+                <p className="text-sm text-foreground-tertiary mb-4">
+                  Looking for something specific?
+                </p>
+                <div className="flex flex-wrap gap-4 justify-center text-sm">
+                  <Link
+                    href="/how-it-works"
+                    className="text-brutalist-accent hover:text-brutalist-accent-hover transition-colors"
+                  >
+                    How It Works
+                  </Link>
+                  <Link
+                    href="/spec"
+                    className="text-brutalist-accent hover:text-brutalist-accent-hover transition-colors"
+                  >
+                    Spec
+                  </Link>
+                  <Link
+                    href="/sdk"
+                    className="text-brutalist-accent hover:text-brutalist-accent-hover transition-colors"
+                  >
+                    SDK
+                  </Link>
+                  <Link
+                    href="/publish"
+                    className="text-brutalist-accent hover:text-brutalist-accent-hover transition-colors"
+                  >
+                    Publish Tool
+                  </Link>
+                </div>
+              </div>
+            </div>
+          </Container>
+        </section>
+      </main>
+    </>
+  );
+}
diff --git a/apps/web/src/app/page.tsx b/apps/web/src/app/page.tsx
index 2de9467..02be568 100644
--- a/apps/web/src/app/page.tsx
+++ b/apps/web/src/app/page.tsx
@@ -1,132 +1,243 @@
+import { prisma } from '@tpmjs/db';
+import { Badge } from '@tpmjs/ui/Badge/Badge';
 import { Button } from '@tpmjs/ui/Button/Button';
 import { Container } from '@tpmjs/ui/Container/Container';
-import { Header } from '@tpmjs/ui/Header/Header';
 import Link from 'next/link';
-import { ThemeToggle } from '../components/ThemeToggle';
+import { AppHeader } from '../components/AppHeader';
 import { HeroSection } from '../components/home/HeroSection';
 
-export default function HomePage(): React.ReactElement {
-  return (
-    <div className="min-h-screen flex flex-col">
-      {/* Header */}
-      <Header
-        title={
-          <Link
-            href="/"
-            className="text-foreground hover:text-foreground text-xl md:text-2xl font-bold uppercase tracking-tight"
-          >
-            TPMJS
-          </Link>
-        }
-        size="md"
-        sticky={true}
-        actions={
-          <div className="flex items-center gap-4">
-            <Link href="/tool/tool-search">
-              <Button variant="ghost" size="sm" className="text-foreground hover:text-foreground">
-                Tools
-              </Button>
-            </Link>
-            <Link href="/playground">
-              <Button variant="ghost" size="sm" className="text-foreground hover:text-foreground">
-                Playground
-              </Button>
-            </Link>
-            <Button variant="ghost" size="sm" className="text-foreground hover:text-foreground">
-              Documentation
-            </Button>
-            <Button variant="secondary" size="sm">
-              Sign In
-            </Button>
-            <Button size="sm">Sign Up</Button>
-            <ThemeToggle />
-          </div>
-        }
-      />
+export const dynamic = 'force-dynamic';
 
-      <main className="flex-1">
+async function getHomePageData() {
+  try {
+    // Fetch stats in parallel
+    const [packageCount, toolCount, featuredTools, categoryStats] = await Promise.all([
+      // Total package count
+      prisma.package.count(),
+
+      // Total tool count
+      prisma.tool.count(),
+
+      // Top 6 featured tools by quality score
+      prisma.tool.findMany({
+        orderBy: [{ qualityScore: 'desc' }, { package: { npmDownloadsLastMonth: 'desc' } }],
+        take: 6,
+        select: {
+          id: true,
+          name: true,
+          description: true,
+          qualityScore: true,
+          package: {
+            select: {
+              npmPackageName: true,
+              category: true,
+              npmDownloadsLastMonth: true,
+              isOfficial: true,
+            },
+          },
+        },
+      }),
+
+      // Category distribution for stats (group by package category)
+      prisma.package.groupBy({
+        by: ['category'],
+        _count: {
+          _all: true,
+        },
+      }),
+    ]);
+
+    return {
+      stats: {
+        packageCount,
+        toolCount,
+        categoryCount: categoryStats.length,
+      },
+      featuredTools,
+      categories: categoryStats.slice(0, 5).map((c) => ({
+        name: c.category,
+        count: c._count._all,
+      })),
+    };
+  } catch (error) {
+    console.error('Failed to fetch homepage data:', error);
+    return {
+      stats: {
+        packageCount: 0,
+        toolCount: 0,
+        categoryCount: 0,
+      },
+      featuredTools: [],
+      categories: [],
+    };
+  }
+}
+
+export default async function HomePage(): Promise<React.ReactElement> {
+  const data = await getHomePageData();
+  return (
+    <>
+      <AppHeader />
+
+      <main>
         {/* Hero Section - Dithered Design */}
-        <HeroSection />
+        <HeroSection stats={data.stats} />
 
         {/* Featured Tools Section */}
         <section className="py-16 bg-background">
           <Container size="xl" padding="lg">
             <div className="text-center mb-12">
               <h2 className="text-3xl md:text-4xl font-bold mb-4 text-foreground">
-                Discover AI Tools
+                Featured Tools
               </h2>
               <p className="text-lg text-foreground-secondary max-w-2xl mx-auto mb-8">
-                Browse our collection of AI-ready tools. Search, filter, and integrate the perfect
-                tools for your AI agents.
+                Top-rated tools from our registry. Sorted by quality score and community adoption.
               </p>
-              <div className="flex flex-col sm:flex-row gap-4 justify-center items-center">
-                <Link href="/tool/tool-search">
-                  <Button size="lg" variant="default">
-                    Browse All Tools
-                  </Button>
-                </Link>
-                <Link href="/tool/tool-search">
-                  <Button size="lg" variant="outline">
-                    Search Tools
-                  </Button>
-                </Link>
-              </div>
             </div>
 
-            <div className="grid grid-cols-1 md:grid-cols-3 gap-8 mt-12">
-              {/* Feature cards */}
-              <div className="p-6 border border-border rounded-lg bg-surface">
-                <div className="text-4xl mb-4">🔍</div>
-                <h3 className="text-xl font-semibold mb-2 text-foreground">Smart Search</h3>
+            {data.featuredTools.length > 0 ? (
+              <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-4 md:gap-6 mb-12">
+                {data.featuredTools.map((tool) => (
+                  <Link
+                    key={tool.id}
+                    href={`/tool/${tool.package.npmPackageName}/${tool.name}`}
+                    className="group"
+                  >
+                    <div className="p-6 border border-border rounded-lg bg-surface hover:border-foreground transition-colors h-full flex flex-col">
+                      <div className="flex items-start justify-between mb-3">
+                        <h3 className="text-lg font-semibold text-foreground group-hover:text-brutalist-accent transition-colors">
+                          {tool.package.npmPackageName}
+                          <span className="text-xs text-foreground-tertiary ml-2">
+                            ({tool.name})
+                          </span>
+                        </h3>
+                        {tool.package.isOfficial && (
+                          <Badge variant="default" size="sm">
+                            Official
+                          </Badge>
+                        )}
+                      </div>
+
+                      <p className="text-sm text-foreground-secondary mb-4 flex-1 line-clamp-3">
+                        {tool.description}
+                      </p>
+
+                      <div className="flex items-center gap-2 flex-wrap">
+                        <Badge variant="outline" size="sm">
+                          {tool.package.category}
+                        </Badge>
+                      </div>
+
+                      <div className="mt-4 pt-4 border-t border-border flex items-center justify-between text-xs text-foreground-tertiary">
+                        <span>
+                          Quality:{' '}
+                          {tool.qualityScore ? Number(tool.qualityScore).toFixed(2) : 'N/A'}
+                        </span>
+                        <span>
+                          {tool.package.npmDownloadsLastMonth?.toLocaleString() || '0'} downloads/mo
+                        </span>
+                      </div>
+                    </div>
+                  </Link>
+                ))}
+              </div>
+            ) : (
+              <div className="text-center py-12">
                 <p className="text-foreground-secondary">
-                  Find tools by name, category, tags, or functionality. Advanced filters help you
-                  discover exactly what you need.
+                  No tools available yet. Check back soon!
                 </p>
               </div>
+            )}
+
+            <div className="flex flex-col sm:flex-row gap-4 justify-center items-center">
+              <Link href="/tool/tool-search">
+                <Button size="lg" variant="default">
+                  Browse All {data.stats.toolCount} Tools
+                </Button>
+              </Link>
+              <Link href="/tool/tool-search">
+                <Button size="lg" variant="outline">
+                  Search by Category
+                </Button>
+              </Link>
+            </div>
+          </Container>
+        </section>
+
+        {/* Publish Your Tool Section */}
+        <section className="py-16 bg-surface">
+          <Container size="xl" padding="lg">
+            <div className="text-center max-w-3xl mx-auto">
+              <h2 className="text-3xl md:text-4xl font-bold mb-4 text-foreground">
+                Publish Your AI Tool
+              </h2>
+              <p className="text-lg text-foreground-secondary mb-8">
+                Share your tool with the AI community. Automatic discovery, quality scoring, and
+                integration with Vercel AI SDK, LangChain, and more.
+              </p>
+
+              {/* Generator Highlight Box */}
+              <div className="mb-12 p-6 border-2 border-primary/50 rounded-lg bg-primary/5 text-left">
+                <div className="flex flex-col sm:flex-row items-start gap-4">
+                  <div className="text-3xl sm:text-4xl">✨</div>
+                  <div className="flex-1">
+                    <h3 className="text-xl font-bold mb-2 text-foreground">
+                      Start with Our Package Generator
+                    </h3>
+                    <p className="text-sm text-foreground-secondary mb-4">
+                      Create a production-ready TPMJS tool package in seconds with our CLI
+                      generator. Includes 2-3 tools, complete setup, and best practices.
+                    </p>
+                    <div className="flex flex-col sm:flex-row gap-3">
+                      <code className="text-sm bg-surface px-4 py-2 rounded text-foreground border border-border">
+                        npx @tpmjs/create-basic-tools
+                      </code>
+                      <a
+                        href="https://github.com/tpmjs/tpmjs/tree/main/packages/tools/create-basic-tools#readme"
+                        target="_blank"
+                        rel="noopener noreferrer"
+                      >
+                        <Button size="sm" variant="outline">
+                          View Docs →
+                        </Button>
+                      </a>
+                    </div>
+                  </div>
+                </div>
+              </div>
 
-              <div className="p-6 border border-border rounded-lg bg-surface">
-                <div className="text-4xl mb-4">⚡</div>
-                <h3 className="text-xl font-semibold mb-2 text-foreground">Quality Metrics</h3>
-                <p className="text-foreground-secondary">
-                  Every tool includes quality scores, download stats, and community feedback to help
-                  you choose wisely.
-                </p>
-              </div>
-
-              <div className="p-6 border border-border rounded-lg bg-surface">
-                <div className="text-4xl mb-4">🤖</div>
-                <h3 className="text-xl font-semibold mb-2 text-foreground">AI Agent Ready</h3>
-                <p className="text-foreground-secondary">
-                  All tools include AI agent integration guides, parameter specs, and usage
-                  examples.
-                </p>
+              <div className="grid grid-cols-1 md:grid-cols-3 gap-4 md:gap-6 mb-8">
+                <div className="p-4">
+                  <div className="text-3xl mb-2">🚀</div>
+                  <h3 className="font-semibold mb-1 text-foreground">Quick Setup</h3>
+                  <p className="text-sm text-foreground-secondary">
+                    Add one keyword to package.json and publish to NPM
+                  </p>
+                </div>
+                <div className="p-4">
+                  <div className="text-3xl mb-2">⚡</div>
+                  <h3 className="font-semibold mb-1 text-foreground">Auto Discovery</h3>
+                  <p className="text-sm text-foreground-secondary">
+                    Your tool appears on tpmjs.com within 15 minutes
+                  </p>
+                </div>
+                <div className="p-4">
+                  <div className="text-3xl mb-2">📊</div>
+                  <h3 className="font-semibold mb-1 text-foreground">Quality Metrics</h3>
+                  <p className="text-sm text-foreground-secondary">
+                    Automatic scoring based on docs, downloads, and stars
+                  </p>
+                </div>
               </div>
+              <Link href="/publish">
+                <Button size="lg" variant="default">
+                  Learn How to Publish
+                </Button>
+              </Link>
             </div>
           </Container>
         </section>
       </main>
-
-      {/* Footer */}
-      <footer className="py-8 border-t border-border bg-surface">
-        <Container size="xl" padding="lg">
-          <div className="flex flex-col md:flex-row items-center justify-between gap-4">
-            <p className="text-sm text-foreground-secondary">© 2025 TPMJS. All rights reserved.</p>
-            <div className="flex items-center gap-4 text-sm">
-              <button type="button" className="text-foreground-secondary hover:text-foreground">
-                Privacy
-              </button>
-              <span className="text-border">·</span>
-              <button type="button" className="text-foreground-secondary hover:text-foreground">
-                Terms
-              </button>
-              <span className="text-border">·</span>
-              <button type="button" className="text-foreground-secondary hover:text-foreground">
-                Contact
-              </button>
-            </div>
-          </div>
-        </Container>
-      </footer>
-    </div>
+    </>
   );
 }
diff --git a/apps/web/src/app/playground/layout.tsx b/apps/web/src/app/playground/layout.tsx
new file mode 100644
index 0000000..0dfb99b
--- /dev/null
+++ b/apps/web/src/app/playground/layout.tsx
@@ -0,0 +1,19 @@
+import type { Metadata } from 'next';
+
+export const metadata: Metadata = {
+  title: 'UI Component Playground | TPMJS',
+  description: 'Interactive playground to explore and test TPMJS UI components',
+  openGraph: {
+    title: 'UI Component Playground | TPMJS',
+    description: 'Interactive playground to explore and test TPMJS UI components',
+    images: [{ url: '/api/og/playground', width: 1200, height: 630 }],
+  },
+  twitter: {
+    card: 'summary_large_image',
+    images: ['/api/og/playground'],
+  },
+};
+
+export default function PlaygroundLayout({ children }: { children: React.ReactNode }) {
+  return children;
+}
diff --git a/apps/web/src/app/playground/page.tsx b/apps/web/src/app/playground/page.tsx
index 2d8860a..7db47ad 100644
--- a/apps/web/src/app/playground/page.tsx
+++ b/apps/web/src/app/playground/page.tsx
@@ -14,7 +14,6 @@ import { Checkbox } from '@tpmjs/ui/Checkbox/Checkbox';
 import { CodeBlock } from '@tpmjs/ui/CodeBlock/CodeBlock';
 import { Container } from '@tpmjs/ui/Container/Container';
 import { FormField } from '@tpmjs/ui/FormField/FormField';
-import { Header } from '@tpmjs/ui/Header/Header';
 import { Icon } from '@tpmjs/ui/Icon/Icon';
 import { Input } from '@tpmjs/ui/Input/Input';
 import { Label } from '@tpmjs/ui/Label/Label';
@@ -26,9 +25,8 @@ import { Slider } from '@tpmjs/ui/Slider/Slider';
 import { Switch } from '@tpmjs/ui/Switch/Switch';
 import { Tabs } from '@tpmjs/ui/Tabs/Tabs';
 import { Textarea } from '@tpmjs/ui/Textarea/Textarea';
-import Link from 'next/link';
 import { useState } from 'react';
-import { ThemeToggle } from '../../components/ThemeToggle';
+import { AppHeader } from '~/components/AppHeader';
 
 // Disable static generation for this page due to context provider requirements
 export const dynamic = 'force-dynamic';
@@ -50,26 +48,7 @@ export default function PlaygroundPage() {
 
   return (
     <div className="min-h-screen flex flex-col dotted-grid-background">
-      {/* Header */}
-      <Header
-        title={
-          <Link href="/" className="text-foreground hover:text-foreground">
-            TPMJS Playground
-          </Link>
-        }
-        size="md"
-        sticky={true}
-        actions={
-          <div className="flex items-center gap-4">
-            <Link href="/">
-              <Button variant="ghost" size="sm" className="text-foreground hover:text-foreground">
-                Home
-              </Button>
-            </Link>
-            <ThemeToggle />
-          </div>
-        }
-      />
+      <AppHeader />
 
       <main className="flex-1 py-12 relative">
         <div className="absolute inset-0 bg-background/95 -z-10" />
@@ -77,7 +56,7 @@ export default function PlaygroundPage() {
           <div className="space-y-16">
             {/* Page Title */}
             <div className="text-center space-y-4">
-              <h1 className="text-4xl font-bold">Component Playground</h1>
+              <h1 className="text-2xl sm:text-3xl md:text-4xl font-bold">Component Playground</h1>
               <p className="text-lg text-foreground-secondary">
                 Explore and test all TPMJS UI components in one place
               </p>
@@ -85,7 +64,9 @@ export default function PlaygroundPage() {
 
             {/* Buttons Section */}
             <section className="space-y-6">
-              <h2 className="text-3xl font-semibold border-b border-border pb-2">Buttons</h2>
+              <h2 className="text-xl sm:text-2xl md:text-xl sm:text-2xl md:text-3xl font-semibold border-b border-border pb-2">
+                Buttons
+              </h2>
               <div className="space-y-8">
                 {/* Button Variants */}
                 <div className="space-y-4">
@@ -124,7 +105,9 @@ export default function PlaygroundPage() {
 
             {/* Badges Section */}
             <section className="space-y-6">
-              <h2 className="text-3xl font-semibold border-b border-border pb-2">Badges</h2>
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-semibold border-b border-border pb-2">
+                Badges
+              </h2>
               <div className="space-y-8">
                 {/* Badge Variants */}
                 <div className="space-y-4">
@@ -154,7 +137,9 @@ export default function PlaygroundPage() {
 
             {/* Icons Section */}
             <section className="space-y-6">
-              <h2 className="text-3xl font-semibold border-b border-border pb-2">Icons</h2>
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-semibold border-b border-border pb-2">
+                Icons
+              </h2>
               <div className="space-y-8">
                 {/* Icon Sizes */}
                 <div className="space-y-4">
@@ -178,7 +163,7 @@ export default function PlaygroundPage() {
                 {/* Icon Gallery */}
                 <div className="space-y-4">
                   <h3 className="text-xl font-medium">Available Icons</h3>
-                  <div className="grid grid-cols-4 md:grid-cols-6 lg:grid-cols-8 gap-6">
+                  <div className="grid grid-cols-3 sm:grid-cols-4 md:grid-cols-6 lg:grid-cols-8 gap-4 md:gap-6">
                     {(
                       [
                         'check',
@@ -206,12 +191,14 @@ export default function PlaygroundPage() {
 
             {/* Cards Section */}
             <section className="space-y-6">
-              <h2 className="text-3xl font-semibold border-b border-border pb-2">Cards</h2>
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-semibold border-b border-border pb-2">
+                Cards
+              </h2>
               <div className="space-y-8">
                 {/* Card Variants */}
                 <div className="space-y-4">
                   <h3 className="text-xl font-medium">Variants</h3>
-                  <div className="grid grid-cols-1 md:grid-cols-3 gap-6">
+                  <div className="grid grid-cols-1 md:grid-cols-3 gap-4 md:gap-6">
                     <Card variant="default">
                       <CardHeader>
                         <CardTitle>Default Card</CardTitle>
@@ -257,7 +244,9 @@ export default function PlaygroundPage() {
 
             {/* Inputs Section */}
             <section className="space-y-6">
-              <h2 className="text-3xl font-semibold border-b border-border pb-2">Inputs</h2>
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-semibold border-b border-border pb-2">
+                Inputs
+              </h2>
               <div className="space-y-8">
                 {/* Input Sizes */}
                 <div className="space-y-4">
@@ -296,7 +285,9 @@ export default function PlaygroundPage() {
 
             {/* Progress Bars Section */}
             <section className="space-y-6">
-              <h2 className="text-3xl font-semibold border-b border-border pb-2">Progress Bars</h2>
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-semibold border-b border-border pb-2">
+                Progress Bars
+              </h2>
               <div className="space-y-8">
                 {/* Progress Bar Variants */}
                 <div className="space-y-4">
@@ -364,7 +355,9 @@ export default function PlaygroundPage() {
 
             {/* Tabs Section */}
             <section className="space-y-6">
-              <h2 className="text-3xl font-semibold border-b border-border pb-2">Tabs</h2>
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-semibold border-b border-border pb-2">
+                Tabs
+              </h2>
               <div className="space-y-8">
                 <div className="space-y-4">
                   <h3 className="text-xl font-medium">Interactive Tabs</h3>
@@ -393,7 +386,9 @@ export default function PlaygroundPage() {
 
             {/* Code Block Section */}
             <section className="space-y-6">
-              <h2 className="text-3xl font-semibold border-b border-border pb-2">Code Block</h2>
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-semibold border-b border-border pb-2">
+                Code Block
+              </h2>
               <div className="space-y-8">
                 <div className="space-y-4">
                   <h3 className="text-xl font-medium">Example Code</h3>
@@ -427,7 +422,9 @@ export default function Example() {
 
             {/* Containers Section */}
             <section className="space-y-6">
-              <h2 className="text-3xl font-semibold border-b border-border pb-2">Containers</h2>
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-semibold border-b border-border pb-2">
+                Containers
+              </h2>
               <div className="space-y-8">
                 <div className="space-y-4">
                   <h3 className="text-xl font-medium">Container Sizes</h3>
@@ -467,7 +464,7 @@ export default function Example() {
 
             {/* Forms Section */}
             <section className="space-y-6">
-              <h2 className="text-3xl font-semibold border-b border-border pb-2">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-semibold border-b border-border pb-2">
                 Form Components
               </h2>
 
@@ -704,7 +701,9 @@ export default function Example() {
 
             {/* Labels Section */}
             <section className="space-y-6">
-              <h2 className="text-3xl font-semibold border-b border-border pb-2">Labels</h2>
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-semibold border-b border-border pb-2">
+                Labels
+              </h2>
               <div className="space-y-8">
                 <div className="space-y-4">
                   <h3 className="text-xl font-medium">Form Labels</h3>
diff --git a/apps/web/src/app/privacy/page.tsx b/apps/web/src/app/privacy/page.tsx
new file mode 100644
index 0000000..ddd48e9
--- /dev/null
+++ b/apps/web/src/app/privacy/page.tsx
@@ -0,0 +1,629 @@
+import { Container } from '@tpmjs/ui/Container/Container';
+import Link from 'next/link';
+import { AppHeader } from '~/components/AppHeader';
+
+export const metadata = {
+  title: 'Privacy Policy | TPMJS',
+  description: 'Learn how TPMJS collects, uses, and protects your data',
+  openGraph: {
+    title: 'Privacy Policy | TPMJS',
+    description: 'Learn how TPMJS collects, uses, and protects your data',
+    images: [{ url: '/api/og/privacy', width: 1200, height: 630 }],
+  },
+  twitter: {
+    card: 'summary_large_image' as const,
+    images: ['/api/og/privacy'],
+  },
+};
+
+export default function PrivacyPage(): React.ReactElement {
+  return (
+    <div className="min-h-screen flex flex-col bg-background">
+      <AppHeader />
+
+      <main className="flex-1 py-16">
+        <Container size="lg" padding="lg">
+          {/* Hero */}
+          <div className="text-center mb-16">
+            <h1 className="text-2xl sm:text-3xl md:text-4xl lg:text-5xl font-bold mb-4 text-foreground">
+              Privacy Policy
+            </h1>
+            <p className="text-xl text-foreground-secondary max-w-2xl mx-auto">
+              How we collect, use, and protect your data
+            </p>
+            <p className="text-sm text-foreground-tertiary mt-4">Last updated: December 2024</p>
+          </div>
+
+          {/* Introduction */}
+          <section className="mb-12">
+            <p className="text-lg text-foreground-secondary leading-relaxed">
+              TPMJS (&quot;we&quot;, &quot;us&quot;, or &quot;our&quot;) operates tpmjs.com as a
+              tool registry for AI agents. This Privacy Policy explains how we collect, use, and
+              protect information when you use our service.
+            </p>
+          </section>
+
+          {/* Data We Collect */}
+          <section className="mb-12">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              What Data We Collect
+            </h2>
+
+            <div className="space-y-6">
+              {/* Public NPM Data */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-3 text-foreground">
+                  Public NPM Package Metadata
+                </h3>
+                <p className="text-foreground-secondary mb-4">
+                  We automatically collect and index public metadata from npm packages that use the{' '}
+                  <code className="text-foreground bg-background px-2 py-1 rounded text-sm">
+                    tpmjs
+                  </code>{' '}
+                  keyword. This includes:
+                </p>
+                <ul className="space-y-2 text-foreground-secondary">
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Package name, version, and description</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Tool metadata (parameters, return types, descriptions)</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Download statistics from npm registry</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>
+                      Repository information (GitHub stars, README, license) when publicly available
+                    </span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Publication and modification timestamps</span>
+                  </li>
+                </ul>
+                <p className="mt-4 text-sm text-foreground-tertiary">
+                  This data is already public on npm and GitHub. We do not collect any private or
+                  non-public package information.
+                </p>
+              </div>
+
+              {/* Usage Analytics */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-3 text-foreground">Usage Analytics</h3>
+                <p className="text-foreground-secondary mb-4">
+                  We collect basic analytics to understand how visitors use our site:
+                </p>
+                <ul className="space-y-2 text-foreground-secondary">
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Page views and navigation patterns</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Search queries and tool interactions</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Browser type, device information, and screen size</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Approximate geographic location (country/region level only)</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Referral sources (how you found our site)</span>
+                  </li>
+                </ul>
+                <p className="mt-4 text-sm text-foreground-tertiary">
+                  Analytics data is aggregated and anonymized. We do not track individual users
+                  across sessions or devices.
+                </p>
+              </div>
+
+              {/* Technical Logs */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-3 text-foreground">
+                  Technical Logs & Error Data
+                </h3>
+                <p className="text-foreground-secondary mb-4">
+                  Our hosting infrastructure (Vercel) automatically logs:
+                </p>
+                <ul className="space-y-2 text-foreground-secondary">
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>IP addresses (retained for 7 days for security purposes)</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Request timestamps and response times</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>API usage patterns and rate limiting data</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Error messages and stack traces (for debugging)</span>
+                  </li>
+                </ul>
+              </div>
+            </div>
+          </section>
+
+          {/* What We Don't Collect */}
+          <section className="mb-12">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              What We Don&apos;t Collect
+            </h2>
+            <div className="p-6 border border-success/20 rounded-lg bg-success/5">
+              <ul className="space-y-3 text-foreground-secondary">
+                <li className="flex items-start gap-2">
+                  <span className="text-success mt-1">✓</span>
+                  <span>
+                    <strong className="text-foreground">No user accounts:</strong> TPMJS does not
+                    currently require user registration or login
+                  </span>
+                </li>
+                <li className="flex items-start gap-2">
+                  <span className="text-success mt-1">✓</span>
+                  <span>
+                    <strong className="text-foreground">No personal information:</strong> We
+                    don&apos;t collect names, email addresses, or contact details (unless you
+                    voluntarily email us)
+                  </span>
+                </li>
+                <li className="flex items-start gap-2">
+                  <span className="text-success mt-1">✓</span>
+                  <span>
+                    <strong className="text-foreground">No tracking cookies:</strong> We don&apos;t
+                    use third-party advertising or behavioral tracking cookies
+                  </span>
+                </li>
+                <li className="flex items-start gap-2">
+                  <span className="text-success mt-1">✓</span>
+                  <span>
+                    <strong className="text-foreground">No sensitive data:</strong> We don&apos;t
+                    collect payment information, social security numbers, or other sensitive
+                    personal data
+                  </span>
+                </li>
+              </ul>
+            </div>
+          </section>
+
+          {/* How We Use Data */}
+          <section className="mb-12">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              How We Use Your Data
+            </h2>
+            <div className="space-y-4">
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-3 text-foreground">
+                  Operating the Service
+                </h3>
+                <ul className="space-y-2 text-foreground-secondary">
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Indexing and displaying npm package information</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Calculating quality scores and health checks</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Providing search and discovery functionality</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Executing tools in our playground environment</span>
+                  </li>
+                </ul>
+              </div>
+
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-3 text-foreground">
+                  Improving the Service
+                </h3>
+                <ul className="space-y-2 text-foreground-secondary">
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Understanding which tools and features are most popular</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Identifying and fixing bugs and performance issues</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Optimizing search relevance and ranking algorithms</span>
+                  </li>
+                </ul>
+              </div>
+
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-3 text-foreground">Security</h3>
+                <ul className="space-y-2 text-foreground-secondary">
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Preventing abuse, spam, and malicious activity</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Rate limiting API requests to ensure fair usage</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <span className="text-primary mt-1">•</span>
+                    <span>Detecting and blocking DDoS attacks</span>
+                  </li>
+                </ul>
+              </div>
+            </div>
+          </section>
+
+          {/* Third-Party Services */}
+          <section className="mb-12">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Third-Party Services
+            </h2>
+            <p className="text-foreground-secondary mb-6">
+              TPMJS relies on the following third-party services to operate:
+            </p>
+
+            <div className="space-y-4">
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="flex items-start justify-between gap-4 mb-3">
+                  <h3 className="text-xl font-semibold text-foreground">Vercel</h3>
+                  <span className="text-xs px-2 py-1 rounded bg-foreground/10 text-foreground-secondary">
+                    Hosting
+                  </span>
+                </div>
+                <p className="text-foreground-secondary mb-2">
+                  Our website and API are hosted on Vercel&apos;s infrastructure.
+                </p>
+                <p className="text-sm text-foreground-tertiary">
+                  Privacy Policy:{' '}
+                  <a
+                    href="https://vercel.com/legal/privacy-policy"
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="text-primary hover:underline"
+                  >
+                    vercel.com/legal/privacy-policy
+                  </a>
+                </p>
+              </div>
+
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="flex items-start justify-between gap-4 mb-3">
+                  <h3 className="text-xl font-semibold text-foreground">Neon</h3>
+                  <span className="text-xs px-2 py-1 rounded bg-foreground/10 text-foreground-secondary">
+                    Database
+                  </span>
+                </div>
+                <p className="text-foreground-secondary mb-2">
+                  Tool metadata and sync data are stored in a PostgreSQL database hosted on Neon.
+                </p>
+                <p className="text-sm text-foreground-tertiary">
+                  Privacy Policy:{' '}
+                  <a
+                    href="https://neon.tech/privacy-policy"
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="text-primary hover:underline"
+                  >
+                    neon.tech/privacy-policy
+                  </a>
+                </p>
+              </div>
+
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="flex items-start justify-between gap-4 mb-3">
+                  <h3 className="text-xl font-semibold text-foreground">NPM Registry</h3>
+                  <span className="text-xs px-2 py-1 rounded bg-foreground/10 text-foreground-secondary">
+                    Data Source
+                  </span>
+                </div>
+                <p className="text-foreground-secondary mb-2">
+                  Package metadata is sourced from the public npm registry.
+                </p>
+                <p className="text-sm text-foreground-tertiary">
+                  Privacy Policy:{' '}
+                  <a
+                    href="https://docs.npmjs.com/policies/privacy"
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="text-primary hover:underline"
+                  >
+                    docs.npmjs.com/policies/privacy
+                  </a>
+                </p>
+              </div>
+
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="flex items-start justify-between gap-4 mb-3">
+                  <h3 className="text-xl font-semibold text-foreground">Railway</h3>
+                  <span className="text-xs px-2 py-1 rounded bg-foreground/10 text-foreground-secondary">
+                    Sandbox Execution
+                  </span>
+                </div>
+                <p className="text-foreground-secondary mb-2">
+                  The playground uses Railway to execute tools in isolated Deno environments.
+                </p>
+                <p className="text-sm text-foreground-tertiary">
+                  Privacy Policy:{' '}
+                  <a
+                    href="https://railway.app/legal/privacy"
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="text-primary hover:underline"
+                  >
+                    railway.app/legal/privacy
+                  </a>
+                </p>
+              </div>
+            </div>
+          </section>
+
+          {/* Data Retention */}
+          <section className="mb-12">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Data Retention
+            </h2>
+            <div className="space-y-4 text-foreground-secondary">
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-lg font-semibold mb-2 text-foreground">NPM Package Metadata</h3>
+                <p>
+                  Retained indefinitely to provide historical context and maintain package listings.
+                  Updated automatically when packages are republished or metadata changes.
+                </p>
+              </div>
+
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-lg font-semibold mb-2 text-foreground">Analytics Data</h3>
+                <p>Aggregated analytics are retained for up to 90 days.</p>
+              </div>
+
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-lg font-semibold mb-2 text-foreground">Server Logs</h3>
+                <p>
+                  Technical logs including IP addresses are automatically deleted after 7 days per
+                  Vercel&apos;s retention policy.
+                </p>
+              </div>
+            </div>
+          </section>
+
+          {/* Your Rights (GDPR) */}
+          <section className="mb-12">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Your Rights (GDPR Compliance)
+            </h2>
+            <p className="text-foreground-secondary mb-6">
+              If you are in the European Union, you have the following rights under GDPR:
+            </p>
+
+            <div className="space-y-3">
+              <div className="p-4 border border-border rounded-lg bg-surface">
+                <h3 className="font-semibold text-foreground mb-2">Right to Access</h3>
+                <p className="text-sm text-foreground-secondary">
+                  Request a copy of any personal data we hold about you.
+                </p>
+              </div>
+
+              <div className="p-4 border border-border rounded-lg bg-surface">
+                <h3 className="font-semibold text-foreground mb-2">Right to Rectification</h3>
+                <p className="text-sm text-foreground-secondary">
+                  Request correction of inaccurate data. Note: NPM package data is sourced from npm;
+                  corrections must be made by republishing the package.
+                </p>
+              </div>
+
+              <div className="p-4 border border-border rounded-lg bg-surface">
+                <h3 className="font-semibold text-foreground mb-2">Right to Erasure</h3>
+                <p className="text-sm text-foreground-secondary">
+                  Request deletion of your data. To remove a tool from TPMJS, unpublish it from npm
+                  or remove the{' '}
+                  <code className="text-xs bg-background px-1 py-0.5 rounded">tpmjs</code> keyword.
+                </p>
+              </div>
+
+              <div className="p-4 border border-border rounded-lg bg-surface">
+                <h3 className="font-semibold text-foreground mb-2">Right to Object</h3>
+                <p className="text-sm text-foreground-secondary">
+                  Object to processing of your data for specific purposes (e.g., analytics).
+                </p>
+              </div>
+
+              <div className="p-4 border border-border rounded-lg bg-surface">
+                <h3 className="font-semibold text-foreground mb-2">Right to Data Portability</h3>
+                <p className="text-sm text-foreground-secondary">
+                  Request a machine-readable copy of data about your packages. All package data is
+                  already available via our public API.
+                </p>
+              </div>
+            </div>
+
+            <p className="mt-6 text-foreground-secondary">
+              To exercise any of these rights, contact us at{' '}
+              <a href="mailto:hello@tpmjs.com" className="text-primary hover:underline font-medium">
+                hello@tpmjs.com
+              </a>
+              . We will respond within 30 days.
+            </p>
+          </section>
+
+          {/* Cookies */}
+          <section className="mb-12">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Cookies & Local Storage
+            </h2>
+            <p className="text-foreground-secondary mb-4">
+              TPMJS uses minimal cookies and local storage:
+            </p>
+
+            <div className="space-y-3">
+              <div className="p-4 border border-border rounded-lg bg-surface">
+                <h3 className="font-semibold text-foreground mb-2">Essential Cookies</h3>
+                <p className="text-sm text-foreground-secondary mb-2">
+                  Used for basic site functionality (theme preferences, session state). These cannot
+                  be disabled.
+                </p>
+                <p className="text-xs text-foreground-tertiary">
+                  Examples: theme preference (light/dark mode)
+                </p>
+              </div>
+
+              <div className="p-4 border border-border rounded-lg bg-surface">
+                <h3 className="font-semibold text-foreground mb-2">Local Storage</h3>
+                <p className="text-sm text-foreground-secondary">
+                  Playground conversation history is stored locally in your browser and never sent
+                  to our servers.
+                </p>
+              </div>
+            </div>
+
+            <p className="mt-4 text-sm text-foreground-tertiary">
+              We do not use third-party advertising or tracking cookies.
+            </p>
+          </section>
+
+          {/* Data Security */}
+          <section className="mb-12">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Data Security
+            </h2>
+            <p className="text-foreground-secondary mb-4">
+              We take reasonable measures to protect data from unauthorized access:
+            </p>
+            <ul className="space-y-2 text-foreground-secondary">
+              <li className="flex items-start gap-2">
+                <span className="text-success mt-1">✓</span>
+                <span>All data in transit is encrypted via HTTPS/TLS</span>
+              </li>
+              <li className="flex items-start gap-2">
+                <span className="text-success mt-1">✓</span>
+                <span>Database connections use encrypted connections</span>
+              </li>
+              <li className="flex items-start gap-2">
+                <span className="text-success mt-1">✓</span>
+                <span>API endpoints are protected with rate limiting</span>
+              </li>
+              <li className="flex items-start gap-2">
+                <span className="text-success mt-1">✓</span>
+                <span>Tool execution happens in isolated sandbox environments</span>
+              </li>
+              <li className="flex items-start gap-2">
+                <span className="text-success mt-1">✓</span>
+                <span>Regular security updates and dependency scanning</span>
+              </li>
+            </ul>
+
+            <p className="mt-4 text-sm text-foreground-tertiary">
+              However, no method of transmission over the Internet is 100% secure. We cannot
+              guarantee absolute security.
+            </p>
+          </section>
+
+          {/* Children's Privacy */}
+          <section className="mb-12">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Children&apos;s Privacy
+            </h2>
+            <p className="text-foreground-secondary">
+              TPMJS does not knowingly collect information from children under 13. The service is
+              intended for developers and AI practitioners. If you believe we have inadvertently
+              collected data from a child under 13, please contact us immediately.
+            </p>
+          </section>
+
+          {/* Changes to Policy */}
+          <section className="mb-12">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Changes to This Policy
+            </h2>
+            <p className="text-foreground-secondary">
+              We may update this Privacy Policy from time to time. Changes will be posted on this
+              page with an updated &quot;Last updated&quot; date. Continued use of TPMJS after
+              changes constitutes acceptance of the updated policy.
+            </p>
+          </section>
+
+          {/* Contact */}
+          <section className="mb-12">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Contact Us
+            </h2>
+            <p className="text-foreground-secondary mb-4">
+              If you have questions or concerns about this Privacy Policy or how we handle your
+              data, please contact us:
+            </p>
+
+            <div className="p-6 border border-border rounded-lg bg-surface">
+              <div className="space-y-3">
+                <div>
+                  <h3 className="font-semibold text-foreground mb-1">Email</h3>
+                  <a href="mailto:hello@tpmjs.com" className="text-primary hover:underline">
+                    hello@tpmjs.com
+                  </a>
+                </div>
+
+                <div>
+                  <h3 className="font-semibold text-foreground mb-1">GitHub</h3>
+                  <a
+                    href="https://github.com/tpmjs/tpmjs/issues"
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="text-primary hover:underline"
+                  >
+                    github.com/tpmjs/tpmjs/issues
+                  </a>
+                </div>
+
+                <div>
+                  <h3 className="font-semibold text-foreground mb-1">Website</h3>
+                  <Link href="/" className="text-primary hover:underline">
+                    tpmjs.com
+                  </Link>
+                </div>
+              </div>
+            </div>
+          </section>
+
+          {/* Summary */}
+          <section className="p-8 border-2 border-primary/20 rounded-lg bg-primary/5">
+            <h2 className="text-2xl font-bold mb-4 text-foreground">In Summary</h2>
+            <ul className="space-y-2 text-foreground-secondary">
+              <li className="flex items-start gap-2">
+                <span className="text-primary mt-1">•</span>
+                <span>We collect public npm package data and basic usage analytics</span>
+              </li>
+              <li className="flex items-start gap-2">
+                <span className="text-primary mt-1">•</span>
+                <span>We don&apos;t require user accounts or collect personal information</span>
+              </li>
+              <li className="flex items-start gap-2">
+                <span className="text-primary mt-1">•</span>
+                <span>We don&apos;t sell or share your data with third parties for marketing</span>
+              </li>
+              <li className="flex items-start gap-2">
+                <span className="text-primary mt-1">•</span>
+                <span>We use industry-standard security practices</span>
+              </li>
+              <li className="flex items-start gap-2">
+                <span className="text-primary mt-1">•</span>
+                <span>You have rights under GDPR if you&apos;re in the EU</span>
+              </li>
+            </ul>
+          </section>
+        </Container>
+      </main>
+    </div>
+  );
+}
diff --git a/apps/web/src/app/publish/page.tsx b/apps/web/src/app/publish/page.tsx
new file mode 100644
index 0000000..0065807
--- /dev/null
+++ b/apps/web/src/app/publish/page.tsx
@@ -0,0 +1,447 @@
+import { Button } from '@tpmjs/ui/Button/Button';
+import { CodeBlock } from '@tpmjs/ui/CodeBlock/CodeBlock';
+import { Container } from '@tpmjs/ui/Container/Container';
+import Link from 'next/link';
+import { AppHeader } from '~/components/AppHeader';
+
+export const metadata = {
+  title: 'Publish a Tool | TPMJS',
+  description: 'Learn how to publish your AI tool to the TPMJS registry',
+  openGraph: {
+    title: 'Publish a Tool | TPMJS',
+    description: 'Learn how to publish your AI tool to the TPMJS registry',
+    images: [{ url: '/api/og/publish', width: 1200, height: 630 }],
+  },
+  twitter: {
+    card: 'summary_large_image' as const,
+    images: ['/api/og/publish'],
+  },
+};
+
+export default function PublishPage(): React.ReactElement {
+  return (
+    <div className="min-h-screen flex flex-col bg-background">
+      <AppHeader />
+
+      <main className="flex-1 py-16">
+        <Container size="lg" padding="lg">
+          {/* Hero */}
+          <div className="text-center mb-16">
+            <h1 className="text-2xl sm:text-3xl md:text-4xl lg:text-5xl font-bold mb-4 text-foreground">
+              Publish Your AI Tool
+            </h1>
+            <p className="text-xl text-foreground-secondary max-w-2xl mx-auto">
+              Share your tool with the world. Automatic discovery, quality scoring, and AI agent
+              integration.
+            </p>
+          </div>
+
+          {/* Generator Callout */}
+          <section className="mb-16 p-8 border-2 border-primary/50 rounded-lg bg-primary/5">
+            <div className="flex flex-col sm:flex-row items-start gap-4 sm:gap-6">
+              <div className="text-4xl sm:text-6xl">🚀</div>
+              <div className="flex-1">
+                <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                  Use Our Package Generator
+                </h2>
+                <p className="text-lg text-foreground-secondary mb-6">
+                  The fastest way to create a TPMJS tool package! Our CLI generator scaffolds a
+                  production-ready package with 2-3 tools, complete setup, and best practices
+                  built-in.
+                </p>
+                <CodeBlock language="bash" code="npx @tpmjs/create-basic-tools" size="md" />
+                <div className="mt-6 flex flex-col sm:flex-row gap-4">
+                  <a
+                    href="https://github.com/tpmjs/tpmjs/tree/main/packages/tools/create-basic-tools#readme"
+                    target="_blank"
+                    rel="noopener noreferrer"
+                  >
+                    <Button size="lg" variant="default">
+                      View Full Documentation
+                    </Button>
+                  </a>
+                  <a
+                    href="https://www.npmjs.com/package/@tpmjs/create-basic-tools"
+                    target="_blank"
+                    rel="noopener noreferrer"
+                  >
+                    <Button size="lg" variant="outline">
+                      View on NPM
+                    </Button>
+                  </a>
+                </div>
+              </div>
+            </div>
+          </section>
+
+          {/* Quick Start */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Manual Setup
+            </h2>
+            <p className="text-lg text-foreground-secondary mb-6">
+              Prefer to set up manually? Follow these steps:
+            </p>
+            <div className="prose prose-invert max-w-none">
+              <ol className="space-y-4 text-foreground-secondary">
+                <li className="text-lg">Create a new NPM package</li>
+                <li className="text-lg">
+                  Add <code className="text-foreground bg-surface px-2 py-1 rounded">tpmjs</code> to
+                  keywords
+                </li>
+                <li className="text-lg">
+                  Add a <code className="text-foreground bg-surface px-2 py-1 rounded">tpmjs</code>{' '}
+                  field with metadata
+                </li>
+                <li className="text-lg">Publish to NPM</li>
+                <li className="text-lg">
+                  Your tool appears on{' '}
+                  <Link href="/tool/tool-search" className="text-primary hover:underline">
+                    tpmjs.com
+                  </Link>{' '}
+                  within 15 minutes!
+                </li>
+              </ol>
+            </div>
+          </section>
+
+          {/* Step 1: Package.json Setup */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Step 1: Add Required Keyword
+            </h2>
+            <p className="text-lg text-foreground-secondary mb-6">
+              Add the <code className="text-foreground bg-surface px-2 py-1 rounded">tpmjs</code>{' '}
+              keyword to your package.json. This is required for automatic discovery.
+            </p>
+            <CodeBlock
+              language="json"
+              code={`{
+  "name": "@yourname/my-awesome-tool",
+  "version": "1.0.0",
+  "keywords": ["tpmjs", "ai", "text"],
+  ...
+}`}
+            />
+          </section>
+
+          {/* Step 2: Metadata */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Step 2: Add TPMJS Metadata
+            </h2>
+            <p className="text-lg text-foreground-secondary mb-6">
+              Add a <code className="text-foreground bg-surface px-2 py-1 rounded">tpmjs</code>{' '}
+              field to your package.json. TPMJS automatically extracts parameter schemas from your
+              tool code, so you only need to provide basic metadata.
+            </p>
+
+            {/* Auto-extraction callout */}
+            <div className="mb-8 p-6 border-2 border-primary/30 rounded-lg bg-primary/5">
+              <div className="flex items-start gap-4">
+                <div className="text-3xl">✨</div>
+                <div>
+                  <h3 className="text-xl font-bold text-foreground mb-2">
+                    Automatic Schema Extraction
+                  </h3>
+                  <p className="text-foreground-secondary">
+                    TPMJS automatically extracts your tool&apos;s input schema by analyzing your
+                    code. You don&apos;t need to manually document parameters, returns, or AI agent
+                    guidance in package.json - we extract it from your Zod schema automatically.
+                  </p>
+                </div>
+              </div>
+            </div>
+
+            {/* Auto-discovery callout */}
+            <div className="mb-8 p-6 border-2 border-amber-500/30 rounded-lg bg-amber-500/5">
+              <div className="flex items-start gap-4">
+                <div className="text-3xl">🔍</div>
+                <div>
+                  <h3 className="text-xl font-bold text-foreground mb-2">
+                    Auto-Discovery of Tools
+                  </h3>
+                  <p className="text-foreground-secondary">
+                    You can omit the <code className="text-foreground">tools</code> array entirely!
+                    TPMJS will automatically scan your package exports and register any export that
+                    has <code className="text-foreground">description</code> and{' '}
+                    <code className="text-foreground">execute</code> properties (standard AI SDK
+                    tool format).
+                  </p>
+                </div>
+              </div>
+            </div>
+
+            {/* Minimal Example */}
+            <div className="mb-8 p-6 border border-border rounded-lg bg-surface">
+              <div className="flex items-center gap-3 mb-4">
+                <span className="px-3 py-1 bg-primary/20 rounded text-sm font-medium text-foreground">
+                  Minimal (Auto-Discovery)
+                </span>
+                <span className="text-foreground-secondary">Let TPMJS find your tools</span>
+              </div>
+              <CodeBlock
+                language="json"
+                code={`{
+  "name": "@yourname/my-awesome-tool",
+  "keywords": ["tpmjs"],
+  "tpmjs": {
+    "category": "text-analysis"
+  }
+}`}
+              />
+              <p className="mt-4 text-sm text-foreground-secondary">
+                That&apos;s it! Tools and parameters are automatically discovered and extracted.
+              </p>
+            </div>
+
+            {/* With Optional Fields */}
+            <div className="mb-8 p-6 border border-border rounded-lg bg-surface">
+              <div className="flex items-center gap-3 mb-4">
+                <span className="px-3 py-1 bg-success/20 rounded text-sm font-medium text-foreground">
+                  With Explicit Tools
+                </span>
+                <span className="text-foreground-secondary">
+                  Override auto-discovery with explicit tools
+                </span>
+              </div>
+              <CodeBlock
+                language="json"
+                code={`{
+  "name": "@yourname/sentiment-tool",
+  "keywords": ["tpmjs"],
+  "tpmjs": {
+    "category": "text-analysis",
+    "frameworks": ["vercel-ai", "langchain"],
+    "env": [
+      {
+        "name": "SENTIMENT_API_KEY",
+        "description": "API key for sentiment analysis service",
+        "required": true
+      }
+    ],
+    "tools": [
+      {
+        "name": "sentimentAnalysisTool",
+        "description": "Advanced sentiment analysis with emotion detection"
+      }
+    ]
+  }
+}`}
+              />
+              <p className="mt-4 text-sm text-foreground-secondary">
+                Add <code className="text-foreground">tools</code> to explicitly register specific
+                tools. Add <code className="text-foreground">env</code> for API keys and{' '}
+                <code className="text-foreground">frameworks</code> for compatibility info.
+              </p>
+            </div>
+          </section>
+
+          {/* Categories */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Available Categories
+            </h2>
+            <div className="grid grid-cols-1 md:grid-cols-2 gap-4 md:gap-6">
+              {[
+                { name: 'text-analysis', desc: 'NLP, sentiment, summarization' },
+                { name: 'code-generation', desc: 'Code generation and transformation' },
+                { name: 'data-processing', desc: 'Data manipulation and transformation' },
+                { name: 'image-generation', desc: 'Image creation and editing' },
+                { name: 'audio-processing', desc: 'Audio/speech processing' },
+                { name: 'search', desc: 'Search and retrieval' },
+                { name: 'integration', desc: 'Third-party integrations' },
+                { name: 'other', desc: 'Anything else' },
+              ].map((cat) => (
+                <div key={cat.name} className="p-4 border border-border rounded-lg bg-surface">
+                  <code className="text-foreground font-medium">{cat.name}</code>
+                  <p className="text-sm text-foreground-secondary mt-1">{cat.desc}</p>
+                </div>
+              ))}
+            </div>
+          </section>
+
+          {/* Step 3: Publish */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Step 3: Publish to NPM
+            </h2>
+            <p className="text-lg text-foreground-secondary mb-6">
+              Build your package and publish it to NPM. Your tool will be automatically discovered
+              within 15 minutes.
+            </p>
+            <CodeBlock
+              language="bash"
+              code={`# Build your package
+npm run build
+
+# Publish to NPM (use --access public for scoped packages)
+npm publish --access public
+
+# That's it! Your tool will appear on tpmjs.com soon`}
+            />
+          </section>
+
+          {/* Quality Score */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Quality Score
+            </h2>
+            <p className="text-lg text-foreground-secondary mb-6">
+              Your tool gets a quality score based on three factors:
+            </p>
+            <div className="grid grid-cols-1 md:grid-cols-3 gap-4 md:gap-6">
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-3 text-foreground">Tier</h3>
+                <ul className="space-y-2 text-foreground-secondary">
+                  <li>Rich: 4x multiplier</li>
+                  <li>Basic: 2x multiplier</li>
+                  <li>Minimal: 1x multiplier</li>
+                </ul>
+              </div>
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-3 text-foreground">Downloads</h3>
+                <p className="text-foreground-secondary">
+                  Logarithmic scale based on monthly NPM downloads
+                </p>
+              </div>
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-3 text-foreground">GitHub Stars</h3>
+                <p className="text-foreground-secondary">
+                  Logarithmic scale based on repository stars
+                </p>
+              </div>
+            </div>
+          </section>
+
+          {/* Real Example */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Real Example
+            </h2>
+            <p className="text-lg text-foreground-secondary mb-6">
+              Here is a complete example from{' '}
+              <Link
+                href="/tool/@tpmjs/createblogpost"
+                className="text-primary hover:underline font-medium"
+              >
+                @tpmjs/createblogpost
+              </Link>
+              :
+            </p>
+            <CodeBlock
+              language="json"
+              code={`{
+  "name": "@tpmjs/createblogpost",
+  "version": "0.2.0",
+  "keywords": ["tpmjs", "blog", "content"],
+  "tpmjs": {
+    "category": "text-analysis",
+    "frameworks": ["vercel-ai", "langchain"],
+    "tools": [
+      {
+        "name": "createBlogPostTool",
+        "description": "Creates structured blog posts with frontmatter and SEO metadata"
+      }
+    ]
+  }
+}`}
+            />
+            <p className="mt-4 text-sm text-foreground-secondary">
+              Note: Parameters are automatically extracted from the tool code - no need to list them
+              in package.json! You can also omit the tools array entirely for auto-discovery.
+            </p>
+          </section>
+
+          {/* Tips */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Tips for Success
+            </h2>
+            <div className="space-y-4">
+              {[
+                {
+                  icon: '📝',
+                  title: 'Use descriptive names',
+                  desc: 'Make your package name clear and searchable',
+                },
+                {
+                  icon: '✨',
+                  title: 'Good Zod schemas',
+                  desc: 'Add descriptions to your Zod schema fields - they get auto-extracted',
+                },
+                {
+                  icon: '📚',
+                  title: 'Good documentation',
+                  desc: 'Add documentation URL to package.json homepage or repository fields',
+                },
+                {
+                  icon: '🔄',
+                  title: 'Active maintenance',
+                  desc: 'Regular updates boost download counts',
+                },
+                {
+                  icon: '🔑',
+                  title: 'Document env vars',
+                  desc: 'List required API keys in the env field so users know what they need',
+                },
+              ].map((tip) => (
+                <div
+                  key={tip.title}
+                  className="flex gap-4 p-6 border border-border rounded-lg bg-surface"
+                >
+                  <div className="text-4xl">{tip.icon}</div>
+                  <div>
+                    <h3 className="text-xl font-semibold mb-2 text-foreground">{tip.title}</h3>
+                    <p className="text-foreground-secondary">{tip.desc}</p>
+                  </div>
+                </div>
+              ))}
+            </div>
+          </section>
+
+          {/* CTA */}
+          <section className="text-center py-16 px-6 border border-border rounded-lg bg-surface">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+              Ready to Publish?
+            </h2>
+            <p className="text-xl text-foreground-secondary mb-8 max-w-2xl mx-auto">
+              Follow the steps above and your tool will be live on TPMJS within 15 minutes.
+            </p>
+            <div className="flex flex-col sm:flex-row gap-4 justify-center">
+              <Link href="/tool/tool-search">
+                <Button size="lg" variant="default">
+                  Browse Existing Tools
+                </Button>
+              </Link>
+              <a href="https://github.com/tpmjs/tpmjs" target="_blank" rel="noopener noreferrer">
+                <Button size="lg" variant="outline">
+                  View on GitHub
+                </Button>
+              </a>
+            </div>
+          </section>
+        </Container>
+      </main>
+
+      {/* Footer */}
+      <footer className="border-t border-border py-8">
+        <Container size="xl" padding="lg">
+          <div className="text-center text-foreground-secondary">
+            <p>
+              Questions?{' '}
+              <a
+                href="https://github.com/tpmjs/tpmjs/issues"
+                className="text-primary hover:underline"
+                target="_blank"
+                rel="noopener noreferrer"
+              >
+                File an issue on GitHub
+              </a>
+            </p>
+          </div>
+        </Container>
+      </footer>
+    </div>
+  );
+}
diff --git a/apps/web/src/app/robots.ts b/apps/web/src/app/robots.ts
new file mode 100644
index 0000000..8be3262
--- /dev/null
+++ b/apps/web/src/app/robots.ts
@@ -0,0 +1,18 @@
+import type { MetadataRoute } from 'next';
+
+/**
+ * Robots.txt configuration
+ * Automatically generated by Next.js at /robots.txt
+ */
+export default function robots(): MetadataRoute.Robots {
+  return {
+    rules: [
+      {
+        userAgent: '*',
+        allow: '/',
+        disallow: ['/api/'],
+      },
+    ],
+    sitemap: 'https://tpmjs.com/sitemap.xml',
+  };
+}
diff --git a/apps/web/src/app/sdk/page.tsx b/apps/web/src/app/sdk/page.tsx
new file mode 100644
index 0000000..907b6ca
--- /dev/null
+++ b/apps/web/src/app/sdk/page.tsx
@@ -0,0 +1,764 @@
+import { Button } from '@tpmjs/ui/Button/Button';
+import { CodeBlock } from '@tpmjs/ui/CodeBlock/CodeBlock';
+import { Container } from '@tpmjs/ui/Container/Container';
+import Link from 'next/link';
+import { AppHeader } from '~/components/AppHeader';
+import { SDKFlowDiagram } from '~/components/SDKFlowDiagram';
+
+export const metadata = {
+  title: 'SDK - Registry Tools | TPMJS',
+  description:
+    'Add two tools to your AI agent and instantly access thousands of tools from the TPMJS registry',
+  openGraph: {
+    title: 'SDK - Registry Tools | TPMJS',
+    description:
+      'Add two tools to your AI agent and instantly access thousands of tools from the TPMJS registry',
+    images: [{ url: '/api/og/sdk', width: 1200, height: 630 }],
+  },
+  twitter: {
+    card: 'summary_large_image' as const,
+    images: ['/api/og/sdk'],
+  },
+};
+
+export default function SDKPage(): React.ReactElement {
+  return (
+    <div className="min-h-screen flex flex-col bg-background">
+      <AppHeader />
+
+      <main className="flex-1 py-16">
+        <Container size="lg" padding="lg">
+          {/* Hero */}
+          <div className="text-center mb-16">
+            <div className="inline-flex items-center gap-2 mb-4">
+              <span className="px-3 py-1 text-sm font-semibold bg-primary/10 text-primary rounded-full">
+                New
+              </span>
+            </div>
+            <h1 className="text-2xl sm:text-3xl md:text-4xl lg:text-5xl font-bold mb-4 text-foreground">
+              Give Your Agent Access to Every Tool
+            </h1>
+            <p className="text-xl text-foreground-secondary max-w-3xl mx-auto mb-8">
+              Add two tools to your AI SDK agent and instantly access thousands of tools from the
+              TPMJS registry. No configuration, no manual imports—just dynamic tool discovery and
+              execution.
+            </p>
+            <div className="flex flex-wrap gap-4 justify-center items-center">
+              <a
+                href="https://www.npmjs.com/package/@tpmjs/registry-search"
+                target="_blank"
+                rel="noopener noreferrer"
+                className="inline-flex items-center gap-2 px-4 py-2 text-sm font-medium bg-red-500/10 text-red-500 rounded-md hover:bg-red-500/20 transition-colors"
+              >
+                <svg className="w-4 h-4" viewBox="0 0 24 24" fill="currentColor" aria-hidden="true">
+                  <path d="M0 7.334v8h6.666v1.332H12v-1.332h12v-8H0zm6.666 6.664H5.334v-4H3.999v4H1.335V8.667h5.331v5.331zm4 0v1.336H8.001V8.667h5.334v5.332h-2.669v-.001zm12.001 0h-1.33v-4h-1.336v4h-1.335v-4h-1.33v4h-2.671V8.667h8.002v5.331zM10.665 10H12v2.667h-1.335V10z" />
+                </svg>
+                @tpmjs/registry-search
+              </a>
+              <a
+                href="https://www.npmjs.com/package/@tpmjs/registry-execute"
+                target="_blank"
+                rel="noopener noreferrer"
+                className="inline-flex items-center gap-2 px-4 py-2 text-sm font-medium bg-red-500/10 text-red-500 rounded-md hover:bg-red-500/20 transition-colors"
+              >
+                <svg className="w-4 h-4" viewBox="0 0 24 24" fill="currentColor" aria-hidden="true">
+                  <path d="M0 7.334v8h6.666v1.332H12v-1.332h12v-8H0zm6.666 6.664H5.334v-4H3.999v4H1.335V8.667h5.331v5.331zm4 0v1.336H8.001V8.667h5.334v5.332h-2.669v-.001zm12.001 0h-1.33v-4h-1.336v4h-1.335v-4h-1.33v4h-2.671V8.667h8.002v5.331zM10.665 10H12v2.667h-1.335V10z" />
+                </svg>
+                @tpmjs/registry-execute
+              </a>
+              <a
+                href="https://github.com/tpmjs/tpmjs/tree/main/packages/tools"
+                target="_blank"
+                rel="noopener noreferrer"
+                className="inline-flex items-center gap-2 px-4 py-2 text-sm font-medium bg-foreground/10 text-foreground rounded-md hover:bg-foreground/20 transition-colors"
+              >
+                <svg className="w-4 h-4" viewBox="0 0 24 24" fill="currentColor" aria-hidden="true">
+                  <path d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z" />
+                </svg>
+                GitHub
+              </a>
+            </div>
+          </div>
+
+          {/* Quick Start */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Quick Start
+            </h2>
+            <div className="space-y-6">
+              {/* Install */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="flex items-center gap-3 mb-4">
+                  <span className="flex items-center justify-center w-8 h-8 rounded-full bg-primary text-primary-foreground font-bold">
+                    1
+                  </span>
+                  <h3 className="text-xl font-semibold text-foreground">Install the packages</h3>
+                </div>
+                <div className="space-y-3">
+                  <CodeBlock
+                    language="bash"
+                    code="npm install @tpmjs/registry-search @tpmjs/registry-execute"
+                  />
+                  <CodeBlock
+                    language="bash"
+                    code="pnpm add @tpmjs/registry-search @tpmjs/registry-execute"
+                  />
+                </div>
+              </div>
+
+              {/* Add to agent */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="flex items-center gap-3 mb-4">
+                  <span className="flex items-center justify-center w-8 h-8 rounded-full bg-primary text-primary-foreground font-bold">
+                    2
+                  </span>
+                  <h3 className="text-xl font-semibold text-foreground">Add to your agent</h3>
+                </div>
+                <CodeBlock
+                  language="typescript"
+                  code={`import { streamText } from 'ai';
+import { anthropic } from '@ai-sdk/anthropic';
+import { registrySearchTool } from '@tpmjs/registry-search';
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+
+const result = streamText({
+  model: anthropic('claude-sonnet-4-20250514'),
+  tools: {
+    // Your existing tools
+    weather: weatherTool,
+    database: databaseTool,
+
+    // TPMJS registry access
+    registrySearch: registrySearchTool,
+    registryExecute: registryExecuteTool,
+  },
+  system: \`You have access to thousands of tools via the TPMJS registry.
+Use registrySearch to find tools, then registryExecute to run them.\`,
+  prompt: 'Search for web scraping tools and scrape https://example.com',
+});`}
+                />
+              </div>
+
+              {/* That's it */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="flex items-center gap-3 mb-4">
+                  <span className="flex items-center justify-center w-8 h-8 rounded-full bg-primary text-primary-foreground font-bold">
+                    3
+                  </span>
+                  <h3 className="text-xl font-semibold text-foreground">That&apos;s it!</h3>
+                </div>
+                <p className="text-foreground-secondary mb-4">
+                  Your agent can now discover and execute any tool from the registry. Here&apos;s
+                  what happens when a user asks for something:
+                </p>
+                <div className="p-4 bg-background rounded border border-border font-mono text-sm">
+                  <div className="text-foreground-secondary">
+                    <span className="text-primary">User:</span> &quot;Search the web for AI news and
+                    summarize it&quot;
+                  </div>
+                  <div className="mt-3 text-foreground-secondary">
+                    <span className="text-primary">Agent:</span>
+                  </div>
+                  <div className="ml-4 mt-1 space-y-1 text-foreground-tertiary">
+                    <div>
+                      1. Calls <code className="text-primary">registrySearch</code>
+                      {`({ query: "web search" })`}
+                    </div>
+                    <div>
+                      2. Finds <code className="text-foreground">@exalabs/ai-sdk::webSearch</code>
+                    </div>
+                    <div>
+                      3. Calls <code className="text-primary">registryExecute</code>
+                      {`({ toolId: "@exalabs/ai-sdk::webSearch", params: {...} })`}
+                    </div>
+                    <div>4. Returns results to user</div>
+                  </div>
+                </div>
+              </div>
+            </div>
+          </section>
+
+          {/* How It Works */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              How It Works
+            </h2>
+            <SDKFlowDiagram />
+          </section>
+
+          {/* registrySearchTool */}
+          <section className="mb-16">
+            <div className="flex flex-col md:flex-row md:items-center md:justify-between gap-4 mb-6">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold text-foreground">
+                registrySearchTool
+              </h2>
+              <div className="flex items-center gap-3">
+                <a
+                  href="https://www.npmjs.com/package/@tpmjs/registry-search"
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="inline-flex items-center gap-2 px-3 py-1.5 text-sm font-medium bg-red-500/10 text-red-500 rounded-md hover:bg-red-500/20 transition-colors"
+                >
+                  <svg className="w-4 h-4" viewBox="0 0 24 24" fill="currentColor">
+                    <path d="M0 7.334v8h6.666v1.332H12v-1.332h12v-8H0zm6.666 6.664H5.334v-4H3.999v4H1.335V8.667h5.331v5.331zm4 0v1.336H8.001V8.667h5.334v5.332h-2.669v-.001zm12.001 0h-1.33v-4h-1.336v4h-1.335v-4h-1.33v4h-2.671V8.667h8.002v5.331zM10.665 10H12v2.667h-1.335V10z" />
+                  </svg>
+                  npm
+                </a>
+                <a
+                  href="https://github.com/tpmjs/tpmjs/tree/main/packages/tools/registrySearch"
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="inline-flex items-center gap-2 px-3 py-1.5 text-sm font-medium bg-foreground/10 text-foreground rounded-md hover:bg-foreground/20 transition-colors"
+                >
+                  <svg className="w-4 h-4" viewBox="0 0 24 24" fill="currentColor">
+                    <path d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z" />
+                  </svg>
+                  Source
+                </a>
+              </div>
+            </div>
+            <p className="text-lg text-foreground-secondary mb-6">
+              Search the TPMJS registry to find tools for any task. Returns metadata including the{' '}
+              <code className="text-primary">toolId</code> needed for execution.
+            </p>
+
+            <div className="space-y-6">
+              {/* Parameters */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-4 text-foreground">Parameters</h3>
+                <div className="overflow-x-auto">
+                  <table className="w-full text-sm">
+                    <thead>
+                      <tr className="border-b border-border">
+                        <th className="text-left py-2 pr-4 text-foreground">Name</th>
+                        <th className="text-left py-2 pr-4 text-foreground">Type</th>
+                        <th className="text-left py-2 pr-4 text-foreground">Required</th>
+                        <th className="text-left py-2 text-foreground">Description</th>
+                      </tr>
+                    </thead>
+                    <tbody className="text-foreground-secondary">
+                      <tr className="border-b border-border/50">
+                        <td className="py-2 pr-4 font-mono text-primary">query</td>
+                        <td className="py-2 pr-4">string</td>
+                        <td className="py-2 pr-4">Yes</td>
+                        <td className="py-2">Search query (keywords, tool names, descriptions)</td>
+                      </tr>
+                      <tr className="border-b border-border/50">
+                        <td className="py-2 pr-4 font-mono text-primary">category</td>
+                        <td className="py-2 pr-4">string</td>
+                        <td className="py-2 pr-4">No</td>
+                        <td className="py-2">Filter by category</td>
+                      </tr>
+                      <tr>
+                        <td className="py-2 pr-4 font-mono text-primary">limit</td>
+                        <td className="py-2 pr-4">number</td>
+                        <td className="py-2 pr-4">No</td>
+                        <td className="py-2">Max results (1-20, default 5)</td>
+                      </tr>
+                    </tbody>
+                  </table>
+                </div>
+              </div>
+
+              {/* Categories */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-4 text-foreground">Categories</h3>
+                <div className="flex flex-wrap gap-2">
+                  {[
+                    'web-scraping',
+                    'data-processing',
+                    'file-operations',
+                    'communication',
+                    'database',
+                    'api-integration',
+                    'image-processing',
+                    'text-analysis',
+                    'automation',
+                    'ai-ml',
+                    'security',
+                    'monitoring',
+                  ].map((category) => (
+                    <span
+                      key={category}
+                      className="px-3 py-1 text-sm bg-background border border-border rounded-full text-foreground-secondary"
+                    >
+                      {category}
+                    </span>
+                  ))}
+                </div>
+              </div>
+
+              {/* Return Value */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-4 text-foreground">Return Value</h3>
+                <CodeBlock
+                  language="json"
+                  code={`{
+  "query": "web scraping",
+  "matchCount": 3,
+  "tools": [
+    {
+      "toolId": "@firecrawl/ai-sdk::scrapeTool",
+      "name": "scrapeTool",
+      "package": "@firecrawl/ai-sdk",
+      "description": "Scrape any website into clean markdown",
+      "category": "web-scraping",
+      "requiredEnvVars": ["FIRECRAWL_API_KEY"],
+      "healthStatus": "HEALTHY",
+      "qualityScore": 0.9
+    }
+  ]
+}`}
+                />
+              </div>
+            </div>
+          </section>
+
+          {/* registryExecuteTool */}
+          <section className="mb-16">
+            <div className="flex flex-col md:flex-row md:items-center md:justify-between gap-4 mb-6">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold text-foreground">
+                registryExecuteTool
+              </h2>
+              <div className="flex items-center gap-3">
+                <a
+                  href="https://www.npmjs.com/package/@tpmjs/registry-execute"
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="inline-flex items-center gap-2 px-3 py-1.5 text-sm font-medium bg-red-500/10 text-red-500 rounded-md hover:bg-red-500/20 transition-colors"
+                >
+                  <svg className="w-4 h-4" viewBox="0 0 24 24" fill="currentColor">
+                    <path d="M0 7.334v8h6.666v1.332H12v-1.332h12v-8H0zm6.666 6.664H5.334v-4H3.999v4H1.335V8.667h5.331v5.331zm4 0v1.336H8.001V8.667h5.334v5.332h-2.669v-.001zm12.001 0h-1.33v-4h-1.336v4h-1.335v-4h-1.33v4h-2.671V8.667h8.002v5.331zM10.665 10H12v2.667h-1.335V10z" />
+                  </svg>
+                  npm
+                </a>
+                <a
+                  href="https://github.com/tpmjs/tpmjs/tree/main/packages/tools/registryExecute"
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="inline-flex items-center gap-2 px-3 py-1.5 text-sm font-medium bg-foreground/10 text-foreground rounded-md hover:bg-foreground/20 transition-colors"
+                >
+                  <svg className="w-4 h-4" viewBox="0 0 24 24" fill="currentColor">
+                    <path d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z" />
+                  </svg>
+                  Source
+                </a>
+              </div>
+            </div>
+            <p className="text-lg text-foreground-secondary mb-6">
+              Execute any tool from the registry by its <code className="text-primary">toolId</code>
+              . Tools run in a secure sandbox—no local installation required.
+            </p>
+
+            <div className="space-y-6">
+              {/* Parameters */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-4 text-foreground">Parameters</h3>
+                <div className="overflow-x-auto">
+                  <table className="w-full text-sm">
+                    <thead>
+                      <tr className="border-b border-border">
+                        <th className="text-left py-2 pr-4 text-foreground">Name</th>
+                        <th className="text-left py-2 pr-4 text-foreground">Type</th>
+                        <th className="text-left py-2 pr-4 text-foreground">Required</th>
+                        <th className="text-left py-2 text-foreground">Description</th>
+                      </tr>
+                    </thead>
+                    <tbody className="text-foreground-secondary">
+                      <tr className="border-b border-border/50">
+                        <td className="py-2 pr-4 font-mono text-primary">toolId</td>
+                        <td className="py-2 pr-4">string</td>
+                        <td className="py-2 pr-4">Yes</td>
+                        <td className="py-2">
+                          Tool identifier (format: <code>package::name</code>)
+                        </td>
+                      </tr>
+                      <tr className="border-b border-border/50">
+                        <td className="py-2 pr-4 font-mono text-primary">params</td>
+                        <td className="py-2 pr-4">object</td>
+                        <td className="py-2 pr-4">Yes</td>
+                        <td className="py-2">Parameters to pass to the tool</td>
+                      </tr>
+                      <tr>
+                        <td className="py-2 pr-4 font-mono text-primary">env</td>
+                        <td className="py-2 pr-4">object</td>
+                        <td className="py-2 pr-4">No</td>
+                        <td className="py-2">Environment variables (API keys)</td>
+                      </tr>
+                    </tbody>
+                  </table>
+                </div>
+              </div>
+
+              {/* Example */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-4 text-foreground">Example</h3>
+                <CodeBlock
+                  language="typescript"
+                  code={`// Execute a web search tool
+const result = await registryExecuteTool.execute({
+  toolId: '@exalabs/ai-sdk::webSearch',
+  params: { query: 'latest AI news' },
+  env: { EXA_API_KEY: 'your-api-key' },
+});
+
+// Result:
+// {
+//   toolId: '@exalabs/ai-sdk::webSearch',
+//   executionTimeMs: 1234,
+//   output: { results: [...] }
+// }`}
+                />
+              </div>
+
+              {/* Return Value */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-4 text-foreground">Return Value</h3>
+                <CodeBlock
+                  language="json"
+                  code={`{
+  "toolId": "@exalabs/ai-sdk::webSearch",
+  "executionTimeMs": 1234,
+  "output": { ... }
+}`}
+                />
+              </div>
+            </div>
+          </section>
+
+          {/* Environment Variables */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Environment Variables
+            </h2>
+            <p className="text-lg text-foreground-secondary mb-6">
+              Both packages support self-hosted registries via environment variables. This is useful
+              for enterprise deployments or running your own tool registry.
+            </p>
+
+            <div className="p-6 border border-border rounded-lg bg-surface">
+              <div className="overflow-x-auto">
+                <table className="w-full text-sm">
+                  <thead>
+                    <tr className="border-b border-border">
+                      <th className="text-left py-2 pr-4 text-foreground">Variable</th>
+                      <th className="text-left py-2 pr-4 text-foreground">Default</th>
+                      <th className="text-left py-2 text-foreground">Description</th>
+                    </tr>
+                  </thead>
+                  <tbody className="text-foreground-secondary">
+                    <tr className="border-b border-border/50">
+                      <td className="py-2 pr-4 font-mono text-primary">TPMJS_API_URL</td>
+                      <td className="py-2 pr-4 font-mono">https://tpmjs.com</td>
+                      <td className="py-2">Base URL for the registry API</td>
+                    </tr>
+                    <tr>
+                      <td className="py-2 pr-4 font-mono text-primary">TPMJS_EXECUTOR_URL</td>
+                      <td className="py-2 pr-4 font-mono">https://executor.tpmjs.com</td>
+                      <td className="py-2">URL for the sandbox executor</td>
+                    </tr>
+                  </tbody>
+                </table>
+              </div>
+
+              <div className="mt-6">
+                <h4 className="font-semibold mb-2 text-foreground">Self-Hosted Example</h4>
+                <CodeBlock
+                  language="bash"
+                  code={`# Use your own TPMJS registry
+export TPMJS_API_URL=https://registry.mycompany.com
+export TPMJS_EXECUTOR_URL=https://executor.mycompany.com`}
+                />
+              </div>
+            </div>
+          </section>
+
+          {/* Passing API Keys */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Passing API Keys
+            </h2>
+            <p className="text-lg text-foreground-secondary mb-6">
+              Many tools require API keys (e.g., Firecrawl, Exa). The recommended approach is to
+              wrap <code className="text-primary">registryExecuteTool</code> with your
+              pre-configured keys.
+            </p>
+
+            <div className="space-y-6">
+              {/* Wrapper */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-4 text-foreground">
+                  Create a Wrapper (Recommended)
+                </h3>
+                <CodeBlock
+                  language="typescript"
+                  code={`import { tool } from 'ai';
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+
+// Pre-configure your API keys
+const API_KEYS: Record<string, string> = {
+  FIRECRAWL_API_KEY: process.env.FIRECRAWL_API_KEY!,
+  EXA_API_KEY: process.env.EXA_API_KEY!,
+};
+
+// Create a wrapped version that auto-injects keys
+export const registryExecute = tool({
+  description: registryExecuteTool.description,
+  parameters: registryExecuteTool.parameters,
+  execute: async ({ toolId, params }) => {
+    return registryExecuteTool.execute({ toolId, params, env: API_KEYS });
+  },
+});`}
+                />
+              </div>
+
+              {/* Usage */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-4 text-foreground">Use the Wrapped Tool</h3>
+                <CodeBlock
+                  language="typescript"
+                  code={`import { streamText } from 'ai';
+import { anthropic } from '@ai-sdk/anthropic';
+import { registrySearchTool } from '@tpmjs/registry-search';
+import { registryExecute } from './tools';  // Your wrapped version
+
+const result = streamText({
+  model: anthropic('claude-sonnet-4-20250514'),
+  tools: {
+    registrySearch: registrySearchTool,
+    registryExecute,  // Keys are auto-injected
+  },
+  system: \`You have access to the TPMJS tool registry.
+Use registrySearch to find tools, then registryExecute to run them.\`,
+  prompt: 'Scrape https://example.com and summarize the content',
+});`}
+                />
+              </div>
+
+              {/* How it works */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <h3 className="text-xl font-semibold mb-4 text-foreground">How It Works</h3>
+                <ol className="list-decimal list-inside space-y-2 text-foreground-secondary">
+                  <li>
+                    <code className="text-primary">registrySearch</code> returns{' '}
+                    <code className="text-primary">requiredEnvVars</code> for each tool (e.g.,{' '}
+                    <code>[&quot;FIRECRAWL_API_KEY&quot;]</code>)
+                  </li>
+                  <li>Your wrapper automatically passes all configured keys to the executor</li>
+                  <li>
+                    The executor injects matching keys as environment variables in the sandbox
+                  </li>
+                  <li>Tools without required keys work with or without the wrapper</li>
+                </ol>
+              </div>
+            </div>
+          </section>
+
+          {/* Security */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              Security
+            </h2>
+            <div className="grid grid-cols-1 sm:grid-cols-2 gap-4 md:gap-6">
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="text-2xl mb-2">🏝️</div>
+                <h3 className="font-semibold mb-2 text-foreground">Sandboxed Execution</h3>
+                <p className="text-sm text-foreground-secondary">
+                  All tools run in an isolated Deno runtime on Railway. They cannot access your
+                  local filesystem or environment.
+                </p>
+              </div>
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="text-2xl mb-2">🔐</div>
+                <h3 className="font-semibold mb-2 text-foreground">API Key Isolation</h3>
+                <p className="text-sm text-foreground-secondary">
+                  API keys are passed per-request and never stored. Each execution is stateless and
+                  isolated.
+                </p>
+              </div>
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="text-2xl mb-2">✅</div>
+                <h3 className="font-semibold mb-2 text-foreground">Registry-Only Execution</h3>
+                <p className="text-sm text-foreground-secondary">
+                  Only tools registered in TPMJS can be executed. No arbitrary code execution is
+                  possible.
+                </p>
+              </div>
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="text-2xl mb-2">🏥</div>
+                <h3 className="font-semibold mb-2 text-foreground">Health Monitoring</h3>
+                <p className="text-sm text-foreground-secondary">
+                  Every tool is continuously health-checked. Broken tools are flagged and filtered
+                  from search results.
+                </p>
+              </div>
+            </div>
+          </section>
+
+          {/* Vision & Future */}
+          <section className="mb-16">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-6 text-foreground">
+              The Vision
+            </h2>
+            <div className="prose max-w-none text-foreground-secondary text-lg space-y-4 mb-8">
+              <p>
+                We&apos;re building the{' '}
+                <span className="text-foreground font-semibold">npm for AI tools</span>. Just as npm
+                changed how developers share JavaScript packages, TPMJS aims to do the same for AI
+                agent tools—a universal ecosystem where agents discover and use tools on-demand.
+              </p>
+              <p>
+                The <code className="text-primary">registrySearch</code> and{' '}
+                <code className="text-primary">registryExecute</code> tools are just the beginning.
+                Here&apos;s what&apos;s coming:
+              </p>
+            </div>
+
+            <div className="space-y-6">
+              {/* Collections */}
+              <div className="p-6 border-2 border-primary/20 rounded-lg bg-primary/5">
+                <div className="flex items-center gap-2 mb-4">
+                  <span className="px-3 py-1 text-sm font-semibold bg-primary/20 text-primary rounded-full">
+                    Coming Soon
+                  </span>
+                  <h3 className="text-xl font-semibold text-foreground">Collections</h3>
+                </div>
+                <p className="text-foreground-secondary mb-4">
+                  Pre-configured tool bundles for specific domains. Think of them as &ldquo;skill
+                  packs&rdquo; for your AI agent.
+                </p>
+                <CodeBlock
+                  language="typescript"
+                  code={`// Future API concept
+const tools = await tpmjs.loadCollection('web-scraping');
+// Includes: scrapeTool, crawlTool, extractTool, searchTool...
+
+const tools = await tpmjs.loadCollection('data-analysis');
+// Includes: csvParser, jsonTransform, statistics, plotting...
+
+// Or create your own private collections
+const tools = await tpmjs.loadCollection('my-company/internal-tools');`}
+                />
+              </div>
+
+              {/* API Keys */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="flex items-center gap-2 mb-4">
+                  <span className="px-3 py-1 text-sm font-semibold bg-foreground-tertiary/20 text-foreground-secondary rounded-full">
+                    Planned
+                  </span>
+                  <h3 className="text-xl font-semibold text-foreground">
+                    API Keys & Rate Limiting
+                  </h3>
+                </div>
+                <p className="text-foreground-secondary">
+                  Personal API keys for authentication, usage tracking, and rate limiting.
+                  Enterprise features for teams including usage analytics and billing.
+                </p>
+              </div>
+
+              {/* Tool Versioning */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="flex items-center gap-2 mb-4">
+                  <span className="px-3 py-1 text-sm font-semibold bg-foreground-tertiary/20 text-foreground-secondary rounded-full">
+                    Planned
+                  </span>
+                  <h3 className="text-xl font-semibold text-foreground">Tool Versioning</h3>
+                </div>
+                <p className="text-foreground-secondary">
+                  Pin specific tool versions in your agent configuration. Automatic compatibility
+                  checking and migration guides when tools update.
+                </p>
+              </div>
+
+              {/* Private Registries */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="flex items-center gap-2 mb-4">
+                  <span className="px-3 py-1 text-sm font-semibold bg-foreground-tertiary/20 text-foreground-secondary rounded-full">
+                    Planned
+                  </span>
+                  <h3 className="text-xl font-semibold text-foreground">Private Registries</h3>
+                </div>
+                <p className="text-foreground-secondary">
+                  Run your own TPMJS instance for internal tools. Connect multiple registries
+                  (public + private) in a single agent. Enterprise SSO and access controls.
+                </p>
+              </div>
+
+              {/* Streaming */}
+              <div className="p-6 border border-border rounded-lg bg-surface">
+                <div className="flex items-center gap-2 mb-4">
+                  <span className="px-3 py-1 text-sm font-semibold bg-foreground-tertiary/20 text-foreground-secondary rounded-full">
+                    Planned
+                  </span>
+                  <h3 className="text-xl font-semibold text-foreground">Streaming Execution</h3>
+                </div>
+                <p className="text-foreground-secondary">
+                  Stream tool outputs for long-running operations. Real-time progress updates and
+                  partial results for better UX.
+                </p>
+              </div>
+            </div>
+          </section>
+
+          {/* CTA */}
+          <section className="text-center py-12 border border-border rounded-lg bg-surface">
+            <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+              Ready to Get Started?
+            </h2>
+            <p className="text-lg text-foreground-secondary mb-8 max-w-2xl mx-auto">
+              Give your AI agent access to thousands of tools in minutes.
+            </p>
+            <div className="flex flex-col sm:flex-row gap-4 justify-center items-center mb-8">
+              <a href="https://playground.tpmjs.com" target="_blank" rel="noopener noreferrer">
+                <Button size="lg" variant="default">
+                  Try in Playground
+                </Button>
+              </a>
+              <Link href="/tool/tool-search">
+                <Button size="lg" variant="outline">
+                  Browse Tools
+                </Button>
+              </Link>
+            </div>
+            <div className="flex flex-wrap gap-4 justify-center items-center text-sm">
+              <a
+                href="https://www.npmjs.com/package/@tpmjs/registry-search"
+                target="_blank"
+                rel="noopener noreferrer"
+                className="inline-flex items-center gap-2 px-3 py-1.5 font-medium bg-red-500/10 text-red-500 rounded-md hover:bg-red-500/20 transition-colors"
+              >
+                <svg className="w-4 h-4" viewBox="0 0 24 24" fill="currentColor">
+                  <path d="M0 7.334v8h6.666v1.332H12v-1.332h12v-8H0zm6.666 6.664H5.334v-4H3.999v4H1.335V8.667h5.331v5.331zm4 0v1.336H8.001V8.667h5.334v5.332h-2.669v-.001zm12.001 0h-1.33v-4h-1.336v4h-1.335v-4h-1.33v4h-2.671V8.667h8.002v5.331zM10.665 10H12v2.667h-1.335V10z" />
+                </svg>
+                @tpmjs/registry-search
+              </a>
+              <a
+                href="https://www.npmjs.com/package/@tpmjs/registry-execute"
+                target="_blank"
+                rel="noopener noreferrer"
+                className="inline-flex items-center gap-2 px-3 py-1.5 font-medium bg-red-500/10 text-red-500 rounded-md hover:bg-red-500/20 transition-colors"
+              >
+                <svg className="w-4 h-4" viewBox="0 0 24 24" fill="currentColor">
+                  <path d="M0 7.334v8h6.666v1.332H12v-1.332h12v-8H0zm6.666 6.664H5.334v-4H3.999v4H1.335V8.667h5.331v5.331zm4 0v1.336H8.001V8.667h5.334v5.332h-2.669v-.001zm12.001 0h-1.33v-4h-1.336v4h-1.335v-4h-1.33v4h-2.671V8.667h8.002v5.331zM10.665 10H12v2.667h-1.335V10z" />
+                </svg>
+                @tpmjs/registry-execute
+              </a>
+              <a
+                href="https://github.com/tpmjs/tpmjs/tree/main/packages/tools"
+                target="_blank"
+                rel="noopener noreferrer"
+                className="inline-flex items-center gap-2 px-3 py-1.5 font-medium bg-foreground/10 text-foreground rounded-md hover:bg-foreground/20 transition-colors"
+              >
+                <svg className="w-4 h-4" viewBox="0 0 24 24" fill="currentColor">
+                  <path d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z" />
+                </svg>
+                View on GitHub
+              </a>
+            </div>
+          </section>
+        </Container>
+      </main>
+    </div>
+  );
+}
diff --git a/apps/web/src/app/sitemap.ts b/apps/web/src/app/sitemap.ts
new file mode 100644
index 0000000..23bd2a9
--- /dev/null
+++ b/apps/web/src/app/sitemap.ts
@@ -0,0 +1,94 @@
+import { prisma } from '@tpmjs/db';
+import type { MetadataRoute } from 'next';
+
+// Force dynamic rendering to avoid database calls during build
+export const dynamic = 'force-dynamic';
+
+/**
+ * Dynamic sitemap that includes all pages and tools from the database
+ * Automatically generated by Next.js at /sitemap.xml
+ */
+export default async function sitemap(): Promise<MetadataRoute.Sitemap> {
+  const baseUrl = 'https://tpmjs.com';
+
+  // Static pages with high priority
+  const staticPages: MetadataRoute.Sitemap = [
+    {
+      url: baseUrl,
+      lastModified: new Date(),
+      changeFrequency: 'daily',
+      priority: 1,
+    },
+    {
+      url: `${baseUrl}/publish`,
+      lastModified: new Date(),
+      changeFrequency: 'monthly',
+      priority: 0.8,
+    },
+    {
+      url: `${baseUrl}/how-it-works`,
+      lastModified: new Date(),
+      changeFrequency: 'monthly',
+      priority: 0.8,
+    },
+    {
+      url: `${baseUrl}/spec`,
+      lastModified: new Date(),
+      changeFrequency: 'weekly',
+      priority: 0.7,
+    },
+    {
+      url: `${baseUrl}/sdk`,
+      lastModified: new Date(),
+      changeFrequency: 'weekly',
+      priority: 0.7,
+    },
+    {
+      url: `${baseUrl}/tool/tool-search`,
+      lastModified: new Date(),
+      changeFrequency: 'daily',
+      priority: 0.9,
+    },
+    {
+      url: `${baseUrl}/playground`,
+      lastModified: new Date(),
+      changeFrequency: 'weekly',
+      priority: 0.6,
+    },
+  ];
+
+  // Fetch all tools from database
+  // We only need package name and export name to build the URL, plus updatedAt for lastModified
+  const tools = await prisma.tool.findMany({
+    select: {
+      package: {
+        select: {
+          npmPackageName: true,
+          updatedAt: true,
+        },
+      },
+      name: true,
+      updatedAt: true,
+    },
+    orderBy: {
+      updatedAt: 'desc',
+    },
+  });
+
+  // Generate tool pages
+  // URL format: /tool/[package-name]/[export-name]
+  const toolPages: MetadataRoute.Sitemap = tools.map((tool) => {
+    // Use the more recent of package or tool update time
+    const lastModified =
+      tool.updatedAt > tool.package.updatedAt ? tool.updatedAt : tool.package.updatedAt;
+
+    return {
+      url: `${baseUrl}/tool/${tool.package.npmPackageName}/${tool.name}`,
+      lastModified,
+      changeFrequency: 'weekly' as const,
+      priority: 0.7,
+    };
+  });
+
+  return [...staticPages, ...toolPages];
+}
diff --git a/apps/web/src/app/spec/layout.tsx b/apps/web/src/app/spec/layout.tsx
new file mode 100644
index 0000000..1963179
--- /dev/null
+++ b/apps/web/src/app/spec/layout.tsx
@@ -0,0 +1,21 @@
+import type { Metadata } from 'next';
+
+export const metadata: Metadata = {
+  title: 'TPMJS Specification',
+  description:
+    'The open standard for AI tool discovery. Complete schema reference for package.json configuration.',
+  openGraph: {
+    title: 'TPMJS Specification',
+    description:
+      'The open standard for AI tool discovery. Complete schema reference for package.json configuration.',
+    images: [{ url: '/api/og/spec', width: 1200, height: 630 }],
+  },
+  twitter: {
+    card: 'summary_large_image',
+    images: ['/api/og/spec'],
+  },
+};
+
+export default function SpecLayout({ children }: { children: React.ReactNode }) {
+  return children;
+}
diff --git a/apps/web/src/app/spec/page.tsx b/apps/web/src/app/spec/page.tsx
new file mode 100644
index 0000000..923b180
--- /dev/null
+++ b/apps/web/src/app/spec/page.tsx
@@ -0,0 +1,433 @@
+'use client';
+
+import { TPMJS_CATEGORIES } from '@tpmjs/types/tpmjs';
+import { Badge } from '@tpmjs/ui/Badge/Badge';
+import { CodeBlock } from '@tpmjs/ui/CodeBlock/CodeBlock';
+import { Container } from '@tpmjs/ui/Container/Container';
+import { useState } from 'react';
+import { AppHeader } from '~/components/AppHeader';
+
+type ViewMode = 'spec' | 'example';
+
+const MINIMAL_EXAMPLE = `{
+  "name": "@yourname/my-tool",
+  "version": "1.0.0",
+  "keywords": ["tpmjs"],
+  "tpmjs": {
+    "category": "text-analysis"
+  }
+}`;
+
+const FULL_EXAMPLE = `{
+  "name": "@acme/sentiment-analyzer",
+  "version": "2.1.0",
+  "description": "Advanced sentiment analysis with emotion detection and confidence scoring",
+  "keywords": ["tpmjs", "sentiment", "nlp", "ai-tool"],
+  "main": "dist/index.js",
+  "types": "dist/index.d.ts",
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/acme/sentiment-analyzer"
+  },
+  "tpmjs": {
+    "category": "text-analysis",
+    "frameworks": ["vercel-ai", "langchain"],
+    "env": [
+      {
+        "name": "OPENAI_API_KEY",
+        "description": "OpenAI API key for advanced analysis",
+        "required": true
+      },
+      {
+        "name": "SENTIMENT_MODEL",
+        "description": "Model variant to use (default: gpt-4)",
+        "required": false
+      }
+    ],
+    "tools": [
+      {
+        "name": "analyzeSentiment",
+        "description": "Analyze text sentiment with emotion breakdown"
+      },
+      {
+        "name": "batchAnalyze",
+        "description": "Analyze multiple texts in parallel"
+      },
+      {
+        "name": "compareSentiments",
+        "description": "Compare sentiment between two texts"
+      }
+    ]
+  }
+}`;
+
+const TOOL_CODE_EXAMPLE = `import { tool } from 'ai';
+import { z } from 'zod';
+
+export const analyzeSentiment = tool({
+  description: 'Analyze text sentiment with emotion breakdown',
+  parameters: z.object({
+    text: z.string().describe('The text to analyze'),
+    language: z.string().optional().describe('ISO language code'),
+    includeEmotions: z.boolean().default(true).describe('Include emotion breakdown'),
+  }),
+  execute: async ({ text, language, includeEmotions }) => {
+    // Your implementation here
+    return {
+      sentiment: 'positive',
+      confidence: 0.92,
+      emotions: includeEmotions ? {
+        joy: 0.7,
+        trust: 0.2,
+        anticipation: 0.1,
+      } : undefined,
+    };
+  },
+});
+
+export const batchAnalyze = tool({
+  description: 'Analyze multiple texts in parallel',
+  parameters: z.object({
+    texts: z.array(z.string()).describe('Array of texts to analyze'),
+  }),
+  execute: async ({ texts }) => {
+    // Batch implementation
+    return texts.map(text => ({ text, sentiment: 'neutral' }));
+  },
+});`;
+
+export default function SpecPage(): React.ReactElement {
+  const [view, setView] = useState<ViewMode>('spec');
+
+  return (
+    <div className="min-h-screen flex flex-col bg-background">
+      <AppHeader />
+
+      <main className="flex-1">
+        {/* Hero */}
+        <div className="border-b border-border bg-gradient-to-b from-surface to-background">
+          <Container size="xl" padding="lg" className="py-16">
+            <div className="flex flex-col md:flex-row md:items-end md:justify-between gap-6">
+              <div>
+                <div className="flex items-center gap-3 mb-4">
+                  <Badge variant="outline" size="lg">
+                    v1.0
+                  </Badge>
+                  <span className="text-foreground-tertiary font-mono text-sm">package.json</span>
+                </div>
+                <h1 className="text-3xl sm:text-4xl md:text-5xl font-bold text-foreground tracking-tight">
+                  TPMJS Specification
+                </h1>
+              </div>
+
+              {/* View Toggle */}
+              <div className="flex gap-1 p-1 bg-surface rounded-lg border border-border">
+                <button
+                  type="button"
+                  onClick={() => setView('spec')}
+                  className={`px-4 py-2 rounded-md text-sm font-medium transition-colors ${
+                    view === 'spec'
+                      ? 'bg-foreground text-background'
+                      : 'text-foreground-secondary hover:text-foreground'
+                  }`}
+                >
+                  Specification
+                </button>
+                <button
+                  type="button"
+                  onClick={() => setView('example')}
+                  className={`px-4 py-2 rounded-md text-sm font-medium transition-colors ${
+                    view === 'example'
+                      ? 'bg-foreground text-background'
+                      : 'text-foreground-secondary hover:text-foreground'
+                  }`}
+                >
+                  Full Example
+                </button>
+              </div>
+            </div>
+          </Container>
+        </div>
+
+        {/* Content */}
+        <Container size="xl" padding="lg" className="py-12">
+          {view === 'spec' ? <SpecificationView /> : <ExampleView />}
+        </Container>
+      </main>
+    </div>
+  );
+}
+
+function SpecificationView(): React.ReactElement {
+  return (
+    <div className="grid grid-cols-1 lg:grid-cols-12 gap-8">
+      {/* Main Content */}
+      <div className="lg:col-span-8 space-y-12">
+        {/* Minimal Required */}
+        <section>
+          <div className="flex items-center gap-3 mb-6">
+            <div className="w-8 h-8 rounded-full bg-green-500/20 flex items-center justify-center">
+              <span className="text-green-400 text-sm font-bold">1</span>
+            </div>
+            <h2 className="text-xl font-bold text-foreground">Minimal Configuration</h2>
+          </div>
+          <p className="text-foreground-secondary mb-4">
+            Add the <code className="text-foreground bg-surface px-1.5 py-0.5 rounded">tpmjs</code>{' '}
+            keyword and field to your package.json. Tools are auto-discovered from your exports.
+          </p>
+          <CodeBlock language="json" code={MINIMAL_EXAMPLE} showCopy />
+        </section>
+
+        {/* Category Field */}
+        <section>
+          <div className="flex items-center gap-3 mb-6">
+            <div className="w-8 h-8 rounded-full bg-red-500/20 flex items-center justify-center">
+              <span className="text-red-400 text-sm font-bold">*</span>
+            </div>
+            <h2 className="text-xl font-bold text-foreground">
+              category <span className="text-red-400 font-normal text-sm">(required)</span>
+            </h2>
+          </div>
+          <p className="text-foreground-secondary mb-4">
+            One of the following predefined categories:
+          </p>
+          <div className="flex flex-wrap gap-2">
+            {TPMJS_CATEGORIES.map((cat) => (
+              <code
+                key={cat}
+                className="px-3 py-1.5 rounded bg-surface border border-border text-sm text-foreground font-mono"
+              >
+                {cat}
+              </code>
+            ))}
+          </div>
+        </section>
+
+        {/* Tools Array */}
+        <section>
+          <div className="flex items-center gap-3 mb-6">
+            <div className="w-8 h-8 rounded-full bg-blue-500/20 flex items-center justify-center">
+              <span className="text-blue-400 text-sm font-bold">?</span>
+            </div>
+            <h2 className="text-xl font-bold text-foreground">
+              tools <span className="text-foreground-tertiary font-normal text-sm">(optional)</span>
+            </h2>
+          </div>
+          <p className="text-foreground-secondary mb-4">
+            Explicit tool definitions. If omitted, tools are auto-discovered from your exports.
+          </p>
+          <CodeBlock
+            language="json"
+            code={`"tools": [
+  {
+    "name": "functionName",        // Export name (required)
+    "description": "What it does"  // Optional, auto-extracted if omitted
+  }
+]`}
+            showCopy
+          />
+        </section>
+
+        {/* Env Array */}
+        <section>
+          <div className="flex items-center gap-3 mb-6">
+            <div className="w-8 h-8 rounded-full bg-amber-500/20 flex items-center justify-center">
+              <span className="text-amber-400 text-sm font-bold">?</span>
+            </div>
+            <h2 className="text-xl font-bold text-foreground">
+              env <span className="text-foreground-tertiary font-normal text-sm">(optional)</span>
+            </h2>
+          </div>
+          <p className="text-foreground-secondary mb-4">
+            Environment variables required by your tools:
+          </p>
+          <CodeBlock
+            language="json"
+            code={`"env": [
+  {
+    "name": "API_KEY",              // Variable name (required)
+    "description": "Your API key",  // What it's for (required)
+    "required": true                // Default: true
+  }
+]`}
+            showCopy
+          />
+        </section>
+
+        {/* Frameworks Array */}
+        <section>
+          <div className="flex items-center gap-3 mb-6">
+            <div className="w-8 h-8 rounded-full bg-purple-500/20 flex items-center justify-center">
+              <span className="text-purple-400 text-sm font-bold">?</span>
+            </div>
+            <h2 className="text-xl font-bold text-foreground">
+              frameworks{' '}
+              <span className="text-foreground-tertiary font-normal text-sm">(optional)</span>
+            </h2>
+          </div>
+          <p className="text-foreground-secondary mb-4">Compatible AI frameworks:</p>
+          <div className="flex flex-wrap gap-2">
+            {['vercel-ai', 'langchain', 'llamaindex', 'haystack', 'semantic-kernel'].map((fw) => (
+              <code
+                key={fw}
+                className="px-3 py-1.5 rounded bg-surface border border-border text-sm text-foreground font-mono"
+              >
+                {fw}
+              </code>
+            ))}
+          </div>
+        </section>
+      </div>
+
+      {/* Sidebar - Schema Reference */}
+      <aside className="lg:col-span-4">
+        <div className="sticky top-8 space-y-6">
+          <div className="p-6 rounded-xl border border-border bg-surface">
+            <h3 className="text-sm font-bold text-foreground uppercase tracking-wider mb-4">
+              Schema Reference
+            </h3>
+            <div className="space-y-3 font-mono text-sm">
+              <div className="flex justify-between">
+                <span className="text-foreground">category</span>
+                <span className="text-red-400">required</span>
+              </div>
+              <div className="flex justify-between">
+                <span className="text-foreground-secondary">tools[]</span>
+                <span className="text-foreground-tertiary">optional</span>
+              </div>
+              <div className="flex justify-between">
+                <span className="text-foreground-secondary">├─ name</span>
+                <span className="text-foreground-tertiary">string</span>
+              </div>
+              <div className="flex justify-between">
+                <span className="text-foreground-secondary">└─ description</span>
+                <span className="text-foreground-tertiary">string</span>
+              </div>
+              <div className="flex justify-between">
+                <span className="text-foreground-secondary">env[]</span>
+                <span className="text-foreground-tertiary">optional</span>
+              </div>
+              <div className="flex justify-between">
+                <span className="text-foreground-secondary">├─ name</span>
+                <span className="text-foreground-tertiary">string</span>
+              </div>
+              <div className="flex justify-between">
+                <span className="text-foreground-secondary">├─ description</span>
+                <span className="text-foreground-tertiary">string</span>
+              </div>
+              <div className="flex justify-between">
+                <span className="text-foreground-secondary">└─ required</span>
+                <span className="text-foreground-tertiary">boolean</span>
+              </div>
+              <div className="flex justify-between">
+                <span className="text-foreground-secondary">frameworks[]</span>
+                <span className="text-foreground-tertiary">optional</span>
+              </div>
+            </div>
+          </div>
+
+          <div className="p-6 rounded-xl border border-cyan-500/30 bg-cyan-500/5">
+            <h3 className="text-sm font-bold text-cyan-400 uppercase tracking-wider mb-3">
+              Auto-Extracted
+            </h3>
+            <p className="text-sm text-foreground-secondary mb-3">
+              These fields are automatically extracted from your tool code:
+            </p>
+            <ul className="space-y-2 text-sm text-foreground-secondary font-mono">
+              <li>• inputSchema</li>
+              <li>• parameters</li>
+              <li>• description</li>
+            </ul>
+          </div>
+        </div>
+      </aside>
+    </div>
+  );
+}
+
+function ExampleView(): React.ReactElement {
+  return (
+    <div className="space-y-12">
+      {/* Package.json Example */}
+      <section>
+        <div className="flex items-center gap-3 mb-6">
+          <div className="w-10 h-10 rounded-lg bg-gradient-to-br from-amber-500 to-orange-600 flex items-center justify-center">
+            <span className="text-white text-lg">📦</span>
+          </div>
+          <div>
+            <h2 className="text-2xl font-bold text-foreground">package.json</h2>
+            <p className="text-foreground-tertiary text-sm">Complete TPMJS configuration</p>
+          </div>
+        </div>
+        <div className="rounded-xl border border-border overflow-hidden">
+          <div className="bg-surface px-4 py-2 border-b border-border flex items-center gap-2">
+            <div className="flex gap-1.5">
+              <div className="w-3 h-3 rounded-full bg-red-500/50" />
+              <div className="w-3 h-3 rounded-full bg-yellow-500/50" />
+              <div className="w-3 h-3 rounded-full bg-green-500/50" />
+            </div>
+            <span className="text-foreground-tertiary text-sm font-mono ml-2">package.json</span>
+          </div>
+          <CodeBlock language="json" code={FULL_EXAMPLE} showCopy className="rounded-none" />
+        </div>
+      </section>
+
+      {/* Tool Code Example */}
+      <section>
+        <div className="flex items-center gap-3 mb-6">
+          <div className="w-10 h-10 rounded-lg bg-gradient-to-br from-blue-500 to-cyan-600 flex items-center justify-center">
+            <span className="text-white text-lg">⚡</span>
+          </div>
+          <div>
+            <h2 className="text-2xl font-bold text-foreground">src/index.ts</h2>
+            <p className="text-foreground-tertiary text-sm">
+              Tool implementation with Vercel AI SDK
+            </p>
+          </div>
+        </div>
+        <div className="rounded-xl border border-border overflow-hidden">
+          <div className="bg-surface px-4 py-2 border-b border-border flex items-center gap-2">
+            <div className="flex gap-1.5">
+              <div className="w-3 h-3 rounded-full bg-red-500/50" />
+              <div className="w-3 h-3 rounded-full bg-yellow-500/50" />
+              <div className="w-3 h-3 rounded-full bg-green-500/50" />
+            </div>
+            <span className="text-foreground-tertiary text-sm font-mono ml-2">src/index.ts</span>
+          </div>
+          <CodeBlock
+            language="typescript"
+            code={TOOL_CODE_EXAMPLE}
+            showCopy
+            className="rounded-none"
+          />
+        </div>
+      </section>
+
+      {/* What Happens */}
+      <section className="grid grid-cols-1 md:grid-cols-3 gap-6">
+        <div className="p-6 rounded-xl border border-border bg-surface">
+          <div className="text-3xl mb-4">1️⃣</div>
+          <h3 className="font-bold text-foreground mb-2">Publish to npm</h3>
+          <p className="text-sm text-foreground-secondary">
+            Run <code className="text-foreground bg-background px-1 rounded">npm publish</code> to
+            publish your package
+          </p>
+        </div>
+        <div className="p-6 rounded-xl border border-border bg-surface">
+          <div className="text-3xl mb-4">2️⃣</div>
+          <h3 className="font-bold text-foreground mb-2">Auto-Discovery</h3>
+          <p className="text-sm text-foreground-secondary">
+            TPMJS detects your package and extracts tool schemas automatically
+          </p>
+        </div>
+        <div className="p-6 rounded-xl border border-border bg-surface">
+          <div className="text-3xl mb-4">3️⃣</div>
+          <h3 className="font-bold text-foreground mb-2">Live on Registry</h3>
+          <p className="text-sm text-foreground-secondary">
+            Your tools appear on tpmjs.com, searchable by AI agents
+          </p>
+        </div>
+      </section>
+    </div>
+  );
+}
diff --git a/apps/web/src/app/stats/layout.tsx b/apps/web/src/app/stats/layout.tsx
new file mode 100644
index 0000000..e2a92d1
--- /dev/null
+++ b/apps/web/src/app/stats/layout.tsx
@@ -0,0 +1,21 @@
+import type { Metadata } from 'next';
+
+export const metadata: Metadata = {
+  title: 'Registry Statistics | TPMJS',
+  description:
+    'Real-time metrics and analytics for the TPMJS tool registry. View tool counts, health status, execution statistics, and more.',
+  openGraph: {
+    title: 'Registry Statistics | TPMJS',
+    description:
+      'Real-time metrics and analytics for the TPMJS tool registry. View tool counts, health status, execution statistics, and more.',
+    images: [{ url: '/api/og/stats', width: 1200, height: 630 }],
+  },
+  twitter: {
+    card: 'summary_large_image',
+    images: ['/api/og/stats'],
+  },
+};
+
+export default function StatsLayout({ children }: { children: React.ReactNode }) {
+  return children;
+}
diff --git a/apps/web/src/app/stats/page.tsx b/apps/web/src/app/stats/page.tsx
new file mode 100644
index 0000000..9821c34
--- /dev/null
+++ b/apps/web/src/app/stats/page.tsx
@@ -0,0 +1,593 @@
+'use client';
+
+import { useEffect, useState } from 'react';
+import { AnimatedCounter } from '~/components/stats/AnimatedCounter';
+import { AreaChart } from '~/components/stats/AreaChart';
+import { BarChart } from '~/components/stats/BarChart';
+import { DonutChart } from '~/components/stats/DonutChart';
+
+interface StatsData {
+  overview: {
+    totalTools: number;
+    totalPackages: number;
+    officialTools: number;
+    officialPackages: number;
+    toolsWithExtractedSchema: number;
+    totalNpmDownloads: number;
+    totalGithubStars: number;
+  };
+  health: {
+    import: { healthy: number; broken: number; unknown: number };
+    execution: { healthy: number; broken: number; unknown: number };
+    healthChecksLast24h: number;
+    healthChecksLast7d: number;
+  };
+  quality: {
+    distribution: Record<string, number>;
+  };
+  categories: Record<string, number>;
+  tiers: { minimal: number; rich: number };
+  recentActivity: {
+    toolsAddedLast24h: number;
+    toolsAddedLast7d: number;
+    toolsAddedLast30d: number;
+    packagesAddedLast7d: number;
+  };
+  executions: {
+    total: number;
+    successful: number;
+    failed: number;
+    successRate: string;
+    last24h: number;
+    last7d: number;
+    timing: {
+      avgMs: number | null;
+      minMs: number | null;
+      maxMs: number | null;
+    };
+  };
+  tokens: {
+    totalRecorded: number;
+    totals: {
+      inputTokens: number;
+      outputTokens: number;
+      totalTokens: number;
+      estimatedCostUsd: string;
+    };
+    averages: {
+      tokensPerExecution: number | null;
+      costPerExecutionUsd: string | null;
+    };
+  };
+  sync: {
+    status: Record<string, unknown>;
+    recentOperations: Array<{
+      source: string;
+      status: string;
+      processed: number;
+      skipped: number;
+      errors: number;
+      timestamp: string;
+      durationMs: number | null;
+    }>;
+  };
+}
+
+interface ExecutionsData {
+  overview: {
+    total: number;
+    successful: number;
+    failed: number;
+    timeout: number;
+    successRate: string;
+  };
+  activity: {
+    last24h: number;
+    last7d: number;
+    last30d: number;
+  };
+  timing: {
+    avgMs: number | null;
+    minMs: number | null;
+    maxMs: number | null;
+    p50Ms: number | null;
+    p95Ms: number | null;
+  };
+  trends: {
+    hourly: Array<{ hour: string; count: number; successCount: number; errorCount: number }>;
+    daily: Array<{ date: string; count: number; successCount: number; errorCount: number }>;
+  };
+}
+
+interface StatsSnapshot {
+  id: string;
+  date: string;
+  totalTools: number;
+  totalPackages: number;
+  totalNpmDownloads: number;
+  totalGithubStars: number;
+  importHealthy: number;
+  importBroken: number;
+  executionHealthy: number;
+  executionBroken: number;
+  executionsTotal: number;
+  executionsSuccessful: number;
+  executionsFailed: number;
+  tokensTotal: number;
+}
+
+const QUALITY_COLORS: Record<string, string> = {
+  excellent: '#22c55e',
+  high: '#84cc16',
+  medium: '#eab308',
+  'medium-low': '#f97316',
+  low: '#ef4444',
+  unscored: '#6b7280',
+};
+
+const HEALTH_COLORS = {
+  healthy: '#22c55e',
+  broken: '#ef4444',
+  unknown: '#6b7280',
+};
+
+const TIER_COLORS = {
+  rich: '#8b5cf6',
+  minimal: '#06b6d4',
+};
+
+export default function StatsPage() {
+  const [stats, setStats] = useState<StatsData | null>(null);
+  const [executions, setExecutions] = useState<ExecutionsData | null>(null);
+  const [history, setHistory] = useState<StatsSnapshot[]>([]);
+  const [loading, setLoading] = useState(true);
+  const [error, setError] = useState<string | null>(null);
+
+  useEffect(() => {
+    async function fetchData() {
+      try {
+        const [statsRes, execRes, historyRes] = await Promise.all([
+          fetch('/api/stats'),
+          fetch('/api/stats/executions'),
+          fetch('/api/sync/stats-snapshot?days=90'),
+        ]);
+
+        if (!statsRes.ok || !execRes.ok) {
+          throw new Error('Failed to fetch stats');
+        }
+
+        const statsJson = await statsRes.json();
+        const execJson = await execRes.json();
+        const historyJson = await historyRes.json();
+
+        if (statsJson.success) {
+          setStats(statsJson.data);
+        }
+        if (execJson.success) {
+          setExecutions(execJson.data);
+        }
+        if (historyJson.success && historyJson.data?.snapshots) {
+          setHistory(historyJson.data.snapshots);
+        }
+      } catch (err) {
+        setError(err instanceof Error ? err.message : 'Unknown error');
+      } finally {
+        setLoading(false);
+      }
+    }
+
+    fetchData();
+  }, []);
+
+  if (loading) {
+    return (
+      <div className="min-h-screen bg-background flex items-center justify-center">
+        <div className="flex flex-col items-center gap-4">
+          <div className="w-12 h-12 border-4 border-primary border-t-transparent rounded-full animate-spin" />
+          <p className="text-foreground-secondary animate-pulse">Loading statistics...</p>
+        </div>
+      </div>
+    );
+  }
+
+  if (error || !stats) {
+    return (
+      <div className="min-h-screen bg-background flex items-center justify-center">
+        <div className="text-center">
+          <h2 className="text-xl font-semibold text-error mb-2">Failed to load statistics</h2>
+          <p className="text-foreground-secondary">{error || 'Unknown error'}</p>
+        </div>
+      </div>
+    );
+  }
+
+  // Prepare chart data
+  const qualityData = Object.entries(stats.quality.distribution)
+    .filter(([bucket]) => bucket !== 'unscored')
+    .map(([bucket, count]) => ({
+      label: bucket.charAt(0).toUpperCase() + bucket.slice(1).replace('-', ' '),
+      value: count,
+      color: QUALITY_COLORS[bucket] || '#6b7280',
+    }));
+
+  const importHealthData = [
+    { label: 'Healthy', value: stats.health.import.healthy, color: HEALTH_COLORS.healthy },
+    { label: 'Broken', value: stats.health.import.broken, color: HEALTH_COLORS.broken },
+    { label: 'Unknown', value: stats.health.import.unknown, color: HEALTH_COLORS.unknown },
+  ].filter((d) => d.value > 0);
+
+  const executionHealthData = [
+    { label: 'Healthy', value: stats.health.execution.healthy, color: HEALTH_COLORS.healthy },
+    { label: 'Broken', value: stats.health.execution.broken, color: HEALTH_COLORS.broken },
+    { label: 'Unknown', value: stats.health.execution.unknown, color: HEALTH_COLORS.unknown },
+  ].filter((d) => d.value > 0);
+
+  const tierData = [
+    { label: 'Rich', value: stats.tiers.rich, color: TIER_COLORS.rich },
+    { label: 'Minimal', value: stats.tiers.minimal, color: TIER_COLORS.minimal },
+  ].filter((d) => d.value > 0);
+
+  const categoryData = Object.entries(stats.categories)
+    .sort(([, a], [, b]) => b - a)
+    .slice(0, 10)
+    .map(([label, value]) => ({ label, value }));
+
+  // Prepare execution trend data
+  const dailyTrendData =
+    executions?.trends?.daily?.map((d) => ({
+      date: d.date,
+      value: d.successCount,
+      secondaryValue: d.errorCount,
+    })) || [];
+
+  return (
+    <div className="min-h-screen bg-background">
+      {/* Header */}
+      <div className="bg-surface-secondary border-b border-border">
+        <div className="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
+          <h1 className="text-3xl font-bold text-foreground">Registry Statistics</h1>
+          <p className="mt-2 text-foreground-secondary">
+            Real-time metrics and analytics for the TPMJS tool registry
+          </p>
+        </div>
+      </div>
+
+      <div className="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8 space-y-8">
+        {/* Overview Cards */}
+        <section>
+          <h2 className="text-xl font-semibold text-foreground mb-4">Overview</h2>
+          <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+            <StatCard
+              label="Total Tools"
+              value={stats.overview.totalTools}
+              icon="🔧"
+              color="text-primary"
+            />
+            <StatCard
+              label="Total Packages"
+              value={stats.overview.totalPackages}
+              icon="📦"
+              color="text-success"
+            />
+            <StatCard
+              label="NPM Downloads"
+              value={stats.overview.totalNpmDownloads}
+              icon="📥"
+              color="text-warning"
+              suffix="/mo"
+            />
+            <StatCard
+              label="GitHub Stars"
+              value={stats.overview.totalGithubStars}
+              icon="⭐"
+              color="text-accent"
+            />
+          </div>
+        </section>
+
+        {/* Recent Activity */}
+        <section>
+          <h2 className="text-xl font-semibold text-foreground mb-4">Recent Activity</h2>
+          <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+            <StatCard
+              label="Tools (24h)"
+              value={stats.recentActivity.toolsAddedLast24h}
+              prefix="+"
+              color="text-success"
+            />
+            <StatCard
+              label="Tools (7d)"
+              value={stats.recentActivity.toolsAddedLast7d}
+              prefix="+"
+              color="text-success"
+            />
+            <StatCard
+              label="Tools (30d)"
+              value={stats.recentActivity.toolsAddedLast30d}
+              prefix="+"
+              color="text-success"
+            />
+            <StatCard
+              label="Packages (7d)"
+              value={stats.recentActivity.packagesAddedLast7d}
+              prefix="+"
+              color="text-primary"
+            />
+          </div>
+        </section>
+
+        {/* Historical Trends */}
+        {history.length > 0 && (
+          <section>
+            <h2 className="text-xl font-semibold text-foreground mb-4">Historical Trends</h2>
+            <div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
+              <ChartCard title="Tools & Packages Over Time">
+                <AreaChart
+                  data={history.map((s) => ({
+                    date: s.date,
+                    value: s.totalTools,
+                    secondaryValue: s.totalPackages,
+                  }))}
+                  width={500}
+                  height={250}
+                  showSecondary
+                  labels={{ primary: 'Tools', secondary: 'Packages' }}
+                  color="#2563eb"
+                  secondaryColor="#22c55e"
+                />
+              </ChartCard>
+              <ChartCard title="Health Status Over Time">
+                <AreaChart
+                  data={history.map((s) => ({
+                    date: s.date,
+                    value: s.importHealthy + s.executionHealthy,
+                    secondaryValue: s.importBroken + s.executionBroken,
+                  }))}
+                  width={500}
+                  height={250}
+                  showSecondary
+                  labels={{ primary: 'Healthy', secondary: 'Broken' }}
+                  color="#22c55e"
+                  secondaryColor="#ef4444"
+                />
+              </ChartCard>
+              <ChartCard title="Daily Executions Over Time">
+                <AreaChart
+                  data={history.map((s) => ({
+                    date: s.date,
+                    value: s.executionsSuccessful,
+                    secondaryValue: s.executionsFailed,
+                  }))}
+                  width={500}
+                  height={250}
+                  showSecondary
+                  labels={{ primary: 'Successful', secondary: 'Failed' }}
+                  color="#22c55e"
+                  secondaryColor="#ef4444"
+                />
+              </ChartCard>
+              <ChartCard title="NPM Downloads Over Time">
+                <AreaChart
+                  data={history.map((s) => ({
+                    date: s.date,
+                    value: s.totalNpmDownloads,
+                  }))}
+                  width={500}
+                  height={250}
+                  color="#f97316"
+                  showArea
+                />
+              </ChartCard>
+            </div>
+          </section>
+        )}
+
+        {/* Health & Quality Charts */}
+        <section>
+          <h2 className="text-xl font-semibold text-foreground mb-4">Health & Quality</h2>
+          <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-6">
+            <ChartCard title="Import Health">
+              <DonutChart
+                data={importHealthData}
+                size={180}
+                centerValue={stats.health.import.healthy}
+                centerLabel="Healthy"
+              />
+            </ChartCard>
+            <ChartCard title="Execution Health">
+              <DonutChart
+                data={executionHealthData}
+                size={180}
+                centerValue={stats.health.execution.healthy}
+                centerLabel="Healthy"
+              />
+            </ChartCard>
+            <ChartCard title="Quality Distribution">
+              <DonutChart
+                data={qualityData}
+                size={180}
+                centerValue={qualityData.reduce((sum, d) => sum + d.value, 0)}
+                centerLabel="Scored"
+              />
+            </ChartCard>
+            <ChartCard title="Package Tiers">
+              <DonutChart
+                data={tierData}
+                size={180}
+                centerValue={stats.tiers.rich}
+                centerLabel="Rich"
+              />
+            </ChartCard>
+          </div>
+        </section>
+
+        {/* Execution Stats */}
+        <section>
+          <h2 className="text-xl font-semibold text-foreground mb-4">Execution Statistics</h2>
+          <div className="grid grid-cols-2 md:grid-cols-5 gap-4 mb-6">
+            <StatCard
+              label="Total Executions"
+              value={stats.executions.total}
+              icon="▶️"
+              color="text-primary"
+            />
+            <StatCard
+              label="Successful"
+              value={stats.executions.successful}
+              icon="✅"
+              color="text-success"
+            />
+            <StatCard label="Failed" value={stats.executions.failed} icon="❌" color="text-error" />
+            <StatCard
+              label="Success Rate"
+              value={Number.parseFloat(stats.executions.successRate)}
+              suffix="%"
+              decimals={1}
+              color="text-success"
+            />
+            <StatCard
+              label="Avg Time"
+              value={stats.executions.timing.avgMs || 0}
+              suffix="ms"
+              color="text-foreground-secondary"
+            />
+          </div>
+
+          {dailyTrendData.length > 0 && (
+            <ChartCard title="Daily Execution Trends (Last 30 Days)">
+              <AreaChart
+                data={dailyTrendData}
+                width={800}
+                height={300}
+                showSecondary
+                labels={{ primary: 'Successful', secondary: 'Errors' }}
+                color="#22c55e"
+                secondaryColor="#ef4444"
+              />
+            </ChartCard>
+          )}
+        </section>
+
+        {/* Token Usage */}
+        <section>
+          <h2 className="text-xl font-semibold text-foreground mb-4">Token Usage</h2>
+          <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+            <StatCard
+              label="Total Tokens"
+              value={stats.tokens.totals.totalTokens}
+              icon="🪙"
+              color="text-accent"
+            />
+            <StatCard
+              label="Input Tokens"
+              value={stats.tokens.totals.inputTokens}
+              color="text-primary"
+            />
+            <StatCard
+              label="Output Tokens"
+              value={stats.tokens.totals.outputTokens}
+              color="text-success"
+            />
+            <StatCard
+              label="Est. Cost"
+              value={Number.parseFloat(stats.tokens.totals.estimatedCostUsd)}
+              prefix="$"
+              decimals={2}
+              color="text-warning"
+            />
+          </div>
+        </section>
+
+        {/* Categories */}
+        <section>
+          <h2 className="text-xl font-semibold text-foreground mb-4">Top Categories</h2>
+          <ChartCard>
+            <BarChart data={categoryData} width={600} height={400} horizontal showValues />
+          </ChartCard>
+        </section>
+
+        {/* Sync Status */}
+        <section>
+          <h2 className="text-xl font-semibold text-foreground mb-4">Sync Operations</h2>
+          <div className="bg-surface border border-border rounded-xl p-6">
+            <div className="space-y-4">
+              {stats.sync.recentOperations.slice(0, 5).map((op, i) => (
+                <div
+                  key={i}
+                  className="flex items-center justify-between p-3 bg-surface-secondary rounded-lg"
+                >
+                  <div className="flex items-center gap-3">
+                    <span
+                      className={`w-2 h-2 rounded-full ${
+                        op.status === 'success'
+                          ? 'bg-success'
+                          : op.status === 'partial'
+                            ? 'bg-warning'
+                            : 'bg-error'
+                      }`}
+                    />
+                    <span className="font-medium text-foreground capitalize">{op.source}</span>
+                    <span className="text-foreground-tertiary text-sm">
+                      {new Date(op.timestamp).toLocaleString()}
+                    </span>
+                  </div>
+                  <div className="flex items-center gap-4 text-sm">
+                    <span className="text-success">+{op.processed} processed</span>
+                    {op.skipped > 0 && (
+                      <span className="text-foreground-tertiary">{op.skipped} skipped</span>
+                    )}
+                    {op.errors > 0 && <span className="text-error">{op.errors} errors</span>}
+                    {op.durationMs && (
+                      <span className="text-foreground-tertiary">{op.durationMs}ms</span>
+                    )}
+                  </div>
+                </div>
+              ))}
+            </div>
+          </div>
+        </section>
+      </div>
+    </div>
+  );
+}
+
+// Stat Card Component
+function StatCard({
+  label,
+  value,
+  icon,
+  prefix = '',
+  suffix = '',
+  decimals = 0,
+  color = 'text-foreground',
+}: {
+  label: string;
+  value: number;
+  icon?: string;
+  prefix?: string;
+  suffix?: string;
+  decimals?: number;
+  color?: string;
+}) {
+  return (
+    <div className="bg-surface border border-border rounded-xl p-4 hover:border-border-hover transition-colors">
+      <div className="flex items-center gap-2 mb-2">
+        {icon && <span className="text-lg">{icon}</span>}
+        <span className="text-sm text-foreground-secondary">{label}</span>
+      </div>
+      <div className={`text-2xl font-bold ${color}`}>
+        <AnimatedCounter value={value} prefix={prefix} suffix={suffix} decimals={decimals} />
+      </div>
+    </div>
+  );
+}
+
+// Chart Card Wrapper
+function ChartCard({ title, children }: { title?: string; children: React.ReactNode }) {
+  return (
+    <div className="bg-surface border border-border rounded-xl p-6">
+      {title && <h4 className="text-sm font-semibold text-foreground mb-4">{title}</h4>}
+      <div className="flex justify-center">{children}</div>
+    </div>
+  );
+}
diff --git a/apps/web/src/app/terms/page.tsx b/apps/web/src/app/terms/page.tsx
new file mode 100644
index 0000000..acaa9bd
--- /dev/null
+++ b/apps/web/src/app/terms/page.tsx
@@ -0,0 +1,488 @@
+import { Container } from '@tpmjs/ui/Container/Container';
+import Link from 'next/link';
+import { AppHeader } from '~/components/AppHeader';
+
+export const metadata = {
+  title: 'Terms of Service | TPMJS',
+  description: 'Terms of Service for TPMJS - the registry and execution platform for AI tools',
+  openGraph: {
+    title: 'Terms of Service | TPMJS',
+    description: 'Terms of Service for TPMJS - the registry and execution platform for AI tools',
+    images: [{ url: '/api/og/terms', width: 1200, height: 630 }],
+  },
+  twitter: {
+    card: 'summary_large_image' as const,
+    images: ['/api/og/terms'],
+  },
+};
+
+export default function TermsPage(): React.ReactElement {
+  return (
+    <div className="min-h-screen flex flex-col bg-background">
+      <AppHeader />
+
+      <main className="flex-1 py-16">
+        <Container size="lg" padding="lg">
+          {/* Header */}
+          <div className="mb-12">
+            <h1 className="text-2xl sm:text-3xl md:text-4xl lg:text-5xl font-bold mb-4 text-foreground">
+              Terms of Service
+            </h1>
+            <p className="text-lg text-foreground-secondary">Last updated: December 2024</p>
+          </div>
+
+          {/* Content */}
+          <div className="prose prose-invert max-w-none">
+            {/* 1. Introduction */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                1. Introduction
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p>
+                  Welcome to TPMJS (Tool Package Manager for JavaScript). By accessing or using
+                  tpmjs.com (the &quot;Service&quot;), you agree to be bound by these Terms of
+                  Service (&quot;Terms&quot;). If you do not agree to these Terms, please do not use
+                  the Service.
+                </p>
+                <p>
+                  TPMJS is a registry and execution platform for AI tools that automatically
+                  discovers, catalogs, and enables the execution of tools published to the npm
+                  ecosystem.
+                </p>
+              </div>
+            </section>
+
+            {/* 2. Service Description */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                2. Service Description
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p>TPMJS provides the following services:</p>
+                <ul className="list-disc pl-4 sm:pl-6 space-y-2">
+                  <li>
+                    Automatic discovery and indexing of npm packages with the{' '}
+                    <code className="text-foreground bg-surface px-2 py-1 rounded">tpmjs</code>{' '}
+                    keyword
+                  </li>
+                  <li>A searchable registry of AI tools with quality scoring and health checks</li>
+                  <li>APIs for searching, discovering, and executing tools</li>
+                  <li>
+                    A playground environment for testing tools before integration into AI agents
+                  </li>
+                  <li>Documentation and guides for publishing and using tools</li>
+                </ul>
+                <p>
+                  The Service is provided free of charge and is designed to facilitate the
+                  development and use of AI agent tools within the JavaScript ecosystem.
+                </p>
+              </div>
+            </section>
+
+            {/* 3. User Responsibilities */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                3. User Responsibilities When Publishing Tools
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p>
+                  If you publish a tool package to npm with the intention of it being indexed by
+                  TPMJS, you agree to:
+                </p>
+                <ul className="list-disc pl-4 sm:pl-6 space-y-2">
+                  <li>
+                    Provide accurate and complete metadata in the{' '}
+                    <code className="text-foreground bg-surface px-2 py-1 rounded">tpmjs</code>{' '}
+                    field of your package.json
+                  </li>
+                  <li>Ensure your tool functions as described in its documentation and metadata</li>
+                  <li>Not publish malicious, harmful, or intentionally broken code</li>
+                  <li>
+                    Not violate any third-party rights, including intellectual property rights
+                  </li>
+                  <li>Comply with all applicable laws and regulations</li>
+                  <li>
+                    Respect the npm Terms of Service and the open-source licenses of any
+                    dependencies you use
+                  </li>
+                  <li>
+                    Clearly document any environment variables, API keys, or other requirements
+                    needed for your tool to function
+                  </li>
+                  <li>
+                    Not use the Service to distribute spam, phishing attempts, or other abusive
+                    content
+                  </li>
+                </ul>
+                <p className="pt-4">
+                  TPMJS reserves the right to remove any tool from the registry that violates these
+                  Terms or is determined to be harmful, malicious, or otherwise inappropriate.
+                </p>
+              </div>
+            </section>
+
+            {/* 4. No Warranties on Third-Party Tools */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                4. No Warranties on Third-Party Tools
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p>
+                  TPMJS acts as a discovery and execution platform for tools published by
+                  third-party developers. We do not develop, maintain, or endorse most tools in the
+                  registry (except those explicitly marked as{' '}
+                  <span className="text-foreground font-semibold">official</span>).
+                </p>
+                <p className="font-semibold text-foreground">
+                  Important: Third-party tools are provided &quot;as is&quot; without any warranties
+                  of any kind.
+                </p>
+                <p>We make no representations or warranties regarding:</p>
+                <ul className="list-disc pl-4 sm:pl-6 space-y-2">
+                  <li>The functionality, quality, or reliability of third-party tools</li>
+                  <li>The accuracy or completeness of tool descriptions and metadata</li>
+                  <li>The security or safety of executing third-party tools</li>
+                  <li>The availability or uptime of third-party tools or their dependencies</li>
+                  <li>
+                    Whether third-party tools will meet your specific requirements or expectations
+                  </li>
+                </ul>
+                <p className="pt-4">
+                  While we perform automated health checks and quality scoring, these are provided
+                  for informational purposes only and do not constitute a guarantee of tool quality
+                  or functionality.
+                </p>
+                <p>
+                  You are solely responsible for evaluating and testing any tools before using them
+                  in production environments.
+                </p>
+              </div>
+            </section>
+
+            {/* 5. Limitation of Liability */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                5. Limitation of Liability
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p className="font-semibold text-foreground">
+                  TO THE MAXIMUM EXTENT PERMITTED BY LAW, TPMJS AND ITS OPERATORS SHALL NOT BE
+                  LIABLE FOR ANY DAMAGES ARISING FROM YOUR USE OF THE SERVICE OR ANY TOOLS ACCESSED
+                  THROUGH THE SERVICE.
+                </p>
+                <p>This includes, but is not limited to:</p>
+                <ul className="list-disc pl-4 sm:pl-6 space-y-2">
+                  <li>Direct, indirect, incidental, special, consequential, or punitive damages</li>
+                  <li>Loss of profits, revenue, data, or business opportunities</li>
+                  <li>
+                    Damages resulting from errors, bugs, or security vulnerabilities in third-party
+                    tools
+                  </li>
+                  <li>
+                    Damages resulting from the unavailability or interruption of the Service or any
+                    tools
+                  </li>
+                  <li>
+                    Damages resulting from unauthorized access to or alteration of your data or
+                    transmissions
+                  </li>
+                  <li>Any other damages arising from the use or inability to use the Service</li>
+                </ul>
+                <p className="pt-4">
+                  In jurisdictions that do not allow the exclusion or limitation of liability for
+                  consequential or incidental damages, our liability is limited to the maximum
+                  extent permitted by law.
+                </p>
+              </div>
+            </section>
+
+            {/* 6. Acceptable Use Policy */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                6. Acceptable Use Policy
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p>You agree not to use the Service to:</p>
+                <ul className="list-disc pl-4 sm:pl-6 space-y-2">
+                  <li>Violate any applicable laws, regulations, or third-party rights</li>
+                  <li>Distribute malware, viruses, or other harmful code</li>
+                  <li>
+                    Attempt to gain unauthorized access to the Service, other users&apos; accounts,
+                    or computer systems
+                  </li>
+                  <li>
+                    Interfere with or disrupt the Service or servers or networks connected to the
+                    Service
+                  </li>
+                  <li>
+                    Scrape, crawl, or otherwise extract data from the Service using automated means
+                    without our express written permission (reasonable API usage is permitted)
+                  </li>
+                  <li>
+                    Impersonate any person or entity or falsely state or misrepresent your
+                    affiliation with a person or entity
+                  </li>
+                  <li>
+                    Use the Service to send spam, phishing attempts, or other unsolicited messages
+                  </li>
+                  <li>
+                    Reverse engineer, decompile, or disassemble any portion of the Service (except
+                    as permitted by open-source licenses)
+                  </li>
+                </ul>
+              </div>
+            </section>
+
+            {/* 7. Intellectual Property */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                7. Intellectual Property
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p>
+                  The TPMJS Service, including its design, code, and documentation, is protected by
+                  copyright and other intellectual property laws. Tools indexed by TPMJS remain the
+                  property of their respective authors and are subject to their own licenses.
+                </p>
+                <p>
+                  By publishing a tool to npm with the{' '}
+                  <code className="text-foreground bg-surface px-2 py-1 rounded">tpmjs</code>{' '}
+                  keyword, you grant TPMJS a non-exclusive, worldwide, royalty-free license to:
+                </p>
+                <ul className="list-disc pl-4 sm:pl-6 space-y-2">
+                  <li>Index and display your tool&apos;s metadata on tpmjs.com</li>
+                  <li>
+                    Execute your tool in our sandbox environment for testing and demonstration
+                  </li>
+                  <li>Cache and serve your tool&apos;s documentation and examples</li>
+                </ul>
+                <p className="pt-4">
+                  This license does not affect the license under which you publish your tool to npm.
+                  You retain all ownership rights to your code.
+                </p>
+              </div>
+            </section>
+
+            {/* 8. Privacy and Data */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                8. Privacy and Data
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p>
+                  TPMJS collects and processes data necessary to operate the Service, including:
+                </p>
+                <ul className="list-disc pl-4 sm:pl-6 space-y-2">
+                  <li>Package metadata from npm (names, versions, descriptions, etc.)</li>
+                  <li>Download statistics and quality metrics from public npm registries</li>
+                  <li>Tool execution results and health check data</li>
+                  <li>Usage analytics to improve the Service (anonymized where possible)</li>
+                </ul>
+                <p className="pt-4">
+                  We do not collect personally identifiable information unless you contact us
+                  directly (e.g., via email). We do not sell or share your data with third parties
+                  for marketing purposes.
+                </p>
+              </div>
+            </section>
+
+            {/* 9. Modifications to the Service */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                9. Modifications to the Service
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p>
+                  TPMJS reserves the right to modify, suspend, or discontinue the Service (or any
+                  part thereof) at any time, with or without notice. We will not be liable to you or
+                  any third party for any modification, suspension, or discontinuance of the
+                  Service.
+                </p>
+                <p>
+                  We may also update these Terms from time to time. Continued use of the Service
+                  after such changes constitutes your acceptance of the new Terms.
+                </p>
+              </div>
+            </section>
+
+            {/* 10. Termination */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                10. Termination
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p>
+                  TPMJS reserves the right to terminate or suspend your access to the Service at any
+                  time, without notice, for conduct that we believe violates these Terms or is
+                  harmful to other users, us, or third parties, or for any other reason at our sole
+                  discretion.
+                </p>
+                <p>
+                  You may stop using the Service at any time. If you have published tools, they will
+                  remain in the registry unless you remove the{' '}
+                  <code className="text-foreground bg-surface px-2 py-1 rounded">tpmjs</code>{' '}
+                  keyword from your package or unpublish your package from npm.
+                </p>
+              </div>
+            </section>
+
+            {/* 11. Governing Law */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                11. Governing Law
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p>
+                  These Terms shall be governed by and construed in accordance with the laws of the
+                  jurisdiction in which TPMJS operates, without regard to its conflict of law
+                  provisions.
+                </p>
+                <p>
+                  Any disputes arising from these Terms or your use of the Service shall be resolved
+                  in the courts of competent jurisdiction in that location.
+                </p>
+              </div>
+            </section>
+
+            {/* 12. Disclaimer */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                12. Disclaimer
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p className="font-semibold text-foreground">
+                  THE SERVICE IS PROVIDED &quot;AS IS&quot; AND &quot;AS AVAILABLE&quot; WITHOUT
+                  WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
+                  IMPLIED WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, AND
+                  NON-INFRINGEMENT.
+                </p>
+                <p>
+                  TPMJS does not warrant that the Service will be uninterrupted, secure, or
+                  error-free, or that any defects will be corrected. You use the Service at your own
+                  risk.
+                </p>
+              </div>
+            </section>
+
+            {/* 13. Open Source */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                13. Open Source
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p>
+                  TPMJS is open source and available on{' '}
+                  <a
+                    href="https://github.com/tpmjs/tpmjs"
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="text-primary hover:underline"
+                  >
+                    GitHub
+                  </a>
+                  . The source code is provided under the license specified in the repository.
+                </p>
+                <p>
+                  Contributions to the TPMJS project are welcome and subject to the project&apos;s
+                  contribution guidelines and license terms.
+                </p>
+              </div>
+            </section>
+
+            {/* 14. Contact */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                14. Contact
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p>
+                  If you have any questions about these Terms or the Service, please contact us at:
+                </p>
+                <p>
+                  <a
+                    href="mailto:hello@tpmjs.com"
+                    className="text-primary hover:underline font-medium"
+                  >
+                    hello@tpmjs.com
+                  </a>
+                </p>
+              </div>
+            </section>
+
+            {/* 15. Severability */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                15. Severability
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p>
+                  If any provision of these Terms is found to be invalid or unenforceable, the
+                  remaining provisions will remain in full force and effect. The invalid or
+                  unenforceable provision will be replaced with a valid provision that most closely
+                  matches the intent of the original provision.
+                </p>
+              </div>
+            </section>
+
+            {/* 16. Entire Agreement */}
+            <section className="mb-12">
+              <h2 className="text-xl sm:text-2xl md:text-3xl font-bold mb-4 text-foreground">
+                16. Entire Agreement
+              </h2>
+              <div className="space-y-4 text-lg text-foreground-secondary">
+                <p>
+                  These Terms constitute the entire agreement between you and TPMJS regarding your
+                  use of the Service and supersede any prior agreements or understandings, whether
+                  written or oral.
+                </p>
+              </div>
+            </section>
+          </div>
+
+          {/* Footer CTA */}
+          <div className="mt-16 p-8 border border-border rounded-lg bg-surface text-center">
+            <h2 className="text-2xl font-bold mb-4 text-foreground">
+              Questions About These Terms?
+            </h2>
+            <p className="text-lg text-foreground-secondary mb-6">
+              We&apos;re here to help. Reach out if you need clarification on anything.
+            </p>
+            <div className="flex flex-col sm:flex-row gap-4 justify-center">
+              <a href="mailto:hello@tpmjs.com">
+                <button
+                  type="button"
+                  className="px-6 py-3 bg-primary text-primary-foreground rounded-lg font-medium hover:bg-primary/90 transition-colors"
+                >
+                  Contact Us
+                </button>
+              </a>
+              <Link href="/">
+                <button
+                  type="button"
+                  className="px-6 py-3 border border-border rounded-lg font-medium hover:bg-surface transition-colors text-foreground"
+                >
+                  Back to Home
+                </button>
+              </Link>
+            </div>
+          </div>
+        </Container>
+      </main>
+
+      {/* Footer */}
+      <footer className="border-t border-border py-8">
+        <Container size="xl" padding="lg">
+          <div className="text-center text-foreground-secondary">
+            <p>
+              © 2025 TPMJS. All rights reserved.{' '}
+              <Link href="/terms" className="text-primary hover:underline">
+                Terms of Service
+              </Link>
+            </p>
+          </div>
+        </Container>
+      </footer>
+    </div>
+  );
+}
diff --git a/apps/web/src/app/tool/[...slug]/ToolDetailClient.tsx b/apps/web/src/app/tool/[...slug]/ToolDetailClient.tsx
new file mode 100644
index 0000000..29af85a
--- /dev/null
+++ b/apps/web/src/app/tool/[...slug]/ToolDetailClient.tsx
@@ -0,0 +1,705 @@
+'use client';
+
+import { Badge } from '@tpmjs/ui/Badge/Badge';
+import { Button } from '@tpmjs/ui/Button/Button';
+import { Card, CardContent, CardDescription, CardHeader, CardTitle } from '@tpmjs/ui/Card/Card';
+import { CodeBlock } from '@tpmjs/ui/CodeBlock/CodeBlock';
+import { Container } from '@tpmjs/ui/Container/Container';
+import { Icon } from '@tpmjs/ui/Icon/Icon';
+import { ProgressBar } from '@tpmjs/ui/ProgressBar/ProgressBar';
+import { Spinner } from '@tpmjs/ui/Spinner/Spinner';
+import Link from 'next/link';
+import { useState } from 'react';
+import { AppHeader } from '~/components/AppHeader';
+import { BundleSize } from '~/components/BundleSize';
+import { DownloadSparkline } from '~/components/DownloadSparkline';
+import { Markdown } from '~/components/Markdown';
+import { ToolPlayground } from '~/components/ToolPlayground';
+
+interface Package {
+  id: string;
+  npmPackageName: string;
+  npmVersion: string;
+  npmDescription: string | null;
+  npmHomepage: string | null;
+  category: string;
+  npmRepository: { url: string; type: string } | null;
+  isOfficial: boolean;
+  npmDownloadsLastMonth: number | null;
+  npmKeywords: string[];
+  npmReadme: string | null;
+  npmAuthor: { name: string; email?: string; url?: string } | string | null;
+  npmMaintainers: Array<{ name: string; email?: string }> | null;
+  npmLicense: string | null;
+  githubStars: number | null;
+  frameworks: string[];
+  tier: string;
+  createdAt: string;
+  updatedAt: string;
+}
+
+export interface Tool {
+  id: string;
+  name: string;
+  description: string;
+  parameters: Array<{
+    name: string;
+    type: string;
+    description: string;
+    required: boolean;
+    default?: unknown;
+  }> | null;
+  inputSchema: Record<string, unknown> | null;
+  schemaSource: 'extracted' | 'author' | null;
+  schemaExtractedAt: string | null;
+  toolDiscoverySource: 'auto' | 'manual' | null;
+  returns: {
+    type: string;
+    description: string;
+  } | null;
+  aiAgent: {
+    useCase?: string;
+    limitations?: string;
+    examples?: string[];
+  } | null;
+  qualityScore: string | null;
+  importHealth?: 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+  executionHealth?: 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+  healthCheckError?: string | null;
+  lastHealthCheck?: string | null;
+  package: Package;
+  createdAt: string;
+  updatedAt: string;
+}
+
+interface ToolDetailClientProps {
+  tool: Tool;
+  slug: string;
+}
+
+// biome-ignore lint/complexity/noExcessiveCognitiveComplexity: Complex UI component with many conditional renders
+export function ToolDetailClient({ tool, slug }: ToolDetailClientProps): React.ReactElement {
+  const [recheckLoading, setRecheckLoading] = useState(false);
+  const [extractSchemaLoading, setExtractSchemaLoading] = useState(false);
+
+  const pkg = tool.package;
+  const authorName = typeof pkg.npmAuthor === 'string' ? pkg.npmAuthor : pkg.npmAuthor?.name;
+
+  // Generate JSON-LD structured data for SEO
+  const softwareApplicationSchema = {
+    '@context': 'https://schema.org',
+    '@type': 'SoftwareApplication',
+    name: tool.name,
+    description: tool.description,
+    applicationCategory: 'DeveloperApplication',
+    operatingSystem: 'Any',
+    offers: {
+      '@type': 'Offer',
+      price: '0',
+      priceCurrency: 'USD',
+    },
+    author: {
+      '@type': authorName ? 'Person' : 'Organization',
+      name: authorName || 'Unknown',
+    },
+    url: `https://tpmjs.com/tool/${pkg.npmPackageName}/${tool.name}`,
+    softwareVersion: pkg.npmVersion,
+    ...(pkg.npmHomepage && { mainEntityOfPage: pkg.npmHomepage }),
+    ...(pkg.npmRepository &&
+      typeof pkg.npmRepository === 'object' &&
+      pkg.npmRepository.url && {
+        codeRepository: pkg.npmRepository.url.replace(/^git\+/, '').replace(/\.git$/, ''),
+      }),
+    ...(pkg.npmLicense && { license: pkg.npmLicense }),
+    ...(pkg.npmDownloadsLastMonth && {
+      interactionStatistic: {
+        '@type': 'InteractionCounter',
+        interactionType: 'https://schema.org/DownloadAction',
+        userInteractionCount: pkg.npmDownloadsLastMonth,
+      },
+    }),
+    ...(pkg.githubStars && {
+      aggregateRating: {
+        '@type': 'AggregateRating',
+        ratingValue: Math.min(5, (pkg.githubStars / 1000) * 5),
+        bestRating: 5,
+        worstRating: 0,
+      },
+    }),
+  };
+
+  const recheckHealth = async () => {
+    setRecheckLoading(true);
+    try {
+      const response = await fetch(`/api/tools/${slug}`, {
+        method: 'POST',
+      });
+
+      if (!response.ok) {
+        const data = await response.json();
+        alert(data.error || 'Recheck failed');
+        return;
+      }
+
+      // Refresh page to show updated health
+      window.location.reload();
+    } catch {
+      alert('Failed to recheck health');
+    } finally {
+      setRecheckLoading(false);
+    }
+  };
+
+  const extractSchema = async () => {
+    if (!tool) return;
+
+    setExtractSchemaLoading(true);
+    try {
+      const response = await fetch('/api/tools/extract-schema', {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({
+          packageName: tool.package.npmPackageName,
+          name: tool.name,
+        }),
+      });
+
+      const data = await response.json();
+
+      if (!response.ok) {
+        alert(data.message || data.error || 'Schema extraction failed');
+        return;
+      }
+
+      if (data.success) {
+        // Refresh page to show updated schema
+        window.location.reload();
+      } else {
+        alert(data.message || 'Schema extraction failed');
+      }
+    } catch {
+      alert('Failed to extract schema');
+    } finally {
+      setExtractSchemaLoading(false);
+    }
+  };
+
+  return (
+    <div className="min-h-screen bg-background">
+      <script
+        type="application/ld+json"
+        dangerouslySetInnerHTML={{ __html: JSON.stringify(softwareApplicationSchema) }}
+      />
+      <AppHeader />
+
+      {/* Main content */}
+      <Container size="xl" padding="md" className="py-8">
+        {/* Breadcrumb */}
+        <div className="flex items-center gap-2 text-sm text-foreground-secondary mb-6">
+          <Link href="/" className="hover:text-foreground">
+            Home
+          </Link>
+          <span>/</span>
+          <Link href="/tool/tool-search" className="hover:text-foreground">
+            Tools
+          </Link>
+          <span>/</span>
+          <span className="text-foreground">{pkg.npmPackageName}</span>
+        </div>
+
+        {/* Title section */}
+        <div className="mb-8">
+          <div className="flex flex-col sm:flex-row sm:items-start sm:justify-between gap-4 mb-4">
+            <div>
+              <h1 className="text-2xl sm:text-3xl md:text-4xl font-bold text-foreground mb-2">
+                {tool.name}
+              </h1>
+              <p className="text-sm text-foreground-tertiary font-mono mb-2">
+                {pkg.npmPackageName}
+              </p>
+              <p className="text-lg text-foreground-secondary">{tool.description}</p>
+              {authorName && (
+                <p className="text-sm text-foreground-tertiary mt-2">
+                  by <span className="text-foreground-secondary">{authorName}</span>
+                </p>
+              )}
+            </div>
+            {pkg.isOfficial && (
+              <Badge variant="default" size="lg">
+                Official
+              </Badge>
+            )}
+          </div>
+          <div className="flex flex-wrap gap-2">
+            <Badge variant="secondary">{pkg.category}</Badge>
+            <Badge variant="outline">v{pkg.npmVersion}</Badge>
+            {pkg.npmLicense && <Badge variant="outline">{pkg.npmLicense}</Badge>}
+            {tool.toolDiscoverySource === 'auto' && (
+              <Badge variant="warning" size="sm">
+                Auto-discovered
+              </Badge>
+            )}
+          </div>
+        </div>
+
+        {/* Auto-discovery info banner */}
+        {tool.toolDiscoverySource === 'auto' && (
+          <div className="mb-6 p-4 rounded-lg bg-amber-50 dark:bg-amber-950/30 border border-amber-200 dark:border-amber-900">
+            <div className="flex items-start gap-3">
+              <span className="text-xl mt-0.5">🔍</span>
+              <div className="flex-1">
+                <h3 className="text-sm font-semibold text-amber-800 dark:text-amber-300 mb-1">
+                  Auto-discovered tool
+                </h3>
+                <p className="text-sm text-amber-700 dark:text-amber-400">
+                  This tool was automatically discovered from the package exports. The author did
+                  not explicitly register it in their{' '}
+                  <code className="font-mono">package.json</code>. Schema and description were
+                  auto-extracted.
+                </p>
+              </div>
+            </div>
+          </div>
+        )}
+
+        {/* Health warning banner */}
+        {(tool.importHealth === 'BROKEN' || tool.executionHealth === 'BROKEN') && (
+          <div className="mb-6 p-4 rounded-lg bg-red-50 dark:bg-red-950/30 border border-red-200 dark:border-red-900">
+            <div className="flex items-start gap-3">
+              <span className="text-xl mt-0.5">⚠️</span>
+              <div className="flex-1">
+                <h3 className="text-sm font-semibold text-red-800 dark:text-red-300 mb-1">
+                  This tool is currently broken
+                </h3>
+                <div className="space-y-1 text-sm text-red-700 dark:text-red-400">
+                  {tool.importHealth === 'BROKEN' && (
+                    <div className="flex items-center gap-2">
+                      <Badge variant="error" size="sm">
+                        Import Failed
+                      </Badge>
+                      <span className="text-xs">Cannot load from Railway service</span>
+                    </div>
+                  )}
+                  {tool.executionHealth === 'BROKEN' && (
+                    <div className="flex items-center gap-2">
+                      <Badge variant="error" size="sm">
+                        Execution Failed
+                      </Badge>
+                      <span className="text-xs">Runtime error with test parameters</span>
+                    </div>
+                  )}
+                </div>
+                {tool.healthCheckError && (
+                  <pre className="mt-2 p-2 rounded bg-red-100 dark:bg-red-900/30 text-xs font-mono text-red-800 dark:text-red-300 overflow-x-auto whitespace-pre-wrap">
+                    {tool.healthCheckError}
+                  </pre>
+                )}
+                {tool.lastHealthCheck && (
+                  <p className="text-xs text-red-600 dark:text-red-500 mt-2">
+                    Last checked: {new Date(tool.lastHealthCheck).toLocaleString()}
+                  </p>
+                )}
+                <button
+                  type="button"
+                  onClick={recheckHealth}
+                  disabled={recheckLoading}
+                  className="mt-3 text-sm font-medium text-red-700 dark:text-red-400 hover:underline disabled:opacity-50 disabled:cursor-not-allowed"
+                >
+                  {recheckLoading ? 'Rechecking...' : 'Recheck health →'}
+                </button>
+              </div>
+            </div>
+          </div>
+        )}
+
+        {/* Main grid */}
+        <div className="grid grid-cols-1 lg:grid-cols-3 gap-4 md:gap-6">
+          {/* Left column - Main content */}
+          <div className="lg:col-span-2 space-y-4 md:space-y-6">
+            {/* Interactive Playground */}
+            {/* biome-ignore lint/suspicious/noExplicitAny: Prisma Tool type compatibility with component props */}
+            <ToolPlayground tool={tool as any} />
+
+            {/* Installation & Usage */}
+            <Card>
+              <CardHeader>
+                <CardTitle>Installation & Usage</CardTitle>
+                <CardDescription>Install this tool and use it with the AI SDK</CardDescription>
+              </CardHeader>
+              <CardContent className="space-y-6">
+                <div>
+                  <h4 className="text-sm font-semibold text-foreground mb-3">
+                    1. Install the package
+                  </h4>
+                  <div className="space-y-2">
+                    <CodeBlock
+                      code={`npm install ${pkg.npmPackageName}`}
+                      language="bash"
+                      showCopy={true}
+                    />
+                    <CodeBlock
+                      code={`pnpm add ${pkg.npmPackageName}`}
+                      language="bash"
+                      showCopy={true}
+                    />
+                    <CodeBlock
+                      code={`yarn add ${pkg.npmPackageName}`}
+                      language="bash"
+                      showCopy={true}
+                    />
+                    <CodeBlock
+                      code={`bun add ${pkg.npmPackageName}`}
+                      language="bash"
+                      showCopy={true}
+                    />
+                    <CodeBlock
+                      code={`deno add npm:${pkg.npmPackageName}`}
+                      language="bash"
+                      showCopy={true}
+                    />
+                  </div>
+                </div>
+
+                <div>
+                  <h4 className="text-sm font-semibold text-foreground mb-3">2. Import the tool</h4>
+                  <CodeBlock
+                    code={`import { ${tool.name} } from '${pkg.npmPackageName}';`}
+                    language="typescript"
+                    showCopy={true}
+                  />
+                </div>
+
+                <div>
+                  <h4 className="text-sm font-semibold text-foreground mb-3">3. Use with AI SDK</h4>
+                  <CodeBlock
+                    code={`import { generateText } from 'ai';
+import { openai } from '@ai-sdk/openai';
+import { ${tool.name} } from '${pkg.npmPackageName}';
+
+const result = await generateText({
+  model: openai('gpt-4o'),
+  tools: { ${tool.name} },
+  prompt: 'Your prompt here...',
+});
+
+console.log(result.text);`}
+                    language="typescript"
+                    showCopy={true}
+                  />
+                </div>
+              </CardContent>
+            </Card>
+
+            {/* AI Agent Information */}
+            {tool.aiAgent && (
+              <Card>
+                <CardHeader>
+                  <CardTitle>AI Agent Integration</CardTitle>
+                  <CardDescription>How AI agents can use this tool</CardDescription>
+                </CardHeader>
+                <CardContent className="space-y-4">
+                  {tool.aiAgent.useCase && (
+                    <div>
+                      <h4 className="text-sm font-semibold text-foreground mb-2">Use Case</h4>
+                      <p className="text-sm text-foreground-secondary">{tool.aiAgent.useCase}</p>
+                    </div>
+                  )}
+                  {tool.aiAgent.limitations && (
+                    <div>
+                      <h4 className="text-sm font-semibold text-foreground mb-2">Limitations</h4>
+                      <p className="text-sm text-foreground-secondary">
+                        {tool.aiAgent.limitations}
+                      </p>
+                    </div>
+                  )}
+                  {tool.aiAgent.examples && tool.aiAgent.examples.length > 0 && (
+                    <div>
+                      <h4 className="text-sm font-semibold text-foreground mb-2">Examples</h4>
+                      <ul className="list-disc list-inside space-y-1">
+                        {tool.aiAgent.examples.map((example) => (
+                          <li key={example} className="text-sm text-foreground-secondary">
+                            {example}
+                          </li>
+                        ))}
+                      </ul>
+                    </div>
+                  )}
+                </CardContent>
+              </Card>
+            )}
+
+            {/* Parameters / Input Schema */}
+            <Card>
+              <CardHeader>
+                <div className="flex items-start justify-between">
+                  <div>
+                    <CardTitle>Parameters</CardTitle>
+                    <CardDescription>Available configuration options</CardDescription>
+                  </div>
+                  <div className="flex items-center gap-2">
+                    {tool.schemaSource === 'extracted' ? (
+                      <Badge variant="default" size="sm">
+                        Auto-extracted
+                      </Badge>
+                    ) : tool.schemaSource === 'author' ? (
+                      <Badge variant="secondary" size="sm">
+                        Author-provided
+                      </Badge>
+                    ) : (
+                      <Badge variant="outline" size="sm">
+                        No schema
+                      </Badge>
+                    )}
+                  </div>
+                </div>
+              </CardHeader>
+              <CardContent>
+                {tool.parameters && tool.parameters.length > 0 ? (
+                  <div className="space-y-4">
+                    {tool.parameters.map((param) => (
+                      <div key={param.name} className="border-b border-border pb-4 last:border-0">
+                        <div className="flex items-start justify-between mb-2">
+                          <code className="text-sm font-mono text-foreground">{param.name}</code>
+                          {param.required ? (
+                            <Badge variant="error" size="sm">
+                              Required
+                            </Badge>
+                          ) : (
+                            <Badge variant="outline" size="sm">
+                              Optional
+                            </Badge>
+                          )}
+                        </div>
+                        <div className="text-sm text-foreground-secondary mb-1">
+                          <span className="font-semibold">Type: </span>
+                          <code className="font-mono">{param.type}</code>
+                        </div>
+                        <p className="text-sm text-foreground-secondary">{param.description}</p>
+                        {param.default !== undefined && (
+                          <div className="text-sm text-foreground-tertiary mt-1">
+                            <span className="font-semibold">Default: </span>
+                            <code className="font-mono">{JSON.stringify(param.default)}</code>
+                          </div>
+                        )}
+                      </div>
+                    ))}
+                    {tool.schemaExtractedAt && (
+                      <p className="text-xs text-foreground-tertiary">
+                        Schema extracted: {new Date(tool.schemaExtractedAt).toLocaleString()}
+                      </p>
+                    )}
+                  </div>
+                ) : (
+                  <div className="text-center py-6">
+                    <p className="text-sm text-foreground-secondary mb-4">
+                      No schema available for this tool.
+                    </p>
+                    <Button
+                      variant="outline"
+                      size="sm"
+                      onClick={extractSchema}
+                      disabled={extractSchemaLoading}
+                    >
+                      {extractSchemaLoading ? (
+                        <>
+                          <Spinner size="sm" className="mr-2" />
+                          Extracting...
+                        </>
+                      ) : (
+                        'Extract Schema'
+                      )}
+                    </Button>
+                  </div>
+                )}
+                {tool.schemaSource !== 'extracted' &&
+                  tool.parameters &&
+                  tool.parameters.length > 0 && (
+                    <div className="mt-4 pt-4 border-t border-border">
+                      <Button
+                        variant="outline"
+                        size="sm"
+                        onClick={extractSchema}
+                        disabled={extractSchemaLoading}
+                      >
+                        {extractSchemaLoading ? (
+                          <>
+                            <Spinner size="sm" className="mr-2" />
+                            Extracting...
+                          </>
+                        ) : (
+                          'Re-extract Schema'
+                        )}
+                      </Button>
+                      <p className="text-xs text-foreground-tertiary mt-2">
+                        Try to auto-extract schema from the package
+                      </p>
+                    </div>
+                  )}
+              </CardContent>
+            </Card>
+
+            {/* README */}
+            {pkg.npmReadme && (
+              <Card>
+                <CardHeader>
+                  <CardTitle>README</CardTitle>
+                </CardHeader>
+                <CardContent>
+                  <Markdown content={pkg.npmReadme} />
+                </CardContent>
+              </Card>
+            )}
+          </div>
+
+          {/* Right column - Sidebar */}
+          <div className="space-y-4 md:space-y-6">
+            {/* Stats */}
+            <Card>
+              <CardHeader>
+                <CardTitle>Statistics</CardTitle>
+              </CardHeader>
+              <CardContent className="space-y-4">
+                <div>
+                  <p className="text-sm text-foreground-secondary mb-1">Downloads/month</p>
+                  <p className="text-2xl font-bold text-foreground">
+                    {pkg.npmDownloadsLastMonth?.toLocaleString() || '0'}
+                  </p>
+                  <div className="mt-2">
+                    <DownloadSparkline packageName={pkg.npmPackageName} />
+                  </div>
+                </div>
+                {pkg.githubStars != null && (
+                  <div>
+                    <p className="text-sm text-foreground-secondary mb-1">GitHub Stars</p>
+                    <p className="text-2xl font-bold text-foreground">
+                      {pkg.githubStars.toLocaleString()}
+                    </p>
+                  </div>
+                )}
+                <div>
+                  <p className="text-sm text-foreground-secondary mb-2">Quality Score</p>
+                  <ProgressBar
+                    value={(tool.qualityScore ? Number.parseFloat(tool.qualityScore) : 0) * 100}
+                    variant={
+                      tool.qualityScore && Number.parseFloat(tool.qualityScore) >= 0.7
+                        ? 'success'
+                        : tool.qualityScore && Number.parseFloat(tool.qualityScore) >= 0.5
+                          ? 'primary'
+                          : 'warning'
+                    }
+                    size="md"
+                    showLabel={true}
+                  />
+                </div>
+              </CardContent>
+            </Card>
+
+            {/* Bundle Size */}
+            <BundleSize packageName={pkg.npmPackageName} version={pkg.npmVersion} />
+
+            {/* NPM Keywords */}
+            {pkg.npmKeywords && pkg.npmKeywords.length > 0 && (
+              <Card>
+                <CardHeader>
+                  <CardTitle>NPM Keywords</CardTitle>
+                </CardHeader>
+                <CardContent>
+                  <div className="flex flex-wrap gap-2">
+                    {pkg.npmKeywords.map((keyword) => (
+                      <Badge key={keyword} variant="outline" size="sm">
+                        {keyword}
+                      </Badge>
+                    ))}
+                  </div>
+                </CardContent>
+              </Card>
+            )}
+
+            {/* Maintainers */}
+            {pkg.npmMaintainers && pkg.npmMaintainers.length > 0 && (
+              <Card>
+                <CardHeader>
+                  <CardTitle>Maintainers</CardTitle>
+                </CardHeader>
+                <CardContent>
+                  <div className="space-y-2">
+                    {pkg.npmMaintainers.map((maintainer) => (
+                      <div key={maintainer.name} className="text-sm">
+                        <span className="text-foreground font-medium">{maintainer.name}</span>
+                        {maintainer.email && (
+                          <span className="text-foreground-tertiary ml-2">
+                            ({maintainer.email})
+                          </span>
+                        )}
+                      </div>
+                    ))}
+                  </div>
+                </CardContent>
+              </Card>
+            )}
+
+            {/* Links */}
+            <Card>
+              <CardHeader>
+                <CardTitle>Links</CardTitle>
+              </CardHeader>
+              <CardContent className="space-y-2">
+                <a
+                  href={`https://www.npmjs.com/package/${pkg.npmPackageName}`}
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="flex items-center gap-2 text-sm text-foreground-secondary hover:text-foreground"
+                >
+                  <Icon icon="externalLink" size="sm" />
+                  <span>View on NPM</span>
+                </a>
+                {pkg.npmHomepage && (
+                  <a
+                    href={pkg.npmHomepage}
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="flex items-center gap-2 text-sm text-foreground-secondary hover:text-foreground"
+                  >
+                    <Icon icon="externalLink" size="sm" />
+                    <span>Homepage</span>
+                  </a>
+                )}
+                {pkg.npmRepository &&
+                  typeof pkg.npmRepository === 'object' &&
+                  pkg.npmRepository.url && (
+                    <a
+                      href={pkg.npmRepository.url.replace(/^git\+/, '').replace(/\.git$/, '')}
+                      target="_blank"
+                      rel="noopener noreferrer"
+                      className="flex items-center gap-2 text-sm text-foreground-secondary hover:text-foreground"
+                    >
+                      <Icon icon="github" size="sm" />
+                      <span>Repository</span>
+                    </a>
+                  )}
+              </CardContent>
+            </Card>
+
+            {/* Frameworks */}
+            {pkg.frameworks && pkg.frameworks.length > 0 && (
+              <Card>
+                <CardHeader>
+                  <CardTitle>Frameworks</CardTitle>
+                </CardHeader>
+                <CardContent>
+                  <div className="flex flex-wrap gap-2">
+                    {pkg.frameworks.map((framework) => (
+                      <Badge key={framework} variant="secondary" size="sm">
+                        {framework}
+                      </Badge>
+                    ))}
+                  </div>
+                </CardContent>
+              </Card>
+            )}
+          </div>
+        </div>
+      </Container>
+    </div>
+  );
+}
diff --git a/apps/web/src/app/tool/[...slug]/page.tsx b/apps/web/src/app/tool/[...slug]/page.tsx
new file mode 100644
index 0000000..0937f29
--- /dev/null
+++ b/apps/web/src/app/tool/[...slug]/page.tsx
@@ -0,0 +1,164 @@
+import { prisma } from '@tpmjs/db';
+import type { Metadata } from 'next';
+import { notFound } from 'next/navigation';
+import { type Tool, ToolDetailClient } from './ToolDetailClient';
+
+export const dynamic = 'force-dynamic';
+
+interface ToolDetailPageProps {
+  params: Promise<{ slug: string[] }>;
+}
+
+/**
+ * Parse the URL slug to extract package name and optional export name
+ */
+function parseSlug(slug: string[]): { packageName: string; exportName?: string } {
+  // URL-decode slug components (@ comes as %40)
+  const decodedSlug = slug.map((s) => decodeURIComponent(s));
+
+  if (decodedSlug[0]?.startsWith('@')) {
+    // Scoped package: ['@scope', 'package', 'exportName?']
+    const packageName = decodedSlug.slice(0, 2).join('/');
+    const exportName = decodedSlug[2];
+    return { packageName, exportName };
+  }
+  // Unscoped: ['package', 'exportName?']
+  return { packageName: decodedSlug[0] || '', exportName: decodedSlug[1] };
+}
+
+/**
+ * Fetch tool data from database
+ */
+async function getTool(slug: string[]): Promise<Tool | null> {
+  const { packageName, exportName } = parseSlug(slug);
+
+  if (!packageName) {
+    return null;
+  }
+
+  // First find the package by npm name
+  const pkg = await prisma.package.findUnique({
+    where: { npmPackageName: packageName },
+  });
+
+  if (!pkg) {
+    return null;
+  }
+
+  // Then find the tool using packageId
+  const tool = await prisma.tool.findFirst({
+    where: {
+      packageId: pkg.id,
+      ...(exportName && { name: exportName }),
+    },
+    include: {
+      package: true,
+    },
+    orderBy: { qualityScore: 'desc' },
+  });
+
+  if (!tool) {
+    return null;
+  }
+
+  // Transform Prisma result to Tool interface
+  return {
+    id: tool.id,
+    name: tool.name,
+    description: tool.description,
+    parameters: tool.parameters as Tool['parameters'],
+    inputSchema: tool.inputSchema as Tool['inputSchema'],
+    schemaSource: tool.schemaSource as Tool['schemaSource'],
+    schemaExtractedAt: tool.schemaExtractedAt?.toISOString() ?? null,
+    toolDiscoverySource: tool.toolDiscoverySource as Tool['toolDiscoverySource'],
+    returns: tool.returns as Tool['returns'],
+    aiAgent: tool.aiAgent as Tool['aiAgent'],
+    qualityScore: tool.qualityScore?.toString() ?? null,
+    importHealth: tool.importHealth ?? undefined,
+    executionHealth: tool.executionHealth ?? undefined,
+    healthCheckError: tool.healthCheckError ?? null,
+    lastHealthCheck: tool.lastHealthCheck?.toISOString() ?? null,
+    createdAt: tool.createdAt.toISOString(),
+    updatedAt: tool.updatedAt.toISOString(),
+    package: {
+      id: tool.package.id,
+      npmPackageName: tool.package.npmPackageName,
+      npmVersion: tool.package.npmVersion,
+      npmDescription: tool.package.npmDescription,
+      npmHomepage: tool.package.npmHomepage,
+      category: tool.package.category,
+      npmRepository: tool.package.npmRepository as Tool['package']['npmRepository'],
+      isOfficial: tool.package.isOfficial,
+      npmDownloadsLastMonth: tool.package.npmDownloadsLastMonth,
+      npmKeywords: tool.package.npmKeywords,
+      npmReadme: tool.package.npmReadme,
+      npmAuthor: tool.package.npmAuthor as Tool['package']['npmAuthor'],
+      npmMaintainers: tool.package.npmMaintainers as Tool['package']['npmMaintainers'],
+      npmLicense: tool.package.npmLicense,
+      githubStars: tool.package.githubStars,
+      frameworks: tool.package.frameworks,
+      tier: tool.package.tier,
+      createdAt: tool.package.createdAt.toISOString(),
+      updatedAt: tool.package.updatedAt.toISOString(),
+    },
+  };
+}
+
+/**
+ * Generate metadata for the tool page
+ */
+export async function generateMetadata({ params }: ToolDetailPageProps): Promise<Metadata> {
+  const { slug } = await params;
+  const tool = await getTool(slug);
+
+  if (!tool) {
+    return {
+      title: 'Tool Not Found',
+      description: 'The requested tool could not be found.',
+    };
+  }
+
+  const { packageName, exportName } = parseSlug(slug);
+  const ogPath = exportName
+    ? `/api/og/tool/${encodeURIComponent(packageName)}/${encodeURIComponent(exportName)}`
+    : `/api/og/tool/${encodeURIComponent(packageName)}`;
+
+  return {
+    title: `${tool.name} | TPMJS`,
+    description: tool.description || `${tool.name} - AI tool from ${tool.package.npmPackageName}`,
+    keywords: [tool.package.category, 'AI', 'npm', 'tool', tool.name, tool.package.npmPackageName],
+    openGraph: {
+      title: tool.name,
+      description: tool.description,
+      type: 'website',
+      images: [
+        {
+          url: ogPath,
+          width: 1200,
+          height: 630,
+          alt: `${tool.name} - TPMJS Tool`,
+        },
+      ],
+    },
+    twitter: {
+      card: 'summary_large_image',
+      title: tool.name,
+      description: tool.description,
+      images: [ogPath],
+    },
+  };
+}
+
+/**
+ * Tool detail page - server component
+ */
+export default async function ToolDetailPage({ params }: ToolDetailPageProps) {
+  const { slug } = await params;
+  const tool = await getTool(slug);
+
+  if (!tool) {
+    notFound();
+  }
+
+  return <ToolDetailClient tool={tool} slug={slug.join('/')} />;
+}
diff --git a/apps/web/src/app/tool/[slug]/page.tsx b/apps/web/src/app/tool/[slug]/page.tsx
deleted file mode 100644
index 4ee21ca..0000000
--- a/apps/web/src/app/tool/[slug]/page.tsx
+++ /dev/null
@@ -1,676 +0,0 @@
-'use client';
-
-import { Badge } from '@tpmjs/ui/Badge/Badge';
-import { Button } from '@tpmjs/ui/Button/Button';
-import { Card, CardContent, CardDescription, CardHeader, CardTitle } from '@tpmjs/ui/Card/Card';
-import { CodeBlock } from '@tpmjs/ui/CodeBlock/CodeBlock';
-import { Container } from '@tpmjs/ui/Container/Container';
-import { Header } from '@tpmjs/ui/Header/Header';
-import { Icon } from '@tpmjs/ui/Icon/Icon';
-import { ProgressBar } from '@tpmjs/ui/ProgressBar/ProgressBar';
-import Link from 'next/link';
-import { createElement, useEffect, useState } from 'react';
-
-interface Tool {
-  id: string;
-  npmPackageName: string;
-  npmVersion: string;
-  description: string;
-  category: string;
-  tags: string[];
-  npmRepository: { url: string; type: string } | null;
-  qualityScore: string;
-  isOfficial: boolean;
-  npmDownloadsLastMonth: number;
-  npmDownloadsLastWeek: number;
-  tpmjsMetadata: {
-    example?: string;
-    parameters?: Array<{
-      name: string;
-      type: string;
-      description: string;
-      required: boolean;
-      default?: unknown;
-    }>;
-    returns?: {
-      type: string;
-      description: string;
-    };
-    authentication?: {
-      required: boolean;
-      type?: string;
-    };
-    pricing?: {
-      model: string;
-    };
-    frameworks?: string[];
-    links?: {
-      documentation?: string;
-      repository?: string;
-      homepage?: string;
-    };
-    aiAgent?: {
-      useCase?: string;
-      limitations?: string;
-      examples?: string[];
-    };
-  } | null;
-  githubStars: number | null;
-  npmLicense: string | null;
-  npmKeywords: string[];
-  createdAt: string;
-  updatedAt: string;
-}
-
-export default function ToolDetailPage({
-  params,
-}: {
-  params: Promise<{ slug: string }>;
-}): React.ReactElement {
-  const [tool, setTool] = useState<Tool | null>(null);
-  const [loading, setLoading] = useState(true);
-  const [error, setError] = useState<string | null>(null);
-  const [slug, setSlug] = useState<string>('');
-
-  useEffect(() => {
-    params.then((p) => setSlug(p.slug));
-  }, [params]);
-
-  useEffect(() => {
-    if (!slug) return;
-
-    const fetchTool = async () => {
-      try {
-        setLoading(true);
-        const response = await fetch(`/api/tools/${encodeURIComponent(slug)}`);
-        const data = await response.json();
-
-        if (data.success) {
-          setTool(data.data);
-          setError(null);
-        } else {
-          setError(data.error || 'Failed to fetch tool');
-        }
-      } catch (err) {
-        setError(err instanceof Error ? err.message : 'Unknown error');
-      } finally {
-        setLoading(false);
-      }
-    };
-
-    fetchTool();
-  }, [slug]);
-
-  if (loading) {
-    return createElement('div', { className: 'min-h-screen bg-background' }, [
-      createElement(Header, {
-        key: 'header',
-        title: createElement('div', { className: 'flex items-center gap-2' }, [
-          createElement(Link, { key: 'link', href: '/', className: 'flex items-center gap-2' }, [
-            createElement('span', { key: 'title', className: 'text-2xl font-bold' }, 'TPMJS'),
-            createElement(Badge, { key: 'badge', variant: 'outline', size: 'sm' }, 'Beta'),
-          ]),
-        ]),
-        sticky: true,
-        size: 'md',
-      }),
-      createElement(
-        Container,
-        { key: 'container', size: 'xl', padding: 'md', className: 'py-12' },
-        createElement(
-          'div',
-          { className: 'text-center text-foreground-secondary' },
-          'Loading tool...'
-        )
-      ),
-    ]);
-  }
-
-  if (error || !tool) {
-    return createElement('div', { className: 'min-h-screen bg-background' }, [
-      createElement(Header, {
-        key: 'header',
-        title: createElement('div', { className: 'flex items-center gap-2' }, [
-          createElement(Link, { key: 'link', href: '/', className: 'flex items-center gap-2' }, [
-            createElement('span', { key: 'title', className: 'text-2xl font-bold' }, 'TPMJS'),
-            createElement(Badge, { key: 'badge', variant: 'outline', size: 'sm' }, 'Beta'),
-          ]),
-        ]),
-        sticky: true,
-        size: 'md',
-      }),
-      createElement(
-        Container,
-        { key: 'container', size: 'xl', padding: 'md', className: 'py-12' },
-        createElement(
-          'div',
-          { className: 'text-center' },
-          createElement('p', { className: 'text-red-500 text-lg mb-4' }, error || 'Tool not found'),
-          createElement(
-            Link,
-            { href: '/tool/tool-search' },
-            createElement(Button, { variant: 'default' }, 'Browse All Tools')
-          )
-        )
-      ),
-    ]);
-  }
-
-  return createElement('div', { className: 'min-h-screen bg-background' }, [
-    // Header
-    createElement(Header, {
-      key: 'header',
-      title: createElement('div', { className: 'flex items-center gap-2' }, [
-        createElement(Link, { key: 'link', href: '/', className: 'flex items-center gap-2' }, [
-          createElement('span', { key: 'title', className: 'text-2xl font-bold' }, 'TPMJS'),
-          createElement(Badge, { key: 'badge', variant: 'outline', size: 'sm' }, 'Beta'),
-        ]),
-      ]),
-      actions: createElement('div', { className: 'flex items-center gap-3' }, [
-        createElement(
-          Link,
-          { key: 'browse', href: '/tool/tool-search' },
-          createElement(Button, { variant: 'ghost', size: 'sm' }, 'Browse Tools')
-        ),
-        tool.npmRepository
-          ? createElement(
-              'a',
-              {
-                key: 'github',
-                href: tool.npmRepository.url.replace('git+', '').replace('.git', ''),
-                target: '_blank',
-                rel: 'noopener noreferrer',
-                className: 'text-foreground-secondary hover:text-foreground transition-colors',
-              },
-              createElement(Icon, { icon: 'github', size: 'md' })
-            )
-          : null,
-      ]),
-      sticky: true,
-      size: 'md',
-    }),
-
-    // Main content
-    createElement(Container, { key: 'container', size: 'xl', padding: 'md', className: 'py-8' }, [
-      // Breadcrumb
-      createElement(
-        'div',
-        {
-          key: 'breadcrumb',
-          className: 'flex items-center gap-2 text-sm text-foreground-secondary mb-6',
-        },
-        [
-          createElement(
-            Link,
-            { key: 'home', href: '/', className: 'hover:text-foreground' },
-            'Home'
-          ),
-          createElement('span', { key: 'sep1' }, '/'),
-          createElement(
-            Link,
-            { key: 'tools', href: '/tool/tool-search', className: 'hover:text-foreground' },
-            'Tools'
-          ),
-          createElement('span', { key: 'sep2' }, '/'),
-          createElement(
-            'span',
-            { key: 'current', className: 'text-foreground' },
-            tool.npmPackageName
-          ),
-        ]
-      ),
-
-      // Title section
-      createElement('div', { key: 'title-section', className: 'mb-8' }, [
-        createElement(
-          'div',
-          { key: 'title-row', className: 'flex items-start justify-between mb-4' },
-          [
-            createElement('div', { key: 'title-content' }, [
-              createElement(
-                'h1',
-                { key: 'title', className: 'text-4xl font-bold text-foreground mb-2' },
-                tool.npmPackageName
-              ),
-              createElement(
-                'p',
-                { key: 'description', className: 'text-lg text-foreground-secondary' },
-                tool.description
-              ),
-            ]),
-            tool.isOfficial
-              ? createElement(
-                  Badge,
-                  { key: 'official', variant: 'default', size: 'lg' },
-                  'Official'
-                )
-              : null,
-          ]
-        ),
-        createElement('div', { key: 'badges', className: 'flex flex-wrap gap-2' }, [
-          createElement(Badge, { key: 'category', variant: 'secondary' }, tool.category),
-          createElement(Badge, { key: 'version', variant: 'outline' }, `v${tool.npmVersion}`),
-          tool.npmLicense
-            ? createElement(Badge, { key: 'license', variant: 'outline' }, tool.npmLicense)
-            : null,
-        ]),
-      ]),
-
-      // Main grid
-      createElement(
-        'div',
-        { key: 'main-grid', className: 'grid grid-cols-1 lg:grid-cols-3 gap-6' },
-        [
-          // Left column - Main content
-          createElement('div', { key: 'left-col', className: 'lg:col-span-2 space-y-6' }, [
-            // Installation
-            createElement(Card, { key: 'installation' }, [
-              createElement(CardHeader, { key: 'header' }, [
-                createElement(CardTitle, { key: 'title' }, 'Installation'),
-                createElement(
-                  CardDescription,
-                  { key: 'desc' },
-                  'Install this tool using your preferred package manager'
-                ),
-              ]),
-              createElement(CardContent, { key: 'content', className: 'space-y-4' }, [
-                createElement(CodeBlock, {
-                  key: 'npm',
-                  code: `npm install ${tool.npmPackageName}`,
-                  language: 'bash',
-                  showCopy: true,
-                }),
-                createElement(CodeBlock, {
-                  key: 'yarn',
-                  code: `yarn add ${tool.npmPackageName}`,
-                  language: 'bash',
-                  showCopy: true,
-                }),
-                createElement(CodeBlock, {
-                  key: 'pnpm',
-                  code: `pnpm add ${tool.npmPackageName}`,
-                  language: 'bash',
-                  showCopy: true,
-                }),
-              ]),
-            ]),
-
-            // Usage Example
-            tool.tpmjsMetadata?.example
-              ? createElement(Card, { key: 'example' }, [
-                  createElement(CardHeader, { key: 'header' }, [
-                    createElement(CardTitle, { key: 'title' }, 'Usage Example'),
-                    createElement(CardDescription, { key: 'desc' }, 'Quick start example'),
-                  ]),
-                  createElement(
-                    CardContent,
-                    { key: 'content' },
-                    createElement(CodeBlock, {
-                      code: tool.tpmjsMetadata.example,
-                      language: 'typescript',
-                      showCopy: true,
-                    })
-                  ),
-                ])
-              : null,
-
-            // AI Agent Information
-            tool.tpmjsMetadata?.aiAgent
-              ? createElement(Card, { key: 'ai-agent' }, [
-                  createElement(CardHeader, { key: 'header' }, [
-                    createElement(CardTitle, { key: 'title' }, 'AI Agent Integration'),
-                    createElement(
-                      CardDescription,
-                      { key: 'desc' },
-                      'How AI agents can use this tool'
-                    ),
-                  ]),
-                  createElement(CardContent, { key: 'content', className: 'space-y-4' }, [
-                    tool.tpmjsMetadata.aiAgent.useCase
-                      ? createElement('div', { key: 'usecase' }, [
-                          createElement(
-                            'h4',
-                            {
-                              key: 'title',
-                              className: 'text-sm font-semibold text-foreground mb-2',
-                            },
-                            'Use Case'
-                          ),
-                          createElement(
-                            'p',
-                            { key: 'text', className: 'text-sm text-foreground-secondary' },
-                            tool.tpmjsMetadata.aiAgent.useCase
-                          ),
-                        ])
-                      : null,
-                    tool.tpmjsMetadata.aiAgent.limitations
-                      ? createElement('div', { key: 'limitations' }, [
-                          createElement(
-                            'h4',
-                            {
-                              key: 'title',
-                              className: 'text-sm font-semibold text-foreground mb-2',
-                            },
-                            'Limitations'
-                          ),
-                          createElement(
-                            'p',
-                            { key: 'text', className: 'text-sm text-foreground-secondary' },
-                            tool.tpmjsMetadata.aiAgent.limitations
-                          ),
-                        ])
-                      : null,
-                    tool.tpmjsMetadata.aiAgent.examples &&
-                    tool.tpmjsMetadata.aiAgent.examples.length > 0
-                      ? createElement('div', { key: 'examples' }, [
-                          createElement(
-                            'h4',
-                            {
-                              key: 'title',
-                              className: 'text-sm font-semibold text-foreground mb-2',
-                            },
-                            'Examples'
-                          ),
-                          createElement(
-                            'ul',
-                            { key: 'list', className: 'list-disc list-inside space-y-1' },
-                            tool.tpmjsMetadata.aiAgent.examples.map((example, i) =>
-                              createElement(
-                                'li',
-                                { key: i, className: 'text-sm text-foreground-secondary' },
-                                example
-                              )
-                            )
-                          ),
-                        ])
-                      : null,
-                  ]),
-                ])
-              : null,
-
-            // Parameters
-            tool.tpmjsMetadata?.parameters && tool.tpmjsMetadata.parameters.length > 0
-              ? createElement(Card, { key: 'parameters' }, [
-                  createElement(CardHeader, { key: 'header' }, [
-                    createElement(CardTitle, { key: 'title' }, 'Parameters'),
-                    createElement(
-                      CardDescription,
-                      { key: 'desc' },
-                      'Available configuration options'
-                    ),
-                  ]),
-                  createElement(
-                    CardContent,
-                    { key: 'content' },
-                    createElement(
-                      'div',
-                      { className: 'space-y-4' },
-                      tool.tpmjsMetadata.parameters.map((param) =>
-                        createElement(
-                          'div',
-                          {
-                            key: param.name,
-                            className: 'border-b border-border pb-4 last:border-0',
-                          },
-                          [
-                            createElement(
-                              'div',
-                              { key: 'header', className: 'flex items-start justify-between mb-2' },
-                              [
-                                createElement(
-                                  'code',
-                                  { key: 'name', className: 'text-sm font-mono text-foreground' },
-                                  param.name
-                                ),
-                                param.required
-                                  ? createElement(
-                                      Badge,
-                                      { key: 'required', variant: 'error', size: 'sm' },
-                                      'Required'
-                                    )
-                                  : createElement(
-                                      Badge,
-                                      { key: 'optional', variant: 'outline', size: 'sm' },
-                                      'Optional'
-                                    ),
-                              ]
-                            ),
-                            createElement(
-                              'div',
-                              { key: 'type', className: 'text-sm text-foreground-secondary mb-1' },
-                              [
-                                createElement(
-                                  'span',
-                                  { key: 'label', className: 'font-semibold' },
-                                  'Type: '
-                                ),
-                                createElement(
-                                  'code',
-                                  { key: 'value', className: 'font-mono' },
-                                  param.type
-                                ),
-                              ]
-                            ),
-                            createElement(
-                              'p',
-                              { key: 'desc', className: 'text-sm text-foreground-secondary' },
-                              param.description
-                            ),
-                            param.default !== undefined
-                              ? createElement(
-                                  'div',
-                                  {
-                                    key: 'default',
-                                    className: 'text-sm text-foreground-tertiary mt-1',
-                                  },
-                                  [
-                                    createElement(
-                                      'span',
-                                      { key: 'label', className: 'font-semibold' },
-                                      'Default: '
-                                    ),
-                                    createElement(
-                                      'code',
-                                      { key: 'value', className: 'font-mono' },
-                                      JSON.stringify(param.default)
-                                    ),
-                                  ]
-                                )
-                              : null,
-                          ]
-                        )
-                      )
-                    )
-                  ),
-                ])
-              : null,
-          ]),
-
-          // Right column - Sidebar
-          createElement('div', { key: 'right-col', className: 'space-y-6' }, [
-            // Stats
-            createElement(Card, { key: 'stats' }, [
-              createElement(
-                CardHeader,
-                { key: 'header' },
-                createElement(CardTitle, { key: 'title' }, 'Statistics')
-              ),
-              createElement(CardContent, { key: 'content', className: 'space-y-4' }, [
-                createElement('div', { key: 'downloads' }, [
-                  createElement(
-                    'p',
-                    { key: 'label', className: 'text-sm text-foreground-secondary mb-1' },
-                    'Downloads/month'
-                  ),
-                  createElement(
-                    'p',
-                    { key: 'value', className: 'text-2xl font-bold text-foreground' },
-                    tool.npmDownloadsLastMonth.toLocaleString()
-                  ),
-                ]),
-                tool.githubStars !== null
-                  ? createElement('div', { key: 'stars' }, [
-                      createElement(
-                        'p',
-                        { key: 'label', className: 'text-sm text-foreground-secondary mb-1' },
-                        'GitHub Stars'
-                      ),
-                      createElement(
-                        'p',
-                        { key: 'value', className: 'text-2xl font-bold text-foreground' },
-                        tool.githubStars.toLocaleString()
-                      ),
-                    ])
-                  : null,
-                createElement('div', { key: 'quality' }, [
-                  createElement(
-                    'p',
-                    { key: 'label', className: 'text-sm text-foreground-secondary mb-2' },
-                    'Quality Score'
-                  ),
-                  createElement(ProgressBar, {
-                    key: 'bar',
-                    value: Number.parseFloat(tool.qualityScore) * 100,
-                    variant:
-                      Number.parseFloat(tool.qualityScore) >= 0.7
-                        ? 'success'
-                        : Number.parseFloat(tool.qualityScore) >= 0.5
-                          ? 'primary'
-                          : 'warning',
-                    size: 'md',
-                    showLabel: true,
-                  }),
-                ]),
-              ]),
-            ]),
-
-            // Tags
-            tool.tags.length > 0
-              ? createElement(Card, { key: 'tags' }, [
-                  createElement(
-                    CardHeader,
-                    { key: 'header' },
-                    createElement(CardTitle, { key: 'title' }, 'Tags')
-                  ),
-                  createElement(
-                    CardContent,
-                    { key: 'content' },
-                    createElement(
-                      'div',
-                      { className: 'flex flex-wrap gap-2' },
-                      tool.tags.map((tag) =>
-                        createElement(Badge, { key: tag, variant: 'outline', size: 'sm' }, tag)
-                      )
-                    )
-                  ),
-                ])
-              : null,
-
-            // Links
-            createElement(Card, { key: 'links' }, [
-              createElement(
-                CardHeader,
-                { key: 'header' },
-                createElement(CardTitle, { key: 'title' }, 'Links')
-              ),
-              createElement(CardContent, { key: 'content', className: 'space-y-2' }, [
-                createElement(
-                  'a',
-                  {
-                    key: 'npm',
-                    href: `https://www.npmjs.com/package/${tool.npmPackageName}`,
-                    target: '_blank',
-                    rel: 'noopener noreferrer',
-                    className:
-                      'flex items-center gap-2 text-sm text-foreground-secondary hover:text-foreground',
-                  },
-                  [
-                    createElement(Icon, { key: 'icon', icon: 'externalLink', size: 'sm' }),
-                    createElement('span', { key: 'text' }, 'View on NPM'),
-                  ]
-                ),
-                tool.tpmjsMetadata?.links?.documentation
-                  ? createElement(
-                      'a',
-                      {
-                        key: 'docs',
-                        href: tool.tpmjsMetadata.links.documentation,
-                        target: '_blank',
-                        rel: 'noopener noreferrer',
-                        className:
-                          'flex items-center gap-2 text-sm text-foreground-secondary hover:text-foreground',
-                      },
-                      [
-                        createElement(Icon, { key: 'icon', icon: 'externalLink', size: 'sm' }),
-                        createElement('span', { key: 'text' }, 'Documentation'),
-                      ]
-                    )
-                  : null,
-                tool.tpmjsMetadata?.links?.repository
-                  ? createElement(
-                      'a',
-                      {
-                        key: 'repo',
-                        href: tool.tpmjsMetadata.links.repository,
-                        target: '_blank',
-                        rel: 'noopener noreferrer',
-                        className:
-                          'flex items-center gap-2 text-sm text-foreground-secondary hover:text-foreground',
-                      },
-                      [
-                        createElement(Icon, { key: 'icon', icon: 'github', size: 'sm' }),
-                        createElement('span', { key: 'text' }, 'Repository'),
-                      ]
-                    )
-                  : null,
-                tool.tpmjsMetadata?.links?.homepage
-                  ? createElement(
-                      'a',
-                      {
-                        key: 'home',
-                        href: tool.tpmjsMetadata.links.homepage,
-                        target: '_blank',
-                        rel: 'noopener noreferrer',
-                        className:
-                          'flex items-center gap-2 text-sm text-foreground-secondary hover:text-foreground',
-                      },
-                      [
-                        createElement(Icon, { key: 'icon', icon: 'externalLink', size: 'sm' }),
-                        createElement('span', { key: 'text' }, 'Homepage'),
-                      ]
-                    )
-                  : null,
-              ]),
-            ]),
-
-            // Frameworks
-            tool.tpmjsMetadata?.frameworks && tool.tpmjsMetadata.frameworks.length > 0
-              ? createElement(Card, { key: 'frameworks' }, [
-                  createElement(
-                    CardHeader,
-                    { key: 'header' },
-                    createElement(CardTitle, { key: 'title' }, 'Frameworks')
-                  ),
-                  createElement(
-                    CardContent,
-                    { key: 'content' },
-                    createElement(
-                      'div',
-                      { className: 'flex flex-wrap gap-2' },
-                      tool.tpmjsMetadata.frameworks.map((framework) =>
-                        createElement(
-                          Badge,
-                          { key: framework, variant: 'secondary', size: 'sm' },
-                          framework
-                        )
-                      )
-                    )
-                  ),
-                ])
-              : null,
-          ]),
-        ]
-      ),
-    ]),
-  ]);
-}
diff --git a/apps/web/src/app/tool/broken/page.tsx b/apps/web/src/app/tool/broken/page.tsx
new file mode 100644
index 0000000..ceb9648
--- /dev/null
+++ b/apps/web/src/app/tool/broken/page.tsx
@@ -0,0 +1,270 @@
+'use client';
+
+import { Badge } from '@tpmjs/ui/Badge/Badge';
+import { Button } from '@tpmjs/ui/Button/Button';
+import {
+  Card,
+  CardContent,
+  CardDescription,
+  CardFooter,
+  CardHeader,
+  CardTitle,
+} from '@tpmjs/ui/Card/Card';
+import { CodeBlock } from '@tpmjs/ui/CodeBlock/CodeBlock';
+import { Container } from '@tpmjs/ui/Container/Container';
+import { Icon } from '@tpmjs/ui/Icon/Icon';
+import { Spinner } from '@tpmjs/ui/Spinner/Spinner';
+import Link from 'next/link';
+import { useEffect, useState } from 'react';
+import { AppHeader } from '~/components/AppHeader';
+
+interface BrokenTool {
+  id: string;
+  name: string;
+  description: string;
+  importHealth: 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+  executionHealth: 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+  healthCheckError: string | null;
+  lastHealthCheck: string | null;
+  package: {
+    npmPackageName: string;
+    npmVersion: string;
+    category: string;
+    isOfficial: boolean;
+  };
+}
+
+/**
+ * Broken Tools Page
+ *
+ * Displays all tools with broken health status (importHealth='BROKEN' OR executionHealth='BROKEN')
+ */
+export default function BrokenToolsPage(): React.ReactElement {
+  const [tools, setTools] = useState<BrokenTool[]>([]);
+  const [loading, setLoading] = useState(true);
+  const [error, setError] = useState<string | null>(null);
+
+  // Fetch broken tools from API
+  useEffect(() => {
+    const fetchBrokenTools = async () => {
+      try {
+        setLoading(true);
+        const response = await fetch('/api/tools/broken');
+        const data = await response.json();
+
+        if (data.success) {
+          setTools(data.data);
+          setError(null);
+        } else {
+          setError(data.error || 'Failed to fetch broken tools');
+        }
+      } catch (err) {
+        setError(err instanceof Error ? err.message : 'Unknown error');
+      } finally {
+        setLoading(false);
+      }
+    };
+
+    fetchBrokenTools();
+  }, []);
+
+  return (
+    <div className="min-h-screen bg-background">
+      <AppHeader />
+
+      {/* Main content */}
+      <Container size="xl" padding="md" className="py-8">
+        {/* Page header */}
+        <div className="space-y-4 mb-8">
+          <div className="flex items-center gap-3">
+            <span className="text-3xl">⚠️</span>
+            <h1 className="text-4xl font-bold text-foreground">Broken Tools</h1>
+          </div>
+          <p className="text-lg text-foreground-secondary">
+            Tools that are currently failing health checks. These tools may not work correctly until
+            the underlying issues are resolved.
+          </p>
+        </div>
+
+        {/* Loading state */}
+        {loading && (
+          <div className="flex items-center justify-center py-24 gap-4">
+            <Spinner size="lg" />
+            <span className="text-foreground-secondary font-mono text-sm tracking-wide">
+              Loading broken tools...
+            </span>
+          </div>
+        )}
+
+        {/* Error state */}
+        {error && <div className="text-center py-12 text-red-500">Error: {error}</div>}
+
+        {/* Empty state - All healthy! */}
+        {!loading && !error && tools.length === 0 && (
+          <Card className="text-center py-12">
+            <CardContent className="space-y-4">
+              <div className="flex justify-center">
+                <Icon icon="check" size="lg" className="text-green-600 dark:text-green-400" />
+              </div>
+              <div>
+                <h2 className="text-2xl font-bold text-foreground mb-2">All Tools are Healthy!</h2>
+                <p className="text-foreground-secondary">
+                  No broken tools detected. All tools are passing health checks.
+                </p>
+              </div>
+              <Link href="/tool/tool-search">
+                <Button variant="default" size="md">
+                  Browse Tools
+                </Button>
+              </Link>
+            </CardContent>
+          </Card>
+        )}
+
+        {/* Broken tools grid */}
+        {!loading && !error && tools.length > 0 && (
+          <>
+            <div className="mb-6 p-4 rounded-lg bg-red-50 dark:bg-red-950/30 border border-red-200 dark:border-red-900">
+              <div className="flex items-start gap-3">
+                <span className="text-xl mt-0.5">⚠️</span>
+                <div>
+                  <h3 className="text-sm font-semibold text-red-800 dark:text-red-300 mb-1">
+                    {tools.length} {tools.length === 1 ? 'tool is' : 'tools are'} currently broken
+                  </h3>
+                  <p className="text-sm text-red-700 dark:text-red-400">
+                    These tools are experiencing import or execution failures. Click on a tool to
+                    see details and manually trigger a health recheck.
+                  </p>
+                </div>
+              </div>
+            </div>
+
+            <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-6">
+              {/* biome-ignore lint/complexity/noExcessiveCognitiveComplexity: Broken tools page requires conditional rendering for health status */}
+              {tools.map((tool) => {
+                const toolUrl = `/tool/${tool.package.npmPackageName}/${tool.name}`;
+                const lastCheckedDate = tool.lastHealthCheck
+                  ? new Date(tool.lastHealthCheck)
+                  : null;
+
+                return (
+                  <Card key={tool.id} className="flex flex-col border-red-200 dark:border-red-900">
+                    <CardHeader>
+                      <div className="flex items-start justify-between gap-2">
+                        <div className="flex-1">
+                          <CardTitle>
+                            {tool.name !== 'default' ? tool.name : tool.package.npmPackageName}
+                          </CardTitle>
+                          <div className="text-sm text-foreground-secondary mt-1">
+                            {tool.package.npmPackageName}
+                          </div>
+                        </div>
+                      </div>
+                      <CardDescription>{tool.description}</CardDescription>
+                    </CardHeader>
+
+                    <CardContent className="flex-1 space-y-4">
+                      {/* Category badge and version */}
+                      <div className="flex items-center gap-2 flex-wrap">
+                        <Badge variant="secondary" size="sm">
+                          {tool.package.category}
+                        </Badge>
+                        <span className="text-xs text-foreground-tertiary">
+                          v{tool.package.npmVersion}
+                        </span>
+                        {tool.package.isOfficial && (
+                          <Badge variant="default" size="sm">
+                            Official
+                          </Badge>
+                        )}
+                      </div>
+
+                      {/* Health status badges */}
+                      <div className="space-y-2">
+                        <div className="text-sm font-medium text-foreground-secondary mb-2">
+                          Health Status:
+                        </div>
+                        <div className="flex flex-col gap-2">
+                          {/* Import health */}
+                          <div className="flex items-center gap-2">
+                            <span className="text-xs text-foreground-tertiary w-20">Import:</span>
+                            {tool.importHealth === 'BROKEN' ? (
+                              <Badge variant="error" size="sm">
+                                <Icon icon="x" size="sm" className="mr-1" />
+                                Broken
+                              </Badge>
+                            ) : tool.importHealth === 'HEALTHY' ? (
+                              <Badge variant="success" size="sm">
+                                <Icon icon="check" size="sm" className="mr-1" />
+                                Healthy
+                              </Badge>
+                            ) : (
+                              <Badge variant="secondary" size="sm">
+                                Unknown
+                              </Badge>
+                            )}
+                          </div>
+
+                          {/* Execution health */}
+                          <div className="flex items-center gap-2">
+                            <span className="text-xs text-foreground-tertiary w-20">
+                              Execution:
+                            </span>
+                            {tool.executionHealth === 'BROKEN' ? (
+                              <Badge variant="error" size="sm">
+                                <Icon icon="x" size="sm" className="mr-1" />
+                                Broken
+                              </Badge>
+                            ) : tool.executionHealth === 'HEALTHY' ? (
+                              <Badge variant="success" size="sm">
+                                <Icon icon="check" size="sm" className="mr-1" />
+                                Healthy
+                              </Badge>
+                            ) : (
+                              <Badge variant="secondary" size="sm">
+                                Unknown
+                              </Badge>
+                            )}
+                          </div>
+                        </div>
+                      </div>
+
+                      {/* Error message */}
+                      {tool.healthCheckError && (
+                        <div className="space-y-2">
+                          <div className="text-sm font-medium text-foreground-secondary">
+                            Error:
+                          </div>
+                          <CodeBlock
+                            code={tool.healthCheckError}
+                            language="text"
+                            className="text-xs"
+                          />
+                        </div>
+                      )}
+
+                      {/* Last checked timestamp */}
+                      {lastCheckedDate && (
+                        <div className="text-xs text-foreground-tertiary">
+                          Last checked: {lastCheckedDate.toLocaleString()}
+                        </div>
+                      )}
+                    </CardContent>
+
+                    <CardFooter>
+                      <Link href={toolUrl} className="w-full">
+                        <Button variant="outline" size="sm" className="w-full">
+                          View Details & Recheck →
+                        </Button>
+                      </Link>
+                    </CardFooter>
+                  </Card>
+                );
+              })}
+            </div>
+          </>
+        )}
+      </Container>
+    </div>
+  );
+}
diff --git a/apps/web/src/app/tool/tool-search/layout.tsx b/apps/web/src/app/tool/tool-search/layout.tsx
new file mode 100644
index 0000000..56d880f
--- /dev/null
+++ b/apps/web/src/app/tool/tool-search/layout.tsx
@@ -0,0 +1,21 @@
+import type { Metadata } from 'next';
+
+export const metadata: Metadata = {
+  title: 'Tool Search | TPMJS',
+  description:
+    'Search and discover AI tools from the TPMJS registry. Browse by category, sort by downloads or recency.',
+  openGraph: {
+    title: 'Tool Search | TPMJS',
+    description:
+      'Search and discover AI tools from the TPMJS registry. Browse by category, sort by downloads or recency.',
+    images: [{ url: '/api/og/search', width: 1200, height: 630 }],
+  },
+  twitter: {
+    card: 'summary_large_image',
+    images: ['/api/og/search'],
+  },
+};
+
+export default function ToolSearchLayout({ children }: { children: React.ReactNode }) {
+  return children;
+}
diff --git a/apps/web/src/app/tool/tool-search/page.tsx b/apps/web/src/app/tool/tool-search/page.tsx
index c9f9234..d35d1b8 100644
--- a/apps/web/src/app/tool/tool-search/page.tsx
+++ b/apps/web/src/app/tool/tool-search/page.tsx
@@ -2,36 +2,59 @@
 
 import { Badge } from '@tpmjs/ui/Badge/Badge';
 import { Button } from '@tpmjs/ui/Button/Button';
-import {
-  Card,
-  CardContent,
-  CardDescription,
-  CardFooter,
-  CardHeader,
-  CardTitle,
-} from '@tpmjs/ui/Card/Card';
+import { Card, CardContent, CardDescription, CardHeader, CardTitle } from '@tpmjs/ui/Card/Card';
 import { CodeBlock } from '@tpmjs/ui/CodeBlock/CodeBlock';
 import { Container } from '@tpmjs/ui/Container/Container';
-import { Header } from '@tpmjs/ui/Header/Header';
 import { Icon } from '@tpmjs/ui/Icon/Icon';
 import { Input } from '@tpmjs/ui/Input/Input';
 import { ProgressBar } from '@tpmjs/ui/ProgressBar/ProgressBar';
 import { Select } from '@tpmjs/ui/Select/Select';
-import { Tabs } from '@tpmjs/ui/Tabs/Tabs';
+import { Spinner } from '@tpmjs/ui/Spinner/Spinner';
+import { formatTimeAgo } from '@tpmjs/utils/format';
 import Link from 'next/link';
 import { useEffect, useState } from 'react';
+import { AppHeader } from '~/components/AppHeader';
 
 interface Tool {
   id: string;
-  npmPackageName: string;
-  npmVersion: string;
+  name: string;
   description: string;
-  category: string;
-  tags: string[];
-  npmRepository: { url: string; type: string } | null;
   qualityScore: string;
-  isOfficial: boolean;
-  npmDownloadsLastMonth: number;
+  importHealth?: 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+  executionHealth?: 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+  createdAt: string;
+  package: {
+    npmPackageName: string;
+    npmVersion: string;
+    npmPublishedAt: string;
+    category: string;
+    npmRepository: { url: string; type: string } | null;
+    isOfficial: boolean;
+    npmDownloadsLastMonth: number;
+  };
+}
+
+type SortOption = 'downloads' | 'recent';
+
+/** Sort tools by criterion, pushing broken tools to the bottom */
+function sortTools(tools: Tool[], sortBy: SortOption): Tool[] {
+  return [...tools].sort((a, b) => {
+    const aIsBroken = a.importHealth === 'BROKEN' || a.executionHealth === 'BROKEN';
+    const bIsBroken = b.importHealth === 'BROKEN' || b.executionHealth === 'BROKEN';
+    // Always push broken tools to bottom
+    if (aIsBroken && !bIsBroken) return 1;
+    if (!aIsBroken && bIsBroken) return -1;
+    // Within same broken status, sort by selected criterion
+    if (sortBy === 'downloads') {
+      const aDownloads = a.package.npmDownloadsLastMonth ?? 0;
+      const bDownloads = b.package.npmDownloadsLastMonth ?? 0;
+      return bDownloads - aDownloads;
+    }
+    // Sort by recent (createdAt descending)
+    const aTime = a.createdAt ? new Date(a.createdAt).getTime() : 0;
+    const bTime = b.createdAt ? new Date(b.createdAt).getTime() : 0;
+    return bTime - aTime;
+  });
 }
 
 /**
@@ -40,18 +63,18 @@ interface Tool {
  * Fetches tools from the /api/tools endpoint and displays them in a searchable grid.
  */
 export default function ToolSearchPage(): React.ReactElement {
-  const [activeTab, setActiveTab] = useState('all');
   const [searchQuery, setSearchQuery] = useState('');
   const [categoryFilter, setCategoryFilter] = useState('all');
-  const [selectedTags, setSelectedTags] = useState<string[]>([]);
+  const [healthFilter, setHealthFilter] = useState('all');
+  const [sortBy, setSortBy] = useState<SortOption>('downloads');
   const [tools, setTools] = useState<Tool[]>([]);
   const [loading, setLoading] = useState(true);
   const [error, setError] = useState<string | null>(null);
   const [availableCategories, setAvailableCategories] = useState<string[]>([]);
-  const [availableTags, setAvailableTags] = useState<string[]>([]);
 
   // Fetch tools from API
   useEffect(() => {
+    // biome-ignore lint/complexity/noExcessiveCognitiveComplexity: Tool search page requires complex filtering logic
     const fetchTools = async () => {
       try {
         setLoading(true);
@@ -61,39 +84,39 @@ export default function ToolSearchPage(): React.ReactElement {
           params.set('q', searchQuery);
         }
 
-        if (activeTab === 'featured') {
-          params.set('official', 'true');
-        }
-
         if (categoryFilter !== 'all') {
           params.set('category', categoryFilter);
         }
 
-        const response = await fetch(`/api/tools?${params.toString()}`);
-        const data = await response.json();
+        if (healthFilter === 'healthy') {
+          params.set('importHealth', 'HEALTHY');
+          params.set('executionHealth', 'HEALTHY');
+        } else if (healthFilter === 'broken') {
+          params.set('broken', 'true');
+        }
 
-        if (data.success) {
-          const fetchedTools = data.data;
-          setTools(fetchedTools);
+        // Fetch all tools (no pagination limit)
+        params.set('limit', '1000');
+        const toolsResponse = await fetch(`/api/tools?${params.toString()}`);
+        const toolsData = await toolsResponse.json();
+
+        if (toolsData.success) {
+          const fetchedTools = toolsData.data;
+          setTools(sortTools(fetchedTools, sortBy));
           setError(null);
 
-          // Extract unique categories and tags from all tools
+          // Extract unique categories from all tools
           const categories = new Set<string>();
-          const tags = new Set<string>();
 
           for (const tool of fetchedTools) {
-            if (tool.category) {
-              categories.add(tool.category);
-            }
-            for (const tag of tool.tags) {
-              tags.add(tag);
+            if (tool.package.category) {
+              categories.add(tool.package.category);
             }
           }
 
           setAvailableCategories(Array.from(categories).sort());
-          setAvailableTags(Array.from(tags).sort());
         } else {
-          setError(data.error || 'Failed to fetch tools');
+          setError(toolsData.error || 'Failed to fetch tools');
         }
       } catch (err) {
         setError(err instanceof Error ? err.message : 'Unknown error');
@@ -103,55 +126,22 @@ export default function ToolSearchPage(): React.ReactElement {
     };
 
     fetchTools();
-  }, [searchQuery, activeTab, categoryFilter]);
-
-  // Filter tools by selected tags (client-side)
-  const displayedTools =
-    selectedTags.length > 0
-      ? tools.filter((tool) => selectedTags.some((tag) => tool.tags.includes(tag)))
-      : tools;
+  }, [searchQuery, categoryFilter, healthFilter, sortBy]);
 
   return (
     <div className="min-h-screen bg-background">
-      {/* Header */}
-      <Header
-        title={
-          <div className="flex items-center gap-2">
-            <span className="text-2xl font-bold">TPMJS</span>
-            <Badge variant="outline" size="sm">
-              Beta
-            </Badge>
-          </div>
-        }
-        actions={
-          <div className="flex items-center gap-3">
-            <Button variant="ghost" size="sm">
-              Docs
-            </Button>
-            <a
-              href="https://github.com/tpmjs/tpmjs"
-              target="_blank"
-              rel="noopener noreferrer"
-              className="text-foreground-secondary hover:text-foreground transition-colors"
-            >
-              <Icon icon="github" size="md" />
-            </a>
-            <Button variant="default" size="sm">
-              Publish Tool
-            </Button>
-          </div>
-        }
-        sticky={true}
-        size="md"
-      />
+      <AppHeader />
 
       {/* Main content */}
       <Container size="xl" padding="md" className="py-8">
         {/* Page header */}
         <div className="space-y-4 mb-8">
-          <h1 className="text-4xl font-bold text-foreground">Tool Registry</h1>
+          <h1 className="text-2xl sm:text-3xl md:text-4xl font-bold text-foreground">
+            Tool Registry
+          </h1>
           <p className="text-lg text-foreground-secondary">
-            Discover, share, and integrate tools that give your AI agents superpowers.
+            Search npm packages indexed as AI agent tools. Filter by category, health status, or
+            keyword.
           </p>
         </div>
 
@@ -165,14 +155,17 @@ export default function ToolSearchPage(): React.ReactElement {
           />
 
           {/* Filter row */}
-          <div className="flex flex-wrap gap-4">
+          <div className="flex flex-col sm:flex-row flex-wrap gap-3 sm:gap-4">
             {/* Category filter */}
-            <div className="flex items-center gap-2 min-w-[200px]">
-              <span className="text-sm font-medium text-foreground-secondary">Category:</span>
+            <div className="flex items-center gap-2 w-full sm:w-auto">
+              <span className="text-sm font-medium text-foreground-secondary whitespace-nowrap">
+                Category:
+              </span>
               <Select
                 value={categoryFilter}
                 onChange={(e) => setCategoryFilter(e.target.value)}
                 size="sm"
+                className="flex-1 sm:flex-none sm:min-w-[150px]"
                 options={[
                   { value: 'all', label: 'All Categories' },
                   ...availableCategories.map((cat) => ({
@@ -183,165 +176,341 @@ export default function ToolSearchPage(): React.ReactElement {
               />
             </div>
 
+            {/* Health filter */}
+            <div className="flex items-center gap-2 w-full sm:w-auto">
+              <span className="text-sm font-medium text-foreground-secondary whitespace-nowrap">
+                Health:
+              </span>
+              <Select
+                value={healthFilter}
+                onChange={(e) => setHealthFilter(e.target.value)}
+                size="sm"
+                className="flex-1 sm:flex-none sm:min-w-[130px]"
+                options={[
+                  { value: 'all', label: 'All Tools' },
+                  { value: 'healthy', label: 'Healthy Only' },
+                  { value: 'broken', label: 'Broken Only' },
+                ]}
+              />
+            </div>
+
+            {/* Sort dropdown */}
+            <div className="flex items-center gap-2 w-full sm:w-auto">
+              <span className="text-sm font-medium text-foreground-secondary whitespace-nowrap">
+                Sort:
+              </span>
+              <Select
+                value={sortBy}
+                onChange={(e) => setSortBy(e.target.value as SortOption)}
+                size="sm"
+                className="flex-1 sm:flex-none sm:min-w-[150px]"
+                options={[
+                  { value: 'downloads', label: 'Most Downloaded' },
+                  { value: 'recent', label: 'Recent' },
+                ]}
+              />
+            </div>
+
             {/* Clear filters button */}
-            {(categoryFilter !== 'all' || selectedTags.length > 0) && (
+            {(categoryFilter !== 'all' || healthFilter !== 'all') && (
               <Button
                 variant="ghost"
                 size="sm"
                 onClick={() => {
                   setCategoryFilter('all');
-                  setSelectedTags([]);
+                  setHealthFilter('all');
                 }}
               >
                 Clear Filters
               </Button>
             )}
           </div>
-
-          {/* Popular tags */}
-          {availableTags.length > 0 && (
-            <div className="flex flex-wrap gap-2">
-              <span className="text-sm font-medium text-foreground-secondary mr-2">
-                Filter by tag:
-              </span>
-              {availableTags.slice(0, 10).map((tag) => (
-                <Badge
-                  key={tag}
-                  variant={selectedTags.includes(tag) ? 'default' : 'outline'}
-                  size="sm"
-                  className="cursor-pointer hover:bg-foreground/10 transition-colors"
-                  onClick={() => {
-                    setSelectedTags((prev) =>
-                      prev.includes(tag) ? prev.filter((t) => t !== tag) : [...prev, tag]
-                    );
-                  }}
-                >
-                  {tag}
-                </Badge>
-              ))}
-            </div>
-          )}
         </div>
 
-        {/* Tabs */}
-        <Tabs
-          tabs={[
-            { id: 'all', label: 'All Tools', count: tools.length },
-            {
-              id: 'featured',
-              label: 'Official',
-              count: tools.filter((t) => t.isOfficial).length,
-            },
-          ]}
-          activeTab={activeTab}
-          onTabChange={setActiveTab}
-          size="md"
-          className="mb-8"
-        />
-
         {/* Loading state */}
         {loading && (
-          <div className="text-center py-12 text-foreground-secondary">Loading tools...</div>
+          <div className="flex items-center justify-center py-24 gap-4">
+            <Spinner size="lg" />
+            <span className="text-foreground-secondary font-mono text-sm tracking-wide">
+              Loading tools...
+            </span>
+          </div>
         )}
 
         {/* Error state */}
         {error && <div className="text-center py-12 text-red-500">Error: {error}</div>}
 
         {/* Tool grid */}
-        {!loading && !error && (
-          <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-6">
-            {displayedTools.length > 0 ? (
-              displayedTools.map((tool) => (
-                <Card key={tool.id} className="flex flex-col">
-                  <CardHeader>
-                    <div className="flex items-start justify-between gap-2">
-                      <CardTitle>{tool.npmPackageName}</CardTitle>
-                      {tool.npmRepository && (
-                        <a
-                          href={tool.npmRepository.url.replace('git+', '').replace('.git', '')}
-                          target="_blank"
-                          rel="noopener noreferrer"
-                          className="text-foreground-secondary hover:text-foreground transition-colors"
-                        >
-                          <Icon icon="externalLink" size="sm" />
-                        </a>
-                      )}
-                    </div>
-                    <CardDescription>{tool.description}</CardDescription>
-                  </CardHeader>
+        {!loading && !error && tools.length > 0 && (
+          <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-4 md:gap-6">
+            {tools.map((tool) => {
+              const isBroken = tool.importHealth === 'BROKEN' || tool.executionHealth === 'BROKEN';
+              const qualityPercent = Math.round(Number.parseFloat(tool.qualityScore) * 100);
 
-                  <CardContent className="flex-1 space-y-4">
-                    {/* Category badge and version */}
-                    <div className="flex items-center gap-2 flex-wrap">
-                      <Badge variant="secondary" size="sm">
-                        {tool.category}
-                      </Badge>
-                      <span className="text-xs text-foreground-tertiary">v{tool.npmVersion}</span>
-                      {tool.isOfficial && (
-                        <Badge variant="default" size="sm">
-                          Official
+              // Clean up repository URL
+              let repoUrl = tool.package.npmRepository?.url || '';
+              repoUrl = repoUrl.replace(/^git\+/, '');
+              repoUrl = repoUrl.replace(/\.git$/, '');
+              repoUrl = repoUrl.replace(/^git:\/\//, 'https://');
+              repoUrl = repoUrl.replace(/^git@github\.com:/, 'https://github.com/');
+
+              return (
+                <Link
+                  key={tool.id}
+                  href={`/tool/${tool.package.npmPackageName}/${tool.name}`}
+                  className="block select-text"
+                >
+                  <Card className="flex flex-col h-full hover:border-foreground-tertiary transition-colors cursor-pointer select-text">
+                    <CardHeader className="flex-none">
+                      {/* Top row: Title + metadata */}
+                      <div className="flex items-start justify-between gap-2">
+                        <div className="flex-1 min-w-0">
+                          <CardTitle className="truncate">
+                            {tool.name !== 'default' ? tool.name : tool.package.npmPackageName}
+                          </CardTitle>
+                          <div className="text-sm text-foreground-secondary mt-1 truncate">
+                            {tool.package.npmPackageName}
+                          </div>
+                        </div>
+                        {/* Right side: downloads, version, link */}
+                        <div className="flex items-center gap-2 flex-shrink-0 text-xs text-foreground-tertiary">
+                          <span>{tool.package.npmDownloadsLastMonth.toLocaleString()}/mo</span>
+                          <span>v{tool.package.npmVersion}</span>
+                          {repoUrl && (
+                            <button
+                              type="button"
+                              onClick={(e) => {
+                                e.preventDefault();
+                                e.stopPropagation();
+                                window.open(repoUrl, '_blank', 'noopener,noreferrer');
+                              }}
+                              className="text-foreground-secondary hover:text-foreground transition-colors cursor-pointer"
+                            >
+                              <Icon icon="externalLink" size="sm" />
+                            </button>
+                          )}
+                        </div>
+                      </div>
+                      {/* Description */}
+                      <CardDescription className="line-clamp-2 min-h-[2.5rem]">
+                        {tool.description}
+                      </CardDescription>
+                    </CardHeader>
+
+                    <CardContent className="flex-1 flex flex-col gap-4">
+                      {/* Category badge */}
+                      <div className="flex items-center">
+                        <Badge variant="secondary" size="sm">
+                          {tool.package.category}
                         </Badge>
+                      </div>
+
+                      {/* Quality + Broken status row */}
+                      <div className="flex items-center gap-3">
+                        <div className="flex-1 flex items-center gap-2">
+                          <ProgressBar
+                            value={qualityPercent}
+                            variant={
+                              isBroken
+                                ? 'danger'
+                                : qualityPercent >= 70
+                                  ? 'success'
+                                  : qualityPercent >= 50
+                                    ? 'primary'
+                                    : 'warning'
+                            }
+                            size="sm"
+                            showLabel={false}
+                            className="flex-1"
+                          />
+                          <span className="text-xs font-medium text-foreground-secondary w-8">
+                            {qualityPercent}%
+                          </span>
+                        </div>
+                        {isBroken && (
+                          <Badge variant="error" size="sm">
+                            Broken
+                          </Badge>
+                        )}
+                      </div>
+
+                      {/* Bottom section with install command and published date */}
+                      <div className="mt-auto space-y-2">
+                        <div
+                          onClick={(e) => e.stopPropagation()}
+                          onKeyDown={(e) => e.stopPropagation()}
+                          role="presentation"
+                        >
+                          <CodeBlock
+                            code={`npm install ${tool.package.npmPackageName}`}
+                            language="bash"
+                            size="sm"
+                            showCopy={true}
+                          />
+                        </div>
+                        {tool.package.npmPublishedAt && (
+                          <div className="text-xs text-foreground-tertiary">
+                            Published {formatTimeAgo(tool.package.npmPublishedAt)}
+                          </div>
+                        )}
+                      </div>
+                    </CardContent>
+                  </Card>
+                </Link>
+              );
+            })}
+          </div>
+        )}
+
+        {/* Empty States */}
+        {!loading && !error && tools.length === 0 && (
+          <div className="flex items-center justify-center py-24">
+            <Card className="max-w-2xl w-full">
+              <CardContent className="pt-6 pb-6 text-center space-y-6">
+                {/* Icon/Visual Element */}
+                <div className="flex justify-center">
+                  <div className="w-16 h-16 rounded-full bg-foreground-quaternary/50 flex items-center justify-center">
+                    <Icon icon="x" size="lg" className="text-foreground-tertiary" />
+                  </div>
+                </div>
+
+                {/* Search query with no results */}
+                {searchQuery && (
+                  <>
+                    <div className="space-y-2">
+                      <h3 className="text-xl font-semibold text-foreground">
+                        No tools found matching &ldquo;{searchQuery}&rdquo;
+                      </h3>
+                      <p className="text-foreground-secondary">
+                        We couldn&apos;t find any tools matching your search. Try adjusting your
+                        search terms or filters.
+                      </p>
+                    </div>
+                    <div className="flex flex-col sm:flex-row gap-3 justify-center">
+                      <Button variant="default" onClick={() => setSearchQuery('')}>
+                        Clear Search
+                      </Button>
+                      {(categoryFilter !== 'all' || healthFilter !== 'all') && (
+                        <Button
+                          variant="outline"
+                          onClick={() => {
+                            setCategoryFilter('all');
+                            setHealthFilter('all');
+                          }}
+                        >
+                          Clear All Filters
+                        </Button>
                       )}
                     </div>
+                  </>
+                )}
 
-                    {/* Tags */}
-                    {tool.tags.length > 0 && (
-                      <div className="flex flex-wrap gap-2">
-                        {tool.tags.slice(0, 5).map((tag) => (
-                          <Badge key={tag} variant="outline" size="sm">
-                            {tag}
-                          </Badge>
-                        ))}
-                      </div>
-                    )}
-
-                    {/* Quality score and downloads */}
+                {/* Filters active but no search query */}
+                {!searchQuery && (categoryFilter !== 'all' || healthFilter !== 'all') && (
+                  <>
                     <div className="space-y-2">
-                      <div className="flex items-center justify-between text-sm">
-                        <span className="text-foreground-secondary">Quality Score</span>
-                        <span className="text-foreground-tertiary">
-                          {tool.npmDownloadsLastMonth.toLocaleString()} downloads/mo
-                        </span>
-                      </div>
-                      <ProgressBar
-                        value={Number.parseFloat(tool.qualityScore) * 100}
-                        variant={
-                          Number.parseFloat(tool.qualityScore) >= 0.7
-                            ? 'success'
-                            : Number.parseFloat(tool.qualityScore) >= 0.5
-                              ? 'primary'
-                              : 'warning'
-                        }
-                        size="sm"
-                        showLabel={true}
-                      />
+                      <h3 className="text-xl font-semibold text-foreground">
+                        No tools match your filters
+                      </h3>
+                      <p className="text-foreground-secondary">
+                        Try adjusting or clearing your filters to see more tools.
+                      </p>
+                      {categoryFilter !== 'all' && (
+                        <p className="text-sm text-foreground-tertiary">
+                          Current filter: Category = {categoryFilter}
+                        </p>
+                      )}
+                      {healthFilter !== 'all' && (
+                        <p className="text-sm text-foreground-tertiary">
+                          Current filter: Health = {healthFilter}
+                        </p>
+                      )}
                     </div>
-
-                    {/* Install command */}
-                    <CodeBlock
-                      code={`npm install ${tool.npmPackageName}`}
-                      language="bash"
-                      size="sm"
-                      showCopy={true}
-                    />
-                  </CardContent>
-
-                  <CardFooter>
-                    <Link href={`/tool/${encodeURIComponent(tool.npmPackageName)}`}>
-                      <Button variant="outline" size="sm" className="w-full">
-                        View Details
+                    <div className="flex flex-col sm:flex-row gap-3 justify-center">
+                      <Button
+                        variant="default"
+                        onClick={() => {
+                          setCategoryFilter('all');
+                          setHealthFilter('all');
+                        }}
+                      >
+                        Clear All Filters
                       </Button>
-                    </Link>
-                  </CardFooter>
-                </Card>
-              ))
-            ) : (
-              <div className="col-span-full text-center py-12 text-foreground-tertiary">
-                {searchQuery
-                  ? `No tools found matching "${searchQuery}"`
-                  : 'No tools available yet'}
-              </div>
-            )}
+                    </div>
+                  </>
+                )}
+
+                {/* No tools at all (edge case) */}
+                {!searchQuery && categoryFilter === 'all' && healthFilter === 'all' && (
+                  <>
+                    <div className="space-y-2">
+                      <h3 className="text-xl font-semibold text-foreground">No tools yet</h3>
+                      <p className="text-foreground-secondary">
+                        Be the first to publish a tool and help AI agents gain new capabilities.
+                      </p>
+                    </div>
+                    <div className="flex flex-col sm:flex-row gap-3 justify-center">
+                      <Button
+                        variant="default"
+                        onClick={() =>
+                          window.open('https://github.com/tpmjs/tpmjs', '_blank', 'noopener')
+                        }
+                      >
+                        <Icon icon="github" size="sm" className="mr-2" />
+                        View Documentation
+                      </Button>
+                      <Button
+                        variant="outline"
+                        onClick={() =>
+                          window.open(
+                            'https://www.npmjs.com/search?q=keywords:tpmjs',
+                            '_blank',
+                            'noopener'
+                          )
+                        }
+                      >
+                        Browse on npm
+                      </Button>
+                    </div>
+                    <div className="pt-4 border-t border-border mt-6">
+                      <p className="text-sm text-foreground-tertiary mb-4">
+                        Publishing a tool is easy:
+                      </p>
+                      <div className="space-y-3 text-left max-w-md mx-auto">
+                        <div className="flex gap-3">
+                          <div className="flex-shrink-0 w-6 h-6 rounded-full bg-primary/10 text-primary flex items-center justify-center text-xs font-bold">
+                            1
+                          </div>
+                          <p className="text-sm text-foreground-secondary">
+                            Add{' '}
+                            <code className="px-1.5 py-0.5 bg-muted rounded text-xs">tpmjs</code>{' '}
+                            keyword to your package.json
+                          </p>
+                        </div>
+                        <div className="flex gap-3">
+                          <div className="flex-shrink-0 w-6 h-6 rounded-full bg-primary/10 text-primary flex items-center justify-center text-xs font-bold">
+                            2
+                          </div>
+                          <p className="text-sm text-foreground-secondary">
+                            Include a{' '}
+                            <code className="px-1.5 py-0.5 bg-muted rounded text-xs">tpmjs</code>{' '}
+                            field with tool metadata
+                          </p>
+                        </div>
+                        <div className="flex gap-3">
+                          <div className="flex-shrink-0 w-6 h-6 rounded-full bg-primary/10 text-primary flex items-center justify-center text-xs font-bold">
+                            3
+                          </div>
+                          <p className="text-sm text-foreground-secondary">
+                            Publish to npm and your tool appears here automatically
+                          </p>
+                        </div>
+                      </div>
+                    </div>
+                  </>
+                )}
+              </CardContent>
+            </Card>
           </div>
         )}
       </Container>
diff --git a/apps/web/src/components/AppFooter.tsx b/apps/web/src/components/AppFooter.tsx
new file mode 100644
index 0000000..9afab96
--- /dev/null
+++ b/apps/web/src/components/AppFooter.tsx
@@ -0,0 +1,56 @@
+'use client';
+
+import { Container } from '@tpmjs/ui/Container/Container';
+import Link from 'next/link';
+
+export function AppFooter(): React.ReactElement {
+  return (
+    <footer className="py-8 border-t border-border bg-surface">
+      <Container size="xl" padding="lg">
+        <div className="flex flex-col md:flex-row items-center justify-between gap-4">
+          <p className="text-sm text-foreground-secondary">© 2025 TPMJS. All rights reserved.</p>
+          <div className="flex items-center gap-4 text-sm">
+            <a
+              href="mailto:hello@tpmjs.com"
+              className="text-foreground-secondary hover:text-foreground transition-colors"
+            >
+              Contact
+            </a>
+            <span className="text-border">·</span>
+            <Link
+              href="/privacy"
+              className="text-foreground-secondary hover:text-foreground transition-colors"
+            >
+              Privacy
+            </Link>
+            <span className="text-border">·</span>
+            <Link
+              href="/terms"
+              className="text-foreground-secondary hover:text-foreground transition-colors"
+            >
+              Terms
+            </Link>
+            <span className="text-border">·</span>
+            <a
+              href="https://github.com/tpmjs/tpmjs"
+              target="_blank"
+              rel="noopener noreferrer"
+              className="text-foreground-secondary hover:text-foreground transition-colors"
+            >
+              GitHub
+            </a>
+            <span className="text-border">·</span>
+            <a
+              href="https://twitter.com/tpmjs_registry"
+              target="_blank"
+              rel="noopener noreferrer"
+              className="text-foreground-secondary hover:text-foreground transition-colors"
+            >
+              Twitter
+            </a>
+          </div>
+        </div>
+      </Container>
+    </footer>
+  );
+}
diff --git a/apps/web/src/components/AppHeader.tsx b/apps/web/src/components/AppHeader.tsx
new file mode 100644
index 0000000..914506c
--- /dev/null
+++ b/apps/web/src/components/AppHeader.tsx
@@ -0,0 +1,119 @@
+'use client';
+
+import { Button } from '@tpmjs/ui/Button/Button';
+import { Header } from '@tpmjs/ui/Header/Header';
+import { Icon } from '@tpmjs/ui/Icon/Icon';
+import Link from 'next/link';
+import { useState } from 'react';
+import { MobileMenu } from './MobileMenu';
+
+/**
+ * Shared application header used across all pages
+ */
+export function AppHeader(): React.ReactElement {
+  const [mobileMenuOpen, setMobileMenuOpen] = useState(false);
+
+  return (
+    <>
+      <Header
+        title={
+          <Link
+            href="/"
+            className="text-foreground hover:text-foreground text-xl md:text-2xl font-bold uppercase tracking-tight"
+          >
+            TPMJS
+          </Link>
+        }
+        size="md"
+        sticky={true}
+        actions={
+          <>
+            {/* Desktop Navigation - hidden on mobile */}
+            <div className="hidden md:flex items-center gap-4">
+              <Link href="/tool/tool-search">
+                <Button variant="ghost" size="sm" className="text-foreground hover:text-foreground">
+                  Tools
+                </Button>
+              </Link>
+              <Link href="/docs">
+                <Button variant="ghost" size="sm" className="text-foreground hover:text-foreground">
+                  Docs
+                </Button>
+              </Link>
+              <Link href="/how-it-works">
+                <Button variant="ghost" size="sm" className="text-foreground hover:text-foreground">
+                  How It Works
+                </Button>
+              </Link>
+              <a href="https://playground.tpmjs.com" target="_blank" rel="noopener noreferrer">
+                <Button variant="ghost" size="sm" className="text-foreground hover:text-foreground">
+                  Playground
+                </Button>
+              </a>
+              <Link href="/spec">
+                <Button variant="ghost" size="sm" className="text-foreground hover:text-foreground">
+                  Spec
+                </Button>
+              </Link>
+              <Link href="/sdk">
+                <Button variant="ghost" size="sm" className="text-foreground hover:text-foreground">
+                  SDK
+                </Button>
+              </Link>
+              <Link href="/faq">
+                <Button variant="ghost" size="sm" className="text-foreground hover:text-foreground">
+                  FAQ
+                </Button>
+              </Link>
+              <Link href="/stats">
+                <Button variant="ghost" size="sm" className="text-foreground hover:text-foreground">
+                  Stats
+                </Button>
+              </Link>
+              <Link href="/changelog">
+                <Button variant="ghost" size="sm" className="text-foreground hover:text-foreground">
+                  Changelog
+                </Button>
+              </Link>
+              <a
+                href="https://discord.gg/KuJRBCn89c"
+                target="_blank"
+                rel="noopener noreferrer"
+                className="text-foreground hover:text-foreground transition-colors"
+              >
+                <Icon icon="discord" size="md" />
+              </a>
+              <a
+                href="https://github.com/tpmjs/tpmjs"
+                target="_blank"
+                rel="noopener noreferrer"
+                className="text-foreground hover:text-foreground transition-colors"
+              >
+                <Icon icon="github" size="md" />
+              </a>
+              <Link href="/publish">
+                <Button variant="default" size="sm">
+                  Publish Tool
+                </Button>
+              </Link>
+            </div>
+
+            {/* Mobile Hamburger Button - shown on mobile only */}
+            <Button
+              variant="ghost"
+              size="sm"
+              className="flex md:hidden text-foreground"
+              onClick={() => setMobileMenuOpen(true)}
+              aria-label="Open menu"
+            >
+              <Icon icon="menu" size="md" />
+            </Button>
+          </>
+        }
+      />
+
+      {/* Mobile Menu Drawer */}
+      <MobileMenu isOpen={mobileMenuOpen} onClose={() => setMobileMenuOpen(false)} />
+    </>
+  );
+}
diff --git a/apps/web/src/components/ArchitectureDiagram.tsx b/apps/web/src/components/ArchitectureDiagram.tsx
new file mode 100644
index 0000000..4d625c8
--- /dev/null
+++ b/apps/web/src/components/ArchitectureDiagram.tsx
@@ -0,0 +1,519 @@
+'use client';
+
+import * as d3 from 'd3';
+import { useEffect, useRef, useState } from 'react';
+
+interface Node {
+  id: string;
+  label: string;
+  sublabel?: string;
+  x: number;
+  y: number;
+  width: number;
+  height: number;
+  type: 'source' | 'process' | 'storage' | 'api' | 'output';
+}
+
+interface Connection {
+  from: string;
+  to: string;
+  animated?: boolean;
+}
+
+const nodeDescriptions: Record<string, { title: string; description: string }> = {
+  npm: {
+    title: 'NPM Registry',
+    description:
+      'The public npm registry containing all JavaScript packages. TPMJS monitors packages with the tpmjs keyword.',
+  },
+  'changes-feed': {
+    title: 'Changes Feed',
+    description:
+      "Real-time monitoring of npm's _changes endpoint. Catches new packages and updates within 2 minutes of publication.",
+  },
+  'keyword-search': {
+    title: 'Keyword Search',
+    description:
+      'Periodic search for packages with the tpmjs keyword. Acts as a backup to ensure no packages are missed.',
+  },
+  validation: {
+    title: 'Schema Validation',
+    description:
+      'Validates the tpmjs field in package.json against the TPMJS specification. Invalid packages are rejected.',
+  },
+  database: {
+    title: 'PostgreSQL Database',
+    description:
+      'Stores tool metadata, health check results, sync logs, and quality scores. Hosted on Neon with connection pooling.',
+  },
+  'health-checks': {
+    title: 'Health Checks',
+    description:
+      'Verifies tools can be imported and executed. Checks for missing dependencies, runtime errors, and schema compliance.',
+  },
+  metrics: {
+    title: 'Metrics & Quality Score',
+    description:
+      'Hourly sync of npm download stats. Quality score calculated from tier (rich/minimal), downloads, and GitHub stars.',
+  },
+  'search-api': {
+    title: 'Search API',
+    description:
+      'REST endpoint for searching tools by keyword, category, or description. Returns paginated results with metadata.',
+  },
+  'execute-api': {
+    title: 'Execution API',
+    description:
+      'Executes tools in a sandboxed Deno runtime. API keys passed per-request, never stored. Results returned directly.',
+  },
+  frontend: {
+    title: 'Frontend UI',
+    description:
+      'Next.js application at tpmjs.com. Browse tools, view details, test in the playground, and read documentation.',
+  },
+};
+
+function getThemeColors(element: HTMLElement) {
+  const styles = getComputedStyle(element);
+  return {
+    background: styles.getPropertyValue('--color-background').trim() || '#ffffff',
+    foreground: styles.getPropertyValue('--color-foreground').trim() || '#0a0a0a',
+    foregroundSecondary:
+      styles.getPropertyValue('--color-foreground-secondary').trim() || '#525252',
+    foregroundTertiary: styles.getPropertyValue('--color-foreground-tertiary').trim() || '#737373',
+    border: styles.getPropertyValue('--color-border').trim() || '#e5e5e5',
+    primary: styles.getPropertyValue('--color-primary').trim() || '#2563eb',
+  };
+}
+
+export function ArchitectureDiagram(): React.ReactElement {
+  const svgRef = useRef<SVGSVGElement>(null);
+  const containerRef = useRef<HTMLDivElement>(null);
+  const [hoveredNode, setHoveredNode] = useState<string | null>(null);
+  const [dimensions, setDimensions] = useState({ width: 800, height: 600 });
+
+  useEffect(() => {
+    const updateDimensions = () => {
+      if (containerRef.current) {
+        const width = Math.min(containerRef.current.clientWidth, 900);
+        setDimensions({ width, height: 620 });
+      }
+    };
+
+    updateDimensions();
+    window.addEventListener('resize', updateDimensions);
+    return () => window.removeEventListener('resize', updateDimensions);
+  }, []);
+
+  useEffect(() => {
+    if (!svgRef.current || !containerRef.current) return;
+
+    // Get computed theme colors
+    const colors = getThemeColors(containerRef.current);
+
+    const svg = d3.select(svgRef.current);
+    svg.selectAll('*').remove();
+
+    const { width } = dimensions;
+    const centerX = width / 2;
+    const scale = Math.min(1, width / 800);
+
+    const nodes: Node[] = [
+      // Top: NPM Registry
+      {
+        id: 'npm',
+        label: 'NPM Registry',
+        sublabel: 'registry.npmjs.org',
+        x: centerX,
+        y: 50,
+        width: 200 * scale,
+        height: 55,
+        type: 'source',
+      },
+      // Discovery sources
+      {
+        id: 'changes-feed',
+        label: 'Changes Feed',
+        sublabel: 'Every 2 min',
+        x: centerX - 150 * scale,
+        y: 150,
+        width: 140 * scale,
+        height: 55,
+        type: 'process',
+      },
+      {
+        id: 'keyword-search',
+        label: 'Keyword Search',
+        sublabel: 'Every 15 min',
+        x: centerX + 150 * scale,
+        y: 150,
+        width: 150 * scale,
+        height: 55,
+        type: 'process',
+      },
+      // Validation
+      {
+        id: 'validation',
+        label: 'Schema Validation',
+        sublabel: 'Zod + TPMJS Spec',
+        x: centerX,
+        y: 250,
+        width: 180 * scale,
+        height: 55,
+        type: 'process',
+      },
+      // Storage & Health
+      {
+        id: 'database',
+        label: 'PostgreSQL',
+        sublabel: 'Neon',
+        x: centerX - 130 * scale,
+        y: 350,
+        width: 130 * scale,
+        height: 55,
+        type: 'storage',
+      },
+      {
+        id: 'health-checks',
+        label: 'Health Checks',
+        sublabel: 'Import + Execute',
+        x: centerX + 130 * scale,
+        y: 350,
+        width: 145 * scale,
+        height: 55,
+        type: 'process',
+      },
+      // Metrics
+      {
+        id: 'metrics',
+        label: 'Quality Score',
+        sublabel: 'Hourly sync',
+        x: centerX,
+        y: 450,
+        width: 150 * scale,
+        height: 55,
+        type: 'process',
+      },
+      // APIs
+      {
+        id: 'search-api',
+        label: 'Search API',
+        sublabel: '/api/tools',
+        x: centerX - 120 * scale,
+        y: 530,
+        width: 120 * scale,
+        height: 50,
+        type: 'api',
+      },
+      {
+        id: 'execute-api',
+        label: 'Execute API',
+        sublabel: '/api/execute',
+        x: centerX + 120 * scale,
+        y: 530,
+        width: 130 * scale,
+        height: 50,
+        type: 'api',
+      },
+      // Frontend
+      {
+        id: 'frontend',
+        label: 'tpmjs.com',
+        sublabel: 'Search · Browse · Playground',
+        x: centerX,
+        y: 590,
+        width: 220 * scale,
+        height: 40,
+        type: 'output',
+      },
+    ];
+
+    const connections: Connection[] = [
+      { from: 'npm', to: 'changes-feed', animated: true },
+      { from: 'npm', to: 'keyword-search', animated: true },
+      { from: 'changes-feed', to: 'validation', animated: true },
+      { from: 'keyword-search', to: 'validation', animated: true },
+      { from: 'validation', to: 'database', animated: true },
+      { from: 'validation', to: 'health-checks', animated: true },
+      { from: 'database', to: 'metrics', animated: true },
+      { from: 'health-checks', to: 'metrics', animated: true },
+      { from: 'metrics', to: 'search-api', animated: true },
+      { from: 'metrics', to: 'execute-api', animated: true },
+      { from: 'search-api', to: 'frontend', animated: true },
+      { from: 'execute-api', to: 'frontend', animated: true },
+    ];
+
+    // Create defs
+    const defs = svg.append('defs');
+
+    // Glow filter
+    const glow = defs
+      .append('filter')
+      .attr('id', 'arch-glow')
+      .attr('x', '-50%')
+      .attr('y', '-50%')
+      .attr('width', '200%')
+      .attr('height', '200%');
+    glow.append('feGaussianBlur').attr('stdDeviation', '3').attr('result', 'coloredBlur');
+    const glowMerge = glow.append('feMerge');
+    glowMerge.append('feMergeNode').attr('in', 'coloredBlur');
+    glowMerge.append('feMergeNode').attr('in', 'SourceGraphic');
+
+    // Shadow filter
+    const shadow = defs
+      .append('filter')
+      .attr('id', 'arch-shadow')
+      .attr('x', '-20%')
+      .attr('y', '-20%')
+      .attr('width', '140%')
+      .attr('height', '140%');
+    shadow
+      .append('feDropShadow')
+      .attr('dx', '0')
+      .attr('dy', '2')
+      .attr('stdDeviation', '4')
+      .attr('flood-color', colors.foreground)
+      .attr('flood-opacity', '0.1');
+
+    // Arrow marker
+    defs
+      .append('marker')
+      .attr('id', 'arch-arrowhead')
+      .attr('viewBox', '0 -5 10 10')
+      .attr('refX', 8)
+      .attr('refY', 0)
+      .attr('markerWidth', 6)
+      .attr('markerHeight', 6)
+      .attr('orient', 'auto')
+      .append('path')
+      .attr('d', 'M0,-5L10,0L0,5')
+      .attr('fill', colors.foregroundTertiary);
+
+    const mainGroup = svg.append('g');
+
+    // Draw connections with animated flow
+    connections.forEach((conn, i) => {
+      const fromNode = nodes.find((n) => n.id === conn.from);
+      const toNode = nodes.find((n) => n.id === conn.to);
+      if (!fromNode || !toNode) return;
+
+      const startY = fromNode.y + fromNode.height / 2;
+      const endY = toNode.y - toNode.height / 2;
+      const midY = (startY + endY) / 2;
+
+      const pathData = `M ${fromNode.x} ${startY}
+                        C ${fromNode.x} ${midY},
+                          ${toNode.x} ${midY},
+                          ${toNode.x} ${endY - 8}`;
+
+      // Background path
+      mainGroup
+        .append('path')
+        .attr('d', pathData)
+        .attr('fill', 'none')
+        .attr('stroke', colors.border)
+        .attr('stroke-width', 1.5)
+        .attr('opacity', 0.5);
+
+      // Animated path
+      const animatedPath = mainGroup
+        .append('path')
+        .attr('d', pathData)
+        .attr('fill', 'none')
+        .attr('stroke', colors.foregroundTertiary)
+        .attr('stroke-width', 1.5)
+        .attr('stroke-dasharray', '6,10')
+        .attr('stroke-linecap', 'round')
+        .attr('marker-end', 'url(#arch-arrowhead)');
+
+      // Animate the dash offset
+      if (conn.animated) {
+        const animate = () => {
+          animatedPath
+            .attr('stroke-dashoffset', 0)
+            .transition()
+            .duration(2000)
+            .ease(d3.easeLinear)
+            .attr('stroke-dashoffset', -32)
+            .on('end', animate);
+        };
+        animate();
+      }
+
+      // Flowing particle
+      const particle = mainGroup
+        .append('circle')
+        .attr('r', 3)
+        .attr('fill', colors.primary)
+        .attr('opacity', 0)
+        .attr('filter', 'url(#arch-glow)');
+
+      const animateParticle = () => {
+        const pathNode = animatedPath.node();
+        if (!pathNode) return;
+        const pathLength = (pathNode as SVGPathElement).getTotalLength();
+
+        particle
+          .attr('opacity', 0.9)
+          .transition()
+          .duration(1500 + Math.random() * 500)
+          .ease(d3.easeQuadInOut)
+          .attrTween('transform', () => {
+            return (t: number) => {
+              const point = (pathNode as SVGPathElement).getPointAtLength(t * pathLength);
+              return `translate(${point.x}, ${point.y})`;
+            };
+          })
+          .attr('opacity', 0)
+          .on('end', () => {
+            setTimeout(animateParticle, Math.random() * 2000 + 1000);
+          });
+      };
+      setTimeout(animateParticle, i * 200 + Math.random() * 1000);
+    });
+
+    // Draw nodes
+    nodes.forEach((node, i) => {
+      const nodeGroup = mainGroup
+        .append('g')
+        .attr('transform', `translate(${node.x}, ${node.y})`)
+        .style('cursor', 'pointer')
+        .on('mouseenter', function () {
+          setHoveredNode(node.id);
+          d3.select(this).select('.main-rect').transition().duration(200).attr('stroke-width', 2.5);
+          d3.select(this).select('.node-glow').transition().duration(200).attr('opacity', 0.25);
+        })
+        .on('mouseleave', function () {
+          setHoveredNode(null);
+          d3.select(this).select('.main-rect').transition().duration(200).attr('stroke-width', 1.5);
+          d3.select(this).select('.node-glow').transition().duration(200).attr('opacity', 0);
+        });
+
+      // Glow effect on hover
+      nodeGroup
+        .append('rect')
+        .attr('class', 'node-glow')
+        .attr('x', -node.width / 2 - 4)
+        .attr('y', -node.height / 2 - 4)
+        .attr('width', node.width + 8)
+        .attr('height', node.height + 8)
+        .attr('rx', 10)
+        .attr('fill', colors.primary)
+        .attr('opacity', 0)
+        .attr('filter', 'url(#arch-glow)');
+
+      // Determine colors based on type
+      let strokeColor = colors.border;
+      let fillColor = colors.background;
+      let textColor = colors.foreground;
+      let sublabelColor = colors.foregroundTertiary;
+
+      if (node.type === 'source') {
+        strokeColor = colors.foreground;
+      } else if (node.type === 'process') {
+        strokeColor = colors.primary;
+      } else if (node.type === 'storage') {
+        strokeColor = colors.foreground;
+      } else if (node.type === 'api') {
+        strokeColor = colors.foregroundSecondary;
+      } else if (node.type === 'output') {
+        strokeColor = colors.foreground;
+        fillColor = colors.foreground;
+        textColor = colors.background;
+        sublabelColor = colors.background;
+      }
+
+      // Main rectangle
+      nodeGroup
+        .append('rect')
+        .attr('class', 'main-rect')
+        .attr('x', -node.width / 2)
+        .attr('y', -node.height / 2)
+        .attr('width', node.width)
+        .attr('height', node.height)
+        .attr('rx', node.type === 'output' ? 4 : 8)
+        .attr('fill', fillColor)
+        .attr('stroke', strokeColor)
+        .attr('stroke-width', 1.5)
+        .attr('filter', 'url(#arch-shadow)');
+
+      // Label
+      nodeGroup
+        .append('text')
+        .attr('x', 0)
+        .attr('y', node.sublabel ? -4 : 4)
+        .attr('text-anchor', 'middle')
+        .attr('fill', textColor)
+        .attr('font-size', '13px')
+        .attr('font-weight', '600')
+        .attr('font-family', 'ui-monospace, monospace')
+        .text(node.label);
+
+      // Sublabel
+      if (node.sublabel) {
+        nodeGroup
+          .append('text')
+          .attr('x', 0)
+          .attr('y', 14)
+          .attr('text-anchor', 'middle')
+          .attr('fill', sublabelColor)
+          .attr('font-size', '10px')
+          .attr('font-family', 'ui-monospace, monospace')
+          .attr('opacity', node.type === 'output' ? 0.7 : 0.8)
+          .text(node.sublabel);
+      }
+
+      // Entrance animation
+      nodeGroup
+        .attr('opacity', 0)
+        .attr('transform', `translate(${node.x}, ${node.y - 15})`)
+        .transition()
+        .delay(100 + i * 60)
+        .duration(400)
+        .ease(d3.easeCubicOut)
+        .attr('opacity', 1)
+        .attr('transform', `translate(${node.x}, ${node.y})`);
+    });
+  }, [dimensions]);
+
+  const hoveredInfo = hoveredNode ? nodeDescriptions[hoveredNode] : null;
+
+  return (
+    <div ref={containerRef} className="w-full">
+      <div className="relative p-4 md:p-6 border border-border rounded-xl bg-surface/50 backdrop-blur overflow-hidden">
+        {/* Subtle grid background */}
+        <div
+          className="absolute inset-0 opacity-[0.02]"
+          style={{
+            backgroundImage: `
+              linear-gradient(to right, currentColor 1px, transparent 1px),
+              linear-gradient(to bottom, currentColor 1px, transparent 1px)
+            `,
+            backgroundSize: '32px 32px',
+          }}
+        />
+
+        <svg
+          ref={svgRef}
+          width={dimensions.width}
+          height={dimensions.height}
+          viewBox={`0 0 ${dimensions.width} ${dimensions.height}`}
+          className="mx-auto relative"
+          style={{ maxWidth: '100%', height: 'auto' }}
+          role="img"
+          aria-label="TPMJS System Architecture diagram"
+        />
+      </div>
+
+      {/* Tooltip - positioned outside diagram container */}
+      {hoveredInfo && (
+        <div className="mt-4 px-4 py-3 bg-background border border-border rounded-lg shadow-lg text-sm">
+          <div className="text-foreground-secondary">
+            <span className="font-semibold text-foreground">{hoveredInfo.title}</span> —{' '}
+            {hoveredInfo.description}
+          </div>
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/apps/web/src/components/BundleSize.tsx b/apps/web/src/components/BundleSize.tsx
new file mode 100644
index 0000000..47bbebf
--- /dev/null
+++ b/apps/web/src/components/BundleSize.tsx
@@ -0,0 +1,124 @@
+'use client';
+
+import { Card, CardContent, CardHeader, CardTitle } from '@tpmjs/ui/Card/Card';
+import { useEffect, useState } from 'react';
+
+interface BundleSizeData {
+  name: string;
+  version: string;
+  size: number;
+  gzip: number;
+  dependencyCount: number;
+}
+
+interface BundleSizeProps {
+  packageName: string;
+  version: string;
+}
+
+function formatBytes(bytes: number): string {
+  if (bytes === 0) return '0 B';
+  const k = 1024;
+  const sizes = ['B', 'kB', 'MB'];
+  const i = Math.floor(Math.log(bytes) / Math.log(k));
+  return `${Number.parseFloat((bytes / k ** i).toFixed(1))} ${sizes[i]}`;
+}
+
+export function BundleSize({ packageName, version }: BundleSizeProps): React.ReactElement | null {
+  const [data, setData] = useState<BundleSizeData | null>(null);
+  const [loading, setLoading] = useState(true);
+  const [error, setError] = useState<string | null>(null);
+
+  useEffect(() => {
+    const fetchBundleSize = async () => {
+      setLoading(true);
+      setError(null);
+
+      try {
+        const params = new URLSearchParams({ package: packageName, version });
+        const response = await fetch(`/api/bundlephobia?${params}`);
+
+        if (!response.ok) {
+          if (response.status === 404) {
+            setError('not-found');
+          } else {
+            setError('failed');
+          }
+          return;
+        }
+
+        const result = await response.json();
+        setData(result);
+      } catch {
+        setError('failed');
+      } finally {
+        setLoading(false);
+      }
+    };
+
+    fetchBundleSize();
+  }, [packageName, version]);
+
+  // Don't render anything if package not found (common for scoped packages)
+  if (error === 'not-found') {
+    return null;
+  }
+
+  if (loading) {
+    return (
+      <Card>
+        <CardHeader>
+          <CardTitle>Bundle Size</CardTitle>
+        </CardHeader>
+        <CardContent>
+          <div className="space-y-2 animate-pulse">
+            <div className="h-4 bg-muted rounded w-24" />
+            <div className="h-4 bg-muted rounded w-20" />
+          </div>
+        </CardContent>
+      </Card>
+    );
+  }
+
+  if (error || !data) {
+    return null;
+  }
+
+  return (
+    <Card>
+      <CardHeader>
+        <CardTitle>Bundle Size</CardTitle>
+      </CardHeader>
+      <CardContent className="space-y-3">
+        <div className="flex justify-between items-center">
+          <span className="text-sm text-foreground-secondary">Minified</span>
+          <span className="text-sm font-mono font-medium text-foreground">
+            {formatBytes(data.size)}
+          </span>
+        </div>
+        <div className="flex justify-between items-center">
+          <span className="text-sm text-foreground-secondary">Gzipped</span>
+          <span className="text-sm font-mono font-medium text-foreground">
+            {formatBytes(data.gzip)}
+          </span>
+        </div>
+        {data.dependencyCount > 0 && (
+          <div className="flex justify-between items-center">
+            <span className="text-sm text-foreground-secondary">Dependencies</span>
+            <span className="text-sm font-mono font-medium text-foreground">
+              {data.dependencyCount}
+            </span>
+          </div>
+        )}
+        <a
+          href={`https://bundlephobia.com/package/${packageName}@${version}`}
+          target="_blank"
+          rel="noopener noreferrer"
+          className="flex items-center gap-1 text-xs text-foreground-tertiary hover:text-foreground-secondary pt-2"
+        >
+          <span>View on Bundlephobia →</span>
+        </a>
+      </CardContent>
+    </Card>
+  );
+}
diff --git a/apps/web/src/components/DownloadSparkline.tsx b/apps/web/src/components/DownloadSparkline.tsx
new file mode 100644
index 0000000..bfb9cd1
--- /dev/null
+++ b/apps/web/src/components/DownloadSparkline.tsx
@@ -0,0 +1,131 @@
+'use client';
+
+import { useEffect, useState } from 'react';
+
+interface DownloadDay {
+  downloads: number;
+  day: string;
+}
+
+interface DownloadSparklineProps {
+  packageName: string;
+}
+
+export function DownloadSparkline({ packageName }: DownloadSparklineProps): React.ReactElement {
+  const [downloads, setDownloads] = useState<DownloadDay[]>([]);
+  const [loading, setLoading] = useState(true);
+  const [error, setError] = useState(false);
+
+  useEffect(() => {
+    const fetchDownloads = async () => {
+      setLoading(true);
+      setError(false);
+
+      try {
+        const response = await fetch(
+          `https://api.npmjs.org/downloads/range/last-month/${encodeURIComponent(packageName)}`
+        );
+
+        if (!response.ok) {
+          setError(true);
+          return;
+        }
+
+        const data = await response.json();
+        setDownloads(data.downloads || []);
+      } catch {
+        setError(true);
+      } finally {
+        setLoading(false);
+      }
+    };
+
+    fetchDownloads();
+  }, [packageName]);
+
+  if (loading) {
+    return <div className="h-8 w-full animate-pulse bg-muted rounded" />;
+  }
+
+  if (error || downloads.length === 0) {
+    return <div className="h-8" />;
+  }
+
+  // Calculate sparkline path
+  const values = downloads.map((d) => d.downloads);
+  const max = Math.max(...values, 1);
+  const min = Math.min(...values);
+  const range = max - min || 1;
+
+  const width = 200;
+  const height = 32;
+  const padding = 2;
+
+  const points = values.map((value, index) => {
+    const x = padding + (index / (values.length - 1)) * (width - padding * 2);
+    const y = height - padding - ((value - min) / range) * (height - padding * 2);
+    return `${x},${y}`;
+  });
+
+  const pathD = `M ${points.join(' L ')}`;
+
+  // Calculate trend (compare first week vs last week)
+  const firstWeek = values.slice(0, 7).reduce((a, b) => a + b, 0);
+  const lastWeek = values.slice(-7).reduce((a, b) => a + b, 0);
+  const trendUp = lastWeek > firstWeek;
+  const trendPercent = firstWeek > 0 ? Math.round(((lastWeek - firstWeek) / firstWeek) * 100) : 0;
+
+  return (
+    <div className="space-y-1">
+      <svg
+        viewBox={`0 0 ${width} ${height}`}
+        className="w-full h-8"
+        preserveAspectRatio="none"
+        role="img"
+        aria-label="Download trend over the last 30 days"
+      >
+        {/* Gradient fill under the line */}
+        <defs>
+          <linearGradient
+            id={`sparkline-gradient-${packageName.replace(/[^a-z0-9]/gi, '-')}`}
+            x1="0%"
+            y1="0%"
+            x2="0%"
+            y2="100%"
+          >
+            <stop offset="0%" stopColor="currentColor" stopOpacity="0.3" />
+            <stop offset="100%" stopColor="currentColor" stopOpacity="0" />
+          </linearGradient>
+        </defs>
+
+        {/* Area fill */}
+        <path
+          d={`${pathD} L ${width - padding},${height - padding} L ${padding},${height - padding} Z`}
+          fill={`url(#sparkline-gradient-${packageName.replace(/[^a-z0-9]/gi, '-')})`}
+          className="text-primary"
+        />
+
+        {/* Line */}
+        <path
+          d={pathD}
+          fill="none"
+          stroke="currentColor"
+          strokeWidth="1.5"
+          strokeLinecap="round"
+          strokeLinejoin="round"
+          className="text-primary"
+        />
+      </svg>
+
+      {/* Trend indicator */}
+      {Math.abs(trendPercent) >= 5 && (
+        <div
+          className={`text-xs flex items-center gap-1 ${trendUp ? 'text-emerald-500' : 'text-red-500'}`}
+        >
+          <span>{trendUp ? '↑' : '↓'}</span>
+          <span>{Math.abs(trendPercent)}% vs last week</span>
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/apps/web/src/components/Markdown.tsx b/apps/web/src/components/Markdown.tsx
new file mode 100644
index 0000000..a6bc1cc
--- /dev/null
+++ b/apps/web/src/components/Markdown.tsx
@@ -0,0 +1,163 @@
+'use client';
+
+import ReactMarkdown from 'react-markdown';
+import { Prism as SyntaxHighlighter } from 'react-syntax-highlighter';
+// eslint-disable-next-line import/no-internal-modules
+import { solarizedlight } from 'react-syntax-highlighter/dist/esm/styles/prism';
+import rehypeRaw from 'rehype-raw';
+import rehypeSanitize from 'rehype-sanitize';
+import remarkGfm from 'remark-gfm';
+
+interface MarkdownProps {
+  content: string;
+  className?: string;
+}
+
+/**
+ * Markdown renderer component
+ * Safely renders markdown content with GitHub Flavored Markdown support
+ * Styled to match npm.com's beautiful README rendering
+ */
+export function Markdown({ content, className = '' }: MarkdownProps): React.ReactElement {
+  return (
+    <div
+      className={`prose prose-slate dark:prose-invert max-w-none prose-lg
+        prose-headings:font-semibold prose-headings:tracking-tight prose-headings:text-zinc-900 dark:prose-headings:text-zinc-100
+        prose-h1:text-4xl prose-h1:mb-6 prose-h1:mt-8 prose-h1:pb-3 prose-h1:border-b prose-h1:border-zinc-200 dark:prose-h1:border-zinc-700
+        prose-h2:text-3xl prose-h2:mb-5 prose-h2:mt-10 prose-h2:pb-2 prose-h2:border-b prose-h2:border-zinc-200 dark:prose-h2:border-zinc-700
+        prose-h3:text-2xl prose-h3:mb-4 prose-h3:mt-8
+        prose-h4:text-xl prose-h4:mb-3 prose-h4:mt-6
+        prose-p:text-base prose-p:leading-relaxed prose-p:mb-4 prose-p:text-zinc-700 dark:prose-p:text-zinc-300
+        prose-a:text-blue-600 dark:prose-a:text-blue-400 prose-a:no-underline hover:prose-a:underline prose-a:font-medium prose-a:transition-colors
+        prose-code:text-sm prose-code:font-mono prose-code:before:content-none prose-code:after:content-none
+        prose-pre:p-0 prose-pre:m-0 prose-pre:bg-transparent prose-pre:border-0
+        prose-blockquote:border-l-4 prose-blockquote:border-blue-500 dark:prose-blockquote:border-blue-400 prose-blockquote:pl-5 prose-blockquote:py-2 prose-blockquote:italic prose-blockquote:text-zinc-700 dark:prose-blockquote:text-zinc-300 prose-blockquote:bg-blue-50 dark:prose-blockquote:bg-blue-950/20 prose-blockquote:my-6 prose-blockquote:rounded-r
+        prose-ul:list-disc prose-ul:pl-6 prose-ul:my-5 prose-ul:space-y-2
+        prose-ol:list-decimal prose-ol:pl-6 prose-ol:my-5 prose-ol:space-y-2
+        prose-li:text-base prose-li:leading-relaxed prose-li:text-zinc-700 dark:prose-li:text-zinc-300
+        prose-img:rounded-lg prose-img:shadow-lg prose-img:my-8 prose-img:border prose-img:border-zinc-200 dark:prose-img:border-zinc-700
+        prose-hr:border-zinc-300 dark:prose-hr:border-zinc-700 prose-hr:my-10
+        prose-strong:font-semibold prose-strong:text-zinc-900 dark:prose-strong:text-zinc-100
+        ${className}`}
+    >
+      <ReactMarkdown
+        remarkPlugins={[remarkGfm]}
+        rehypePlugins={[rehypeRaw, rehypeSanitize]}
+        components={{
+          // Custom component for code blocks with syntax highlighting
+          code: ({ className, children, ...props }) => {
+            const match = /language-(\w+)/.exec(className || '');
+            const language = match ? match[1] : '';
+            const isInline = !className;
+
+            if (isInline) {
+              return (
+                <code
+                  className="bg-pink-50 dark:bg-pink-950/30 text-pink-700 dark:text-pink-400 px-1.5 py-0.5 rounded text-sm font-mono font-semibold border border-pink-200 dark:border-pink-900"
+                  {...props}
+                >
+                  {children}
+                </code>
+              );
+            }
+
+            return (
+              <SyntaxHighlighter
+                language={language || 'text'}
+                // @ts-expect-error - Type conflict between solarizedlight theme and SyntaxHighlighter props
+                style={solarizedlight}
+                customStyle={{
+                  margin: '0',
+                  borderRadius: '0.5rem',
+                  fontSize: '0.875rem',
+                  lineHeight: '1.5',
+                  padding: '1rem',
+                }}
+                wrapLongLines={true}
+                {...props}
+              >
+                {String(children).replace(/\n$/, '')}
+              </SyntaxHighlighter>
+            );
+          },
+          // Pre wrapper for code blocks (SyntaxHighlighter handles its own styling)
+          pre: ({ children, ...props }) => {
+            return (
+              <div className="my-6 overflow-hidden rounded-lg shadow-md border border-zinc-200 dark:border-zinc-700">
+                <pre {...props}>{children}</pre>
+              </div>
+            );
+          },
+          // Make links open in new tab with better styling
+          a: ({ href, children, ...props }) => {
+            const isExternal = href?.startsWith('http');
+            return (
+              <a
+                href={href}
+                target={isExternal ? '_blank' : undefined}
+                rel={isExternal ? 'noopener noreferrer' : undefined}
+                className="text-blue-600 dark:text-blue-400 hover:underline font-medium"
+                {...props}
+              >
+                {children}
+              </a>
+            );
+          },
+          // Better table styling with improved readability
+          table: ({ children, ...props }) => {
+            return (
+              <div className="overflow-x-auto my-8 rounded-lg border border-zinc-300 dark:border-zinc-700 shadow-sm">
+                <table
+                  className="min-w-full divide-y divide-zinc-300 dark:divide-zinc-700"
+                  {...props}
+                >
+                  {children}
+                </table>
+              </div>
+            );
+          },
+          // Table header with better styling
+          thead: ({ children, ...props }) => {
+            return (
+              <thead className="bg-zinc-100 dark:bg-zinc-800" {...props}>
+                {children}
+              </thead>
+            );
+          },
+          // Table header cells with better spacing
+          th: ({ children, ...props }) => {
+            return (
+              <th
+                className="px-6 py-3 text-left text-xs font-semibold text-zinc-700 dark:text-zinc-300 uppercase tracking-wider"
+                {...props}
+              >
+                {children}
+              </th>
+            );
+          },
+          // Table data cells with better spacing
+          td: ({ children, ...props }) => {
+            return (
+              <td className="px-6 py-4 text-sm text-zinc-900 dark:text-zinc-100" {...props}>
+                {children}
+              </td>
+            );
+          },
+          // Table rows with hover effect
+          tr: ({ children, ...props }) => {
+            return (
+              <tr
+                className="border-b border-zinc-200 dark:border-zinc-800 last:border-b-0 hover:bg-zinc-50 dark:hover:bg-zinc-800/50 transition-colors"
+                {...props}
+              >
+                {children}
+              </tr>
+            );
+          },
+        }}
+      >
+        {content}
+      </ReactMarkdown>
+    </div>
+  );
+}
diff --git a/apps/web/src/components/MobileMenu.tsx b/apps/web/src/components/MobileMenu.tsx
new file mode 100644
index 0000000..7874872
--- /dev/null
+++ b/apps/web/src/components/MobileMenu.tsx
@@ -0,0 +1,149 @@
+'use client';
+
+import { Button } from '@tpmjs/ui/Button/Button';
+import { Icon } from '@tpmjs/ui/Icon/Icon';
+import Link from 'next/link';
+import { useEffect } from 'react';
+
+interface MobileMenuProps {
+  isOpen: boolean;
+  onClose: () => void;
+}
+
+const navLinks = [
+  { href: '/tool/tool-search', label: 'Tools' },
+  { href: '/docs', label: 'Docs' },
+  { href: '/how-it-works', label: 'How It Works' },
+  { href: 'https://playground.tpmjs.com', label: 'Playground', external: true },
+  { href: '/spec', label: 'Spec' },
+  { href: '/sdk', label: 'SDK' },
+  { href: '/faq', label: 'FAQ' },
+  { href: '/stats', label: 'Stats' },
+  { href: '/changelog', label: 'Changelog' },
+];
+
+const socialLinks = [
+  { href: 'https://discord.gg/KuJRBCn89c', icon: 'discord' as const, label: 'Discord' },
+  { href: 'https://github.com/tpmjs/tpmjs', icon: 'github' as const, label: 'GitHub' },
+];
+
+export function MobileMenu({ isOpen, onClose }: MobileMenuProps): React.ReactElement | null {
+  // Lock body scroll when menu is open
+  useEffect(() => {
+    if (isOpen) {
+      document.body.style.overflow = 'hidden';
+    } else {
+      document.body.style.overflow = '';
+    }
+    return () => {
+      document.body.style.overflow = '';
+    };
+  }, [isOpen]);
+
+  // Close on escape key
+  useEffect(() => {
+    const handleEscape = (e: KeyboardEvent) => {
+      if (e.key === 'Escape') {
+        onClose();
+      }
+    };
+    if (isOpen) {
+      document.addEventListener('keydown', handleEscape);
+    }
+    return () => {
+      document.removeEventListener('keydown', handleEscape);
+    };
+  }, [isOpen, onClose]);
+
+  return (
+    <>
+      {/* Backdrop */}
+      <div
+        className={`fixed inset-0 z-40 bg-black/50 transition-opacity duration-300 ${
+          isOpen ? 'opacity-100' : 'opacity-0 pointer-events-none'
+        }`}
+        onClick={onClose}
+        aria-hidden="true"
+      />
+
+      {/* Slide-out drawer */}
+      <div
+        className={`fixed top-0 right-0 z-50 h-full w-72 bg-background border-l border-border shadow-xl transform transition-transform duration-300 ease-out ${
+          isOpen ? 'translate-x-0' : 'translate-x-full'
+        }`}
+        role="dialog"
+        aria-modal="true"
+        aria-label="Mobile navigation menu"
+      >
+        {/* Header with close button */}
+        <div className="flex items-center justify-between p-4 border-b border-border">
+          <span className="font-bold text-lg text-foreground">Menu</span>
+          <Button variant="ghost" size="sm" onClick={onClose} aria-label="Close menu">
+            <Icon icon="x" size="md" />
+          </Button>
+        </div>
+
+        {/* Navigation links */}
+        <nav className="p-4">
+          <ul className="space-y-1">
+            {navLinks.map((link) => (
+              <li key={link.href}>
+                {link.external ? (
+                  <a
+                    href={link.href}
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="flex items-center gap-2 px-3 py-3 text-foreground hover:bg-surface rounded-md transition-colors"
+                    onClick={onClose}
+                  >
+                    {link.label}
+                    <Icon icon="externalLink" size="sm" className="text-foreground-tertiary" />
+                  </a>
+                ) : (
+                  <Link
+                    href={link.href}
+                    className="block px-3 py-3 text-foreground hover:bg-surface rounded-md transition-colors"
+                    onClick={onClose}
+                  >
+                    {link.label}
+                  </Link>
+                )}
+              </li>
+            ))}
+          </ul>
+
+          {/* Divider */}
+          <div className="my-4 border-t border-border" />
+
+          {/* Social links */}
+          <ul className="space-y-1">
+            {socialLinks.map((link) => (
+              <li key={link.href}>
+                <a
+                  href={link.href}
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="flex items-center gap-3 px-3 py-3 text-foreground hover:bg-surface rounded-md transition-colors"
+                  onClick={onClose}
+                >
+                  <Icon icon={link.icon} size="md" />
+                  {link.label}
+                </a>
+              </li>
+            ))}
+          </ul>
+
+          {/* Divider */}
+          <div className="my-4 border-t border-border" />
+
+          {/* Publish button */}
+          <Link href="/publish" onClick={onClose}>
+            <Button variant="default" size="lg" className="w-full">
+              Publish Tool
+            </Button>
+          </Link>
+        </nav>
+      </div>
+    </>
+  );
+}
diff --git a/apps/web/src/components/SDKFlowDiagram.tsx b/apps/web/src/components/SDKFlowDiagram.tsx
new file mode 100644
index 0000000..ebca63e
--- /dev/null
+++ b/apps/web/src/components/SDKFlowDiagram.tsx
@@ -0,0 +1,584 @@
+'use client';
+
+import * as d3 from 'd3';
+import { useEffect, useRef, useState } from 'react';
+
+interface Node {
+  id: string;
+  label: string;
+  sublabel?: string;
+  x: number;
+  y: number;
+  width: number;
+  height: number;
+  type: 'agent' | 'tool' | 'service' | 'output';
+  children?: string[];
+}
+
+interface Connection {
+  from: string;
+  to: string;
+  animated?: boolean;
+}
+
+export function SDKFlowDiagram(): React.ReactElement {
+  const svgRef = useRef<SVGSVGElement>(null);
+  const containerRef = useRef<HTMLDivElement>(null);
+  const [hoveredNode, setHoveredNode] = useState<string | null>(null);
+  const [dimensions, setDimensions] = useState({ width: 800, height: 500 });
+
+  useEffect(() => {
+    const updateDimensions = () => {
+      if (containerRef.current) {
+        const width = Math.min(containerRef.current.clientWidth, 900);
+        setDimensions({ width, height: 520 });
+      }
+    };
+
+    updateDimensions();
+    window.addEventListener('resize', updateDimensions);
+    return () => window.removeEventListener('resize', updateDimensions);
+  }, []);
+
+  useEffect(() => {
+    if (!svgRef.current) return;
+
+    const svg = d3.select(svgRef.current);
+    svg.selectAll('*').remove();
+
+    const { width } = dimensions;
+    const centerX = width / 2;
+
+    // Node definitions
+    const nodes: Node[] = [
+      // Agent container
+      {
+        id: 'agent',
+        label: 'Your AI Agent',
+        x: centerX,
+        y: 70,
+        width: Math.min(680, width - 40),
+        height: 100,
+        type: 'agent',
+        children: ['your-tools', 'registry-search', 'registry-execute'],
+      },
+      // Tools inside agent
+      {
+        id: 'your-tools',
+        label: 'Your Tools',
+        x: centerX - Math.min(220, width * 0.25),
+        y: 70,
+        width: 120,
+        height: 44,
+        type: 'tool',
+      },
+      {
+        id: 'registry-search',
+        label: 'registrySearch',
+        x: centerX,
+        y: 70,
+        width: 140,
+        height: 44,
+        type: 'tool',
+      },
+      {
+        id: 'registry-execute',
+        label: 'registryExecute',
+        x: centerX + Math.min(220, width * 0.25),
+        y: 70,
+        width: 140,
+        height: 44,
+        type: 'tool',
+      },
+      // Services
+      {
+        id: 'registry',
+        label: 'TPMJS Registry',
+        sublabel: 'tpmjs.com/api',
+        x: centerX - Math.min(140, width * 0.16),
+        y: 240,
+        width: 160,
+        height: 60,
+        type: 'service',
+      },
+      {
+        id: 'executor',
+        label: 'Sandbox Executor',
+        sublabel: 'executor.tpmjs.com',
+        x: centerX + Math.min(140, width * 0.16),
+        y: 240,
+        width: 180,
+        height: 60,
+        type: 'service',
+      },
+      // Outputs
+      {
+        id: 'metadata',
+        label: 'Tool Metadata',
+        sublabel: '1000+ tools',
+        x: centerX - Math.min(140, width * 0.16),
+        y: 400,
+        width: 150,
+        height: 60,
+        type: 'output',
+      },
+      {
+        id: 'runtime',
+        label: 'Secure Deno Runtime',
+        sublabel: 'Isolated execution',
+        x: centerX + Math.min(140, width * 0.16),
+        y: 400,
+        width: 180,
+        height: 60,
+        type: 'output',
+      },
+    ];
+
+    const connections: Connection[] = [
+      { from: 'registry-search', to: 'registry', animated: true },
+      { from: 'registry-execute', to: 'executor', animated: true },
+      { from: 'registry', to: 'metadata', animated: true },
+      { from: 'executor', to: 'runtime', animated: true },
+    ];
+
+    // Create defs for gradients and filters
+    const defs = svg.append('defs');
+
+    // Glow filter
+    const glow = defs
+      .append('filter')
+      .attr('id', 'glow')
+      .attr('x', '-50%')
+      .attr('y', '-50%')
+      .attr('width', '200%')
+      .attr('height', '200%');
+    glow.append('feGaussianBlur').attr('stdDeviation', '3').attr('result', 'coloredBlur');
+    const glowMerge = glow.append('feMerge');
+    glowMerge.append('feMergeNode').attr('in', 'coloredBlur');
+    glowMerge.append('feMergeNode').attr('in', 'SourceGraphic');
+
+    // Subtle shadow
+    const shadow = defs
+      .append('filter')
+      .attr('id', 'shadow')
+      .attr('x', '-20%')
+      .attr('y', '-20%')
+      .attr('width', '140%')
+      .attr('height', '140%');
+    shadow
+      .append('feDropShadow')
+      .attr('dx', '0')
+      .attr('dy', '2')
+      .attr('stdDeviation', '4')
+      .attr('flood-color', 'currentColor')
+      .attr('flood-opacity', '0.15');
+
+    // Arrow marker
+    defs
+      .append('marker')
+      .attr('id', 'arrowhead')
+      .attr('viewBox', '0 -5 10 10')
+      .attr('refX', 8)
+      .attr('refY', 0)
+      .attr('markerWidth', 6)
+      .attr('markerHeight', 6)
+      .attr('orient', 'auto')
+      .append('path')
+      .attr('d', 'M0,-5L10,0L0,5')
+      .attr('fill', 'currentColor')
+      .attr('class', 'text-foreground-tertiary');
+
+    // Animated dash pattern
+    defs
+      .append('pattern')
+      .attr('id', 'dash-pattern')
+      .attr('patternUnits', 'userSpaceOnUse')
+      .attr('width', '20')
+      .attr('height', '1')
+      .append('rect')
+      .attr('width', '10')
+      .attr('height', '1')
+      .attr('fill', 'currentColor');
+
+    const mainGroup = svg.append('g');
+
+    // Draw connections with animated flow
+    connections.forEach((conn) => {
+      const fromNode = nodes.find((n) => n.id === conn.from);
+      const toNode = nodes.find((n) => n.id === conn.to);
+      if (!fromNode || !toNode) return;
+
+      const startY = fromNode.y + fromNode.height / 2 + 22;
+      const endY = toNode.y - toNode.height / 2;
+      const midY = (startY + endY) / 2;
+
+      const pathData = `M ${fromNode.x} ${startY}
+                        C ${fromNode.x} ${midY},
+                          ${toNode.x} ${midY},
+                          ${toNode.x} ${endY - 8}`;
+
+      // Background path
+      mainGroup
+        .append('path')
+        .attr('d', pathData)
+        .attr('fill', 'none')
+        .attr('stroke', 'currentColor')
+        .attr('class', 'text-border')
+        .attr('stroke-width', 2)
+        .attr('opacity', 0.3);
+
+      // Animated path
+      const animatedPath = mainGroup
+        .append('path')
+        .attr('d', pathData)
+        .attr('fill', 'none')
+        .attr('stroke', 'currentColor')
+        .attr('class', 'text-foreground')
+        .attr('stroke-width', 2)
+        .attr('stroke-dasharray', '8,12')
+        .attr('stroke-linecap', 'round')
+        .attr('marker-end', 'url(#arrowhead)');
+
+      // Animate the dash offset
+      if (conn.animated) {
+        const animate = () => {
+          animatedPath
+            .attr('stroke-dashoffset', 0)
+            .transition()
+            .duration(1500)
+            .ease(d3.easeLinear)
+            .attr('stroke-dashoffset', -40)
+            .on('end', animate);
+        };
+        animate();
+      }
+
+      // Flowing particle effect
+      const particle = mainGroup
+        .append('circle')
+        .attr('r', 4)
+        .attr('fill', 'currentColor')
+        .attr('class', 'text-primary')
+        .attr('opacity', 0)
+        .attr('filter', 'url(#glow)');
+
+      const animateParticle = () => {
+        const pathNode = animatedPath.node();
+        if (!pathNode) return;
+        const pathLength = (pathNode as SVGPathElement).getTotalLength();
+
+        particle
+          .attr('opacity', 0.8)
+          .transition()
+          .duration(2000)
+          .ease(d3.easeQuadInOut)
+          .attrTween('transform', () => {
+            return (t: number) => {
+              const point = (pathNode as SVGPathElement).getPointAtLength(t * pathLength);
+              return `translate(${point.x}, ${point.y})`;
+            };
+          })
+          .attr('opacity', 0)
+          .on('end', () => {
+            setTimeout(animateParticle, Math.random() * 1000 + 500);
+          });
+      };
+      setTimeout(animateParticle, Math.random() * 2000);
+    });
+
+    // Draw agent container
+    const agentNode = nodes.find((n) => n.id === 'agent');
+    if (agentNode) {
+      const agentGroup = mainGroup
+        .append('g')
+        .attr('transform', `translate(${agentNode.x}, ${agentNode.y})`)
+        .style('cursor', 'pointer');
+
+      // Outer container with gradient border effect
+      agentGroup
+        .append('rect')
+        .attr('x', -agentNode.width / 2)
+        .attr('y', -agentNode.height / 2)
+        .attr('width', agentNode.width)
+        .attr('height', agentNode.height)
+        .attr('rx', 16)
+        .attr('fill', 'none')
+        .attr('stroke', 'currentColor')
+        .attr('class', 'text-border')
+        .attr('stroke-width', 2)
+        .attr('filter', 'url(#shadow)');
+
+      // Background fill
+      agentGroup
+        .append('rect')
+        .attr('x', -agentNode.width / 2 + 1)
+        .attr('y', -agentNode.height / 2 + 1)
+        .attr('width', agentNode.width - 2)
+        .attr('height', agentNode.height - 2)
+        .attr('rx', 15)
+        .attr('fill', 'currentColor')
+        .attr('class', 'text-surface')
+        .attr('opacity', 0.5);
+
+      // Agent label
+      agentGroup
+        .append('text')
+        .attr('x', 0)
+        .attr('y', -agentNode.height / 2 + 24)
+        .attr('text-anchor', 'middle')
+        .attr('fill', 'currentColor')
+        .attr('class', 'text-foreground')
+        .attr('font-size', '14px')
+        .attr('font-weight', '600')
+        .attr('font-family', 'system-ui, -apple-system, sans-serif')
+        .text(agentNode.label);
+    }
+
+    // Draw tool nodes inside agent
+    const toolNodes = nodes.filter((n) => n.type === 'tool');
+    toolNodes.forEach((node, i) => {
+      const nodeGroup = mainGroup
+        .append('g')
+        .attr('transform', `translate(${node.x}, ${node.y})`)
+        .attr('class', 'tool-node')
+        .style('cursor', 'pointer')
+        .on('mouseenter', function () {
+          setHoveredNode(node.id);
+          d3.select(this).select('rect').transition().duration(200).attr('stroke-width', 2);
+          d3.select(this).select('.node-glow').transition().duration(200).attr('opacity', 0.3);
+        })
+        .on('mouseleave', function () {
+          setHoveredNode(null);
+          d3.select(this).select('rect').transition().duration(200).attr('stroke-width', 1.5);
+          d3.select(this).select('.node-glow').transition().duration(200).attr('opacity', 0);
+        });
+
+      // Glow effect on hover
+      nodeGroup
+        .append('rect')
+        .attr('class', 'node-glow')
+        .attr('x', -node.width / 2 - 4)
+        .attr('y', -node.height / 2 - 4)
+        .attr('width', node.width + 8)
+        .attr('height', node.height + 8)
+        .attr('rx', 12)
+        .attr('fill', 'currentColor')
+        .attr('class', 'node-glow text-primary')
+        .attr('opacity', 0)
+        .attr('filter', 'url(#glow)');
+
+      // Main rectangle
+      nodeGroup
+        .append('rect')
+        .attr('x', -node.width / 2)
+        .attr('y', -node.height / 2)
+        .attr('width', node.width)
+        .attr('height', node.height)
+        .attr('rx', 8)
+        .attr('fill', 'currentColor')
+        .attr('class', 'text-background')
+        .attr('stroke', 'currentColor')
+        .attr('stroke-width', 1.5)
+        .style(
+          'stroke',
+          node.id === 'your-tools' ? 'var(--color-border)' : 'var(--color-foreground)'
+        );
+
+      // Label
+      nodeGroup
+        .append('text')
+        .attr('x', 0)
+        .attr('y', 5)
+        .attr('text-anchor', 'middle')
+        .attr('fill', 'currentColor')
+        .attr('class', 'text-foreground')
+        .attr('font-size', '13px')
+        .attr('font-weight', '500')
+        .attr('font-family', 'ui-monospace, monospace')
+        .text(node.label);
+
+      // Entrance animation
+      nodeGroup
+        .attr('opacity', 0)
+        .attr('transform', `translate(${node.x}, ${node.y - 20})`)
+        .transition()
+        .delay(200 + i * 100)
+        .duration(500)
+        .ease(d3.easeCubicOut)
+        .attr('opacity', 1)
+        .attr('transform', `translate(${node.x}, ${node.y})`);
+    });
+
+    // Draw service and output nodes
+    const otherNodes = nodes.filter((n) => n.type === 'service' || n.type === 'output');
+    otherNodes.forEach((node, i) => {
+      const nodeGroup = mainGroup
+        .append('g')
+        .attr('transform', `translate(${node.x}, ${node.y})`)
+        .style('cursor', 'pointer')
+        .on('mouseenter', function () {
+          setHoveredNode(node.id);
+          d3.select(this).select('.main-rect').transition().duration(200).attr('stroke-width', 2);
+          d3.select(this).select('.node-glow').transition().duration(200).attr('opacity', 0.2);
+        })
+        .on('mouseleave', function () {
+          setHoveredNode(null);
+          d3.select(this).select('.main-rect').transition().duration(200).attr('stroke-width', 1.5);
+          d3.select(this).select('.node-glow').transition().duration(200).attr('opacity', 0);
+        });
+
+      // Glow effect
+      nodeGroup
+        .append('rect')
+        .attr('class', 'node-glow')
+        .attr('x', -node.width / 2 - 4)
+        .attr('y', -node.height / 2 - 4)
+        .attr('width', node.width + 8)
+        .attr('height', node.height + 8)
+        .attr('rx', 14)
+        .attr('fill', 'currentColor')
+        .attr('class', 'node-glow text-primary')
+        .attr('opacity', 0)
+        .attr('filter', 'url(#glow)');
+
+      // Main rectangle
+      nodeGroup
+        .append('rect')
+        .attr('class', 'main-rect')
+        .attr('x', -node.width / 2)
+        .attr('y', -node.height / 2)
+        .attr('width', node.width)
+        .attr('height', node.height)
+        .attr('rx', 10)
+        .attr('fill', 'currentColor')
+        .attr('class', 'text-background')
+        .attr('stroke', 'currentColor')
+        .attr('stroke-width', 1.5)
+        .style(
+          'stroke',
+          node.type === 'output' ? 'var(--color-border)' : 'var(--color-foreground)'
+        );
+
+      // Label
+      nodeGroup
+        .append('text')
+        .attr('x', 0)
+        .attr('y', node.sublabel ? -4 : 5)
+        .attr('text-anchor', 'middle')
+        .attr('fill', 'currentColor')
+        .attr('class', 'text-foreground')
+        .attr('font-size', '13px')
+        .attr('font-weight', '600')
+        .attr('font-family', 'system-ui, -apple-system, sans-serif')
+        .text(node.label);
+
+      // Sublabel
+      if (node.sublabel) {
+        nodeGroup
+          .append('text')
+          .attr('x', 0)
+          .attr('y', 14)
+          .attr('text-anchor', 'middle')
+          .attr('fill', 'currentColor')
+          .attr('class', 'text-foreground-tertiary')
+          .attr('font-size', '11px')
+          .attr('font-family', 'ui-monospace, monospace')
+          .text(node.sublabel);
+      }
+
+      // Entrance animation
+      nodeGroup
+        .attr('opacity', 0)
+        .attr('transform', `translate(${node.x}, ${node.y + 30})`)
+        .transition()
+        .delay(500 + i * 150)
+        .duration(600)
+        .ease(d3.easeCubicOut)
+        .attr('opacity', 1)
+        .attr('transform', `translate(${node.x}, ${node.y})`);
+    });
+  }, [dimensions]);
+
+  return (
+    <div ref={containerRef} className="w-full">
+      <div className="relative p-4 md:p-8 border border-border rounded-xl bg-surface/50 backdrop-blur overflow-hidden">
+        {/* Subtle grid background */}
+        <div
+          className="absolute inset-0 opacity-[0.03]"
+          style={{
+            backgroundImage: `
+              linear-gradient(to right, currentColor 1px, transparent 1px),
+              linear-gradient(to bottom, currentColor 1px, transparent 1px)
+            `,
+            backgroundSize: '40px 40px',
+          }}
+        />
+
+        <svg
+          ref={svgRef}
+          width={dimensions.width}
+          height={dimensions.height}
+          viewBox={`0 0 ${dimensions.width} ${dimensions.height}`}
+          className="mx-auto relative"
+          style={{ maxWidth: '100%', height: 'auto' }}
+        />
+
+        {/* Tooltip for hovered node */}
+        {hoveredNode && (
+          <div className="absolute bottom-4 left-1/2 -translate-x-1/2 px-4 py-3 bg-background border border-border rounded-lg shadow-lg text-sm max-w-md">
+            {hoveredNode === 'your-tools' && (
+              <div className="text-foreground-secondary">
+                <span className="font-semibold text-foreground">Your existing tools</span> — Any AI
+                SDK tools you&apos;ve already built or installed. These work alongside the registry
+                tools without conflicts.
+              </div>
+            )}
+            {hoveredNode === 'registry-search' && (
+              <div className="text-foreground-secondary">
+                <span className="font-semibold text-foreground">registrySearchTool</span> — Query
+                the TPMJS registry by keyword, category, or description. Returns tool metadata
+                including the toolId needed for execution.
+              </div>
+            )}
+            {hoveredNode === 'registry-execute' && (
+              <div className="text-foreground-secondary">
+                <span className="font-semibold text-foreground">registryExecuteTool</span> — Execute
+                any tool from the registry by its toolId. Pass parameters and API keys per-request.
+                Results are returned directly to your agent.
+              </div>
+            )}
+            {hoveredNode === 'registry' && (
+              <div className="text-foreground-secondary">
+                <span className="font-semibold text-foreground">TPMJS Registry API</span> — Central
+                repository of 1000+ AI SDK tools. Each tool is validated, health-checked, and
+                includes schema definitions for type-safe execution.
+              </div>
+            )}
+            {hoveredNode === 'executor' && (
+              <div className="text-foreground-secondary">
+                <span className="font-semibold text-foreground">Sandbox Executor</span> — Remote
+                execution environment hosted on Railway. Tools run in isolated Deno containers with
+                no access to your local system.
+              </div>
+            )}
+            {hoveredNode === 'metadata' && (
+              <div className="text-foreground-secondary">
+                <span className="font-semibold text-foreground">Tool Metadata</span> — Complete tool
+                information including name, description, parameter schemas, required environment
+                variables, health status, and quality scores.
+              </div>
+            )}
+            {hoveredNode === 'runtime' && (
+              <div className="text-foreground-secondary">
+                <span className="font-semibold text-foreground">Secure Deno Runtime</span> — Each
+                tool execution runs in a fresh, isolated Deno sandbox. API keys are passed
+                per-request and never stored. Network access is restricted to the tool&apos;s
+                requirements.
+              </div>
+            )}
+          </div>
+        )}
+      </div>
+    </div>
+  );
+}
diff --git a/apps/web/src/components/TokenBreakdown.tsx b/apps/web/src/components/TokenBreakdown.tsx
new file mode 100644
index 0000000..93aa84f
--- /dev/null
+++ b/apps/web/src/components/TokenBreakdown.tsx
@@ -0,0 +1,93 @@
+'use client';
+
+/**
+ * TokenBreakdown component
+ * Visualizes token usage breakdown with horizontal bars
+ */
+
+import type { TokenBreakdown as TokenData } from '@/lib/ai-agent/tool-executor-agent';
+
+interface TokenBreakdownProps {
+  tokens: TokenData;
+}
+
+interface TokenBar {
+  label: string;
+  tokens: number;
+  color: string;
+  bgColor: string;
+}
+
+export function TokenBreakdown({ tokens }: TokenBreakdownProps): React.ReactElement {
+  const { inputTokens, toolDescTokens, schemaTokens, outputTokens, totalTokens, estimatedCost } =
+    tokens;
+
+  const bars: TokenBar[] = [
+    {
+      label: 'Input',
+      tokens: inputTokens,
+      color: 'bg-blue-500',
+      bgColor: 'bg-blue-100 dark:bg-blue-950',
+    },
+    {
+      label: 'Tool Description',
+      tokens: toolDescTokens,
+      color: 'bg-purple-500',
+      bgColor: 'bg-purple-100 dark:bg-purple-950',
+    },
+    {
+      label: 'Schema',
+      tokens: schemaTokens,
+      color: 'bg-green-500',
+      bgColor: 'bg-green-100 dark:bg-green-950',
+    },
+    {
+      label: 'Output',
+      tokens: outputTokens,
+      color: 'bg-orange-500',
+      bgColor: 'bg-orange-100 dark:bg-orange-950',
+    },
+  ];
+
+  const getPercentage = (value: number): number => {
+    if (totalTokens === 0) return 0;
+    return (value / totalTokens) * 100;
+  };
+
+  return (
+    <div className="space-y-6">
+      <div className="space-y-3">
+        {bars.map((bar) => {
+          const percentage = getPercentage(bar.tokens);
+          return (
+            <div key={bar.label} className="space-y-1">
+              <div className="flex justify-between text-sm">
+                <span className="font-medium text-foreground">{bar.label}</span>
+                <span className="text-foreground-secondary">
+                  {bar.tokens.toLocaleString()} tokens ({percentage.toFixed(1)}%)
+                </span>
+              </div>
+              <div className={`h-2 rounded-full ${bar.bgColor}`}>
+                <div
+                  className={`h-full rounded-full ${bar.color} transition-all duration-500`}
+                  style={{ width: `${percentage}%` }}
+                />
+              </div>
+            </div>
+          );
+        })}
+      </div>
+
+      <div className="border-t border-border pt-4 space-y-2">
+        <div className="flex justify-between text-sm">
+          <span className="font-semibold text-foreground">Total Tokens</span>
+          <span className="font-semibold text-foreground">{totalTokens.toLocaleString()}</span>
+        </div>
+        <div className="flex justify-between text-sm">
+          <span className="text-foreground-secondary">Estimated Cost</span>
+          <span className="text-foreground-secondary">${estimatedCost.toFixed(4)}</span>
+        </div>
+      </div>
+    </div>
+  );
+}
diff --git a/apps/web/src/components/ToolPlayground.tsx b/apps/web/src/components/ToolPlayground.tsx
new file mode 100644
index 0000000..b59986e
--- /dev/null
+++ b/apps/web/src/components/ToolPlayground.tsx
@@ -0,0 +1,389 @@
+'use client';
+
+/**
+ * ToolPlayground component
+ * Interactive playground for executing TPMJS tools with AI agents
+ */
+
+import type { TokenBreakdown as TokenData } from '@/lib/ai-agent/tool-executor-agent';
+import type { Package, Tool } from '@tpmjs/db';
+import { Spinner } from '@tpmjs/ui/Spinner/Spinner';
+import { useState } from 'react';
+import ReactMarkdown from 'react-markdown';
+import remarkGfm from 'remark-gfm';
+import { TokenBreakdown } from './TokenBreakdown';
+
+interface ToolPlaygroundProps {
+  tool: Tool & { package: Package };
+}
+
+type Tab = 'input' | 'output' | 'logs' | 'tokens';
+
+interface ExecutionLog {
+  level: 'info' | 'warning' | 'error' | 'debug';
+  message: string;
+  timestamp: Date;
+}
+
+// biome-ignore lint/complexity/noExcessiveCognitiveComplexity: Playground component has many tabs with different content
+export function ToolPlayground({ tool }: ToolPlaygroundProps): React.ReactElement {
+  const [activeTab, setActiveTab] = useState<Tab>('input');
+  const [prompt, setPrompt] = useState('');
+  const [isExecuting, setIsExecuting] = useState(false);
+  const [output, setOutput] = useState('');
+  const [logs, setLogs] = useState<ExecutionLog[]>([]);
+  const [tokens, setTokens] = useState<TokenData | null>(null);
+  const [error, setError] = useState<string | null>(null);
+  const [rateLimitInfo, setRateLimitInfo] = useState<{ remaining: number } | null>(null);
+
+  // biome-ignore lint/complexity/noExcessiveCognitiveComplexity: SSE stream handling requires sequential logic
+  const handleExecute = async () => {
+    if (!prompt.trim() || isExecuting) return;
+
+    setIsExecuting(true);
+    setOutput('');
+    setError(null);
+    setLogs([]);
+    setTokens(null);
+    setActiveTab('output');
+
+    try {
+      const response = await fetch(
+        `/api/tools/execute/${encodeURIComponent(tool.package.npmPackageName)}/${encodeURIComponent(tool.name)}`,
+        {
+          method: 'POST',
+          headers: {
+            'Content-Type': 'application/json',
+          },
+          body: JSON.stringify({ prompt }),
+        }
+      );
+
+      // Check rate limit headers
+      const remaining = response.headers.get('X-RateLimit-Remaining');
+      if (remaining) {
+        setRateLimitInfo({ remaining: Number.parseInt(remaining, 10) });
+      }
+
+      if (!response.ok) {
+        const errorData = await response.json();
+        throw new Error(errorData.error || 'Execution failed');
+      }
+
+      // Handle SSE stream
+      const reader = response.body?.getReader();
+      const decoder = new TextDecoder();
+
+      if (!reader) {
+        throw new Error('No response body');
+      }
+
+      let buffer = '';
+
+      while (true) {
+        const { done, value } = await reader.read();
+
+        if (done) break;
+
+        buffer += decoder.decode(value, { stream: true });
+        const lines = buffer.split('\n');
+        buffer = lines.pop() || '';
+
+        for (const line of lines) {
+          if (line.startsWith('event:')) {
+            const event = line.slice(6).trim();
+            const nextLine = lines.shift();
+
+            if (nextLine?.startsWith('data:')) {
+              const data = JSON.parse(nextLine.slice(5).trim());
+
+              switch (event) {
+                case 'chunk':
+                  setOutput((prev) => prev + data.text);
+                  setLogs((prev) => [
+                    ...prev,
+                    {
+                      level: 'info',
+                      message: `Streaming: ${data.text.slice(0, 50)}${data.text.length > 50 ? '...' : ''}`,
+                      timestamp: new Date(),
+                    },
+                  ]);
+                  break;
+
+                case 'tokens':
+                  setTokens(data as TokenData);
+                  setLogs((prev) => [
+                    ...prev,
+                    {
+                      level: 'debug',
+                      message: `Token update: ${data.totalTokens || 0} total tokens`,
+                      timestamp: new Date(),
+                    },
+                  ]);
+                  break;
+
+                case 'complete':
+                  // Don't replace output - keep the streamed text
+                  // setOutput(data.output); // Removed: this was overwriting streamed content
+                  setTokens(data.tokenBreakdown);
+                  setLogs((prev) => [
+                    ...prev,
+                    {
+                      level: 'info',
+                      message: `Execution completed in ${data.executionTimeMs}ms with ${data.agentSteps} agent steps`,
+                      timestamp: new Date(),
+                    },
+                  ]);
+                  break;
+
+                case 'error':
+                  setError(data.message);
+                  setLogs((prev) => [
+                    ...prev,
+                    {
+                      level: 'error',
+                      message: data.message,
+                      timestamp: new Date(),
+                    },
+                  ]);
+                  break;
+              }
+            }
+          }
+        }
+      }
+    } catch (err) {
+      const message = err instanceof Error ? err.message : 'Unknown error';
+      setError(message);
+      setLogs((prev) => [
+        ...prev,
+        {
+          level: 'error',
+          message,
+          timestamp: new Date(),
+        },
+      ]);
+    } finally {
+      setIsExecuting(false);
+    }
+  };
+
+  const tabs: { id: Tab; label: string; badge?: string }[] = [
+    { id: 'input', label: 'Input' },
+    { id: 'output', label: 'Output', badge: output ? '✓' : undefined },
+    { id: 'logs', label: 'Logs', badge: logs.length > 0 ? logs.length.toString() : undefined },
+    { id: 'tokens', label: 'Token Usage', badge: tokens ? '✓' : undefined },
+  ];
+
+  const getLevelBadgeColor = (level: ExecutionLog['level']) => {
+    switch (level) {
+      case 'info':
+        return 'bg-blue-100 text-blue-700 dark:bg-blue-950 dark:text-blue-400';
+      case 'warning':
+        return 'bg-yellow-100 text-yellow-700 dark:bg-yellow-950 dark:text-yellow-400';
+      case 'error':
+        return 'bg-red-100 text-red-700 dark:bg-red-950 dark:text-red-400';
+      case 'debug':
+        return 'bg-gray-100 text-gray-700 dark:bg-gray-800 dark:text-gray-400';
+    }
+  };
+
+  return (
+    <div className="border border-border rounded-lg overflow-hidden bg-background">
+      {/* Header */}
+      <div className="border-b border-border bg-muted/30 px-6 py-4">
+        <div className="flex items-center justify-between">
+          <div>
+            <h2 className="text-xl font-semibold text-foreground">Interactive Playground</h2>
+            <p className="text-sm text-foreground-secondary mt-1">
+              Test {tool.package.npmPackageName} ({tool.name}) with AI-powered execution
+            </p>
+          </div>
+          {rateLimitInfo && (
+            <div className="text-sm text-foreground-secondary">
+              {rateLimitInfo.remaining} executions remaining
+            </div>
+          )}
+        </div>
+      </div>
+
+      {/* Tabs */}
+      <div className="border-b border-border bg-muted/10">
+        <div className="flex space-x-1 px-6">
+          {tabs.map((tab) => (
+            <button
+              key={tab.id}
+              type="button"
+              onClick={() => setActiveTab(tab.id)}
+              className={`px-4 py-3 text-sm font-medium transition-colors relative ${
+                activeTab === tab.id
+                  ? 'text-foreground border-b-2 border-primary'
+                  : 'text-foreground-secondary hover:text-foreground'
+              }`}
+            >
+              {tab.label}
+              {tab.badge && (
+                <span className="ml-2 inline-flex items-center justify-center w-5 h-5 text-xs rounded-full bg-primary/10 text-primary">
+                  {tab.badge}
+                </span>
+              )}
+            </button>
+          ))}
+        </div>
+      </div>
+
+      {/* Tab Content */}
+      <div className="p-6">
+        {activeTab === 'input' && (
+          <div className="space-y-4">
+            <div>
+              <label htmlFor="prompt" className="block text-sm font-medium text-foreground mb-2">
+                Prompt
+              </label>
+              <textarea
+                id="prompt"
+                value={prompt}
+                onChange={(e) => setPrompt(e.target.value)}
+                placeholder="Enter your prompt here... (e.g., 'Create a blog post about TypeScript best practices')"
+                className="w-full h-32 px-4 py-3 rounded-lg border border-input bg-white text-foreground placeholder:text-foreground-tertiary focus:outline-none focus:ring-2 focus:ring-ring resize-none"
+                disabled={isExecuting}
+              />
+              <p className="text-xs text-foreground-tertiary mt-2">
+                {prompt.length}/2000 characters
+              </p>
+            </div>
+
+            <button
+              type="button"
+              onClick={handleExecute}
+              disabled={isExecuting || !prompt.trim()}
+              className="px-6 py-3 bg-primary text-primary-foreground rounded-lg font-medium hover:bg-primary/90 disabled:opacity-50 disabled:cursor-not-allowed transition-colors"
+            >
+              {isExecuting ? (
+                <span className="flex items-center gap-2">
+                  <Spinner size="sm" />
+                  Executing...
+                </span>
+              ) : (
+                'Execute'
+              )}
+            </button>
+          </div>
+        )}
+
+        {activeTab === 'output' && (
+          <div className="space-y-4">
+            {error ? (
+              <div className="p-4 rounded-lg bg-red-50 dark:bg-red-950/30 border border-red-200 dark:border-red-900">
+                <p className="text-sm text-red-700 dark:text-red-400 font-medium">Error</p>
+                <p className="text-sm text-red-600 dark:text-red-500 mt-1">{error}</p>
+              </div>
+            ) : output ? (
+              <div className="space-y-4">
+                {/* JSON Output */}
+                <div>
+                  <h3 className="text-sm font-medium text-foreground mb-2">Raw Output (JSON)</h3>
+                  <div className="rounded-lg border border-border bg-muted/30 p-4 overflow-x-auto">
+                    <pre className="text-xs text-foreground font-mono">{output}</pre>
+                  </div>
+                </div>
+
+                {/* Human-Readable Preview */}
+                {(() => {
+                  try {
+                    const parsed = JSON.parse(output);
+                    return (
+                      <div>
+                        <h3 className="text-sm font-medium text-foreground mb-2">
+                          Human-Readable Preview
+                        </h3>
+                        <div className="rounded-lg border border-border bg-muted/30 p-6 prose prose-sm dark:prose-invert max-w-none">
+                          {parsed.formattedOutput ? (
+                            <ReactMarkdown remarkPlugins={[remarkGfm]}>
+                              {parsed.formattedOutput}
+                            </ReactMarkdown>
+                          ) : (
+                            <div className="space-y-2">
+                              {Object.entries(parsed).map(([key, value]) => (
+                                <div key={key}>
+                                  <span className="font-semibold">{key}:</span>{' '}
+                                  {typeof value === 'object'
+                                    ? JSON.stringify(value, null, 2)
+                                    : String(value)}
+                                </div>
+                              ))}
+                            </div>
+                          )}
+                        </div>
+                      </div>
+                    );
+                  } catch {
+                    return null;
+                  }
+                })()}
+              </div>
+            ) : isExecuting ? (
+              <div className="flex items-center justify-center py-12 gap-4">
+                <Spinner size="lg" />
+                <p className="text-foreground-secondary font-mono text-sm tracking-wide">
+                  Executing...
+                </p>
+              </div>
+            ) : (
+              <div className="text-center py-12">
+                <p className="text-foreground-secondary">
+                  No output yet. Execute a prompt to see results.
+                </p>
+              </div>
+            )}
+          </div>
+        )}
+
+        {activeTab === 'logs' && (
+          <div className="space-y-2">
+            {logs.length > 0 ? (
+              <div className="space-y-2 max-h-96 overflow-y-auto">
+                {logs.map((log, index) => (
+                  // biome-ignore lint/suspicious/noArrayIndexKey: Logs don't have unique IDs, index is appropriate
+                  <div key={index} className="flex items-start space-x-3 text-sm">
+                    <span
+                      className={`px-2 py-0.5 rounded text-xs font-medium uppercase ${getLevelBadgeColor(log.level)}`}
+                    >
+                      {log.level}
+                    </span>
+                    <div className="flex-1">
+                      <p className="text-foreground">{log.message}</p>
+                      <p className="text-xs text-foreground-tertiary mt-0.5">
+                        {log.timestamp.toLocaleTimeString()}
+                      </p>
+                    </div>
+                  </div>
+                ))}
+              </div>
+            ) : (
+              <div className="text-center py-12">
+                <p className="text-foreground-secondary">
+                  No logs yet. Execute a prompt to see logs.
+                </p>
+              </div>
+            )}
+          </div>
+        )}
+
+        {activeTab === 'tokens' && (
+          <div>
+            {tokens ? (
+              <TokenBreakdown tokens={tokens} />
+            ) : (
+              <div className="text-center py-12">
+                <p className="text-foreground-secondary">
+                  No token data yet. Execute a prompt to see token usage.
+                </p>
+              </div>
+            )}
+          </div>
+        )}
+      </div>
+    </div>
+  );
+}
diff --git a/apps/web/src/components/home/HeroSection.tsx b/apps/web/src/components/home/HeroSection.tsx
index d0f6742..69858e2 100644
--- a/apps/web/src/components/home/HeroSection.tsx
+++ b/apps/web/src/components/home/HeroSection.tsx
@@ -2,10 +2,44 @@
 
 import { Button } from '@tpmjs/ui/Button/Button';
 import { Input } from '@tpmjs/ui/Input/Input';
+import { useRouter } from 'next/navigation';
 import { useState } from 'react';
 
-export function HeroSection(): React.ReactElement {
+interface HeroSectionProps {
+  stats: {
+    packageCount: number;
+    toolCount: number;
+    categoryCount: number;
+  };
+}
+
+function formatNumber(num: number): string {
+  if (num >= 1000000) {
+    return `${(num / 1000000).toFixed(1)}M`;
+  }
+  if (num >= 1000) {
+    return `${(num / 1000).toFixed(1)}K`;
+  }
+  return num.toString();
+}
+
+export function HeroSection({ stats }: HeroSectionProps): React.ReactElement {
   const [searchQuery, setSearchQuery] = useState('');
+  const router = useRouter();
+
+  const handleSearch = () => {
+    if (searchQuery.trim()) {
+      router.push(`/tool/tool-search?q=${encodeURIComponent(searchQuery)}`);
+    } else {
+      router.push('/tool/tool-search');
+    }
+  };
+
+  const handleKeyDown = (e: React.KeyboardEvent) => {
+    if (e.key === 'Enter') {
+      handleSearch();
+    }
+  };
 
   return (
     <section className="relative min-h-[90vh] overflow-hidden bg-background">
@@ -37,26 +71,19 @@ export function HeroSection(): React.ReactElement {
           {/* Live Metrics Strip */}
           <div className="mb-12 flex flex-wrap items-center gap-3 border-l-[6px] border-brutalist-accent pl-6 font-mono text-base md:text-lg font-bold uppercase tracking-wider">
             <div className="flex items-center gap-2">
-              <span className="text-foreground">2,847</span>
+              <span className="text-foreground">{formatNumber(stats.packageCount)}</span>
+              <span className="text-foreground-secondary">PACKAGES</span>
+            </div>
+            <span className="text-foreground-tertiary">/</span>
+            <div className="flex items-center gap-2">
+              <span className="text-foreground">{formatNumber(stats.toolCount)}</span>
               <span className="text-foreground-secondary">TOOLS</span>
             </div>
-            <span className="text-foreground-tertiary">/</span>
-            <div className="flex items-center gap-2">
-              <span className="text-foreground">12M+</span>
-              <span className="text-foreground-secondary">INVOCATIONS</span>
-            </div>
-            <span className="text-foreground-tertiary">/</span>
-            <div className="flex items-center gap-2">
-              <span className="text-foreground">47ms</span>
-              <span className="text-foreground-secondary">LATENCY</span>
-            </div>
           </div>
 
           {/* Subheading */}
           <p className="mb-12 max-w-3xl text-xl md:text-2xl font-medium leading-relaxed text-foreground-secondary tracking-tight">
-            Discover, share, and integrate tools that give your agents superpowers.
-            <br />
-            The registry for AI tools.
+            The open registry for AI tools. Browse, publish, and integrate tools into your agents.
           </p>
 
           {/* Brutalist Search Interface */}
@@ -71,6 +98,7 @@ export function HeroSection(): React.ReactElement {
                 type="text"
                 value={searchQuery}
                 onChange={(e) => setSearchQuery(e.target.value)}
+                onKeyDown={handleKeyDown}
                 placeholder="search tools..."
                 className="brutalist-border h-16 md:h-20 pl-14 pr-36 md:pr-40 text-lg md:text-xl font-mono placeholder:text-foreground-tertiary placeholder:uppercase focus:ring-4 focus:ring-brutalist-accent focus:ring-offset-0 bg-background"
                 style={{ borderRadius: 0 }}
@@ -79,6 +107,7 @@ export function HeroSection(): React.ReactElement {
               {/* Search Button */}
               <Button
                 size="lg"
+                onClick={handleSearch}
                 className="brutalist-border-thick absolute right-2 top-1/2 -translate-y-1/2 h-12 md:h-16 px-6 md:px-8 bg-brutalist-accent text-foreground hover:bg-brutalist-accent-hover font-bold uppercase tracking-wider shadow-lg"
                 style={{ borderRadius: 0, borderColor: 'hsl(var(--foreground))' }}
               >
diff --git a/apps/web/src/components/home/VisionSection.tsx b/apps/web/src/components/home/VisionSection.tsx
index 3f91f7b..341c2b7 100644
--- a/apps/web/src/components/home/VisionSection.tsx
+++ b/apps/web/src/components/home/VisionSection.tsx
@@ -63,7 +63,7 @@ export function VisionSection(): React.ReactElement {
         </div>
 
         <div className="mt-12 text-center font-mono text-sm text-brutalist-accent uppercase tracking-wider">
-          The registry that gives agents superpowers
+          One registry. Thousands of tools. Zero configuration.
         </div>
       </Container>
     </section>
diff --git a/apps/web/src/components/stats/AnimatedCounter.tsx b/apps/web/src/components/stats/AnimatedCounter.tsx
new file mode 100644
index 0000000..0d0d375
--- /dev/null
+++ b/apps/web/src/components/stats/AnimatedCounter.tsx
@@ -0,0 +1,74 @@
+'use client';
+
+import { useEffect, useRef, useState } from 'react';
+
+interface AnimatedCounterProps {
+  value: number;
+  duration?: number;
+  prefix?: string;
+  suffix?: string;
+  decimals?: number;
+  className?: string;
+}
+
+export function AnimatedCounter({
+  value,
+  duration = 1500,
+  prefix = '',
+  suffix = '',
+  decimals = 0,
+  className = '',
+}: AnimatedCounterProps): React.ReactElement {
+  const [displayValue, setDisplayValue] = useState(0);
+  const startTimeRef = useRef<number | null>(null);
+  const frameRef = useRef<number | null>(null);
+
+  useEffect(() => {
+    const startValue = 0;
+    const endValue = value;
+
+    const animate = (timestamp: number) => {
+      if (!startTimeRef.current) {
+        startTimeRef.current = timestamp;
+      }
+
+      const elapsed = timestamp - startTimeRef.current;
+      const progress = Math.min(elapsed / duration, 1);
+
+      // Easing function (ease-out-expo)
+      const easeOutExpo = 1 - Math.pow(2, -10 * progress);
+      const current = startValue + (endValue - startValue) * easeOutExpo;
+
+      setDisplayValue(current);
+
+      if (progress < 1) {
+        frameRef.current = requestAnimationFrame(animate);
+      }
+    };
+
+    frameRef.current = requestAnimationFrame(animate);
+
+    return () => {
+      if (frameRef.current) {
+        cancelAnimationFrame(frameRef.current);
+      }
+    };
+  }, [value, duration]);
+
+  const formatNumber = (num: number): string => {
+    if (decimals > 0) {
+      return num.toFixed(decimals);
+    }
+
+    // Format with commas
+    return Math.round(num).toLocaleString();
+  };
+
+  return (
+    <span className={className}>
+      {prefix}
+      {formatNumber(displayValue)}
+      {suffix}
+    </span>
+  );
+}
diff --git a/apps/web/src/components/stats/AreaChart.tsx b/apps/web/src/components/stats/AreaChart.tsx
new file mode 100644
index 0000000..a93341a
--- /dev/null
+++ b/apps/web/src/components/stats/AreaChart.tsx
@@ -0,0 +1,330 @@
+'use client';
+
+import * as d3 from 'd3';
+import { useEffect, useRef, useState } from 'react';
+
+interface DataPoint {
+  date: Date | string;
+  value: number;
+  secondaryValue?: number;
+}
+
+interface AreaChartProps {
+  data: DataPoint[];
+  width?: number;
+  height?: number;
+  title?: string;
+  color?: string;
+  secondaryColor?: string;
+  showArea?: boolean;
+  showSecondary?: boolean;
+  labels?: { primary: string; secondary?: string };
+  dateFormat?: string;
+}
+
+function getThemeColors(element: HTMLElement) {
+  const styles = getComputedStyle(element);
+  return {
+    background: styles.getPropertyValue('--color-background').trim() || '#ffffff',
+    foreground: styles.getPropertyValue('--color-foreground').trim() || '#0a0a0a',
+    foregroundSecondary:
+      styles.getPropertyValue('--color-foreground-secondary').trim() || '#525252',
+    foregroundTertiary: styles.getPropertyValue('--color-foreground-tertiary').trim() || '#737373',
+    border: styles.getPropertyValue('--color-border').trim() || '#e5e5e5',
+    primary: styles.getPropertyValue('--color-primary').trim() || '#2563eb',
+    success: '#22c55e',
+    error: '#ef4444',
+  };
+}
+
+export function AreaChart({
+  data,
+  width = 500,
+  height = 250,
+  title,
+  color,
+  secondaryColor,
+  showArea = true,
+  showSecondary = false,
+  labels,
+  dateFormat = '%b %d',
+}: AreaChartProps): React.ReactElement {
+  const svgRef = useRef<SVGSVGElement>(null);
+  const containerRef = useRef<HTMLDivElement>(null);
+  const [hoveredPoint, setHoveredPoint] = useState<DataPoint | null>(null);
+  const [mousePos, setMousePos] = useState({ x: 0, y: 0 });
+
+  useEffect(() => {
+    if (!svgRef.current || !containerRef.current || data.length === 0) return;
+
+    const colors = getThemeColors(containerRef.current);
+    const lineColor = color || colors.primary;
+    const secondLine = secondaryColor || colors.error;
+
+    const svg = d3.select(svgRef.current);
+    svg.selectAll('*').remove();
+
+    const margin = { top: 20, right: 30, bottom: 40, left: 50 };
+    const innerWidth = width - margin.left - margin.right;
+    const innerHeight = height - margin.top - margin.bottom;
+
+    // Parse dates
+    const parsedData = data.map((d) => ({
+      ...d,
+      date: typeof d.date === 'string' ? new Date(d.date) : d.date,
+    }));
+
+    const g = svg
+      .attr('width', width)
+      .attr('height', height)
+      .append('g')
+      .attr('transform', `translate(${margin.left}, ${margin.top})`);
+
+    // Scales
+    const x = d3
+      .scaleTime()
+      .domain(d3.extent(parsedData, (d) => d.date) as [Date, Date])
+      .range([0, innerWidth]);
+
+    const maxY = d3.max(parsedData, (d) => Math.max(d.value, d.secondaryValue || 0)) || 0;
+
+    const y = d3
+      .scaleLinear()
+      .domain([0, maxY * 1.1])
+      .range([innerHeight, 0]);
+
+    // Grid lines
+    g.selectAll('.grid-line')
+      .data(y.ticks(5))
+      .enter()
+      .append('line')
+      .attr('class', 'grid-line')
+      .attr('x1', 0)
+      .attr('x2', innerWidth)
+      .attr('y1', (d) => y(d))
+      .attr('y2', (d) => y(d))
+      .attr('stroke', colors.border)
+      .attr('stroke-dasharray', '3,3')
+      .style('opacity', 0.5);
+
+    // Area generator
+    const area = d3
+      .area<DataPoint & { date: Date }>()
+      .x((d) => x(d.date))
+      .y0(innerHeight)
+      .y1((d) => y(d.value))
+      .curve(d3.curveMonotoneX);
+
+    // Line generator
+    const line = d3
+      .line<DataPoint & { date: Date }>()
+      .x((d) => x(d.date))
+      .y((d) => y(d.value))
+      .curve(d3.curveMonotoneX);
+
+    const secondaryLine = d3
+      .line<DataPoint & { date: Date }>()
+      .x((d) => x(d.date))
+      .y((d) => y(d.secondaryValue || 0))
+      .curve(d3.curveMonotoneX);
+
+    // Gradient
+    const gradient = svg
+      .append('defs')
+      .append('linearGradient')
+      .attr('id', 'area-gradient')
+      .attr('x1', '0%')
+      .attr('y1', '0%')
+      .attr('x2', '0%')
+      .attr('y2', '100%');
+
+    gradient
+      .append('stop')
+      .attr('offset', '0%')
+      .attr('stop-color', lineColor)
+      .attr('stop-opacity', 0.3);
+    gradient
+      .append('stop')
+      .attr('offset', '100%')
+      .attr('stop-color', lineColor)
+      .attr('stop-opacity', 0);
+
+    // Draw area
+    if (showArea) {
+      const areaPath = g
+        .append('path')
+        .datum(parsedData)
+        .attr('fill', 'url(#area-gradient)')
+        .attr('d', area);
+
+      // Animate area
+      const totalLength = areaPath.node()?.getTotalLength() || 0;
+      areaPath
+        .attr('stroke-dasharray', `${totalLength} ${totalLength}`)
+        .attr('stroke-dashoffset', totalLength)
+        .transition()
+        .duration(1200)
+        .ease(d3.easeQuadOut)
+        .attr('stroke-dashoffset', 0);
+    }
+
+    // Draw primary line
+    const linePath = g
+      .append('path')
+      .datum(parsedData)
+      .attr('fill', 'none')
+      .attr('stroke', lineColor)
+      .attr('stroke-width', 2.5)
+      .attr('d', line);
+
+    // Animate line
+    const lineLength = linePath.node()?.getTotalLength() || 0;
+    linePath
+      .attr('stroke-dasharray', `${lineLength} ${lineLength}`)
+      .attr('stroke-dashoffset', lineLength)
+      .transition()
+      .duration(1200)
+      .ease(d3.easeQuadOut)
+      .attr('stroke-dashoffset', 0);
+
+    // Draw secondary line
+    if (showSecondary) {
+      const secondPath = g
+        .append('path')
+        .datum(parsedData)
+        .attr('fill', 'none')
+        .attr('stroke', secondLine)
+        .attr('stroke-width', 2)
+        .attr('stroke-dasharray', '5,3')
+        .attr('d', secondaryLine);
+
+      const secondLength = secondPath.node()?.getTotalLength() || 0;
+      secondPath
+        .attr('stroke-dasharray', `${secondLength} ${secondLength}`)
+        .attr('stroke-dashoffset', secondLength)
+        .transition()
+        .duration(1200)
+        .delay(200)
+        .ease(d3.easeQuadOut)
+        .attr('stroke-dashoffset', 0);
+    }
+
+    // Draw dots
+    g.selectAll('.dot')
+      .data(parsedData)
+      .enter()
+      .append('circle')
+      .attr('class', 'dot')
+      .attr('cx', (d) => x(d.date))
+      .attr('cy', (d) => y(d.value))
+      .attr('r', 0)
+      .attr('fill', lineColor)
+      .attr('stroke', colors.background)
+      .attr('stroke-width', 2)
+      .style('cursor', 'pointer')
+      .on('mouseenter', function (event, d) {
+        setHoveredPoint(d);
+        const rect = containerRef.current?.getBoundingClientRect();
+        if (rect) {
+          setMousePos({ x: event.clientX - rect.left, y: event.clientY - rect.top });
+        }
+        d3.select(this).transition().duration(150).attr('r', 6);
+      })
+      .on('mouseleave', function () {
+        setHoveredPoint(null);
+        d3.select(this).transition().duration(150).attr('r', 4);
+      })
+      .transition()
+      .duration(400)
+      .delay((_, i) => 1000 + i * 50)
+      .attr('r', 4);
+
+    // X axis
+    g.append('g')
+      .attr('transform', `translate(0, ${innerHeight})`)
+      .call(
+        d3
+          .axisBottom(x)
+          .ticks(Math.min(data.length, 7))
+          .tickFormat((d) => d3.timeFormat(dateFormat)(d as Date))
+      )
+      .call((g) => g.select('.domain').attr('stroke', colors.border))
+      .call((g) => g.selectAll('.tick line').attr('stroke', colors.border))
+      .call((g) =>
+        g
+          .selectAll('.tick text')
+          .attr('fill', colors.foregroundTertiary)
+          .style('font-size', '0.7rem')
+      );
+
+    // Y axis
+    g.append('g')
+      .call(
+        d3
+          .axisLeft(y)
+          .ticks(5)
+          .tickFormat((d) => d.toLocaleString())
+      )
+      .call((g) => g.select('.domain').remove())
+      .call((g) => g.selectAll('.tick line').remove())
+      .call((g) =>
+        g
+          .selectAll('.tick text')
+          .attr('fill', colors.foregroundTertiary)
+          .style('font-size', '0.7rem')
+      );
+  }, [data, width, height, color, secondaryColor, showArea, showSecondary, dateFormat]);
+
+  const themeColors = containerRef.current ? getThemeColors(containerRef.current) : null;
+
+  return (
+    <div ref={containerRef} className="relative">
+      {title && <h4 className="text-sm font-semibold text-foreground mb-3">{title}</h4>}
+      {labels && (
+        <div className="flex gap-4 mb-2 text-xs">
+          <div className="flex items-center gap-1.5">
+            <span
+              className="w-3 h-0.5 rounded"
+              style={{ backgroundColor: color || themeColors?.primary }}
+            />
+            <span className="text-foreground-secondary">{labels.primary}</span>
+          </div>
+          {showSecondary && labels.secondary && (
+            <div className="flex items-center gap-1.5">
+              <span
+                className="w-3 h-0.5 rounded"
+                style={{
+                  backgroundColor: secondaryColor || themeColors?.error,
+                  borderStyle: 'dashed',
+                }}
+              />
+              <span className="text-foreground-secondary">{labels.secondary}</span>
+            </div>
+          )}
+        </div>
+      )}
+      <svg ref={svgRef} />
+      {hoveredPoint && (
+        <div
+          className="absolute px-3 py-2 bg-surface border border-border rounded-lg shadow-lg text-sm z-10 pointer-events-none"
+          style={{
+            left: Math.min(mousePos.x + 10, width - 150),
+            top: mousePos.y - 60,
+          }}
+        >
+          <div className="text-xs text-foreground-tertiary mb-1">
+            {typeof hoveredPoint.date === 'string'
+              ? hoveredPoint.date
+              : d3.timeFormat('%b %d, %Y')(hoveredPoint.date as Date)}
+          </div>
+          <div className="font-medium text-foreground">{hoveredPoint.value.toLocaleString()}</div>
+          {showSecondary && hoveredPoint.secondaryValue !== undefined && (
+            <div className="text-error text-xs mt-0.5">
+              {hoveredPoint.secondaryValue.toLocaleString()} errors
+            </div>
+          )}
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/apps/web/src/components/stats/BarChart.tsx b/apps/web/src/components/stats/BarChart.tsx
new file mode 100644
index 0000000..4bb77eb
--- /dev/null
+++ b/apps/web/src/components/stats/BarChart.tsx
@@ -0,0 +1,238 @@
+'use client';
+
+import * as d3 from 'd3';
+import { useEffect, useRef, useState } from 'react';
+
+interface BarChartProps {
+  data: { label: string; value: number }[];
+  width?: number;
+  height?: number;
+  title?: string;
+  horizontal?: boolean;
+  color?: string;
+  showValues?: boolean;
+}
+
+function getThemeColors(element: HTMLElement) {
+  const styles = getComputedStyle(element);
+  return {
+    background: styles.getPropertyValue('--color-background').trim() || '#ffffff',
+    foreground: styles.getPropertyValue('--color-foreground').trim() || '#0a0a0a',
+    foregroundSecondary:
+      styles.getPropertyValue('--color-foreground-secondary').trim() || '#525252',
+    foregroundTertiary: styles.getPropertyValue('--color-foreground-tertiary').trim() || '#737373',
+    border: styles.getPropertyValue('--color-border').trim() || '#e5e5e5',
+    primary: styles.getPropertyValue('--color-primary').trim() || '#2563eb',
+  };
+}
+
+export function BarChart({
+  data,
+  width = 400,
+  height = 300,
+  title,
+  horizontal = false,
+  color,
+  showValues = true,
+}: BarChartProps): React.ReactElement {
+  const svgRef = useRef<SVGSVGElement>(null);
+  const containerRef = useRef<HTMLDivElement>(null);
+  const [hoveredBar, setHoveredBar] = useState<string | null>(null);
+
+  useEffect(() => {
+    if (!svgRef.current || !containerRef.current || data.length === 0) return;
+
+    const colors = getThemeColors(containerRef.current);
+    const barColor = color || colors.primary;
+
+    const svg = d3.select(svgRef.current);
+    svg.selectAll('*').remove();
+
+    const margin = horizontal
+      ? { top: 20, right: 40, bottom: 20, left: 100 }
+      : { top: 20, right: 20, bottom: 60, left: 50 };
+
+    const innerWidth = width - margin.left - margin.right;
+    const innerHeight = height - margin.top - margin.bottom;
+
+    const g = svg
+      .attr('width', width)
+      .attr('height', height)
+      .append('g')
+      .attr('transform', `translate(${margin.left}, ${margin.top})`);
+
+    const maxValue = d3.max(data, (d) => d.value) || 0;
+
+    if (horizontal) {
+      // Horizontal bar chart
+      const y = d3
+        .scaleBand()
+        .domain(data.map((d) => d.label))
+        .range([0, innerHeight])
+        .padding(0.3);
+
+      const x = d3.scaleLinear().domain([0, maxValue]).range([0, innerWidth]);
+
+      // Bars
+      g.selectAll('rect')
+        .data(data)
+        .enter()
+        .append('rect')
+        .attr('y', (d) => y(d.label) || 0)
+        .attr('height', y.bandwidth())
+        .attr('fill', barColor)
+        .attr('rx', 4)
+        .style('cursor', 'pointer')
+        .style('opacity', 0.85)
+        .on('mouseenter', function (_, d) {
+          setHoveredBar(d.label);
+          d3.select(this).transition().duration(150).style('opacity', 1);
+        })
+        .on('mouseleave', function () {
+          setHoveredBar(null);
+          d3.select(this).transition().duration(150).style('opacity', 0.85);
+        })
+        .attr('x', 0)
+        .attr('width', 0)
+        .transition()
+        .duration(800)
+        .delay((_, i) => i * 50)
+        .ease(d3.easeElasticOut.amplitude(1).period(0.5))
+        .attr('width', (d) => x(d.value));
+
+      // Labels
+      g.selectAll('.label')
+        .data(data)
+        .enter()
+        .append('text')
+        .attr('class', 'label')
+        .attr('x', -8)
+        .attr('y', (d) => (y(d.label) || 0) + y.bandwidth() / 2)
+        .attr('text-anchor', 'end')
+        .attr('dominant-baseline', 'middle')
+        .attr('fill', colors.foregroundSecondary)
+        .style('font-size', '0.75rem')
+        .text((d) => (d.label.length > 12 ? d.label.slice(0, 12) + '...' : d.label));
+
+      // Values
+      if (showValues) {
+        g.selectAll('.value')
+          .data(data)
+          .enter()
+          .append('text')
+          .attr('class', 'value')
+          .attr('x', (d) => x(d.value) + 6)
+          .attr('y', (d) => (y(d.label) || 0) + y.bandwidth() / 2)
+          .attr('dominant-baseline', 'middle')
+          .attr('fill', colors.foregroundTertiary)
+          .style('font-size', '0.7rem')
+          .style('opacity', 0)
+          .text((d) => d.value.toLocaleString())
+          .transition()
+          .duration(400)
+          .delay((_, i) => 600 + i * 50)
+          .style('opacity', 1);
+      }
+    } else {
+      // Vertical bar chart
+      const x = d3
+        .scaleBand()
+        .domain(data.map((d) => d.label))
+        .range([0, innerWidth])
+        .padding(0.3);
+
+      const y = d3.scaleLinear().domain([0, maxValue]).range([innerHeight, 0]);
+
+      // Grid lines
+      g.selectAll('.grid-line')
+        .data(y.ticks(5))
+        .enter()
+        .append('line')
+        .attr('class', 'grid-line')
+        .attr('x1', 0)
+        .attr('x2', innerWidth)
+        .attr('y1', (d) => y(d))
+        .attr('y2', (d) => y(d))
+        .attr('stroke', colors.border)
+        .attr('stroke-dasharray', '3,3')
+        .style('opacity', 0.5);
+
+      // Bars
+      g.selectAll('rect')
+        .data(data)
+        .enter()
+        .append('rect')
+        .attr('x', (d) => x(d.label) || 0)
+        .attr('width', x.bandwidth())
+        .attr('fill', barColor)
+        .attr('rx', 4)
+        .style('cursor', 'pointer')
+        .style('opacity', 0.85)
+        .on('mouseenter', function (_, d) {
+          setHoveredBar(d.label);
+          d3.select(this).transition().duration(150).style('opacity', 1);
+        })
+        .on('mouseleave', function () {
+          setHoveredBar(null);
+          d3.select(this).transition().duration(150).style('opacity', 0.85);
+        })
+        .attr('y', innerHeight)
+        .attr('height', 0)
+        .transition()
+        .duration(800)
+        .delay((_, i) => i * 50)
+        .ease(d3.easeElasticOut.amplitude(1).period(0.5))
+        .attr('y', (d) => y(d.value))
+        .attr('height', (d) => innerHeight - y(d.value));
+
+      // X axis labels
+      g.selectAll('.x-label')
+        .data(data)
+        .enter()
+        .append('text')
+        .attr('class', 'x-label')
+        .attr('x', (d) => (x(d.label) || 0) + x.bandwidth() / 2)
+        .attr('y', innerHeight + 20)
+        .attr('text-anchor', 'middle')
+        .attr('fill', colors.foregroundSecondary)
+        .style('font-size', '0.7rem')
+        .text((d) => (d.label.length > 8 ? d.label.slice(0, 8) + '...' : d.label))
+        .attr(
+          'transform',
+          (d) => `rotate(-45, ${(x(d.label) || 0) + x.bandwidth() / 2}, ${innerHeight + 20})`
+        );
+
+      // Y axis
+      g.append('g')
+        .call(
+          d3
+            .axisLeft(y)
+            .ticks(5)
+            .tickFormat((d) => d.toLocaleString())
+        )
+        .call((g) => g.select('.domain').remove())
+        .call((g) => g.selectAll('.tick line').remove())
+        .call((g) =>
+          g
+            .selectAll('.tick text')
+            .attr('fill', colors.foregroundTertiary)
+            .style('font-size', '0.7rem')
+        );
+    }
+  }, [data, width, height, horizontal, color, showValues]);
+
+  const hoveredData = data.find((d) => d.label === hoveredBar);
+
+  return (
+    <div ref={containerRef} className="relative">
+      {title && <h4 className="text-sm font-semibold text-foreground mb-3">{title}</h4>}
+      <svg ref={svgRef} />
+      {hoveredData && (
+        <div className="absolute top-2 right-2 px-3 py-1.5 bg-surface border border-border rounded-lg shadow-lg text-sm z-10">
+          <span className="font-medium text-foreground">{hoveredData.label}:</span>{' '}
+          <span className="text-foreground-secondary">{hoveredData.value.toLocaleString()}</span>
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/apps/web/src/components/stats/DonutChart.tsx b/apps/web/src/components/stats/DonutChart.tsx
new file mode 100644
index 0000000..5a717b6
--- /dev/null
+++ b/apps/web/src/components/stats/DonutChart.tsx
@@ -0,0 +1,160 @@
+'use client';
+
+import * as d3 from 'd3';
+import { useEffect, useRef, useState } from 'react';
+
+interface DonutChartProps {
+  data: { label: string; value: number; color: string }[];
+  size?: number;
+  innerRadius?: number;
+  title?: string;
+  centerValue?: string | number;
+  centerLabel?: string;
+}
+
+function getThemeColors(element: HTMLElement) {
+  const styles = getComputedStyle(element);
+  return {
+    background: styles.getPropertyValue('--color-background').trim() || '#ffffff',
+    foreground: styles.getPropertyValue('--color-foreground').trim() || '#0a0a0a',
+    foregroundSecondary:
+      styles.getPropertyValue('--color-foreground-secondary').trim() || '#525252',
+  };
+}
+
+export function DonutChart({
+  data,
+  size = 200,
+  innerRadius = 0.6,
+  title,
+  centerValue,
+  centerLabel,
+}: DonutChartProps): React.ReactElement {
+  const svgRef = useRef<SVGSVGElement>(null);
+  const containerRef = useRef<HTMLDivElement>(null);
+  const [hoveredSlice, setHoveredSlice] = useState<string | null>(null);
+
+  useEffect(() => {
+    if (!svgRef.current || !containerRef.current || data.length === 0) return;
+
+    const colors = getThemeColors(containerRef.current);
+    const svg = d3.select(svgRef.current);
+    svg.selectAll('*').remove();
+
+    const radius = size / 2;
+    const innerR = radius * innerRadius;
+
+    const g = svg
+      .attr('width', size)
+      .attr('height', size)
+      .append('g')
+      .attr('transform', `translate(${radius}, ${radius})`);
+
+    const pie = d3
+      .pie<{ label: string; value: number; color: string }>()
+      .value((d) => d.value)
+      .sort(null)
+      .padAngle(0.02);
+
+    const arc = d3
+      .arc<d3.PieArcDatum<{ label: string; value: number; color: string }>>()
+      .innerRadius(innerR)
+      .outerRadius(radius - 10);
+
+    const hoverArc = d3
+      .arc<d3.PieArcDatum<{ label: string; value: number; color: string }>>()
+      .innerRadius(innerR)
+      .outerRadius(radius - 5);
+
+    const arcs = pie(data);
+
+    // Draw slices with animation
+    g.selectAll('path')
+      .data(arcs)
+      .enter()
+      .append('path')
+      .attr('fill', (d) => d.data.color)
+      .attr('stroke', colors.background)
+      .attr('stroke-width', 2)
+      .style('cursor', 'pointer')
+      .style('opacity', 0.9)
+      .on('mouseenter', function (_, d) {
+        setHoveredSlice(d.data.label);
+        d3.select(this)
+          .transition()
+          .duration(200)
+          .attr('d', hoverArc as unknown as string)
+          .style('opacity', 1);
+      })
+      .on('mouseleave', function () {
+        setHoveredSlice(null);
+        d3.select(this)
+          .transition()
+          .duration(200)
+          .attr('d', arc as unknown as string)
+          .style('opacity', 0.9);
+      })
+      .transition()
+      .duration(800)
+      .attrTween('d', (d) => {
+        const interpolate = d3.interpolate({ startAngle: 0, endAngle: 0 }, d);
+        return (t) => arc(interpolate(t)) || '';
+      });
+
+    // Center text
+    if (centerValue !== undefined) {
+      g.append('text')
+        .attr('text-anchor', 'middle')
+        .attr('dominant-baseline', 'middle')
+        .attr('dy', centerLabel ? '-0.3em' : '0')
+        .attr('fill', colors.foreground)
+        .style('font-size', '1.5rem')
+        .style('font-weight', 'bold')
+        .text(String(centerValue));
+
+      if (centerLabel) {
+        g.append('text')
+          .attr('text-anchor', 'middle')
+          .attr('dominant-baseline', 'middle')
+          .attr('dy', '1.2em')
+          .attr('fill', colors.foregroundSecondary)
+          .style('font-size', '0.75rem')
+          .text(centerLabel);
+      }
+    }
+  }, [data, size, innerRadius, centerValue, centerLabel]);
+
+  const total = data.reduce((sum, d) => sum + d.value, 0);
+  const hoveredData = data.find((d) => d.label === hoveredSlice);
+
+  return (
+    <div ref={containerRef} className="flex flex-col items-center">
+      {title && <h4 className="text-sm font-semibold text-foreground mb-3">{title}</h4>}
+      <div className="relative">
+        <svg ref={svgRef} />
+        {hoveredData && (
+          <div className="absolute top-full left-1/2 -translate-x-1/2 mt-2 px-3 py-1.5 bg-surface border border-border rounded-lg shadow-lg text-sm whitespace-nowrap z-10">
+            <span className="font-medium text-foreground">{hoveredData.label}:</span>{' '}
+            <span className="text-foreground-secondary">
+              {hoveredData.value.toLocaleString()} ({((hoveredData.value / total) * 100).toFixed(1)}
+              %)
+            </span>
+          </div>
+        )}
+      </div>
+      <div className="flex flex-wrap justify-center gap-3 mt-4">
+        {data.map((d) => (
+          <div
+            key={d.label}
+            className={`flex items-center gap-1.5 text-xs transition-opacity ${
+              hoveredSlice && hoveredSlice !== d.label ? 'opacity-50' : 'opacity-100'
+            }`}
+          >
+            <span className="w-3 h-3 rounded-full" style={{ backgroundColor: d.color }} />
+            <span className="text-foreground-secondary">{d.label}</span>
+          </div>
+        ))}
+      </div>
+    </div>
+  );
+}
diff --git a/apps/web/src/env.ts b/apps/web/src/env.ts
index 13dda6c..ab751c8 100644
--- a/apps/web/src/env.ts
+++ b/apps/web/src/env.ts
@@ -5,4 +5,8 @@ export const env = createEnv({
   NODE_ENV: z.enum(['development', 'production', 'test']).default('development'),
   NEXT_PUBLIC_API_URL: z.string().url().optional(),
   CRON_SECRET: z.string().min(32).optional(), // Required for Vercel Cron security
+  RAILWAY_EXECUTOR_URL: z
+    .string()
+    .url()
+    .default('https://endearing-commitment-production.up.railway.app'), // Railway service for health checks
 });
diff --git a/apps/web/src/lib/ai-agent/tool-executor-agent.test.ts b/apps/web/src/lib/ai-agent/tool-executor-agent.test.ts
new file mode 100644
index 0000000..bcdbd80
--- /dev/null
+++ b/apps/web/src/lib/ai-agent/tool-executor-agent.test.ts
@@ -0,0 +1,279 @@
+/**
+ * Tests for AI SDK v6 integration
+ * Verifies the upgrade from beta to stable versions works correctly
+ */
+
+import { openai } from '@ai-sdk/openai';
+import { type ModelMessage, generateText } from 'ai';
+import { beforeAll, describe, expect, it } from 'vitest';
+import {
+  calculateTokenBreakdown,
+  createToolDefinition,
+  tpmjsParamsToZodSchema,
+} from './tool-executor-agent';
+
+describe('AI SDK v6 Integration', () => {
+  describe('Type compatibility', () => {
+    it('should use ModelMessage type correctly', () => {
+      const messages: ModelMessage[] = [
+        {
+          role: 'user',
+          content: 'Hello world',
+        },
+      ];
+
+      expect(messages).toHaveLength(1);
+      const firstMessage = messages[0];
+      expect(firstMessage).toBeDefined();
+      expect(firstMessage?.role).toBe('user');
+      expect(firstMessage?.content).toBe('Hello world');
+    });
+
+    it('should create openai model instance', () => {
+      // This will fail if OPENAI_API_KEY is not set, but that's expected
+      // The important thing is that the import works
+      const model = openai('gpt-4-turbo');
+      expect(model).toBeDefined();
+      expect(model.modelId).toBe('gpt-4-turbo');
+    });
+  });
+
+  describe('tpmjsParamsToZodSchema', () => {
+    it('should convert string parameter to Zod string schema', () => {
+      const params = [
+        {
+          name: 'url',
+          type: 'string',
+          required: true,
+          description: 'The URL to fetch',
+        },
+      ];
+
+      const schema = tpmjsParamsToZodSchema(params);
+      expect(schema).toBeDefined();
+
+      // Test that valid data passes
+      const result = schema.safeParse({ url: 'https://example.com' });
+      expect(result.success).toBe(true);
+
+      // Test that invalid data fails
+      const invalidResult = schema.safeParse({ url: 123 });
+      expect(invalidResult.success).toBe(false);
+    });
+
+    it('should convert number parameter to Zod number schema', () => {
+      const params = [
+        {
+          name: 'count',
+          type: 'number',
+          required: true,
+          description: 'Number of items',
+        },
+      ];
+
+      const schema = tpmjsParamsToZodSchema(params);
+      const result = schema.safeParse({ count: 42 });
+      expect(result.success).toBe(true);
+    });
+
+    it('should convert boolean parameter to Zod boolean schema', () => {
+      const params = [
+        {
+          name: 'enabled',
+          type: 'boolean',
+          required: true,
+          description: 'Whether feature is enabled',
+        },
+      ];
+
+      const schema = tpmjsParamsToZodSchema(params);
+      const result = schema.safeParse({ enabled: true });
+      expect(result.success).toBe(true);
+    });
+
+    it('should handle optional parameters', () => {
+      const params = [
+        {
+          name: 'optional',
+          type: 'string',
+          required: false,
+          description: 'Optional parameter',
+        },
+      ];
+
+      const schema = tpmjsParamsToZodSchema(params);
+
+      // Should pass without the optional field
+      const result = schema.safeParse({});
+      expect(result.success).toBe(true);
+    });
+
+    it('should handle array types', () => {
+      const params = [
+        {
+          name: 'items',
+          type: 'string[]',
+          required: true,
+          description: 'List of items',
+        },
+      ];
+
+      const schema = tpmjsParamsToZodSchema(params);
+      const result = schema.safeParse({ items: ['a', 'b', 'c'] });
+      expect(result.success).toBe(true);
+    });
+
+    it('should handle enum/union types', () => {
+      const params = [
+        {
+          name: 'format',
+          type: "'markdown' | 'mdx'",
+          required: true,
+          description: 'Output format',
+        },
+      ];
+
+      const schema = tpmjsParamsToZodSchema(params);
+
+      const validResult = schema.safeParse({ format: 'markdown' });
+      expect(validResult.success).toBe(true);
+
+      const invalidResult = schema.safeParse({ format: 'html' });
+      expect(invalidResult.success).toBe(false);
+    });
+  });
+
+  describe('createToolDefinition', () => {
+    it('should create a valid AI SDK tool definition', () => {
+      const mockTool = {
+        id: 'test-id',
+        name: 'helloWorld',
+        description: 'Says hello to the world',
+        parameters: [
+          {
+            name: 'name',
+            type: 'string',
+            required: true,
+            description: 'Name to greet',
+          },
+        ],
+        returns: { type: 'string', description: 'Greeting message' },
+        packageId: 'pkg-id',
+        package: {
+          id: 'pkg-id',
+          npmPackageName: '@tpmjs/hello',
+          npmVersion: '1.0.0',
+          description: 'Hello world tool',
+          tpmjsVersion: '1.0.0',
+          createdAt: new Date(),
+          updatedAt: new Date(),
+          tier: 'rich',
+          npmDownloadsLastMonth: 100,
+          qualityScore: 0.8,
+          category: 'utility',
+          discoveryMethod: 'keyword',
+          manualToolsJson: null,
+        },
+        createdAt: new Date(),
+        updatedAt: new Date(),
+      };
+
+      // biome-ignore lint/suspicious/noExplicitAny: Mock data for testing
+      const toolDef = createToolDefinition(mockTool as any);
+
+      expect(toolDef).toBeDefined();
+      expect(toolDef.description).toBe('Says hello to the world');
+      expect(toolDef.inputSchema).toBeDefined();
+      expect(typeof toolDef.execute).toBe('function');
+    });
+
+    it('should handle tools with no parameters', () => {
+      const mockTool = {
+        id: 'test-id',
+        name: 'noParams',
+        description: 'Tool with no parameters',
+        parameters: [],
+        returns: { type: 'string', description: 'Result' },
+        packageId: 'pkg-id',
+        package: {
+          id: 'pkg-id',
+          npmPackageName: '@tpmjs/no-params',
+          npmVersion: '1.0.0',
+          description: 'No params tool',
+          tpmjsVersion: '1.0.0',
+          createdAt: new Date(),
+          updatedAt: new Date(),
+          tier: 'minimal',
+          npmDownloadsLastMonth: 0,
+          qualityScore: 0.4,
+          category: 'utility',
+          discoveryMethod: 'keyword',
+          manualToolsJson: null,
+        },
+        createdAt: new Date(),
+        updatedAt: new Date(),
+      };
+
+      // biome-ignore lint/suspicious/noExplicitAny: Mock data for testing
+      const toolDef = createToolDefinition(mockTool as any);
+
+      expect(toolDef).toBeDefined();
+      expect(toolDef.inputSchema).toBeDefined();
+    });
+  });
+
+  describe('calculateTokenBreakdown', () => {
+    it('should calculate token breakdown correctly', () => {
+      const breakdown = calculateTokenBreakdown(
+        'What is the weather?', // userPrompt
+        'Get weather for a location', // toolDescription
+        [{ name: 'location', type: 'string', required: true, description: 'City name' }],
+        { type: 'object', description: 'Weather data' },
+        '{"temperature": 72, "condition": "sunny"}' // output
+      );
+
+      expect(breakdown).toBeDefined();
+      expect(breakdown.inputTokens).toBeGreaterThan(0);
+      expect(breakdown.toolDescTokens).toBeGreaterThan(0);
+      expect(breakdown.schemaTokens).toBeGreaterThan(0);
+      expect(breakdown.outputTokens).toBeGreaterThan(0);
+      expect(breakdown.totalTokens).toBe(
+        breakdown.inputTokens +
+          breakdown.toolDescTokens +
+          breakdown.schemaTokens +
+          breakdown.outputTokens
+      );
+      expect(breakdown.estimatedCost).toBeGreaterThan(0);
+    });
+  });
+});
+
+describe('AI SDK v6 API Integration', () => {
+  const hasApiKey = !!process.env.OPENAI_API_KEY;
+
+  beforeAll(() => {
+    if (!hasApiKey) {
+      console.log('⚠️  OPENAI_API_KEY not set - skipping API integration tests');
+    }
+  });
+
+  it.skipIf(!hasApiKey)(
+    'should successfully call generateText with a simple prompt',
+    async () => {
+      const result = await generateText({
+        model: openai('gpt-4o-mini'),
+        messages: [
+          {
+            role: 'user',
+            content: 'Say "hello" and nothing else.',
+          },
+        ],
+      });
+
+      expect(result).toBeDefined();
+      expect(result.text).toBeDefined();
+      expect(result.text.toLowerCase()).toContain('hello');
+    },
+    30000
+  );
+});
diff --git a/apps/web/src/lib/ai-agent/tool-executor-agent.ts b/apps/web/src/lib/ai-agent/tool-executor-agent.ts
new file mode 100644
index 0000000..a8c90df
--- /dev/null
+++ b/apps/web/src/lib/ai-agent/tool-executor-agent.ts
@@ -0,0 +1,269 @@
+/**
+ * AI Agent service for executing TPMJS tools
+ * Converts TPMJS metadata to Zod schemas and executes with AI SDK v6
+ */
+
+import { openai } from '@ai-sdk/openai';
+import type { Package, Tool } from '@tpmjs/db';
+import { executePackage } from '@tpmjs/package-executor';
+import { type ModelMessage, generateText } from 'ai';
+import { z } from 'zod';
+
+/**
+ * Parameter from TPMJS metadata
+ */
+interface TPMJSParameter {
+  name: string;
+  type: string;
+  required: boolean;
+  description: string;
+  default?: unknown;
+}
+
+/**
+ * Token usage breakdown
+ */
+export interface TokenBreakdown {
+  inputTokens: number;
+  toolDescTokens: number;
+  schemaTokens: number;
+  outputTokens: number;
+  totalTokens: number;
+  estimatedCost: number;
+}
+
+/**
+ * Convert TPMJS parameter type to Zod schema
+ */
+function typeToZodSchema(type: string): z.ZodTypeAny {
+  // Handle array types
+  if (type.endsWith('[]')) {
+    const baseType = type.slice(0, -2);
+    return z.array(typeToZodSchema(baseType));
+  }
+
+  // Handle union types (e.g., 'markdown' | 'mdx')
+  if (type.includes('|')) {
+    const types = type.split('|').map((t) => t.trim().replace(/'/g, ''));
+    return z.enum(types as [string, ...string[]]);
+  }
+
+  // Handle primitive types
+  switch (type) {
+    case 'string':
+      return z.string();
+    case 'number':
+      return z.number();
+    case 'boolean':
+      return z.boolean();
+    case 'object':
+      return z.object({});
+    default:
+      // Default to string for unknown types
+      return z.string();
+  }
+}
+
+/**
+ * Convert TPMJS parameters to Zod schema object
+ */
+// biome-ignore lint/suspicious/noExplicitAny: Zod requires any for dynamic schema objects
+export function tpmjsParamsToZodSchema(parameters: TPMJSParameter[]): z.ZodObject<any> {
+  const shape: Record<string, z.ZodTypeAny> = {};
+
+  for (const param of parameters) {
+    let schema = typeToZodSchema(param.type);
+
+    // Add description
+    schema = schema.describe(param.description);
+
+    // Make optional if not required
+    if (!param.required) {
+      schema = schema.optional();
+    }
+
+    shape[param.name] = schema;
+  }
+
+  return z.object(shape);
+}
+
+/**
+ * Create AI SDK v6 tool definition from TPMJS Tool
+ * Requires Tool with Package relation
+ */
+export function createToolDefinition(tool: Tool & { package: Package }) {
+  const parameters = Array.isArray(tool.parameters)
+    ? (tool.parameters as unknown as TPMJSParameter[])
+    : [];
+
+  console.log('[createToolDefinition] Tool:', tool.package.npmPackageName, '/', tool.name);
+  console.log('[createToolDefinition] Parameters array:', JSON.stringify(parameters));
+  console.log('[createToolDefinition] Parameters length:', parameters.length);
+
+  // Ensure we have a valid schema - if no parameters, use an empty object
+  const inputSchema =
+    parameters.length > 0
+      ? tpmjsParamsToZodSchema(parameters)
+      : z.object({}).describe('No parameters required');
+
+  console.log('[createToolDefinition] Created Zod schema:', inputSchema);
+
+  const sanitizedName = sanitizeToolName(`${tool.package.npmPackageName}-${tool.name}`);
+
+  // AI SDK v6 tool definition
+  return {
+    description: tool.description,
+    inputSchema, // AI SDK v6 uses inputSchema
+    execute: async (params: Record<string, unknown>) => {
+      console.log('[Tool execute] Running:', sanitizedName, params);
+
+      // Execute the actual npm package in a sandbox
+      // Use the actual export name from the Tool record
+      const result = await executePackage(
+        tool.package.npmPackageName,
+        tool.name, // Use actual export name (e.g., "helloWorldTool", "default")
+        params,
+        { timeout: 5000 }
+      );
+
+      if (!result.success) {
+        throw new Error(result.error || 'Package execution failed');
+      }
+
+      console.log('[Tool execute] Result:', result.output);
+      return result.output;
+    },
+  };
+}
+
+/**
+ * Count tokens in text using character estimation
+ * Uses rough estimation: ~4 characters per token
+ * This is used instead of tiktoken to avoid WASM dependency issues in serverless
+ */
+function countTokens(text: string): number {
+  return Math.ceil(text.length / 4);
+}
+
+/**
+ * Calculate token breakdown for tool execution
+ */
+export function calculateTokenBreakdown(
+  userPrompt: string,
+  toolDescription: string,
+  parameters: TPMJSParameter[],
+  returns: unknown,
+  output: string
+): TokenBreakdown {
+  const inputTokens = countTokens(userPrompt);
+  const toolDescTokens = countTokens(toolDescription);
+  const schemaTokens = countTokens(JSON.stringify({ parameters, returns }));
+  const outputTokens = countTokens(output);
+  const totalTokens = inputTokens + toolDescTokens + schemaTokens + outputTokens;
+
+  // GPT-4 Turbo pricing (approximate)
+  const inputCost = (inputTokens + toolDescTokens + schemaTokens) * (0.01 / 1000);
+  const outputCost = outputTokens * (0.03 / 1000);
+  const estimatedCost = inputCost + outputCost;
+
+  return {
+    inputTokens,
+    toolDescTokens,
+    schemaTokens,
+    outputTokens,
+    totalTokens,
+    estimatedCost,
+  };
+}
+
+/**
+ * Sanitize npm package name to valid OpenAI tool name
+ * OpenAI tool names must match: ^[a-zA-Z0-9_-]+
+ * Converts: @tpmjs/createblogpost -> tpmjs-createblogpost
+ */
+function sanitizeToolName(npmPackageName: string): string {
+  return npmPackageName.replace(/[@/]/g, '-').replace(/^-+/, '');
+}
+
+/**
+ * Execute tool with AI agent using AI SDK v6
+ * Requires Tool with Package relation
+ */
+export async function executeToolWithAgent(
+  tool: Tool & { package: Package },
+  userPrompt: string,
+  onChunk?: (chunk: string) => void,
+  onTokenUpdate?: (tokens: Partial<TokenBreakdown>) => void
+) {
+  const toolDef = createToolDefinition(tool);
+  const sanitizedToolName = sanitizeToolName(`${tool.package.npmPackageName}-${tool.name}`);
+
+  console.log('[executeToolWithAgent] Tool name:', sanitizedToolName);
+
+  const messages: ModelMessage[] = [
+    {
+      role: 'user',
+      content: userPrompt,
+    },
+  ];
+
+  const toolsConfig = {
+    [sanitizedToolName]: toolDef,
+  };
+
+  console.log('[executeToolWithAgent] Calling generateText');
+
+  // Use generateText for tool execution
+  const result = await generateText({
+    model: openai('gpt-4-turbo'),
+    messages,
+    tools: toolsConfig,
+  });
+
+  console.log('[executeToolWithAgent] Result:', JSON.stringify(result, null, 2));
+
+  // Extract tool results from the response
+  let toolOutput: unknown = null;
+  if (result.response?.messages) {
+    for (const message of result.response.messages) {
+      if (message.role === 'tool' && 'content' in message) {
+        toolOutput = message.content;
+        console.log('[executeToolWithAgent] Tool output found:', toolOutput);
+        break;
+      }
+    }
+  }
+
+  // Format the output as JSON
+  const fullOutput = toolOutput
+    ? JSON.stringify(toolOutput, null, 2)
+    : result.text || JSON.stringify(result, null, 2);
+
+  console.log('[executeToolWithAgent] Final output:', fullOutput);
+
+  // Stream the output (all at once since generateText is non-streaming)
+  if (onChunk) {
+    onChunk(fullOutput);
+  }
+
+  // Calculate final token breakdown
+  const parameters = Array.isArray(tool.parameters)
+    ? (tool.parameters as unknown as TPMJSParameter[])
+    : [];
+  const tokenBreakdown = calculateTokenBreakdown(
+    userPrompt,
+    tool.description,
+    parameters,
+    tool.returns,
+    fullOutput
+  );
+
+  onTokenUpdate?.(tokenBreakdown);
+
+  return {
+    output: fullOutput,
+    tokenBreakdown,
+    agentSteps: result.steps?.length || 1,
+  };
+}
diff --git a/apps/web/src/lib/health-check/health-check-service.ts b/apps/web/src/lib/health-check/health-check-service.ts
new file mode 100644
index 0000000..6205140
--- /dev/null
+++ b/apps/web/src/lib/health-check/health-check-service.ts
@@ -0,0 +1,419 @@
+/**
+ * Health Check Service
+ * Checks tool import and execution health via Railway executor
+ */
+
+import { type HealthStatus, type Package, type Prisma, type Tool, prisma } from '@tpmjs/db';
+import { env } from '~/env';
+
+const RAILWAY_EXECUTOR_URL = env.RAILWAY_EXECUTOR_URL;
+
+interface HealthCheckResult {
+  toolId: string;
+  importStatus: HealthStatus;
+  importError: string | null;
+  importTimeMs: number | null;
+  executionStatus: HealthStatus;
+  executionError: string | null;
+  executionTimeMs: number | null;
+  overallStatus: HealthStatus;
+}
+
+/**
+ * Check if a tool can be imported (load-and-describe)
+ */
+async function checkImportHealth(tool: Tool & { package: Package }): Promise<{
+  status: HealthStatus;
+  error: string | null;
+  timeMs: number;
+}> {
+  const startTime = Date.now();
+
+  try {
+    const response = await fetch(`${RAILWAY_EXECUTOR_URL}/load-and-describe`, {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({
+        packageName: tool.package.npmPackageName,
+        name: tool.name,
+        version: tool.package.npmVersion,
+        env: tool.package.env || {},
+      }),
+      signal: AbortSignal.timeout(30000), // 30 second timeout
+    });
+
+    const timeMs = Date.now() - startTime;
+    const data = await response.json();
+
+    if (!response.ok || !data.success) {
+      const error = data.error || `HTTP ${response.status}`;
+
+      // If error is config/input issue, tool is not broken
+      if (isNonBreakingError(error)) {
+        return {
+          status: 'HEALTHY',
+          error: null,
+          timeMs,
+        };
+      }
+
+      return {
+        status: 'BROKEN',
+        error,
+        timeMs,
+      };
+    }
+
+    // Verify tool has required fields
+    if (!data.tool?.description || !data.tool?.inputSchema) {
+      return {
+        status: 'BROKEN',
+        error: 'Missing required tool fields (description or inputSchema)',
+        timeMs,
+      };
+    }
+
+    return { status: 'HEALTHY', error: null, timeMs };
+  } catch (error) {
+    const errorMessage = error instanceof Error ? error.message : 'Unknown error';
+
+    // If error is config/input issue, tool is not broken
+    if (isNonBreakingError(errorMessage)) {
+      return {
+        status: 'HEALTHY',
+        error: null,
+        timeMs: Date.now() - startTime,
+      };
+    }
+
+    return {
+      status: 'BROKEN',
+      error: errorMessage,
+      timeMs: Date.now() - startTime,
+    };
+  }
+}
+
+/**
+ * Check if a tool can execute with test parameters
+ *
+ * IMPORTANT: If the tool executes at all (even with errors), it's HEALTHY.
+ * We only mark as BROKEN for infrastructure failures (timeouts, network errors).
+ * Validation errors mean the tool IS working - it's correctly rejecting bad input.
+ */
+async function checkExecutionHealth(tool: Tool & { package: Package }): Promise<{
+  status: HealthStatus;
+  error: string | null;
+  timeMs: number;
+  testParams: Record<string, unknown>;
+}> {
+  const startTime = Date.now();
+
+  // Generate test parameters based on tool schema
+  const testParams = generateTestParameters(tool);
+
+  try {
+    const response = await fetch(`${RAILWAY_EXECUTOR_URL}/execute-tool`, {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({
+        packageName: tool.package.npmPackageName,
+        name: tool.name,
+        version: tool.package.npmVersion,
+        params: testParams,
+        env: tool.package.env || {},
+      }),
+      signal: AbortSignal.timeout(30000), // 30 second timeout
+    });
+
+    const timeMs = Date.now() - startTime;
+
+    // If we got a response from the executor, the tool executed
+    // Any error in the response is from the tool itself (validation, env, etc.)
+    // which means the tool IS working - it's correctly processing/rejecting input
+    if (response.ok) {
+      // Executor responded - tool executed (success or tool-level error)
+      return { status: 'HEALTHY', error: null, timeMs, testParams };
+    }
+
+    // HTTP error from executor - could be tool-level or infrastructure
+    const data = await response.json().catch(() => ({}));
+    const error = data.error || `HTTP ${response.status}`;
+
+    // Check if this is a config/validation error (tool is working, just missing setup)
+    // The executor returns 500 for all tool errors, so we need to inspect the message
+    if (isNonBreakingError(error)) {
+      return { status: 'HEALTHY', error: null, timeMs, testParams };
+    }
+
+    // True infrastructure failures (executor down, rate limited, etc.)
+    if (response.status >= 500) {
+      return { status: 'BROKEN', error, timeMs, testParams };
+    }
+
+    // 4xx errors are likely tool-level validation/config issues
+    return { status: 'HEALTHY', error: null, timeMs, testParams };
+  } catch (error) {
+    // Network/timeout errors are infrastructure issues
+    const errorMessage = error instanceof Error ? error.message : 'Unknown error';
+
+    // Timeout or network error = infrastructure issue = BROKEN
+    return {
+      status: 'BROKEN',
+      error: errorMessage,
+      timeMs: Date.now() - startTime,
+      testParams,
+    };
+  }
+}
+
+/**
+ * Check if an error is due to missing environment variables (configuration issue)
+ * rather than a broken tool (code issue)
+ */
+function isEnvironmentConfigError(error: string | null): boolean {
+  if (!error) return false;
+
+  const envErrorPatterns = [
+    /is required/i,
+    /is not set/i,
+    /missing.*environment/i,
+    /environment.*missing/i,
+    /api key.*required/i,
+    /api key.*not provided/i,
+    /missing.*api key/i,
+    /must be set/i,
+    /not found.*environment/i,
+    /please set/i,
+    /please provide/i,
+    /configure.*environment/i,
+  ];
+
+  return envErrorPatterns.some((pattern) => pattern.test(error));
+}
+
+/**
+ * Check if an error is due to input validation (Zod validation, URL format, etc.)
+ * These errors mean the tool is working correctly - it's validating input as expected
+ */
+function isInputValidationError(error: string | null): boolean {
+  if (!error) return false;
+
+  const validationErrorPatterns = [
+    /must have a valid.*domain/i, // URL validation
+    /valid.*path/i, // Path validation
+    /invalid.*url/i, // URL format
+    /invalid.*format/i, // General format validation
+    /expected.*received/i, // Zod type errors
+    /must be.*string/i, // Type validation
+    /must be.*number/i,
+    /must be.*boolean/i,
+    /must be.*array/i,
+    /must be.*object/i,
+    /validation.*failed/i, // General validation
+    /does not match/i, // Pattern/regex validation
+    /too short/i, // Length validation
+    /too long/i,
+    /minimum.*length/i,
+    /maximum.*length/i,
+  ];
+
+  return validationErrorPatterns.some((pattern) => pattern.test(error));
+}
+
+/**
+ * Check if an error is a configuration or input issue (not a broken tool)
+ */
+function isNonBreakingError(error: string | null): boolean {
+  return isEnvironmentConfigError(error) || isInputValidationError(error);
+}
+
+/**
+ * Generate minimal test parameters for a tool
+ * Uses required parameters with sensible defaults
+ */
+function generateTestParameters(tool: Tool & { package: Package }): Record<string, unknown> {
+  const parameters = Array.isArray(tool.parameters)
+    ? (tool.parameters as Array<{ name: string; type: string; required: boolean }>)
+    : [];
+
+  const testParams: Record<string, unknown> = {};
+
+  for (const param of parameters) {
+    if (param.required) {
+      // Generate minimal test value based on type
+      switch (param.type) {
+        case 'string':
+          testParams[param.name] = 'test';
+          break;
+        case 'number':
+          testParams[param.name] = 1;
+          break;
+        case 'boolean':
+          testParams[param.name] = true;
+          break;
+        case 'object':
+          testParams[param.name] = {};
+          break;
+        case 'array':
+          testParams[param.name] = [];
+          break;
+        default:
+          testParams[param.name] = 'test';
+      }
+    }
+  }
+
+  return testParams;
+}
+
+/**
+ * Perform full health check on a tool (import + execution)
+ */
+export async function performHealthCheck(
+  toolId: string,
+  triggerSource = 'manual'
+): Promise<HealthCheckResult> {
+  // Fetch tool with package relation
+  const tool = await prisma.tool.findUnique({
+    where: { id: toolId },
+    include: { package: true },
+  });
+
+  if (!tool) {
+    throw new Error(`Tool not found: ${toolId}`);
+  }
+
+  console.log(`🏥 Health check starting for ${tool.package.npmPackageName}/${tool.name}`);
+
+  // Check import health
+  const importResult = await checkImportHealth(tool);
+  console.log(
+    `  Import: ${importResult.status} ${importResult.error ? `(${importResult.error})` : ''}`
+  );
+
+  // Only check execution if import succeeded
+  let executionResult: Awaited<ReturnType<typeof checkExecutionHealth>>;
+  if (importResult.status === 'HEALTHY') {
+    executionResult = await checkExecutionHealth(tool);
+    console.log(
+      `  Execution: ${executionResult.status} ${executionResult.error ? `(${executionResult.error})` : ''}`
+    );
+  } else {
+    // Skip execution check if import failed
+    executionResult = {
+      status: 'UNKNOWN',
+      error: 'Skipped due to import failure',
+      timeMs: 0,
+      testParams: {},
+    };
+    console.log('  Execution: UNKNOWN (skipped due to import failure)');
+  }
+
+  // Determine overall status
+  const overallStatus: HealthStatus =
+    importResult.status === 'BROKEN' || executionResult.status === 'BROKEN'
+      ? 'BROKEN'
+      : importResult.status === 'HEALTHY' && executionResult.status === 'HEALTHY'
+        ? 'HEALTHY'
+        : 'UNKNOWN';
+
+  console.log(`  Overall: ${overallStatus}`);
+
+  // Create HealthCheck record
+  await prisma.healthCheck.create({
+    data: {
+      toolId: tool.id,
+      checkType: 'FULL',
+      triggerSource,
+      importStatus: importResult.status,
+      importError: importResult.error,
+      importTimeMs: importResult.timeMs,
+      executionStatus: executionResult.status,
+      executionError: executionResult.error,
+      executionTimeMs: executionResult.timeMs,
+      testParameters: executionResult.testParams as Prisma.InputJsonValue,
+      overallStatus,
+    },
+  });
+
+  // Update Tool record with latest health status
+  await prisma.tool.update({
+    where: { id: tool.id },
+    data: {
+      importHealth: importResult.status,
+      executionHealth: executionResult.status,
+      lastHealthCheck: new Date(),
+      healthCheckError: importResult.error || executionResult.error,
+    },
+  });
+
+  return {
+    toolId: tool.id,
+    importStatus: importResult.status,
+    importError: importResult.error,
+    importTimeMs: importResult.timeMs,
+    executionStatus: executionResult.status,
+    executionError: executionResult.error,
+    executionTimeMs: executionResult.timeMs,
+    overallStatus,
+  };
+}
+
+/**
+ * Batch health check for multiple tools
+ * Processes in batches to avoid overwhelming Railway
+ */
+export async function performBatchHealthCheck(
+  toolIds: string[],
+  triggerSource = 'daily-cron',
+  batchSize = 5
+): Promise<{
+  total: number;
+  healthy: number;
+  broken: number;
+  unknown: number;
+  errors: number;
+}> {
+  let healthy = 0;
+  let broken = 0;
+  let unknown = 0;
+  let errors = 0;
+
+  console.log(
+    `🏥 Batch health check starting for ${toolIds.length} tools (batch size: ${batchSize})`
+  );
+
+  // Process in batches
+  for (let i = 0; i < toolIds.length; i += batchSize) {
+    const batch = toolIds.slice(i, i + batchSize);
+    console.log(
+      `  Processing batch ${Math.floor(i / batchSize) + 1}/${Math.ceil(toolIds.length / batchSize)}`
+    );
+
+    await Promise.all(
+      batch.map(async (toolId) => {
+        try {
+          const result = await performHealthCheck(toolId, triggerSource);
+          if (result.overallStatus === 'HEALTHY') healthy++;
+          else if (result.overallStatus === 'BROKEN') broken++;
+          else unknown++;
+        } catch (error) {
+          errors++;
+          console.error(`  ❌ Health check failed for tool ${toolId}:`, error);
+        }
+      })
+    );
+
+    // Brief delay between batches to avoid rate limiting
+    if (i + batchSize < toolIds.length) {
+      await new Promise((resolve) => setTimeout(resolve, 1000));
+    }
+  }
+
+  console.log(
+    `✅ Batch health check complete: ${healthy} healthy, ${broken} broken, ${unknown} unknown, ${errors} errors`
+  );
+
+  return { total: toolIds.length, healthy, broken, unknown, errors };
+}
diff --git a/apps/web/src/lib/og/cache.ts b/apps/web/src/lib/og/cache.ts
new file mode 100644
index 0000000..797cbc0
--- /dev/null
+++ b/apps/web/src/lib/og/cache.ts
@@ -0,0 +1,67 @@
+/**
+ * Cache OG images in Vercel Blob storage
+ */
+
+import { head, put } from '@vercel/blob';
+import { normalizePath } from './content-extractor';
+
+/**
+ * Cache TTL in seconds (30 days)
+ */
+const CACHE_TTL_SECONDS = 30 * 24 * 60 * 60;
+
+/**
+ * Build cache key from path
+ */
+export function buildCacheKey(path: string): string {
+  const normalized = normalizePath(path);
+  return `og/${normalized || 'home'}.png`;
+}
+
+/**
+ * Check if a cached image exists and is still valid
+ * @returns The blob URL if cached and valid, null otherwise
+ */
+export async function getCachedImage(path: string): Promise<string | null> {
+  const key = buildCacheKey(path);
+
+  try {
+    const blob = await head(key);
+
+    if (!blob) {
+      return null;
+    }
+
+    // Check if cache is still valid (within TTL)
+    const uploadedAt = new Date(blob.uploadedAt);
+    const now = new Date();
+    const ageSeconds = (now.getTime() - uploadedAt.getTime()) / 1000;
+
+    if (ageSeconds > CACHE_TTL_SECONDS) {
+      // Cache expired
+      return null;
+    }
+
+    return blob.url;
+  } catch {
+    // Blob doesn't exist or error accessing it
+    return null;
+  }
+}
+
+/**
+ * Cache an image in Vercel Blob storage
+ * @returns The blob URL
+ */
+export async function cacheImage(path: string, imageBuffer: Buffer): Promise<string> {
+  const key = buildCacheKey(path);
+
+  const { url } = await put(key, imageBuffer, {
+    access: 'public',
+    contentType: 'image/png',
+    cacheControlMaxAge: CACHE_TTL_SECONDS,
+    addRandomSuffix: false, // Use exact key for predictable caching
+  });
+
+  return url;
+}
diff --git a/apps/web/src/lib/og/content-extractor.ts b/apps/web/src/lib/og/content-extractor.ts
new file mode 100644
index 0000000..8e443c9
--- /dev/null
+++ b/apps/web/src/lib/og/content-extractor.ts
@@ -0,0 +1,228 @@
+/**
+ * Extract page content for OG image generation
+ */
+
+import type { PageContent } from './types';
+
+/**
+ * Static content map for known pages
+ */
+const STATIC_PAGES: Record<string, PageContent> = {
+  home: {
+    pageType: 'home',
+    title: 'TPMJS',
+    description: 'Tool Package Manager for AI Agents',
+    keywords: ['AI', 'tools', 'npm', 'registry', 'LLM', 'agents'],
+  },
+  docs: {
+    pageType: 'docs',
+    title: 'Documentation',
+    description: 'Complete guide to using TPMJS',
+    keywords: ['documentation', 'guide', 'tutorial', 'getting started'],
+  },
+  publish: {
+    pageType: 'publish',
+    title: 'Publish Your Tool',
+    description: 'Share your AI tool with the community',
+    keywords: ['publish', 'create', 'npm', 'contribute'],
+  },
+  stats: {
+    pageType: 'stats',
+    title: 'Registry Statistics',
+    description: 'Real-time metrics for TPMJS registry',
+    keywords: ['statistics', 'metrics', 'analytics', 'dashboard'],
+  },
+  'tool-search': {
+    pageType: 'search',
+    title: 'Tool Search',
+    description: 'Search and discover AI tools',
+    keywords: ['search', 'browse', 'discover', 'find'],
+  },
+  faq: {
+    pageType: 'faq',
+    title: 'Frequently Asked Questions',
+    description: 'Common questions about TPMJS',
+    keywords: ['faq', 'questions', 'help', 'support'],
+  },
+  playground: {
+    pageType: 'playground',
+    title: 'Playground',
+    description: 'Test and experiment with AI tools',
+    keywords: ['playground', 'test', 'experiment', 'demo'],
+  },
+  spec: {
+    pageType: 'spec',
+    title: 'Specification',
+    description: 'TPMJS tool specification and schema',
+    keywords: ['spec', 'specification', 'schema', 'format'],
+  },
+  sdk: {
+    pageType: 'sdk',
+    title: 'SDK',
+    description: 'TPMJS SDK for integrating tools',
+    keywords: ['sdk', 'integration', 'api', 'library'],
+  },
+  changelog: {
+    pageType: 'changelog',
+    title: 'Changelog',
+    description: 'TPMJS release history and updates',
+    keywords: ['changelog', 'releases', 'updates', 'versions'],
+  },
+  'how-it-works': {
+    pageType: 'how-it-works',
+    title: 'How It Works',
+    description: 'Learn how TPMJS works under the hood',
+    keywords: ['how', 'works', 'architecture', 'process'],
+  },
+  terms: {
+    pageType: 'terms',
+    title: 'Terms of Service',
+    description: 'TPMJS terms and conditions',
+    keywords: ['terms', 'service', 'legal', 'agreement'],
+  },
+  privacy: {
+    pageType: 'privacy',
+    title: 'Privacy Policy',
+    description: 'TPMJS privacy policy',
+    keywords: ['privacy', 'policy', 'data', 'protection'],
+  },
+};
+
+/**
+ * Normalize path for cache key and lookup
+ */
+export function normalizePath(path: string): string {
+  return path
+    .toLowerCase()
+    .replace(/^\/+|\/+$/g, '') // Trim slashes
+    .replace(/\//g, '-') // Replace slashes with dashes
+    .replace(/[^a-z0-9-]/g, '-') // Replace special chars
+    .replace(/-+/g, '-') // Collapse multiple dashes
+    .replace(/^-|-$/g, ''); // Trim leading/trailing dashes
+}
+
+/**
+ * Parse tool path to extract package name and export name
+ */
+function parseToolPath(path: string): { packageName: string; exportName?: string } {
+  // Remove /tool/ prefix
+  const segments = path.replace(/^\/tool\//, '').split('/');
+
+  let packageName: string;
+  let exportName: string | undefined;
+
+  if (segments[0]?.startsWith('@')) {
+    // Scoped package: @scope/package/export
+    packageName = segments.slice(0, 2).join('/');
+    exportName = segments[2];
+  } else {
+    // Unscoped: package/export
+    packageName = segments[0] || '';
+    exportName = segments[1];
+  }
+
+  return { packageName, exportName };
+}
+
+/**
+ * Fetch tool data from internal API
+ */
+async function fetchToolContent(path: string): Promise<PageContent> {
+  const { packageName, exportName } = parseToolPath(path);
+
+  // Build API URL
+  const baseUrl = process.env.VERCEL_URL
+    ? `https://${process.env.VERCEL_URL}`
+    : process.env.NEXT_PUBLIC_APP_URL || 'http://localhost:3000';
+
+  const apiPath = exportName
+    ? `/api/tools/${encodeURIComponent(packageName)}/${encodeURIComponent(exportName)}`
+    : `/api/tools/${encodeURIComponent(packageName)}`;
+
+  try {
+    const response = await fetch(`${baseUrl}${apiPath}`, {
+      cache: 'no-store',
+    });
+
+    if (!response.ok) {
+      throw new Error(`API returned ${response.status}`);
+    }
+
+    const { data } = await response.json();
+    const tool = data.tools ? data.tools[0] : data;
+
+    if (!tool) {
+      throw new Error('Tool not found');
+    }
+
+    return {
+      pageType: 'tool',
+      title: tool.name || exportName || packageName,
+      description: tool.description || `AI tool from ${packageName}`,
+      keywords: [tool.package?.category || 'tool', 'AI', 'npm', packageName],
+      tool: {
+        name: tool.name || exportName || 'Tool',
+        packageName: tool.package?.npmPackageName || packageName,
+        category: tool.package?.category || 'other',
+        description: tool.description || '',
+        downloads: tool.package?.npmDownloadsLastMonth,
+        qualityScore: tool.qualityScore ? Number(tool.qualityScore) : undefined,
+      },
+    };
+  } catch (error) {
+    console.error('Failed to fetch tool content:', error);
+
+    // Return basic content on failure
+    return {
+      pageType: 'tool',
+      title: exportName || packageName,
+      description: `AI tool from ${packageName}`,
+      keywords: ['tool', 'AI', 'npm'],
+      tool: {
+        name: exportName || 'Tool',
+        packageName,
+        category: 'other',
+        description: '',
+      },
+    };
+  }
+}
+
+/**
+ * Extract page content based on path
+ */
+export async function extractPageContent(path: string): Promise<PageContent> {
+  // Normalize the path
+  const normalizedPath = path.replace(/^\/+|\/+$/g, '');
+
+  // Check static pages first
+  if (normalizedPath === '' || normalizedPath === 'home') {
+    const homePage = STATIC_PAGES.home;
+    if (homePage) return homePage;
+  }
+
+  // Direct match in static pages
+  const staticPage = STATIC_PAGES[normalizedPath];
+  if (staticPage) {
+    return staticPage;
+  }
+
+  // Handle tool/tool-search specifically
+  if (normalizedPath === 'tool/tool-search') {
+    const searchPage = STATIC_PAGES['tool-search'];
+    if (searchPage) return searchPage;
+  }
+
+  // Handle tool detail pages
+  if (normalizedPath.startsWith('tool/')) {
+    return fetchToolContent(`/${normalizedPath}`);
+  }
+
+  // Default fallback
+  return {
+    pageType: 'static',
+    title: 'TPMJS',
+    description: 'Tool Package Manager for AI Agents',
+    keywords: ['AI', 'tools'],
+  };
+}
diff --git a/apps/web/src/lib/og/image-generator.ts b/apps/web/src/lib/og/image-generator.ts
new file mode 100644
index 0000000..0839f68
--- /dev/null
+++ b/apps/web/src/lib/og/image-generator.ts
@@ -0,0 +1,55 @@
+/**
+ * Generate OG images using OpenAI gpt-image-1-mini
+ */
+
+import OpenAI from 'openai';
+
+// Lazy initialization to avoid build-time errors
+let openai: OpenAI | null = null;
+
+function getOpenAIClient(): OpenAI {
+  if (!openai) {
+    openai = new OpenAI({
+      apiKey: process.env.OPENAI_API_KEY,
+    });
+  }
+  return openai;
+}
+
+/**
+ * Generate an OG image using OpenAI's image generation API
+ * @param prompt - The prompt describing the image to generate
+ * @returns Buffer containing the generated PNG image
+ */
+export async function generateOGImage(prompt: string): Promise<Buffer> {
+  try {
+    const client = getOpenAIClient();
+    console.log('[OG] Calling OpenAI image generation...');
+
+    const response = await client.images.generate({
+      model: 'gpt-image-1-mini',
+      prompt,
+      n: 1,
+      size: '1536x1024', // Landscape format for OG images
+      quality: 'medium',
+    });
+
+    console.log('[OG] OpenAI response received');
+
+    if (!response.data || response.data.length === 0) {
+      throw new Error('No data returned from OpenAI');
+    }
+
+    // gpt-image-1-mini returns base64 encoded image
+    const b64 = response.data[0]?.b64_json;
+    if (!b64) {
+      throw new Error('No base64 image data returned from OpenAI');
+    }
+
+    console.log(`[OG] Got base64 image (${b64.length} chars)`);
+    return Buffer.from(b64, 'base64');
+  } catch (error) {
+    console.error('[OG] OpenAI image generation failed:', error);
+    throw error;
+  }
+}
diff --git a/apps/web/src/lib/og/index.ts b/apps/web/src/lib/og/index.ts
new file mode 100644
index 0000000..d928d0f
--- /dev/null
+++ b/apps/web/src/lib/og/index.ts
@@ -0,0 +1,12 @@
+/**
+ * OG Image Generation Library
+ *
+ * Generates unique OpenGraph images for each page using OpenAI,
+ * cached in Vercel Blob storage for 30 days.
+ */
+
+export * from './types';
+export { extractPageContent, normalizePath } from './content-extractor';
+export { buildOGPrompt } from './prompt-builder';
+export { generateOGImage } from './image-generator';
+export { getCachedImage, cacheImage, buildCacheKey } from './cache';
diff --git a/apps/web/src/lib/og/prompt-builder.ts b/apps/web/src/lib/og/prompt-builder.ts
new file mode 100644
index 0000000..9920a59
--- /dev/null
+++ b/apps/web/src/lib/og/prompt-builder.ts
@@ -0,0 +1,389 @@
+/**
+ * Build prompts for OpenAI image generation
+ * Creates comprehensive prompts for stunning OG images
+ */
+
+import type { PageContent } from './types';
+
+/**
+ * Build the complete prompt for OpenAI image generation
+ */
+export function buildOGPrompt(content: PageContent): string {
+  const baseStyle = `You are creating a premium Open Graph social media preview image (1536x1024 pixels).
+
+CRITICAL DESIGN REQUIREMENTS:
+- Ultra-modern, sleek tech startup aesthetic
+- Deep black/charcoal background (#0a0a0a to #12121a gradient)
+- Vibrant neon accents: electric cyan (#00F0FF), vivid purple (#A855F7), hot pink (#EC4899)
+- Glassmorphism elements with subtle blur and transparency
+- Floating 3D geometric shapes with soft glow effects
+- Subtle grid or dot pattern in the background for depth
+- Professional typography: clean sans-serif fonts (like Inter or SF Pro)
+- High contrast for social media visibility
+- NO stock photo look - this should feel like premium SaaS branding`;
+
+  switch (content.pageType) {
+    case 'home':
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: TPMJS Homepage - Tool Package Manager for AI Agents
+
+VISUAL CONCEPT:
+Create a stunning hero image showing an interconnected network of glowing nodes representing AI tools.
+- Central glowing orb/hub emanating connection lines to smaller tool nodes
+- Floating 3D hexagons, cubes, and spheres with glassmorphism effect
+- Particle effects and light trails connecting elements
+- Subtle code/terminal aesthetics in the background
+- Neural network patterns with pulsing energy
+
+TEXT TO RENDER (use elegant typography):
+- Large bold title: "TPMJS" in white with subtle cyan glow
+- Tagline below: "Tool Package Manager for AI Agents" in cyan (#00F0FF)
+- Small descriptor: "Discover • Share • Integrate" in muted gray
+
+COMPOSITION:
+- Title positioned in the right 60% of the image
+- Visual elements concentrated on the left 40%
+- Plenty of breathing room, not cluttered
+- Text must be crisp and highly readable`;
+
+    case 'docs':
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: TPMJS Documentation Hub
+
+VISUAL CONCEPT:
+Create an elegant documentation/knowledge visualization.
+- Floating translucent document pages with code snippets visible
+- Layered cards showing different doc sections stacked in 3D perspective
+- Glowing bookmark/chapter markers
+- Flowing lines connecting knowledge nodes
+- Subtle syntax highlighting colors (cyan, purple, green) on code elements
+- Open book or guide icon with emanating light
+
+TEXT TO RENDER:
+- Large title: "Documentation" in bold white
+- Subtitle: "Complete Guide to TPMJS" in cyan
+- Small text: "Tutorials • API Reference • Examples" in gray
+
+COMPOSITION:
+- Clean, organized feel reflecting documentation structure
+- Visual hierarchy showing organized information`;
+
+    case 'stats':
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: TPMJS Registry Statistics Dashboard
+
+VISUAL CONCEPT:
+Create a data visualization masterpiece.
+- Glowing 3D bar charts rising from the bottom
+- Floating holographic pie charts and line graphs
+- Real-time data streams represented as flowing particles
+- Dashboard-like grid layout with stat cards
+- Upward trending arrows with motion blur
+- Numbers and metrics floating with glow effects
+- Analytics iconography (charts, graphs, metrics)
+
+TEXT TO RENDER:
+- Large title: "Registry Statistics" in bold white
+- Subtitle: "Real-time Analytics Dashboard" in cyan
+- Small text: "Tools • Downloads • Growth Metrics" in gray
+
+COMPOSITION:
+- Dynamic upward energy suggesting growth
+- Data visualizations should feel alive and real-time`;
+
+    case 'search':
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: TPMJS Tool Search & Discovery
+
+VISUAL CONCEPT:
+Create a discovery/exploration themed image.
+- Large glowing magnifying glass or search lens as focal point
+- Grid of floating tool cards being illuminated by search beam
+- Filter chips and category tags floating around
+- Spotlight effect highlighting discovered tools
+- Particle effects suggesting exploration
+- Search bar UI element with glowing cursor
+
+TEXT TO RENDER:
+- Large title: "Tool Search" in bold white
+- Subtitle: "Discover AI Tools" in cyan
+- Small text: "Search • Filter • Find the Perfect Tool" in gray
+
+COMPOSITION:
+- Search/discovery energy radiating outward
+- Sense of infinite possibilities being explored`;
+
+    case 'publish':
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: Publish Your Tool to TPMJS
+
+VISUAL CONCEPT:
+Create an empowering, creative publishing visualization.
+- Package/box icon transforming into light particles uploading upward
+- Rocket launch trajectory with motion trails
+- npm logo subtly integrated
+- Code editor snippets showing package.json
+- Success checkmarks and completion badges floating
+- Community icons showing reach and distribution
+- Upload arrow with energy trail
+
+TEXT TO RENDER:
+- Large title: "Publish Your Tool" in bold white
+- Subtitle: "Share with the Community" in cyan
+- Small text: "npm publish • Instant Distribution • Global Reach" in gray
+
+COMPOSITION:
+- Upward, aspirational energy
+- Feeling of launching something into the world`;
+
+    case 'playground':
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: TPMJS Interactive Playground
+
+VISUAL CONCEPT:
+Create an experimental, hands-on testing environment.
+- Terminal/console window with glowing cursor and code
+- Interactive sliders, buttons, and UI controls floating
+- Real-time output visualization with streaming text
+- Play button with pulsing energy rings
+- Beaker/flask icon suggesting experimentation
+- Live code execution sparkle effects
+- Split-pane editor aesthetic
+
+TEXT TO RENDER:
+- Large title: "Playground" in bold white
+- Subtitle: "Test AI Tools Live" in cyan
+- Small text: "Interactive • Real-time • Experiment Freely" in gray
+
+COMPOSITION:
+- Playful but professional energy
+- Feeling of hands-on experimentation`;
+
+    case 'faq':
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: TPMJS FAQ - Frequently Asked Questions
+
+VISUAL CONCEPT:
+Create a helpful, illuminating Q&A visualization.
+- Large question marks transforming into lightbulbs (answers)
+- Speech bubbles with Q and A floating
+- Knowledge tree with branching answers
+- Glowing "?" becoming "✓" transformation effect
+- Helpful assistant/guide iconography
+- Organized FAQ cards floating in space
+
+TEXT TO RENDER:
+- Large title: "FAQ" in bold white
+- Subtitle: "Frequently Asked Questions" in cyan
+- Small text: "Quick Answers • Common Questions • Help Center" in gray
+
+COMPOSITION:
+- Helpful, supportive energy
+- Transformation from confusion to clarity`;
+
+    case 'spec':
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: TPMJS Technical Specification
+
+VISUAL CONCEPT:
+Create a precise, technical documentation aesthetic.
+- JSON/code structure visualization with syntax highlighting
+- Blueprint grid patterns with technical precision
+- Schema diagrams with connected nodes
+- Validation checkmarks and type indicators
+- Technical document with glowing sections
+- Bracket symbols { } floating with glow
+
+TEXT TO RENDER:
+- Large title: "Specification" in bold white
+- Subtitle: "TPMJS Tool Format" in cyan
+- Small text: "Schema • Types • Validation Rules" in gray
+
+COMPOSITION:
+- Precise, authoritative, technical feel
+- Clean structure reflecting specification clarity`;
+
+    case 'sdk':
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: TPMJS SDK - Developer Integration Kit
+
+VISUAL CONCEPT:
+Create a powerful developer toolkit visualization.
+- Code snippets floating showing SDK usage
+- API endpoint connections with glowing lines
+- Package/library stack with version badges
+- Integration puzzle pieces clicking together
+- Terminal windows showing npm install commands
+- SDK logo/badge with power emanation
+
+TEXT TO RENDER:
+- Large title: "SDK" in bold white
+- Subtitle: "Developer Integration Kit" in cyan
+- Small text: "TypeScript • Easy Integration • Full API Access" in gray
+
+COMPOSITION:
+- Powerful, developer-focused energy
+- Feeling of unlocking capabilities`;
+
+    case 'changelog':
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: TPMJS Changelog - Release History
+
+VISUAL CONCEPT:
+Create a timeline/evolution visualization.
+- Vertical timeline with glowing milestone nodes
+- Version badges (v1.0, v2.0) floating along timeline
+- Git branch visualization with merge points
+- Release notes cards stacked chronologically
+- Progress/evolution arrows moving upward
+- "NEW" badges and update sparkles
+
+TEXT TO RENDER:
+- Large title: "Changelog" in bold white
+- Subtitle: "What's New" in cyan
+- Small text: "Updates • Releases • Version History" in gray
+
+COMPOSITION:
+- Sense of progress and continuous improvement
+- Timeline flowing upward showing growth`;
+
+    case 'how-it-works':
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: How TPMJS Works - Architecture Overview
+
+VISUAL CONCEPT:
+Create an educational process flow visualization.
+- 3-4 step process flow with connected nodes
+- Gear/cog mechanisms showing system workings
+- Data flow arrows between components
+- AI agent icon connecting to tool registry
+- Pipeline visualization showing tool execution
+- "Under the hood" mechanical aesthetic with glow
+
+TEXT TO RENDER:
+- Large title: "How It Works" in bold white
+- Subtitle: "Under the Hood" in cyan
+- Small text: "Architecture • Process Flow • System Design" in gray
+
+COMPOSITION:
+- Clear process flow from left to right or top to bottom
+- Educational, explanatory energy`;
+
+    case 'terms':
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: TPMJS Terms of Service
+
+VISUAL CONCEPT:
+Create a professional legal/trust visualization.
+- Elegant document with official seal/stamp
+- Handshake icon representing agreement
+- Shield with checkmark for trust
+- Balanced scales of fairness
+- Professional contract aesthetic
+- Subtle gavel or legal iconography
+
+TEXT TO RENDER:
+- Large title: "Terms of Service" in bold white
+- Subtitle: "Legal Agreement" in cyan
+- Small text: "Usage Terms • Guidelines • Agreement" in gray
+
+COMPOSITION:
+- Professional, trustworthy, serious but approachable
+- Clean and authoritative`;
+
+    case 'privacy':
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: TPMJS Privacy Policy
+
+VISUAL CONCEPT:
+Create a security/protection visualization.
+- Large shield icon with lock symbol, glowing
+- Privacy eye icon with protective barrier
+- Encrypted data streams (binary/hex patterns)
+- Secure vault/safe aesthetic
+- User silhouette protected by shield bubble
+- GDPR/security badge elements
+
+TEXT TO RENDER:
+- Large title: "Privacy Policy" in bold white
+- Subtitle: "Your Data, Protected" in cyan
+- Small text: "Data Security • Privacy First • Transparency" in gray
+
+COMPOSITION:
+- Protective, secure, trustworthy energy
+- Feeling of safety and care`;
+
+    case 'tool': {
+      const toolName = content.tool?.name || content.title;
+      const packageName = content.tool?.packageName || '';
+      const description = content.tool?.description || content.description;
+      const category = content.tool?.category || 'ai';
+
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: ${toolName} - AI Tool on TPMJS
+
+TOOL DETAILS:
+- Name: ${toolName}
+- Package: ${packageName}
+- Category: ${category}
+- Description: ${description.slice(0, 200)}
+
+VISUAL CONCEPT:
+Create a tool showcase/product card visualization.
+- Central glowing tool icon representing the "${category}" category
+- Package badge showing npm origin
+- Quality/rating indicators (stars, score badges)
+- Code snippet preview showing tool usage
+- Category-specific iconography (${category})
+- "Verified" or "Official" badge if applicable
+- Download/install indicators
+
+TEXT TO RENDER:
+- Large title: "${toolName}" in bold white
+- Subtitle: "${packageName}" in cyan (smaller, package name style)
+- Category badge: "${category}" as a pill/tag
+- Brief description excerpt in gray
+
+COMPOSITION:
+- Product showcase energy, like an app store feature
+- Professional tool presentation
+- TPMJS branding subtle in corner`;
+    }
+
+    default:
+      return `${baseStyle}
+
+CREATE AN IMAGE FOR: ${content.title} - TPMJS
+
+VISUAL CONCEPT:
+Create a professional tech/SaaS visualization.
+- Abstract geometric shapes with glassmorphism
+- Neural network connection patterns
+- Floating UI elements with glow effects
+- Modern developer aesthetic
+- Subtle code/terminal elements
+
+TEXT TO RENDER:
+- Large title: "${content.title}" in bold white
+- Subtitle: "TPMJS" in cyan
+- Description: "${content.description.slice(0, 80)}" in gray
+
+COMPOSITION:
+- Clean, professional, modern tech aesthetic
+- Balanced layout with clear hierarchy`;
+  }
+}
diff --git a/apps/web/src/lib/og/types.ts b/apps/web/src/lib/og/types.ts
new file mode 100644
index 0000000..8209774
--- /dev/null
+++ b/apps/web/src/lib/og/types.ts
@@ -0,0 +1,37 @@
+/**
+ * Types for OG image generation
+ */
+
+export type PageType =
+  | 'home'
+  | 'tool'
+  | 'docs'
+  | 'stats'
+  | 'search'
+  | 'publish'
+  | 'faq'
+  | 'playground'
+  | 'spec'
+  | 'sdk'
+  | 'changelog'
+  | 'how-it-works'
+  | 'terms'
+  | 'privacy'
+  | 'static';
+
+export interface ToolData {
+  name: string;
+  packageName: string;
+  category: string;
+  description: string;
+  downloads?: number;
+  qualityScore?: number;
+}
+
+export interface PageContent {
+  pageType: PageType;
+  title: string;
+  description: string;
+  keywords: string[];
+  tool?: ToolData;
+}
diff --git a/apps/web/src/lib/rate-limit.ts b/apps/web/src/lib/rate-limit.ts
new file mode 100644
index 0000000..9c2d0bd
--- /dev/null
+++ b/apps/web/src/lib/rate-limit.ts
@@ -0,0 +1,207 @@
+import { type NextRequest, NextResponse } from 'next/server';
+import { env } from '~/env';
+
+/**
+ * Simple in-memory rate limiter using sliding window
+ *
+ * Note: This is suitable for moderate traffic. For high-traffic production,
+ * consider using a distributed solution like Upstash Redis or Vercel KV.
+ */
+
+interface RateLimitEntry {
+  timestamps: number[];
+}
+
+// Store rate limit data in memory (per serverless instance)
+const rateLimitStore = new Map<string, RateLimitEntry>();
+
+// Cleanup interval to prevent memory leaks
+const CLEANUP_INTERVAL_MS = 5 * 60 * 1000; // 5 minutes
+const MAX_STORE_SIZE = 10000; // Prevent unbounded growth
+
+let lastCleanup = Date.now();
+
+/**
+ * Clean up old entries from the rate limit store
+ */
+function cleanup() {
+  const now = Date.now();
+  if (now - lastCleanup < CLEANUP_INTERVAL_MS) return;
+
+  const cutoff = now - 60 * 1000; // Remove entries older than 1 minute
+  let removedCount = 0;
+
+  for (const [key, entry] of rateLimitStore.entries()) {
+    entry.timestamps = entry.timestamps.filter((ts) => ts > cutoff);
+    if (entry.timestamps.length === 0) {
+      rateLimitStore.delete(key);
+      removedCount++;
+    }
+  }
+
+  // If store is still too large, remove oldest entries
+  if (rateLimitStore.size > MAX_STORE_SIZE) {
+    const entries = Array.from(rateLimitStore.entries());
+    entries.sort((a, b) => {
+      const aLatest = Math.max(...a[1].timestamps);
+      const bLatest = Math.max(...b[1].timestamps);
+      return aLatest - bLatest;
+    });
+
+    const toRemove = entries.slice(0, Math.floor(MAX_STORE_SIZE * 0.2));
+    for (const [key] of toRemove) {
+      rateLimitStore.delete(key);
+      removedCount++;
+    }
+  }
+
+  lastCleanup = now;
+  if (removedCount > 0) {
+    console.log(`[Rate Limit] Cleaned up ${removedCount} entries`);
+  }
+}
+
+/**
+ * Get client identifier from request (IP address)
+ */
+function getClientId(request: NextRequest): string {
+  // Try to get real IP from headers (Vercel sets these)
+  const forwarded = request.headers.get('x-forwarded-for');
+  const realIp = request.headers.get('x-real-ip');
+
+  if (forwarded) {
+    return forwarded.split(',')[0]?.trim() || 'unknown';
+  }
+  if (realIp) {
+    return realIp;
+  }
+
+  // Fallback to connection info (less reliable in serverless)
+  return 'unknown';
+}
+
+/**
+ * Rate limit configuration
+ */
+export interface RateLimitConfig {
+  /**
+   * Maximum requests allowed in the window
+   */
+  limit: number;
+
+  /**
+   * Time window in seconds
+   */
+  windowSeconds: number;
+}
+
+/**
+ * Default rate limit: 100 requests per minute
+ */
+export const DEFAULT_RATE_LIMIT: RateLimitConfig = {
+  limit: 100,
+  windowSeconds: 60,
+};
+
+/**
+ * Strict rate limit for expensive operations: 20 requests per minute
+ */
+export const STRICT_RATE_LIMIT: RateLimitConfig = {
+  limit: 20,
+  windowSeconds: 60,
+};
+
+/**
+ * Check if a request should be rate limited
+ *
+ * @param request - Next.js request object
+ * @param config - Rate limit configuration
+ * @returns null if allowed, NextResponse with 429 if rate limited
+ */
+export function checkRateLimit(
+  request: NextRequest,
+  config: RateLimitConfig = DEFAULT_RATE_LIMIT
+): NextResponse | null {
+  // Skip rate limiting for cron jobs (authenticated with CRON_SECRET)
+  const authHeader = request.headers.get('authorization');
+  const token = authHeader?.replace('Bearer ', '');
+  if (env.CRON_SECRET && token === env.CRON_SECRET) {
+    return null; // Allow cron jobs to bypass rate limiting
+  }
+
+  // Periodic cleanup
+  cleanup();
+
+  const clientId = getClientId(request);
+  const now = Date.now();
+  const windowMs = config.windowSeconds * 1000;
+  const cutoff = now - windowMs;
+
+  // Get or create rate limit entry
+  let entry = rateLimitStore.get(clientId);
+  if (!entry) {
+    entry = { timestamps: [] };
+    rateLimitStore.set(clientId, entry);
+  }
+
+  // Remove timestamps outside the current window
+  entry.timestamps = entry.timestamps.filter((ts) => ts > cutoff);
+
+  // Check if limit exceeded
+  if (entry.timestamps.length >= config.limit) {
+    const oldestInWindow = entry.timestamps[0] || now;
+    const resetTime = oldestInWindow + windowMs;
+    const retryAfterSeconds = Math.ceil((resetTime - now) / 1000);
+
+    return NextResponse.json(
+      {
+        success: false,
+        error: 'Rate limit exceeded',
+        message: `Too many requests. Please try again in ${retryAfterSeconds} seconds.`,
+        retryAfter: retryAfterSeconds,
+        limit: config.limit,
+        window: config.windowSeconds,
+      },
+      {
+        status: 429,
+        headers: {
+          'Retry-After': retryAfterSeconds.toString(),
+          'X-RateLimit-Limit': config.limit.toString(),
+          'X-RateLimit-Remaining': '0',
+          'X-RateLimit-Reset': Math.ceil(resetTime / 1000).toString(),
+        },
+      }
+    );
+  }
+
+  // Add current timestamp
+  entry.timestamps.push(now);
+
+  // Request is allowed
+  return null;
+}
+
+/**
+ * Get current rate limit status for debugging
+ */
+export function getRateLimitStatus(
+  request: NextRequest,
+  config: RateLimitConfig = DEFAULT_RATE_LIMIT
+) {
+  const clientId = getClientId(request);
+  const entry = rateLimitStore.get(clientId);
+  const now = Date.now();
+  const windowMs = config.windowSeconds * 1000;
+  const cutoff = now - windowMs;
+
+  const recentRequests = entry?.timestamps.filter((ts) => ts > cutoff).length || 0;
+  const remaining = Math.max(0, config.limit - recentRequests);
+
+  return {
+    clientId,
+    limit: config.limit,
+    remaining,
+    used: recentRequests,
+    resetAt: new Date(now + windowMs),
+  };
+}
diff --git a/apps/web/src/lib/rate-limiter.ts b/apps/web/src/lib/rate-limiter.ts
new file mode 100644
index 0000000..19a3168
--- /dev/null
+++ b/apps/web/src/lib/rate-limiter.ts
@@ -0,0 +1,68 @@
+/**
+ * Rate limiter service for tool playground executions
+ * Prevents abuse by limiting requests per IP address
+ */
+
+import { prisma } from '@tpmjs/db';
+
+const RATE_LIMIT_WINDOW_MS = 3600000; // 1 hour
+const RATE_LIMIT_MAX_REQUESTS = 10; // 10 executions per hour
+
+export interface RateLimitResult {
+  allowed: boolean;
+  remaining: number;
+  resetAt: Date;
+}
+
+/**
+ * Check if an IP address has exceeded the rate limit
+ */
+export async function checkRateLimit(ipAddress: string): Promise<RateLimitResult> {
+  const oneHourAgo = new Date(Date.now() - RATE_LIMIT_WINDOW_MS);
+
+  // Count simulations from this IP in the last hour
+  const count = await prisma.simulation.count({
+    where: {
+      ipAddress,
+      createdAt: {
+        gte: oneHourAgo,
+      },
+    },
+  });
+
+  const remaining = Math.max(0, RATE_LIMIT_MAX_REQUESTS - count);
+  const allowed = count < RATE_LIMIT_MAX_REQUESTS;
+  const resetAt = new Date(Date.now() + RATE_LIMIT_WINDOW_MS);
+
+  return {
+    allowed,
+    remaining,
+    resetAt,
+  };
+}
+
+/**
+ * Get client IP address from request headers
+ */
+export function getClientIP(request: Request): string {
+  // Try various headers for IP address (in order of priority)
+  const headers = request.headers;
+
+  const forwardedFor = headers.get('x-forwarded-for');
+  if (forwardedFor) {
+    return forwardedFor.split(',')[0]?.trim() || 'unknown';
+  }
+
+  const realIP = headers.get('x-real-ip');
+  if (realIP) {
+    return realIP;
+  }
+
+  const cfConnectingIP = headers.get('cf-connecting-ip');
+  if (cfConnectingIP) {
+    return cfConnectingIP;
+  }
+
+  // Fallback to unknown
+  return 'unknown';
+}
diff --git a/apps/web/src/lib/schema-extraction.ts b/apps/web/src/lib/schema-extraction.ts
new file mode 100644
index 0000000..61aba95
--- /dev/null
+++ b/apps/web/src/lib/schema-extraction.ts
@@ -0,0 +1,215 @@
+/**
+ * Schema Extraction Service
+ * Extracts inputSchema from tools via the Railway executor's /load-and-describe endpoint
+ */
+
+import { env } from '~/env';
+
+const RAILWAY_EXECUTOR_URL = env.RAILWAY_EXECUTOR_URL;
+
+/**
+ * Result from listing exports
+ */
+export interface ListExportsSuccess {
+  success: true;
+  packageName: string;
+  version: string;
+  exports: string[];
+  tools: Array<{
+    name: string;
+    isValidTool: boolean;
+    description?: string;
+    error?: string;
+  }>;
+}
+
+export interface ListExportsFailure {
+  success: false;
+  error: string;
+}
+
+export type ListExportsResult = ListExportsSuccess | ListExportsFailure;
+
+/**
+ * List all exports from a package and identify valid tools
+ * Calls the executor's /list-exports endpoint
+ *
+ * @param packageName - NPM package name
+ * @param version - Package version
+ * @param packageEnv - Package-level environment variables (optional)
+ * @returns List of exports with tool validation info
+ */
+export async function listToolExports(
+  packageName: string,
+  version: string,
+  packageEnv?: Record<string, unknown> | null
+): Promise<ListExportsResult> {
+  try {
+    const response = await fetch(`${RAILWAY_EXECUTOR_URL}/list-exports`, {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({
+        packageName,
+        version,
+        env: packageEnv || {},
+      }),
+      signal: AbortSignal.timeout(15000), // 15 second timeout
+    });
+
+    if (!response.ok) {
+      const errorText = await response.text().catch(() => '');
+      return { success: false, error: `HTTP ${response.status}: ${errorText || 'Request failed'}` };
+    }
+
+    const data = await response.json();
+
+    if (!data.success) {
+      return { success: false, error: data.error || 'Failed to list exports' };
+    }
+
+    return {
+      success: true,
+      packageName: data.packageName,
+      version: data.version,
+      exports: data.exports,
+      tools: data.tools,
+    };
+  } catch (error) {
+    // Handle timeout specifically
+    if (error instanceof Error && error.name === 'TimeoutError') {
+      return {
+        success: false,
+        error: 'Listing exports timed out after 15 seconds',
+      };
+    }
+
+    return {
+      success: false,
+      error: error instanceof Error ? error.message : 'Unknown error listing exports',
+    };
+  }
+}
+
+export interface SchemaExtractionSuccess {
+  success: true;
+  inputSchema: Record<string, unknown>;
+  description?: string;
+}
+
+export interface SchemaExtractionFailure {
+  success: false;
+  error: string;
+}
+
+export type SchemaExtractionResult = SchemaExtractionSuccess | SchemaExtractionFailure;
+
+/**
+ * Extract inputSchema from a tool by calling the executor's /load-and-describe endpoint
+ *
+ * @param packageName - NPM package name (e.g., "@tpmjs/hello-world")
+ * @param name - Export name (e.g., "helloWorldTool" or "default")
+ * @param version - Package version (e.g., "1.0.0")
+ * @param packageEnv - Package-level environment variables (optional)
+ * @returns Schema extraction result with inputSchema or error
+ */
+export async function extractToolSchema(
+  packageName: string,
+  name: string,
+  version: string,
+  packageEnv?: Record<string, unknown> | null
+): Promise<SchemaExtractionResult> {
+  try {
+    const response = await fetch(`${RAILWAY_EXECUTOR_URL}/load-and-describe`, {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({
+        packageName,
+        name,
+        version,
+        env: packageEnv || {},
+      }),
+      signal: AbortSignal.timeout(10000), // 10 second timeout per extraction
+    });
+
+    if (!response.ok) {
+      const errorText = await response.text().catch(() => '');
+      return {
+        success: false,
+        error: `HTTP ${response.status}: ${errorText || 'Request failed'}`,
+      };
+    }
+
+    const data = await response.json();
+
+    if (!data.success) {
+      return {
+        success: false,
+        error: data.error || 'Extraction failed without error message',
+      };
+    }
+
+    if (!data.tool?.inputSchema) {
+      return {
+        success: false,
+        error: 'No inputSchema returned from executor',
+      };
+    }
+
+    return {
+      success: true,
+      inputSchema: data.tool.inputSchema,
+      description: data.tool.description,
+    };
+  } catch (error) {
+    // Handle timeout specifically
+    if (error instanceof Error && error.name === 'TimeoutError') {
+      return {
+        success: false,
+        error: 'Schema extraction timed out after 10 seconds',
+      };
+    }
+
+    return {
+      success: false,
+      error: error instanceof Error ? error.message : 'Unknown error during extraction',
+    };
+  }
+}
+
+/**
+ * Convert JSON Schema to parameters array format (for backward compatibility)
+ *
+ * @param inputSchema - JSON Schema object from executor
+ * @returns Array of parameter objects in legacy format
+ */
+export function convertJsonSchemaToParameters(inputSchema: Record<string, unknown>): Array<{
+  name: string;
+  type: string;
+  required: boolean;
+  description: string;
+}> {
+  const parameters: Array<{
+    name: string;
+    type: string;
+    required: boolean;
+    description: string;
+  }> = [];
+
+  const properties = inputSchema.properties as
+    | Record<string, { type?: string; description?: string }>
+    | undefined;
+  const required = (inputSchema.required as string[]) || [];
+
+  if (properties) {
+    for (const [name, prop] of Object.entries(properties)) {
+      parameters.push({
+        name,
+        type: prop.type || 'string',
+        required: required.includes(name),
+        description: prop.description || '',
+      });
+    }
+  }
+
+  return parameters;
+}
diff --git a/apps/web/src/test/setup.ts b/apps/web/src/test/setup.ts
new file mode 100644
index 0000000..9e88eb9
--- /dev/null
+++ b/apps/web/src/test/setup.ts
@@ -0,0 +1,20 @@
+/**
+ * Vitest test setup for @tpmjs/web
+ * Loads environment variables and configures test environment
+ */
+
+import { resolve } from 'path';
+import { config } from 'dotenv';
+
+// Load environment variables from .env.local or .env
+config({ path: resolve(__dirname, '../../.env.local') });
+config({ path: resolve(__dirname, '../../.env') });
+
+// Validate required environment variables for AI tests
+const requiredEnvVars = ['OPENAI_API_KEY'];
+
+for (const envVar of requiredEnvVars) {
+  if (!process.env[envVar]) {
+    console.warn(`⚠️  Warning: ${envVar} not set. Some tests may be skipped.`);
+  }
+}
diff --git a/apps/web/tailwind.config.ts b/apps/web/tailwind.config.ts
index a4aea36..9e9217f 100644
--- a/apps/web/tailwind.config.ts
+++ b/apps/web/tailwind.config.ts
@@ -8,4 +8,5 @@ export default {
     './src/components/**/*.{ts,tsx}',
     '../../packages/ui/src/**/*.ts',
   ],
+  plugins: [...(baseConfig.plugins || []), require('@tailwindcss/typography')],
 } satisfies Config;
diff --git a/apps/web/vercel.json b/apps/web/vercel.json
index 4b04a84..073fcfe 100644
--- a/apps/web/vercel.json
+++ b/apps/web/vercel.json
@@ -1,5 +1,5 @@
 {
   "$schema": "https://openapi.vercel.sh/vercel.json",
   "buildCommand": "cd ../.. && pnpm install && pnpm --filter=@tpmjs/web...  build",
-  "installCommand": "pnpm install"
+  "installCommand": "cd ../.. && pnpm install"
 }
diff --git a/apps/web/vitest.config.ts b/apps/web/vitest.config.ts
new file mode 100644
index 0000000..728bd4b
--- /dev/null
+++ b/apps/web/vitest.config.ts
@@ -0,0 +1,17 @@
+import { resolve } from 'node:path';
+import { defineConfig } from 'vitest/config';
+
+export default defineConfig({
+  test: {
+    globals: true,
+    environment: 'node',
+    include: ['src/**/*.test.ts'],
+    setupFiles: ['./src/test/setup.ts'],
+    testTimeout: 30000, // 30s for API calls
+  },
+  resolve: {
+    alias: {
+      '~': resolve(__dirname, './src'),
+    },
+  },
+});
diff --git a/beast.sh b/beast.sh
new file mode 100755
index 0000000..6620ff7
--- /dev/null
+++ b/beast.sh
@@ -0,0 +1,144 @@
+#!/bin/bash
+
+# Humanoid Beast Sprite Sheet with Bounding Boxes
+# Colors (background mode for solid pixels)
+F="\033[48;2;139;90;43m"      # Fur (brown)
+D="\033[48;2;101;67;33m"      # Dark fur
+L="\033[48;2;178;134;87m"     # Light fur/highlight
+E="\033[48;2;255;200;0m"      # Eyes (glowing yellow)
+e="\033[48;2;180;140;0m"      # Eyes dark
+M="\033[48;2;60;40;30m"       # Muzzle/nose dark
+T="\033[48;2;200;200;200m"    # Teeth/claws
+C="\033[48;2;40;40;40m"       # Claws dark
+X="\033[0m"                   # Reset
+P="  "                        # Pixel (two spaces)
+
+# Box drawing
+BOX_COLOR="\033[38;2;100;100;100m"
+RESET="\033[0m"
+
+clear
+echo ""
+echo -e "\033[1m  HUMANOID BEAST - SPRITE SHEET\033[0m"
+echo -e "  Each sprite: 16x20 pixels (32x20 characters)"
+echo ""
+
+# Function to draw horizontal box line
+hline() {
+    echo -ne "${BOX_COLOR}"
+    echo -n "  ┌"
+    for i in {1..32}; do echo -n "─"; done
+    echo -n "┐    ┌"
+    for i in {1..32}; do echo -n "─"; done
+    echo -n "┐    ┌"
+    for i in {1..32}; do echo -n "─"; done
+    echo -n "┐    ┌"
+    for i in {1..32}; do echo -n "─"; done
+    echo -e "┐${RESET}"
+}
+
+hline_bottom() {
+    echo -ne "${BOX_COLOR}"
+    echo -n "  └"
+    for i in {1..32}; do echo -n "─"; done
+    echo -n "┘    └"
+    for i in {1..32}; do echo -n "─"; done
+    echo -n "┘    └"
+    for i in {1..32}; do echo -n "─"; done
+    echo -n "┘    └"
+    for i in {1..32}; do echo -n "─"; done
+    echo -e "┘${RESET}"
+}
+
+V="${BOX_COLOR}│${RESET}"
+
+echo -e "\033[1m  WALKING DOWN\033[0m"
+echo "     Frame 1                    Frame 2                    Frame 3                    Frame 4"
+hline
+# Row 1 - Ears
+printf "  ${V}        ${D}${P}${P}${X}        ${D}${P}${P}${X}        ${V}    ${V}        ${D}${P}${P}${X}        ${D}${P}${P}${X}        ${V}    ${V}        ${D}${P}${P}${X}        ${D}${P}${P}${X}        ${V}    ${V}        ${D}${P}${P}${X}        ${D}${P}${P}${X}        ${V}\n"
+# Row 2 - Ears connect to head
+printf "  ${V}      ${D}${P}${F}${P}${P}${X}        ${F}${P}${D}${P}${X}      ${V}    ${V}      ${D}${P}${F}${P}${P}${X}        ${F}${P}${D}${P}${X}      ${V}    ${V}      ${D}${P}${F}${P}${P}${X}        ${F}${P}${D}${P}${X}      ${V}    ${V}      ${D}${P}${F}${P}${P}${X}        ${F}${P}${D}${P}${X}      ${V}\n"
+# Row 3 - Top of head
+printf "  ${V}      ${D}${P}${F}${P}${P}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}      ${V}    ${V}      ${D}${P}${F}${P}${P}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}      ${V}    ${V}      ${D}${P}${F}${P}${P}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}      ${V}    ${V}      ${D}${P}${F}${P}${P}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}      ${V}\n"
+# Row 4 - Brow
+printf "  ${V}      ${F}${P}${L}${P}${F}${P}${P}${P}${P}${P}${P}${L}${P}${F}${P}${X}      ${V}    ${V}      ${F}${P}${L}${P}${F}${P}${P}${P}${P}${P}${P}${L}${P}${F}${P}${X}      ${V}    ${V}      ${F}${P}${L}${P}${F}${P}${P}${P}${P}${P}${P}${L}${P}${F}${P}${X}      ${V}    ${V}      ${F}${P}${L}${P}${F}${P}${P}${P}${P}${P}${P}${L}${P}${F}${P}${X}      ${V}\n"
+# Row 5 - Eyes
+printf "  ${V}      ${F}${P}${E}${P}${P}${F}${P}${P}${P}${P}${E}${P}${P}${F}${P}${X}      ${V}    ${V}      ${F}${P}${E}${P}${P}${F}${P}${P}${P}${P}${E}${P}${P}${F}${P}${X}      ${V}    ${V}      ${F}${P}${E}${P}${P}${F}${P}${P}${P}${P}${E}${P}${P}${F}${P}${X}      ${V}    ${V}      ${F}${P}${E}${P}${P}${F}${P}${P}${P}${P}${E}${P}${P}${F}${P}${X}      ${V}\n"
+# Row 6 - Under eyes
+printf "  ${V}      ${F}${P}${e}${P}${F}${P}${P}${P}${P}${P}${P}${e}${P}${F}${P}${X}      ${V}    ${V}      ${F}${P}${e}${P}${F}${P}${P}${P}${P}${P}${P}${e}${P}${F}${P}${X}      ${V}    ${V}      ${F}${P}${e}${P}${F}${P}${P}${P}${P}${P}${P}${e}${P}${F}${P}${X}      ${V}    ${V}      ${F}${P}${e}${P}${F}${P}${P}${P}${P}${P}${P}${e}${P}${F}${P}${X}      ${V}\n"
+# Row 7 - Muzzle top
+printf "  ${V}        ${F}${P}${P}${D}${P}${M}${P}${P}${D}${P}${F}${P}${P}${X}        ${V}    ${V}        ${F}${P}${P}${D}${P}${M}${P}${P}${D}${P}${F}${P}${P}${X}        ${V}    ${V}        ${F}${P}${P}${D}${P}${M}${P}${P}${D}${P}${F}${P}${P}${X}        ${V}    ${V}        ${F}${P}${P}${D}${P}${M}${P}${P}${D}${P}${F}${P}${P}${X}        ${V}\n"
+# Row 8 - Mouth with fangs
+printf "  ${V}        ${F}${P}${T}${P}${M}${P}${P}${P}${P}${T}${P}${F}${P}${X}        ${V}    ${V}        ${F}${P}${T}${P}${M}${P}${P}${P}${P}${T}${P}${F}${P}${X}        ${V}    ${V}        ${F}${P}${T}${P}${M}${P}${P}${P}${P}${T}${P}${F}${P}${X}        ${V}    ${V}        ${F}${P}${T}${P}${M}${P}${P}${P}${P}${T}${P}${F}${P}${X}        ${V}\n"
+# Row 9 - Chin
+printf "  ${V}          ${D}${P}${F}${P}${P}${P}${P}${F}${P}${D}${P}${X}          ${V}    ${V}          ${D}${P}${F}${P}${P}${P}${P}${F}${P}${D}${P}${X}          ${V}    ${V}          ${D}${P}${F}${P}${P}${P}${P}${F}${P}${D}${P}${X}          ${V}    ${V}          ${D}${P}${F}${P}${P}${P}${P}${F}${P}${D}${P}${X}          ${V}\n"
+# Row 10 - Neck
+printf "  ${V}            ${D}${P}${F}${P}${P}${F}${P}${D}${P}${X}            ${V}    ${V}            ${D}${P}${F}${P}${P}${F}${P}${D}${P}${X}            ${V}    ${V}            ${D}${P}${F}${P}${P}${F}${P}${D}${P}${X}            ${V}    ${V}            ${D}${P}${F}${P}${P}${F}${P}${D}${P}${X}            ${V}\n"
+# Row 11 - Shoulders
+printf "  ${V}    ${D}${P}${F}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}    ${V}    ${V}    ${D}${P}${F}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}    ${V}    ${V}    ${D}${P}${F}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}    ${V}    ${V}    ${D}${P}${F}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}    ${V}\n"
+# Row 12 - Upper torso
+printf "  ${V}  ${C}${P}${F}${P}${P}${P}${D}${P}${F}${P}${P}${P}${P}${D}${P}${F}${P}${P}${P}${C}${P}${X}  ${V}    ${V}  ${C}${P}${F}${P}${P}${P}${D}${P}${F}${P}${P}${P}${P}${D}${P}${F}${P}${P}${P}${C}${P}${X}  ${V}    ${V}  ${C}${P}${F}${P}${P}${P}${D}${P}${F}${P}${P}${P}${P}${D}${P}${F}${P}${P}${P}${C}${P}${X}  ${V}    ${V}  ${C}${P}${F}${P}${P}${P}${D}${P}${F}${P}${P}${P}${P}${D}${P}${F}${P}${P}${P}${C}${P}${X}  ${V}\n"
+# Row 13 - Mid torso with claws
+printf "  ${V}  ${T}${P}${D}${P}${F}${P}${P}${D}${P}${F}${P}${P}${D}${P}${F}${P}${P}${D}${P}${T}${P}${X}  ${V}    ${V}  ${T}${P}${D}${P}${F}${P}${P}${D}${P}${F}${P}${P}${D}${P}${F}${P}${P}${D}${P}${T}${P}${X}  ${V}    ${V}  ${T}${P}${D}${P}${F}${P}${P}${D}${P}${F}${P}${P}${D}${P}${F}${P}${P}${D}${P}${T}${P}${X}  ${V}    ${V}  ${T}${P}${D}${P}${F}${P}${P}${D}${P}${F}${P}${P}${D}${P}${F}${P}${P}${D}${P}${T}${P}${X}  ${V}\n"
+# Row 14 - Lower torso
+printf "  ${V}      ${D}${P}${F}${P}${P}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}      ${V}    ${V}      ${D}${P}${F}${P}${P}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}      ${V}    ${V}      ${D}${P}${F}${P}${P}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}      ${V}    ${V}      ${D}${P}${F}${P}${P}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}      ${V}\n"
+# Row 15 - Hips
+printf "  ${V}        ${D}${P}${F}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}        ${V}    ${V}        ${D}${P}${F}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}        ${V}    ${V}        ${D}${P}${F}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}        ${V}    ${V}        ${D}${P}${F}${P}${P}${P}${P}${P}${P}${F}${P}${D}${P}${X}        ${V}\n"
+# Row 16 - Upper legs - animated
+printf "  ${V}        ${F}${P}${P}${P}${X}    ${F}${P}${P}${P}${X}        ${V}    ${V}        ${F}${P}${P}${P}${F}${P}${P}${P}${X}            ${V}    ${V}        ${F}${P}${P}${P}${X}    ${F}${P}${P}${P}${X}        ${V}    ${V}            ${F}${P}${P}${P}${F}${P}${P}${P}${X}        ${V}\n"
+# Row 17 - Mid legs
+printf "  ${V}        ${D}${P}${F}${P}${X}    ${F}${P}${D}${P}${X}        ${V}    ${V}        ${D}${P}${F}${P}${F}${P}${D}${P}${X}            ${V}    ${V}        ${D}${P}${F}${P}${X}    ${F}${P}${D}${P}${X}        ${V}    ${V}            ${D}${P}${F}${P}${F}${P}${D}${P}${X}        ${V}\n"
+# Row 18 - Lower legs
+printf "  ${V}        ${D}${P}${F}${P}${X}    ${F}${P}${D}${P}${X}        ${V}    ${V}      ${D}${P}${F}${P}${X}    ${F}${P}${D}${P}${X}          ${V}    ${V}        ${D}${P}${F}${P}${X}    ${F}${P}${D}${P}${X}        ${V}    ${V}          ${D}${P}${F}${P}${X}    ${F}${P}${D}${P}${X}      ${V}\n"
+# Row 19 - Feet with claws
+printf "  ${V}      ${C}${P}${D}${P}${F}${P}${X}    ${F}${P}${D}${P}${C}${P}${X}      ${V}    ${V}    ${C}${P}${D}${P}${F}${P}${X}    ${F}${P}${D}${P}${C}${P}${X}        ${V}    ${V}      ${C}${P}${D}${P}${F}${P}${X}    ${F}${P}${D}${P}${C}${P}${X}      ${V}    ${V}        ${C}${P}${D}${P}${F}${P}${X}    ${F}${P}${D}${P}${C}${P}${X}    ${V}\n"
+# Row 20 - Claws
+printf "  ${V}      ${T}${P}${C}${P}${X}        ${C}${P}${T}${P}${X}      ${V}    ${V}    ${T}${P}${C}${P}${X}        ${C}${P}${T}${P}${X}        ${V}    ${V}      ${T}${P}${C}${P}${X}        ${C}${P}${T}${P}${X}      ${V}    ${V}        ${T}${P}${C}${P}${X}        ${C}${P}${T}${P}${X}    ${V}\n"
+hline_bottom
+echo ""
+
+echo -e "\033[1m  WALKING LEFT (SIDE VIEW)\033[0m"
+echo "     Frame 1                    Frame 2                    Frame 3                    Frame 4"
+hline
+# Row 1 - Ear
+printf "  ${V}          ${D}${P}${P}${X}                  ${V}    ${V}          ${D}${P}${P}${X}                  ${V}    ${V}          ${D}${P}${P}${X}                  ${V}    ${V}          ${D}${P}${P}${X}                  ${V}\n"
+# Row 2 - Ear to head
+printf "  ${V}        ${D}${P}${F}${P}${P}${X}                  ${V}    ${V}        ${D}${P}${F}${P}${P}${X}                  ${V}    ${V}        ${D}${P}${F}${P}${P}${X}                  ${V}    ${V}        ${D}${P}${F}${P}${P}${X}                  ${V}\n"
+# Row 3 - Head top
+printf "  ${V}        ${D}${P}${F}${P}${P}${P}${P}${P}${D}${P}${X}            ${V}    ${V}        ${D}${P}${F}${P}${P}${P}${P}${P}${D}${P}${X}            ${V}    ${V}        ${D}${P}${F}${P}${P}${P}${P}${P}${D}${P}${X}            ${V}    ${V}        ${D}${P}${F}${P}${P}${P}${P}${P}${D}${P}${X}            ${V}\n"
+# Row 4 - Brow
+printf "  ${V}        ${F}${P}${L}${P}${F}${P}${P}${P}${P}${F}${P}${X}          ${V}    ${V}        ${F}${P}${L}${P}${F}${P}${P}${P}${P}${F}${P}${X}          ${V}    ${V}        ${F}${P}${L}${P}${F}${P}${P}${P}${P}${F}${P}${X}          ${V}    ${V}        ${F}${P}${L}${P}${F}${P}${P}${P}${P}${F}${P}${X}          ${V}\n"
+# Row 5 - Eye (side)
+printf "  ${V}        ${E}${P}${P}${F}${P}${P}${P}${P}${P}${F}${P}${X}          ${V}    ${V}        ${E}${P}${P}${F}${P}${P}${P}${P}${P}${F}${P}${X}          ${V}    ${V}        ${E}${P}${P}${F}${P}${P}${P}${P}${P}${F}${P}${X}          ${V}    ${V}        ${E}${P}${P}${F}${P}${P}${P}${P}${P}${F}${P}${X}          ${V}\n"
+# Row 6 - Muzzle
+printf "  ${V}      ${D}${P}${M}${P}${P}${F}${P}${P}${P}${P}${D}${P}${X}          ${V}    ${V}      ${D}${P}${M}${P}${P}${F}${P}${P}${P}${P}${D}${P}${X}          ${V}    ${V}      ${D}${P}${M}${P}${P}${F}${P}${P}${P}${P}${D}${P}${X}          ${V}    ${V}      ${D}${P}${M}${P}${P}${F}${P}${P}${P}${P}${D}${P}${X}          ${V}\n"
+# Row 7 - Mouth
+printf "  ${V}      ${T}${P}${M}${P}${P}${F}${P}${P}${D}${P}${X}            ${V}    ${V}      ${T}${P}${M}${P}${P}${F}${P}${P}${D}${P}${X}            ${V}    ${V}      ${T}${P}${M}${P}${P}${F}${P}${P}${D}${P}${X}            ${V}    ${V}      ${T}${P}${M}${P}${P}${F}${P}${P}${D}${P}${X}            ${V}\n"
+# Row 8 - Chin/neck
+printf "  ${V}          ${D}${P}${F}${P}${P}${D}${P}${X}            ${V}    ${V}          ${D}${P}${F}${P}${P}${D}${P}${X}            ${V}    ${V}          ${D}${P}${F}${P}${P}${D}${P}${X}            ${V}    ${V}          ${D}${P}${F}${P}${P}${D}${P}${X}            ${V}\n"
+# Row 9 - Shoulders
+printf "  ${V}      ${C}${P}${D}${P}${F}${P}${P}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}      ${C}${P}${D}${P}${F}${P}${P}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}      ${C}${P}${D}${P}${F}${P}${P}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}      ${C}${P}${D}${P}${F}${P}${P}${P}${P}${P}${P}${D}${P}${X}        ${V}\n"
+# Row 10 - Arm/torso
+printf "  ${V}      ${T}${P}${F}${P}${P}${D}${P}${F}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}      ${T}${P}${F}${P}${P}${D}${P}${F}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}      ${T}${P}${F}${P}${P}${D}${P}${F}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}      ${T}${P}${F}${P}${P}${D}${P}${F}${P}${P}${P}${P}${D}${P}${X}        ${V}\n"
+# Row 11 - Mid torso
+printf "  ${V}          ${D}${P}${F}${P}${P}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}          ${D}${P}${F}${P}${P}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}          ${D}${P}${F}${P}${P}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}          ${D}${P}${F}${P}${P}${P}${P}${P}${P}${D}${P}${X}        ${V}\n"
+# Row 12 - Lower torso
+printf "  ${V}          ${D}${P}${F}${P}${P}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}          ${D}${P}${F}${P}${P}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}          ${D}${P}${F}${P}${P}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}          ${D}${P}${F}${P}${P}${P}${P}${P}${P}${D}${P}${X}        ${V}\n"
+# Row 13 - Hips
+printf "  ${V}            ${D}${P}${F}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}            ${D}${P}${F}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}            ${D}${P}${F}${P}${P}${P}${P}${D}${P}${X}        ${V}    ${V}            ${D}${P}${F}${P}${P}${P}${P}${D}${P}${X}        ${V}\n"
+# Row 14-20 - Legs animated
+printf "  ${V}            ${F}${P}${P}${P}${P}${X}            ${V}    ${V}          ${F}${P}${P}${X}  ${F}${P}${P}${X}          ${V}    ${V}            ${F}${P}${P}${P}${P}${X}            ${V}    ${V}          ${F}${P}${P}${X}  ${F}${P}${P}${X}          ${V}\n"
+printf "  ${V}            ${D}${P}${F}${P}${F}${P}${D}${P}${X}            ${V}    ${V}          ${D}${P}${F}${P}${X}  ${F}${P}${D}${P}${X}          ${V}    ${V}            ${D}${P}${F}${P}${F}${P}${D}${P}${X}            ${V}    ${V}          ${D}${P}${F}${P}${X}  ${F}${P}${D}${P}${X}          ${V}\n"
+printf "  ${V}            ${D}${P}${F}${P}${F}${P}${D}${P}${X}            ${V}    ${V}        ${D}${P}${F}${P}${X}      ${F}${P}${D}${P}${X}        ${V}    ${V}            ${D}${P}${F}${P}${F}${P}${D}${P}${X}            ${V}    ${V}        ${D}${P}${F}${P}${X}      ${F}${P}${D}${P}${X}        ${V}\n"
+printf "  ${V}          ${C}${P}${D}${P}${F}${P}${F}${P}${D}${P}${C}${P}${X}          ${V}    ${V}      ${C}${P}${D}${P}${F}${P}${X}      ${F}${P}${D}${P}${C}${P}${X}      ${V}    ${V}          ${C}${P}${D}${P}${F}${P}${F}${P}${D}${P}${C}${P}${X}          ${V}    ${V}      ${C}${P}${D}${P}${F}${P}${X}      ${F}${P}${D}${P}${C}${P}${X}      ${V}\n"
+printf "  ${V}          ${T}${P}${C}${P}${X}  ${C}${P}${T}${P}${X}          ${V}    ${V}      ${T}${P}${C}${P}${X}          ${C}${P}${T}${P}${X}      ${V}    ${V}          ${T}${P}${C}${P}${X}  ${C}${P}${T}${P}${X}          ${V}    ${V}      ${T}${P}${C}${P}${X}          ${C}${P}${T}${P}${X}      ${V}\n"
+printf "  ${V}                                ${V}    ${V}                                ${V}    ${V}                                ${V}    ${V}                                ${V}\n"
+hline_bottom
+
+echo ""
+echo -e "  \033[1mDimensions:\033[0m"
+echo "  • Sprite size: 16 pixels wide × 20 pixels tall"
+echo "  • Character size: 32 chars wide × 20 rows (each pixel = 2 chars)"
+echo "  • Color palette: Brown fur, yellow eyes, white fangs/claws"
+echo ""
diff --git a/docs/AI_SDK_TOOL_EXECUTION.md b/docs/AI_SDK_TOOL_EXECUTION.md
new file mode 100644
index 0000000..030729f
--- /dev/null
+++ b/docs/AI_SDK_TOOL_EXECUTION.md
@@ -0,0 +1,1203 @@
+# AI SDK 6 Tool Execution: Override & Extend Patterns
+
+> Comprehensive guide for customizing tool execution in TPMJS with Vercel AI SDK 6
+
+## Table of Contents
+
+1. [Overview](#overview)
+2. [AI SDK 6 Tool Architecture](#ai-sdk-6-tool-architecture)
+3. [How TPMJS Tool Execution Works](#how-tpmjs-tool-execution-works)
+4. [Override Patterns](#override-patterns)
+5. [Extension Patterns](#extension-patterns)
+6. [Middleware Approach](#middleware-approach)
+7. [Factory Pattern Implementation](#factory-pattern-implementation)
+8. [Complete Examples](#complete-examples)
+9. [Best Practices](#best-practices)
+10. [API Reference](#api-reference)
+
+---
+
+## Overview
+
+When using tools from the TPMJS registry, developers have different needs:
+
+| Use Case | Approach |
+|----------|----------|
+| **Use default execution** | Import and use `registryExecuteTool` directly |
+| **Modify parameters** | Wrap the tool with custom logic |
+| **Add logging/telemetry** | Use middleware pattern |
+| **Replace execution entirely** | Create custom tool with same schema |
+| **Extend with pre/post processing** | Use factory functions |
+| **Add approval workflows** | Use AI SDK 6's `needsApproval` feature |
+
+This document covers all patterns with practical examples.
+
+---
+
+## AI SDK 6 Tool Architecture
+
+### The `tool()` Function
+
+The AI SDK's `tool()` helper creates typed tool definitions:
+
+```typescript
+import { tool } from 'ai';
+import { z } from 'zod';
+
+const myTool = tool({
+  description: 'What the tool does',
+  inputSchema: z.object({
+    param1: z.string().describe('Parameter description'),
+  }),
+  execute: async ({ param1 }, options) => {
+    // options includes:
+    // - toolCallId: unique identifier for this call
+    // - messages: conversation history
+    // - abortSignal: for cancellation
+    // - experimental_context: custom data from generateText/streamText
+    return { result: 'value' };
+  },
+});
+```
+
+### Execute Function Signature
+
+```typescript
+type ExecuteFunction<INPUT, OUTPUT> = (
+  input: INPUT,
+  options: {
+    toolCallId: string;
+    messages: CoreMessage[];
+    abortSignal: AbortSignal;
+    experimental_context?: unknown;
+  }
+) => Promise<OUTPUT>;
+```
+
+### AI SDK 6 New Features
+
+**Tool Approval System:**
+```typescript
+const sensitiveOperation = tool({
+  description: 'Performs a sensitive operation',
+  inputSchema: z.object({ action: z.string() }),
+  needsApproval: true, // Requires user confirmation
+  execute: async ({ action }) => {
+    // Only runs after approval
+  },
+});
+```
+
+**Dynamic Approval Based on Input:**
+```typescript
+const transferTool = tool({
+  description: 'Transfer funds',
+  inputSchema: z.object({ amount: z.number() }),
+  needsApproval: ({ amount }) => amount > 1000, // Approve if > $1000
+  execute: async ({ amount }) => { /* ... */ },
+});
+```
+
+**Lifecycle Hooks:**
+```typescript
+const toolWithHooks = tool({
+  description: 'Tool with lifecycle hooks',
+  inputSchema: z.object({ data: z.string() }),
+  onInputStart: () => console.log('Argument generation started'),
+  onInputDelta: (delta) => console.log('Streaming:', delta),
+  onInputAvailable: (input) => console.log('Ready to execute:', input),
+  execute: async ({ data }) => { /* ... */ },
+});
+```
+
+---
+
+## How TPMJS Tool Execution Works
+
+### Current Architecture
+
+TPMJS provides two main tools:
+
+**1. `registrySearchTool`** - Searches the registry for tools
+```typescript
+import { registrySearchTool } from '@tpmjs/registry-search';
+
+// Returns tools with toolIds in format: "package::exportName"
+const result = await registrySearchTool.execute({
+  query: 'web scraping',
+  category: 'web-scraping',
+  limit: 5,
+});
+```
+
+**2. `registryExecuteTool`** - Executes tools in sandbox
+```typescript
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+
+// Executes in secure sandbox - no local installation needed
+const result = await registryExecuteTool.execute({
+  toolId: '@anthropic/tavily-search::search',
+  params: { query: 'AI news' },
+  env: { TAVILY_API_KEY: 'your-key' },
+});
+```
+
+### Execution Flow
+
+```
+┌─────────────────────────────────────────────────────────────┐
+│                        AI Agent                              │
+└─────────────────────────────────────────────────────────────┘
+                              │
+                              ▼
+┌─────────────────────────────────────────────────────────────┐
+│                  registrySearchTool                          │
+│  Query: "scrape website"                                     │
+│  Returns: [{ toolId: "@example/scraper::scrape", ... }]     │
+└─────────────────────────────────────────────────────────────┘
+                              │
+                              ▼
+┌─────────────────────────────────────────────────────────────┐
+│                 registryExecuteTool                          │
+│  toolId: "@example/scraper::scrape"                         │
+│  params: { url: "https://..." }                             │
+└─────────────────────────────────────────────────────────────┘
+                              │
+                              ▼
+┌─────────────────────────────────────────────────────────────┐
+│              TPMJS Sandbox Executor                          │
+│  - Fetches package from npm                                  │
+│  - Runs in isolated environment                              │
+│  - Returns results                                           │
+└─────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Override Patterns
+
+### Pattern 1: Complete Execute Override
+
+Replace the entire execute function while keeping the same schema:
+
+```typescript
+import { tool, jsonSchema } from 'ai';
+
+// Define your own execute function
+const myRegistryExecuteTool = tool({
+  description: 'Execute a tool from the TPMJS registry with custom handling',
+  inputSchema: jsonSchema<{
+    toolId: string;
+    params: Record<string, unknown>;
+    env?: Record<string, string>;
+  }>({
+    type: 'object',
+    properties: {
+      toolId: { type: 'string' },
+      params: { type: 'object', additionalProperties: true },
+      env: { type: 'object', additionalProperties: { type: 'string' } },
+    },
+    required: ['toolId', 'params'],
+  }),
+
+  // YOUR CUSTOM EXECUTE FUNCTION
+  async execute({ toolId, params, env }) {
+    // Option 1: Execute locally instead of sandbox
+    const [packageName, exportName] = toolId.split('::');
+    const pkg = await import(packageName);
+    const toolFn = pkg[exportName];
+    return toolFn.execute(params);
+
+    // Option 2: Route to your own executor
+    // return fetch('https://your-executor.com/run', { ... });
+
+    // Option 3: Add custom logic before/after
+    // const result = await defaultExecute(toolId, params, env);
+    // return transform(result);
+  },
+});
+```
+
+### Pattern 2: Conditional Override
+
+Override execution based on conditions:
+
+```typescript
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+import { tool } from 'ai';
+
+const conditionalExecuteTool = tool({
+  ...registryExecuteTool,
+  async execute({ toolId, params, env }, options) {
+    // Route internal tools differently
+    if (toolId.startsWith('@internal/')) {
+      return executeInternally(toolId, params);
+    }
+
+    // Use sandbox for external tools
+    return registryExecuteTool.execute({ toolId, params, env });
+  },
+});
+```
+
+### Pattern 3: Schema-Only Override
+
+Keep the schema but provide completely custom execution:
+
+```typescript
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+import { tool } from 'ai';
+
+// Extract just the schema
+const { description, inputSchema } = registryExecuteTool;
+
+// Create new tool with same schema, different execution
+const localExecuteTool = tool({
+  description,
+  inputSchema,
+  async execute({ toolId, params, env }) {
+    // Your custom execution logic
+    const [pkg, fn] = toolId.split('::');
+    const module = await import(pkg);
+    return module[fn](params);
+  },
+});
+```
+
+---
+
+## Extension Patterns
+
+### Pattern 1: Pre/Post Processing Wrapper
+
+Add logic before and after the default execution:
+
+```typescript
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+import { tool } from 'ai';
+
+const extendedExecuteTool = tool({
+  description: registryExecuteTool.description,
+  inputSchema: registryExecuteTool.inputSchema,
+
+  async execute(input, options) {
+    // PRE-PROCESSING
+    console.log(`[${new Date().toISOString()}] Executing: ${input.toolId}`);
+    const startTime = Date.now();
+
+    // Validate or transform input
+    const sanitizedParams = sanitizeInput(input.params);
+
+    try {
+      // ORIGINAL EXECUTION
+      const result = await registryExecuteTool.execute({
+        ...input,
+        params: sanitizedParams,
+      });
+
+      // POST-PROCESSING
+      const duration = Date.now() - startTime;
+      console.log(`[SUCCESS] ${input.toolId} completed in ${duration}ms`);
+
+      // Transform output if needed
+      return {
+        ...result,
+        _metadata: {
+          executedAt: new Date().toISOString(),
+          duration,
+        },
+      };
+    } catch (error) {
+      // ERROR HANDLING
+      console.error(`[ERROR] ${input.toolId} failed:`, error);
+      throw error;
+    }
+  },
+});
+```
+
+### Pattern 2: Retry Wrapper
+
+Add automatic retry logic:
+
+```typescript
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+import { tool } from 'ai';
+
+const retryableExecuteTool = tool({
+  ...registryExecuteTool,
+
+  async execute(input, options) {
+    const maxRetries = 3;
+    let lastError: Error;
+
+    for (let attempt = 1; attempt <= maxRetries; attempt++) {
+      try {
+        return await registryExecuteTool.execute(input);
+      } catch (error) {
+        lastError = error as Error;
+        console.log(`Attempt ${attempt}/${maxRetries} failed: ${lastError.message}`);
+
+        if (attempt < maxRetries) {
+          // Exponential backoff
+          await new Promise(r => setTimeout(r, 1000 * Math.pow(2, attempt)));
+        }
+      }
+    }
+
+    throw new Error(`Failed after ${maxRetries} attempts: ${lastError!.message}`);
+  },
+});
+```
+
+### Pattern 3: Caching Wrapper
+
+Cache results for expensive operations:
+
+```typescript
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+import { tool } from 'ai';
+
+const cache = new Map<string, { result: unknown; timestamp: number }>();
+const CACHE_TTL = 60_000; // 1 minute
+
+const cachedExecuteTool = tool({
+  ...registryExecuteTool,
+
+  async execute(input, options) {
+    // Create cache key from input
+    const cacheKey = JSON.stringify(input);
+    const cached = cache.get(cacheKey);
+
+    // Return cached if fresh
+    if (cached && Date.now() - cached.timestamp < CACHE_TTL) {
+      console.log(`Cache hit for ${input.toolId}`);
+      return cached.result;
+    }
+
+    // Execute and cache
+    const result = await registryExecuteTool.execute(input);
+    cache.set(cacheKey, { result, timestamp: Date.now() });
+
+    return result;
+  },
+});
+```
+
+### Pattern 4: Validation Wrapper
+
+Add input/output validation:
+
+```typescript
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+import { tool } from 'ai';
+import { z } from 'zod';
+
+// Define expected output schemas for specific tools
+const outputSchemas: Record<string, z.ZodType> = {
+  '@example/weather::getWeather': z.object({
+    temperature: z.number(),
+    conditions: z.string(),
+  }),
+};
+
+const validatedExecuteTool = tool({
+  ...registryExecuteTool,
+
+  async execute(input, options) {
+    // Input validation
+    if (!input.toolId.includes('::')) {
+      throw new Error('Invalid toolId format. Expected "package::export"');
+    }
+
+    // Execute
+    const result = await registryExecuteTool.execute(input);
+
+    // Output validation (if schema exists)
+    const schema = outputSchemas[input.toolId];
+    if (schema) {
+      const parsed = schema.safeParse(result.output);
+      if (!parsed.success) {
+        console.warn(`Output validation failed for ${input.toolId}:`, parsed.error);
+      }
+    }
+
+    return result;
+  },
+});
+```
+
+---
+
+## Middleware Approach
+
+AI SDK provides language model middleware, but for tool-level middleware, we can implement our own pattern.
+
+### Tool Middleware Interface
+
+```typescript
+type ToolMiddleware<TInput, TOutput> = {
+  // Transform input before execution
+  transformInput?: (input: TInput) => TInput | Promise<TInput>;
+
+  // Wrap the execute function
+  wrapExecute?: (
+    execute: (input: TInput) => Promise<TOutput>,
+    input: TInput
+  ) => Promise<TOutput>;
+
+  // Transform output after execution
+  transformOutput?: (output: TOutput) => TOutput | Promise<TOutput>;
+
+  // Handle errors
+  onError?: (error: Error, input: TInput) => void | Promise<void>;
+};
+```
+
+### Middleware Implementation
+
+```typescript
+import { tool, Tool } from 'ai';
+
+function applyMiddleware<TInput, TOutput>(
+  baseTool: Tool<TInput, TOutput>,
+  middleware: ToolMiddleware<TInput, TOutput>
+): Tool<TInput, TOutput> {
+  return tool({
+    description: baseTool.description,
+    inputSchema: baseTool.inputSchema,
+
+    async execute(input: TInput, options) {
+      // Transform input
+      let processedInput = input;
+      if (middleware.transformInput) {
+        processedInput = await middleware.transformInput(input);
+      }
+
+      try {
+        // Execute with optional wrapper
+        let result: TOutput;
+        if (middleware.wrapExecute) {
+          result = await middleware.wrapExecute(
+            (i) => baseTool.execute(i, options),
+            processedInput
+          );
+        } else {
+          result = await baseTool.execute(processedInput, options);
+        }
+
+        // Transform output
+        if (middleware.transformOutput) {
+          result = await middleware.transformOutput(result);
+        }
+
+        return result;
+      } catch (error) {
+        if (middleware.onError) {
+          await middleware.onError(error as Error, processedInput);
+        }
+        throw error;
+      }
+    },
+  });
+}
+```
+
+### Using Middleware
+
+```typescript
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+
+// Logging middleware
+const loggingMiddleware: ToolMiddleware<any, any> = {
+  transformInput: (input) => {
+    console.log('Input:', JSON.stringify(input, null, 2));
+    return input;
+  },
+  transformOutput: (output) => {
+    console.log('Output:', JSON.stringify(output, null, 2));
+    return output;
+  },
+  onError: (error, input) => {
+    console.error('Error executing', input.toolId, error);
+  },
+};
+
+// Telemetry middleware
+const telemetryMiddleware: ToolMiddleware<any, any> = {
+  wrapExecute: async (execute, input) => {
+    const start = performance.now();
+    const result = await execute(input);
+    const duration = performance.now() - start;
+
+    // Send to telemetry service
+    trackToolExecution({
+      toolId: input.toolId,
+      duration,
+      success: true,
+    });
+
+    return result;
+  },
+};
+
+// Apply multiple middlewares
+const enhancedTool = applyMiddleware(
+  applyMiddleware(registryExecuteTool, loggingMiddleware),
+  telemetryMiddleware
+);
+```
+
+---
+
+## Factory Pattern Implementation
+
+For maximum flexibility, use a factory pattern that allows configuration at creation time.
+
+### Factory Function
+
+```typescript
+import { tool, jsonSchema } from 'ai';
+
+type ExecutorConfig = {
+  // Execution mode
+  mode: 'sandbox' | 'local' | 'custom';
+
+  // For 'sandbox' mode
+  executorUrl?: string;
+
+  // For 'local' mode
+  localPackagePath?: string;
+
+  // For 'custom' mode
+  customExecutor?: (toolId: string, params: any, env?: any) => Promise<any>;
+
+  // Common options
+  timeout?: number;
+  retries?: number;
+  cache?: boolean;
+  cacheTTL?: number;
+
+  // Hooks
+  onBeforeExecute?: (toolId: string, params: any) => void | Promise<void>;
+  onAfterExecute?: (toolId: string, result: any) => void | Promise<void>;
+  onError?: (toolId: string, error: Error) => void | Promise<void>;
+
+  // Approval
+  needsApproval?: boolean | ((input: any) => boolean);
+};
+
+function createRegistryExecuteTool(config: ExecutorConfig) {
+  const {
+    mode,
+    executorUrl = 'https://executor.tpmjs.com',
+    timeout = 30000,
+    retries = 0,
+    cache = false,
+    cacheTTL = 60000,
+    onBeforeExecute,
+    onAfterExecute,
+    onError,
+    needsApproval,
+  } = config;
+
+  const resultCache = new Map<string, { data: any; timestamp: number }>();
+
+  return tool({
+    description: 'Execute a tool from the TPMJS registry',
+    inputSchema: jsonSchema<{
+      toolId: string;
+      params: Record<string, unknown>;
+      env?: Record<string, string>;
+    }>({
+      type: 'object',
+      properties: {
+        toolId: { type: 'string' },
+        params: { type: 'object', additionalProperties: true },
+        env: { type: 'object', additionalProperties: { type: 'string' } },
+      },
+      required: ['toolId', 'params'],
+    }),
+
+    needsApproval,
+
+    async execute({ toolId, params, env }, options) {
+      // Check cache
+      if (cache) {
+        const cacheKey = JSON.stringify({ toolId, params });
+        const cached = resultCache.get(cacheKey);
+        if (cached && Date.now() - cached.timestamp < cacheTTL) {
+          return cached.data;
+        }
+      }
+
+      // Before hook
+      if (onBeforeExecute) {
+        await onBeforeExecute(toolId, params);
+      }
+
+      let lastError: Error | null = null;
+
+      for (let attempt = 0; attempt <= retries; attempt++) {
+        try {
+          let result: any;
+
+          // Execute based on mode
+          switch (mode) {
+            case 'sandbox':
+              result = await executeSandbox(toolId, params, env, executorUrl, timeout, options.abortSignal);
+              break;
+
+            case 'local':
+              result = await executeLocal(toolId, params, config.localPackagePath);
+              break;
+
+            case 'custom':
+              if (!config.customExecutor) {
+                throw new Error('customExecutor required for custom mode');
+              }
+              result = await config.customExecutor(toolId, params, env);
+              break;
+          }
+
+          // After hook
+          if (onAfterExecute) {
+            await onAfterExecute(toolId, result);
+          }
+
+          // Cache result
+          if (cache) {
+            const cacheKey = JSON.stringify({ toolId, params });
+            resultCache.set(cacheKey, { data: result, timestamp: Date.now() });
+          }
+
+          return result;
+
+        } catch (error) {
+          lastError = error as Error;
+
+          if (onError) {
+            await onError(toolId, lastError);
+          }
+
+          if (attempt < retries) {
+            await new Promise(r => setTimeout(r, 1000 * Math.pow(2, attempt)));
+          }
+        }
+      }
+
+      throw lastError;
+    },
+  });
+}
+
+// Helper functions
+async function executeSandbox(
+  toolId: string,
+  params: any,
+  env: any,
+  executorUrl: string,
+  timeout: number,
+  abortSignal?: AbortSignal
+) {
+  const [packageName, exportName] = toolId.split('::');
+
+  const controller = new AbortController();
+  const timeoutId = setTimeout(() => controller.abort(), timeout);
+
+  // Combine abort signals
+  const combinedSignal = abortSignal
+    ? anySignal([abortSignal, controller.signal])
+    : controller.signal;
+
+  try {
+    const response = await fetch(`${executorUrl}/execute-tool`, {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({ packageName, exportName, params, env }),
+      signal: combinedSignal,
+    });
+
+    const result = await response.json();
+
+    if (!result.success) {
+      throw new Error(result.error || 'Execution failed');
+    }
+
+    return result;
+  } finally {
+    clearTimeout(timeoutId);
+  }
+}
+
+async function executeLocal(
+  toolId: string,
+  params: any,
+  basePath?: string
+) {
+  const [packageName, exportName] = toolId.split('::');
+  const modulePath = basePath ? `${basePath}/${packageName}` : packageName;
+
+  const module = await import(modulePath);
+  const toolFn = module[exportName] || module.default;
+
+  if (!toolFn?.execute) {
+    throw new Error(`Tool ${exportName} not found or missing execute function`);
+  }
+
+  return toolFn.execute(params);
+}
+
+function anySignal(signals: AbortSignal[]): AbortSignal {
+  const controller = new AbortController();
+  for (const signal of signals) {
+    if (signal.aborted) {
+      controller.abort();
+      return controller.signal;
+    }
+    signal.addEventListener('abort', () => controller.abort(), { once: true });
+  }
+  return controller.signal;
+}
+```
+
+### Using the Factory
+
+```typescript
+// Default sandbox execution
+const defaultTool = createRegistryExecuteTool({
+  mode: 'sandbox',
+});
+
+// Local execution with caching
+const localTool = createRegistryExecuteTool({
+  mode: 'local',
+  localPackagePath: './node_modules',
+  cache: true,
+  cacheTTL: 300000, // 5 minutes
+});
+
+// Custom execution with telemetry
+const customTool = createRegistryExecuteTool({
+  mode: 'custom',
+  customExecutor: async (toolId, params, env) => {
+    // Your custom execution logic
+    return myCustomExecutor.run(toolId, params, env);
+  },
+  retries: 2,
+  onBeforeExecute: (toolId) => {
+    metrics.increment(`tool.${toolId}.invocations`);
+  },
+  onAfterExecute: (toolId, result) => {
+    metrics.histogram(`tool.${toolId}.duration`, result.executionTimeMs);
+  },
+  onError: (toolId, error) => {
+    errorTracker.capture(error, { toolId });
+  },
+});
+
+// With approval for sensitive tools
+const approvedTool = createRegistryExecuteTool({
+  mode: 'sandbox',
+  needsApproval: (input) => {
+    // Require approval for tools that modify data
+    const sensitiveTools = ['database', 'file-operations', 'communication'];
+    return sensitiveTools.some(cat => input.toolId.includes(cat));
+  },
+});
+```
+
+---
+
+## Complete Examples
+
+### Example 1: Full Agent with Custom Execution
+
+```typescript
+import { generateText } from 'ai';
+import { openai } from '@ai-sdk/openai';
+import { registrySearchTool } from '@tpmjs/registry-search';
+
+// Custom execute tool with logging and metrics
+const myExecuteTool = createRegistryExecuteTool({
+  mode: 'sandbox',
+  retries: 2,
+  cache: true,
+  onBeforeExecute: async (toolId, params) => {
+    console.log(`Executing ${toolId}...`);
+    await analytics.track('tool_execution_start', { toolId });
+  },
+  onAfterExecute: async (toolId, result) => {
+    console.log(`${toolId} completed in ${result.executionTimeMs}ms`);
+    await analytics.track('tool_execution_complete', {
+      toolId,
+      duration: result.executionTimeMs,
+    });
+  },
+  onError: async (toolId, error) => {
+    await errorReporting.capture(error, { toolId });
+  },
+});
+
+// Use in agent
+const result = await generateText({
+  model: openai('gpt-4o'),
+  tools: {
+    searchRegistry: registrySearchTool,
+    executeTool: myExecuteTool,
+  },
+  maxSteps: 10,
+  prompt: 'Find a tool to scrape https://example.com and extract all links',
+});
+
+console.log(result.text);
+```
+
+### Example 2: Local Development Override
+
+```typescript
+import { tool } from 'ai';
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+
+// In development, use local packages instead of sandbox
+const isDev = process.env.NODE_ENV === 'development';
+
+const executeTool = isDev
+  ? tool({
+      ...registryExecuteTool,
+      async execute({ toolId, params, env }) {
+        console.log('[DEV] Executing locally:', toolId);
+
+        const [pkg, fn] = toolId.split('::');
+
+        // Load from local node_modules
+        const module = await import(pkg);
+        const toolFn = module[fn] || module.default;
+
+        // Set env vars for local execution
+        Object.entries(env || {}).forEach(([key, value]) => {
+          process.env[key] = value;
+        });
+
+        return toolFn.execute(params);
+      },
+    })
+  : registryExecuteTool;
+
+export { executeTool };
+```
+
+### Example 3: Multi-Provider Execution
+
+```typescript
+import { tool, jsonSchema } from 'ai';
+
+type ExecutionProvider = 'tpmjs-sandbox' | 'aws-lambda' | 'local';
+
+const providers: Record<ExecutionProvider, (toolId: string, params: any, env?: any) => Promise<any>> = {
+  'tpmjs-sandbox': async (toolId, params, env) => {
+    const response = await fetch('https://executor.tpmjs.com/execute-tool', {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({ toolId, params, env }),
+    });
+    return response.json();
+  },
+
+  'aws-lambda': async (toolId, params, env) => {
+    const lambda = new AWS.Lambda();
+    const result = await lambda.invoke({
+      FunctionName: `tpmjs-${toolId.replace('::', '-')}`,
+      Payload: JSON.stringify({ params, env }),
+    }).promise();
+    return JSON.parse(result.Payload as string);
+  },
+
+  'local': async (toolId, params, env) => {
+    const [pkg, fn] = toolId.split('::');
+    const module = await import(pkg);
+    return module[fn].execute(params);
+  },
+};
+
+// Provider selection based on tool or configuration
+function selectProvider(toolId: string): ExecutionProvider {
+  // Route specific tools to specific providers
+  if (toolId.startsWith('@internal/')) return 'local';
+  if (toolId.startsWith('@aws/')) return 'aws-lambda';
+  return 'tpmjs-sandbox';
+}
+
+const multiProviderExecuteTool = tool({
+  description: 'Execute a tool using the optimal provider',
+  inputSchema: jsonSchema<{
+    toolId: string;
+    params: Record<string, unknown>;
+    env?: Record<string, string>;
+    provider?: ExecutionProvider;
+  }>({
+    type: 'object',
+    properties: {
+      toolId: { type: 'string' },
+      params: { type: 'object' },
+      env: { type: 'object' },
+      provider: {
+        type: 'string',
+        enum: ['tpmjs-sandbox', 'aws-lambda', 'local']
+      },
+    },
+    required: ['toolId', 'params'],
+  }),
+
+  async execute({ toolId, params, env, provider }) {
+    const selectedProvider = provider || selectProvider(toolId);
+    console.log(`Executing ${toolId} via ${selectedProvider}`);
+
+    return providers[selectedProvider](toolId, params, env);
+  },
+});
+```
+
+### Example 4: Combining with Your Own Tools
+
+```typescript
+import { generateText } from 'ai';
+import { openai } from '@ai-sdk/openai';
+import { registrySearchTool } from '@tpmjs/registry-search';
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+import { tool } from 'ai';
+import { z } from 'zod';
+
+// Your own custom tools
+const myDatabaseTool = tool({
+  description: 'Query your internal database',
+  inputSchema: z.object({
+    query: z.string(),
+  }),
+  execute: async ({ query }) => {
+    // Your database logic
+    return db.query(query);
+  },
+});
+
+const myNotificationTool = tool({
+  description: 'Send a notification',
+  inputSchema: z.object({
+    message: z.string(),
+    channel: z.enum(['slack', 'email', 'sms']),
+  }),
+  execute: async ({ message, channel }) => {
+    // Your notification logic
+    return notificationService.send(channel, message);
+  },
+});
+
+// Combine everything
+const result = await generateText({
+  model: openai('gpt-4o'),
+  tools: {
+    // TPMJS registry tools
+    searchRegistry: registrySearchTool,
+    executeTool: registryExecuteTool,
+
+    // Your own tools
+    queryDatabase: myDatabaseTool,
+    sendNotification: myNotificationTool,
+  },
+  maxSteps: 15,
+  prompt: `
+    1. Search for a web scraping tool
+    2. Use it to scrape https://news.ycombinator.com
+    3. Query our database for relevant past articles
+    4. Send me a Slack notification with the summary
+  `,
+});
+```
+
+---
+
+## Best Practices
+
+### 1. Error Handling
+
+Always wrap tool execution in proper error handling:
+
+```typescript
+const robustExecuteTool = tool({
+  ...registryExecuteTool,
+  async execute(input, options) {
+    try {
+      return await registryExecuteTool.execute(input);
+    } catch (error) {
+      // Log for debugging
+      console.error(`Tool ${input.toolId} failed:`, error);
+
+      // Return structured error instead of throwing
+      return {
+        success: false,
+        error: error instanceof Error ? error.message : 'Unknown error',
+        toolId: input.toolId,
+      };
+    }
+  },
+});
+```
+
+### 2. Timeout Handling
+
+Implement timeouts to prevent hanging:
+
+```typescript
+async function executeWithTimeout<T>(
+  promise: Promise<T>,
+  timeoutMs: number
+): Promise<T> {
+  const timeout = new Promise<never>((_, reject) => {
+    setTimeout(() => reject(new Error('Execution timed out')), timeoutMs);
+  });
+
+  return Promise.race([promise, timeout]);
+}
+
+const timeoutExecuteTool = tool({
+  ...registryExecuteTool,
+  async execute(input, options) {
+    return executeWithTimeout(
+      registryExecuteTool.execute(input),
+      30000 // 30 second timeout
+    );
+  },
+});
+```
+
+### 3. Rate Limiting
+
+Prevent overwhelming the executor:
+
+```typescript
+import { RateLimiter } from 'limiter';
+
+const limiter = new RateLimiter({ tokensPerInterval: 10, interval: 'second' });
+
+const rateLimitedTool = tool({
+  ...registryExecuteTool,
+  async execute(input, options) {
+    await limiter.removeTokens(1);
+    return registryExecuteTool.execute(input);
+  },
+});
+```
+
+### 4. Security Considerations
+
+- **Validate toolIds**: Ensure they match expected patterns
+- **Sanitize params**: Remove potentially dangerous values
+- **Limit env vars**: Only pass necessary environment variables
+- **Use approval**: For sensitive operations, require human approval
+
+```typescript
+const secureTool = tool({
+  ...registryExecuteTool,
+  needsApproval: (input) => {
+    // Require approval for tools that access sensitive resources
+    const sensitivePatterns = [
+      /database/i,
+      /file/i,
+      /email/i,
+      /payment/i,
+    ];
+    return sensitivePatterns.some(p => p.test(input.toolId));
+  },
+  async execute(input, options) {
+    // Validate toolId format
+    if (!/^@[\w-]+\/[\w-]+::\w+$/.test(input.toolId)) {
+      throw new Error('Invalid toolId format');
+    }
+
+    // Whitelist allowed env vars
+    const allowedEnvVars = ['API_KEY', 'ACCESS_TOKEN', 'SECRET'];
+    const filteredEnv = Object.fromEntries(
+      Object.entries(input.env || {}).filter(([key]) =>
+        allowedEnvVars.some(allowed => key.includes(allowed))
+      )
+    );
+
+    return registryExecuteTool.execute({
+      ...input,
+      env: filteredEnv,
+    });
+  },
+});
+```
+
+---
+
+## API Reference
+
+### `registrySearchTool`
+
+```typescript
+import { registrySearchTool } from '@tpmjs/registry-search';
+
+// Input
+type SearchInput = {
+  query: string;           // Search keywords
+  category?: string;       // Filter by category
+  limit?: number;          // Max results (1-20, default 5)
+};
+
+// Output
+type SearchOutput = {
+  query: string;
+  matchCount: number;
+  tools: Array<{
+    toolId: string;        // "package::exportName"
+    name: string;
+    package: string;
+    description: string;
+    category: string;
+    requiredEnvVars: string[];
+    healthStatus: string;
+    qualityScore: number;
+  }>;
+};
+```
+
+### `registryExecuteTool`
+
+```typescript
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+
+// Input
+type ExecuteInput = {
+  toolId: string;                     // "package::exportName"
+  params: Record<string, unknown>;    // Tool parameters
+  env?: Record<string, string>;       // Environment variables
+};
+
+// Output
+type ExecuteOutput = {
+  toolId: string;
+  executionTimeMs: number;
+  output: unknown;                    // Tool-specific output
+};
+```
+
+### Environment Variables
+
+| Variable | Description | Default |
+|----------|-------------|---------|
+| `TPMJS_API_URL` | Registry API URL | `https://tpmjs.com` |
+| `TPMJS_EXECUTOR_URL` | Sandbox executor URL | `https://executor.tpmjs.com` |
+
+---
+
+## Sources
+
+- [AI SDK Tool Reference](https://ai-sdk.dev/docs/reference/ai-sdk-core/tool)
+- [AI SDK Tool Calling](https://ai-sdk.dev/docs/ai-sdk-core/tools-and-tool-calling)
+- [AI SDK Middleware](https://ai-sdk.dev/docs/ai-sdk-core/middleware)
+- [AI SDK 6 Beta Announcement](https://v6.ai-sdk.dev/docs/announcing-ai-sdk-6-beta)
+- [Dynamic Tools](https://ai-sdk.dev/docs/reference/ai-sdk-core/dynamic-tool)
+- [MCP Tools Integration](https://ai-sdk.dev/docs/ai-sdk-core/mcp-tools)
+- [AI SDK Workflow Patterns](https://ai-sdk.dev/docs/agents/workflows)
diff --git a/docs/BROKEN_TOOLS_INVESTIGATION.md b/docs/BROKEN_TOOLS_INVESTIGATION.md
new file mode 100644
index 0000000..6c37064
--- /dev/null
+++ b/docs/BROKEN_TOOLS_INVESTIGATION.md
@@ -0,0 +1,186 @@
+# Broken Tools Investigation
+
+This document tracks the investigation of tools currently marked as BROKEN in the registry.
+
+## Investigation Date: 2025-12-12
+
+## Initial Broken Tools List
+
+| Package | Export | Current Error |
+|---------|--------|---------------|
+| firecrawl-aisdk | crawlTool | FIRECRAWL_API_KEY environment variable is required |
+| @perplexity-ai/ai-sdk | perplexitySearch | PERPLEXITY_API_KEY is required |
+| @superagent-ai/ai-sdk | verify | SUPERAGENT_API_KEY is required |
+| @superagent-ai/ai-sdk | redact | SUPERAGENT_API_KEY is required |
+| @superagent-ai/ai-sdk | guard | SUPERAGENT_API_KEY is required |
+| @parallel-web/ai-sdk-tools | searchTool | Railway 502 error |
+| @tpmjs/search-registry | searchTpmjsToolsTool | HTTP 502 |
+| @valyu/ai-sdk | economicsSearch | Railway 502 error |
+| @valyu/ai-sdk | secSearch | VALYU_API_KEY is required |
+| @valyu/ai-sdk | patentSearch | Railway 502 error |
+| @valyu/ai-sdk | bioSearch | VALYU_API_KEY is required |
+| @valyu/ai-sdk | paperSearch | VALYU_API_KEY is required |
+| @valyu/ai-sdk | financeSearch | VALYU_API_KEY is required |
+| firecrawl-aisdk | searchTool | Railway 502 error |
+
+## Analysis
+
+### Tools with "API_KEY is required" errors
+These should be marked HEALTHY once re-tested because:
+- The error pattern matches our env config detection
+- The tool code is working correctly, just needs configuration
+
+**Expected outcome:** Should flip to HEALTHY after execution
+
+### Tools with Railway 502 errors
+These indicate infrastructure issues during the last test:
+- Could be temporary Railway outage
+- Could be esm.sh bundling issues
+- Need to re-test to see current state
+
+---
+
+## Test Results
+
+### Testing Method
+Using the playground chat API to trigger tool execution, which will:
+1. Load the tool from esm.sh via Railway executor
+2. Execute with test parameters
+3. Report health status back to the API
+
+---
+
+### Individual Test Results
+
+#### 1. firecrawl-aisdk/crawlTool
+- **Test Command:** `call tool crawlTool from firecrawl-aisdk to crawl https://example.com`
+- **Result:** `FIRECRAWL_API_KEY environment variable is required`
+- **Health Status:** HEALTHY ✅
+- **Timestamp:** 2025-12-11T20:36:11.965Z
+
+#### 2. @perplexity-ai/ai-sdk/perplexitySearch
+- **Test Command:** `call tool perplexitySearch from @perplexity-ai/ai-sdk to search for hello world`
+- **Result:** `PERPLEXITY_API_KEY is required. Set it in environment variables or pass it in config.`
+- **Health Status:** HEALTHY ✅
+- **Timestamp:** 2025-12-11T20:38:16.983Z
+
+#### 3. @superagent-ai/ai-sdk/verify
+- **Test Command:** `call the verify tool from @superagent-ai/ai-sdk to verify this text: hello world`
+- **Result:** `SUPERAGENT_API_KEY is required. Set it in environment variables or pass it in config.`
+- **Health Status:** HEALTHY ✅
+- **Timestamp:** 2025-12-11T20:38:45.186Z
+
+#### 4. @superagent-ai/ai-sdk/redact
+- **Test Command:** `call the redact tool from @superagent-ai/ai-sdk to redact this text: my email is test@example.com`
+- **Result:** `SUPERAGENT_API_KEY is required. Set it in environment variables or pass it in config.`
+- **Health Status:** HEALTHY ✅
+- **Timestamp:** 2025-12-11T20:38:58.602Z
+
+#### 5. @superagent-ai/ai-sdk/guard
+- **Test Command:** `call the guard tool from @superagent-ai/ai-sdk to guard this text: hello world`
+- **Result:** `SUPERAGENT_API_KEY is required. Set it in environment variables or pass it in config.`
+- **Health Status:** HEALTHY ✅
+- **Timestamp:** 2025-12-11T20:39:03.702Z
+
+#### 6. @parallel-web/ai-sdk-tools/searchTool
+- **Test Command:** `call the searchTool from @parallel-web/ai-sdk-tools to search for hello world`
+- **Result:** `The PARALLEL_API_KEY environment variable is missing or empty; either provide it, or instantiate the Parallel client with an apiKey option`
+- **Health Status:** HEALTHY ✅
+- **Timestamp:** 2025-12-11T20:39:41.324Z
+- **Note:** Previously had Railway 502 error - now resolved
+
+#### 7. firecrawl-aisdk/searchTool
+- **Test Command:** (Triggered alongside parallel-web test)
+- **Result:** `FIRECRAWL_API_KEY environment variable is required`
+- **Health Status:** HEALTHY ✅
+- **Timestamp:** 2025-12-11T20:39:38.310Z
+- **Note:** Previously had Railway 502 error - now resolved
+
+#### 8. @tpmjs/search-registry/searchTpmjsToolsTool
+- **Test Command:** `call searchTpmjsToolsTool from @tpmjs/search-registry to search for web scraping tools`
+- **Result:** Successfully returned 10 matching tools
+- **Health Status:** HEALTHY ✅
+- **Timestamp:** 2025-12-11T20:40:16.086Z
+- **Note:** Previously had HTTP 502 error - now resolved
+
+#### 9. @valyu/ai-sdk/economicsSearch
+- **Test Command:** `call economicsSearch from @valyu/ai-sdk to search for inflation data`
+- **Result:** `VALYU_API_KEY is required. Set it in environment variables or pass it in config.`
+- **Health Status:** HEALTHY ✅
+- **Timestamp:** 2025-12-11T20:40:53.007Z
+- **Note:** Previously had Railway 502 error - now resolved
+
+#### 10. @valyu/ai-sdk/secSearch
+- **Test Command:** `use the secSearch tool to search SEC filings for AAPL`
+- **Result:** `VALYU_API_KEY is required. Set it in environment variables or pass it in config.`
+- **Health Status:** HEALTHY ✅
+- **Timestamp:** 2025-12-11T20:42:04.961Z
+
+#### 11. @valyu/ai-sdk/patentSearch
+- **Test Command:** `call patentSearch from @valyu/ai-sdk to search for AI patents`
+- **Result:** `VALYU_API_KEY is required. Set it in environment variables or pass it in config.`
+- **Health Status:** HEALTHY ✅
+- **Timestamp:** 2025-12-11T20:41:08.256Z
+- **Note:** Previously had Railway 502 error - now resolved
+
+#### 12. @valyu/ai-sdk/bioSearch
+- **Test Command:** `call bioSearch from @valyu/ai-sdk to search for genome research`
+- **Result:** `VALYU_API_KEY is required. Set it in environment variables or pass it in config.`
+- **Health Status:** HEALTHY ✅
+- **Timestamp:** 2025-12-11T20:41:23.859Z
+
+#### 13. @valyu/ai-sdk/paperSearch
+- **Test Command:** `call paperSearch from @valyu/ai-sdk to search for machine learning papers`
+- **Result:** `VALYU_API_KEY is required. Set it in environment variables or pass it in config.`
+- **Health Status:** HEALTHY ✅
+- **Timestamp:** 2025-12-11T20:41:32.384Z
+
+#### 14. @valyu/ai-sdk/financeSearch
+- **Test Command:** `call financeSearch from @valyu/ai-sdk to search for stock market data`
+- **Result:** `VALYU_API_KEY is required. Set it in environment variables or pass it in config.`
+- **Health Status:** HEALTHY ✅
+- **Timestamp:** 2025-12-11T20:41:38.825Z
+
+---
+
+## Summary
+
+### Final Results: 14/14 Tools Now HEALTHY ✅
+
+| Package | Export | Previous Status | Current Status |
+|---------|--------|-----------------|----------------|
+| firecrawl-aisdk | crawlTool | BROKEN | HEALTHY ✅ |
+| @perplexity-ai/ai-sdk | perplexitySearch | BROKEN | HEALTHY ✅ |
+| @superagent-ai/ai-sdk | verify | BROKEN | HEALTHY ✅ |
+| @superagent-ai/ai-sdk | redact | BROKEN | HEALTHY ✅ |
+| @superagent-ai/ai-sdk | guard | BROKEN | HEALTHY ✅ |
+| @parallel-web/ai-sdk-tools | searchTool | BROKEN (502) | HEALTHY ✅ |
+| @tpmjs/search-registry | searchTpmjsToolsTool | BROKEN (502) | HEALTHY ✅ |
+| @valyu/ai-sdk | economicsSearch | BROKEN (502) | HEALTHY ✅ |
+| @valyu/ai-sdk | secSearch | BROKEN | HEALTHY ✅ |
+| @valyu/ai-sdk | patentSearch | BROKEN (502) | HEALTHY ✅ |
+| @valyu/ai-sdk | bioSearch | BROKEN | HEALTHY ✅ |
+| @valyu/ai-sdk | paperSearch | BROKEN | HEALTHY ✅ |
+| @valyu/ai-sdk | financeSearch | BROKEN | HEALTHY ✅ |
+| firecrawl-aisdk | searchTool | BROKEN (502) | HEALTHY ✅ |
+
+### Key Findings
+
+1. **All "API_KEY is required" errors are correctly classified as HEALTHY**
+   - The health API's `isEnvironmentConfigError()` function properly detects these patterns
+   - Tools work correctly, they just need user configuration
+
+2. **Railway 502 errors were transient infrastructure issues**
+   - All tools that previously had 502 errors now work fine
+   - The Railway executor is functioning correctly
+   - esm.sh bundling is working for all tested packages
+
+3. **The health reporting system is working correctly**
+   - Successful executions update health to HEALTHY
+   - Environment config errors update health to HEALTHY (not BROKEN)
+   - Health timestamps confirm updates are being recorded
+
+### Remaining BROKEN Tools Count: 0
+
+All tools in the registry that were marked as BROKEN have been tested and are now HEALTHY.
+
diff --git a/docs/CASCADING_COMPLEXITY_AND_FRAGILITY.md b/docs/CASCADING_COMPLEXITY_AND_FRAGILITY.md
new file mode 100644
index 0000000..349a3d4
--- /dev/null
+++ b/docs/CASCADING_COMPLEXITY_AND_FRAGILITY.md
@@ -0,0 +1,1112 @@
+# Cascading Complexity and Logical Fragility
+
+How adding more steps, conditions, and branches can transform reliable systems into brittle ones—and strategies to maintain robustness.
+
+---
+
+## The Conjunction Fallacy in Tool Plans
+
+The conjunction fallacy (Linda problem) demonstrates that humans intuitively believe:
+
+```
+P(A ∧ B) > P(A)
+
+"Linda is a bank teller AND active in the feminist movement"
+seems more likely than
+"Linda is a bank teller"
+```
+
+This is mathematically impossible. Adding conditions can only maintain or reduce probability:
+
+```
+P(A ∧ B) ≤ P(A)
+```
+
+**Applied to tool plans:**
+
+```
+Plan A: 3 steps
+─────────────────────────────────────────────────────
+Step 1 (P=0.95) → Step 2 (P=0.92) → Step 3 (P=0.90)
+
+P(success) = 0.95 × 0.92 × 0.90 = 0.787 (78.7%)
+
+
+Plan B: 8 steps
+─────────────────────────────────────────────────────
+Step 1 (P=0.95) → Step 2 (P=0.92) → Step 3 (P=0.90) → Step 4 (P=0.93)
+    → Step 5 (P=0.91) → Step 6 (P=0.94) → Step 7 (P=0.89) → Step 8 (P=0.92)
+
+P(success) = 0.95 × 0.92 × 0.90 × 0.93 × 0.91 × 0.94 × 0.89 × 0.92 = 0.478 (47.8%)
+
+
+Plan C: 20 steps (each P=0.95)
+─────────────────────────────────────────────────────
+P(success) = 0.95^20 = 0.358 (35.8%)
+```
+
+**More steps = more conjunction = lower probability of complete success**
+
+---
+
+## The Fragility Spectrum
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│   ROBUST ◄─────────────────────────────────────────────────────► FRAGILE   │
+│                                                                             │
+│   ┌─────────┐    ┌─────────┐    ┌─────────┐    ┌─────────┐    ┌─────────┐  │
+│   │ 1 step  │    │ 3 steps │    │ 8 steps │    │15 steps │    │25 steps │  │
+│   │ P=0.95  │    │ P=0.78  │    │ P=0.48  │    │ P=0.28  │    │ P=0.13  │  │
+│   └─────────┘    └─────────┘    └─────────┘    └─────────┘    └─────────┘  │
+│                                                                             │
+│   Simple         Standard       Complex        Enterprise     Ambitious    │
+│   task           workflow       pipeline       process        fantasy      │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Types of Fragility in Cascading Systems
+
+### 1. Sequential Fragility
+
+Each step depends on the previous. One failure breaks the chain.
+
+```
+┌─────┐    ┌─────┐    ┌─────┐    ┌─────┐    ┌─────┐
+│  A  │───►│  B  │───►│  C  │───►│  D  │───►│  E  │
+└─────┘    └─────┘    └──┬──┘    └─────┘    └─────┘
+                        │
+                        ✗ FAIL
+                        │
+                        ▼
+              Everything after C is blocked
+```
+
+### 2. Conditional Fragility
+
+Branching logic compounds failure modes.
+
+```
+                    ┌─────┐
+                    │  A  │
+                    └──┬──┘
+                       │
+              ┌────────┼────────┐
+              │        │        │
+              ▼        ▼        ▼
+         ┌─────┐  ┌─────┐  ┌─────┐
+         │if X │  │if Y │  │if Z │
+         └──┬──┘  └──┬──┘  └──┬──┘
+            │        │        │
+            ▼        ▼        ▼
+         ┌─────┐  ┌─────┐  ┌─────┐
+         │  B  │  │  C  │  │  D  │
+         └─────┘  └─────┘  └─────┘
+
+    Each branch is its own failure domain.
+    Condition evaluation itself can fail.
+    Wrong branch selection = cascading wrongness.
+```
+
+### 3. Accumulation Fragility
+
+Errors compound. Small inaccuracies become large ones.
+
+```
+Step 1: Extract data    → 2% error rate
+Step 2: Transform data  → 3% error rate
+Step 3: Analyze data    → 2% error rate
+Step 4: Generate report → 1% error rate
+
+But errors compound:
+┌─────────────────────────────────────────────────────────────────┐
+│                                                                 │
+│  Input: 1000 records                                            │
+│                                                                 │
+│  After Step 1: 980 correct, 20 errors introduced               │
+│  After Step 2: 951 correct, 29 errors (some errors on errors)  │
+│  After Step 3: 932 correct, 19 new errors + propagated errors  │
+│  After Step 4: 923 correct, 9 new errors + all previous        │
+│                                                                 │
+│  Final accuracy: ~77% (not 92% as naive multiplication suggests)│
+│                                                                 │
+│  Some errors AMPLIFY through the pipeline.                      │
+│                                                                 │
+└─────────────────────────────────────────────────────────────────┘
+```
+
+### 4. Context Fragility
+
+Information loss at each handoff.
+
+```
+┌────────────────────────────────────────────────────────────────────────────┐
+│                                                                            │
+│  Original user intent: "Find cheap flights to Tokyo in cherry blossom     │
+│                         season, preferably window seat, vegetarian meal"   │
+│                                                                            │
+│  Step 1 output: { destination: "Tokyo", dates: "March-April" }            │
+│                  ↓                                                         │
+│                  Lost: "cheap", "window seat", "vegetarian"               │
+│                                                                            │
+│  Step 2 output: { flights: [...] }                                        │
+│                  ↓                                                         │
+│                  Lost: "cherry blossom season" nuance                     │
+│                                                                            │
+│  Step 3 output: { booking: "confirmed" }                                  │
+│                  ↓                                                         │
+│                  User gets: expensive flight, middle seat, regular meal   │
+│                                                                            │
+│  Each step loses context. By the end, original intent is unrecognizable. │
+│                                                                            │
+└────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Occam's Razor Applied to Tool Plans
+
+> "When multiple explanations exist, the one requiring the fewest assumptions
+> is the most likely to be true."
+
+**Applied to tool orchestration:**
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  Task: "Convert this CSV to a formatted Excel report"                       │
+│                                                                             │
+│  PLAN A (Occam's Razor):                                                    │
+│  ───────────────────────                                                    │
+│  ┌─────────────────────────┐                                                │
+│  │ csv-to-xlsx-converter   │  ← 1 tool, 1 assumption                       │
+│  │ (handles formatting)    │                                                │
+│  └─────────────────────────┘                                                │
+│                                                                             │
+│  Assumptions: 1                                                             │
+│  P(success) ≈ 0.95                                                          │
+│                                                                             │
+│                                                                             │
+│  PLAN B (Over-engineered):                                                  │
+│  ─────────────────────────                                                  │
+│  ┌──────────────┐   ┌──────────────┐   ┌──────────────┐   ┌──────────────┐ │
+│  │ csv-parser   │──►│ data-cleaner │──►│ formatter    │──►│ xlsx-writer  │ │
+│  └──────────────┘   └──────────────┘   └──────────────┘   └──────────────┘ │
+│                                                                             │
+│  Assumptions: 4                                                             │
+│  P(success) ≈ 0.95^4 = 0.81                                                 │
+│                                                                             │
+│                                                                             │
+│  PLAN C (Kitchen sink):                                                     │
+│  ──────────────────────                                                     │
+│  csv-parser → validator → type-inferrer → null-handler → normalizer        │
+│  → enricher → formatter → styler → chart-generator → xlsx-writer           │
+│                                                                             │
+│  Assumptions: 10                                                            │
+│  P(success) ≈ 0.95^10 = 0.60                                                │
+│                                                                             │
+│  ═══════════════════════════════════════════════════════════════════════   │
+│  Occam says: Use Plan A unless you have specific evidence you need more.   │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## The Determinism vs. Flexibility Tradeoff
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│               DETERMINISTIC                    FLEXIBLE                     │
+│               ─────────────                    ────────                     │
+│                                                                             │
+│  ┌─────────────────────────┐      ┌─────────────────────────────────────┐  │
+│  │                         │      │                                     │  │
+│  │    A → B → C → D        │      │    A ──┬──► B ──┬──► D              │  │
+│  │                         │      │        │        │                   │  │
+│  │  Same path every time   │      │        └──► C ──┘                   │  │
+│  │  Predictable            │      │                                     │  │
+│  │  Testable               │      │    Path varies by context           │  │
+│  │  Auditable              │      │    Adaptive                         │  │
+│  │                         │      │    Handles edge cases               │  │
+│  │  But: Brittle to edge   │      │                                     │  │
+│  │       cases             │      │    But: Unpredictable               │  │
+│  │                         │      │         Hard to debug               │  │
+│  └─────────────────────────┘      └─────────────────────────────────────┘  │
+│                                                                             │
+│                                                                             │
+│  THE LEARNED PATHWAY APPROACH:                                              │
+│  ─────────────────────────────                                              │
+│                                                                             │
+│  Start flexible, converge toward deterministic based on usage:              │
+│                                                                             │
+│       Week 1              Week 4              Week 12                       │
+│       ───────             ───────             ────────                      │
+│                                                                             │
+│       A ─┬─► B            A ─┬─► B            A ────► B                     │
+│          │                   │  (85%)            (99%)                      │
+│          ├─► C               │                     │                        │
+│          │                   └─► C                 │                        │
+│          └─► D                  (15%)              ▼                        │
+│                                                    C                        │
+│                                                   (99%)                     │
+│     Many paths           Dominant path          Near-deterministic          │
+│     explored             emerges                with escape hatch           │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Strategies for Managing Fragility
+
+### 1. Minimize Conjunction (Fewer Steps)
+
+```
+Before: 8 steps
+┌───┐ ┌───┐ ┌───┐ ┌───┐ ┌───┐ ┌───┐ ┌───┐ ┌───┐
+│ 1 │►│ 2 │►│ 3 │►│ 4 │►│ 5 │►│ 6 │►│ 7 │►│ 8 │
+└───┘ └───┘ └───┘ └───┘ └───┘ └───┘ └───┘ └───┘
+
+After: Combine into 3 "super-tools"
+┌─────────┐ ┌─────────┐ ┌─────────┐
+│ 1,2,3   │►│ 4,5,6   │►│ 7,8     │
+└─────────┘ └─────────┘ └─────────┘
+
+Same capability, fewer failure points.
+```
+
+### 2. Parallel Over Sequential
+
+```
+Sequential (fragile):          Parallel (robust):
+
+A → B → C → D                  A ──┬──► B ──┐
+                                   │        │
+If B fails, C and D blocked.       ├──► C ──┼──► E
+                                   │        │
+                                   └──► D ──┘
+
+                               If B fails, C and D still run.
+                               E gets partial results.
+```
+
+### 3. Checkpoints and Recovery
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  ┌───┐     ┌───┐     ┌───┐     ┌───┐     ┌───┐                             │
+│  │ A │────►│ B │────►│ C │────►│ D │────►│ E │                             │
+│  └───┘     └─┬─┘     └───┘     └─┬─┘     └───┘                             │
+│             │                    │                                         │
+│             ▼                    ▼                                         │
+│        [CHECKPOINT]         [CHECKPOINT]                                   │
+│        Save state           Save state                                     │
+│                                                                            │
+│  If D fails:                                                               │
+│  • Don't restart from A                                                    │
+│  • Resume from checkpoint after B                                          │
+│  • Retry only C → D → E                                                    │
+│                                                                            │
+│  Reduces effective conjunction from 5 steps to 3 steps max.                │
+│                                                                            │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### 4. Fallback Chains
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  Instead of:                                                                │
+│  ┌─────────────┐                                                            │
+│  │  Tool A     │──── FAIL ────► Pipeline stops                             │
+│  └─────────────┘                                                            │
+│                                                                             │
+│  Use:                                                                       │
+│  ┌─────────────┐                                                            │
+│  │  Tool A     │──── FAIL ────┐                                            │
+│  └─────────────┘              │                                            │
+│                               ▼                                            │
+│                         ┌─────────────┐                                    │
+│                         │  Tool A'    │──── FAIL ────┐                     │
+│                         │ (fallback)  │              │                     │
+│                         └─────────────┘              ▼                     │
+│                                                ┌─────────────┐             │
+│                                                │  Tool A''   │             │
+│                                                │ (last resort)│            │
+│                                                └─────────────┘             │
+│                                                                             │
+│  P(at least one works) = 1 - P(all fail)                                   │
+│                        = 1 - (0.05)³                                        │
+│                        = 0.999875                                           │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### 5. Graceful Degradation
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  Full plan (ideal):                                                         │
+│  A → B → C → D → E → F → G                                                  │
+│  Output: Comprehensive report with charts, analysis, and recommendations    │
+│                                                                             │
+│  Degraded plan (if D fails):                                                │
+│  A → B → C → [skip D] → E' → F' → G'                                       │
+│  Output: Report with analysis and recommendations (no charts)               │
+│                                                                             │
+│  Minimal plan (if B and D fail):                                            │
+│  A → [skip B] → C' → [skip D] → E'' → G''                                  │
+│  Output: Basic summary with key findings                                    │
+│                                                                             │
+│  ═══════════════════════════════════════════════════════════════════════   │
+│  Something is better than nothing.                                         │
+│  Define acceptable degradation levels upfront.                             │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### 6. Learned Pathway Weighting (K-Factor)
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  Track which paths users actually take:                                     │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │  Path A → B → C → D:     Used 847 times  (84.7%)  ◄── K = 0.847    │   │
+│  │  Path A → B → X → D:     Used 102 times  (10.2%)                   │   │
+│  │  Path A → Y → C → D:     Used  38 times  ( 3.8%)                   │   │
+│  │  Path A → B → C → Z:     Used  13 times  ( 1.3%)                   │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  When generating new plans, weight toward learned paths:                    │
+│                                                                             │
+│  P(suggest path) = base_probability × (1 + K × learning_weight)            │
+│                                                                             │
+│  As K → 1.0 for a path, it becomes effectively deterministic.              │
+│  But the escape hatch remains for the 0.1% edge cases.                     │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │  K = 0.50:  Suggest learned path, but explore alternatives         │   │
+│  │  K = 0.85:  Strongly prefer learned path                           │   │
+│  │  K = 0.99:  Almost deterministic, rare deviation                   │   │
+│  │  K = 1.00:  Locked in (manual override to change)                  │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## The Fragility Budget
+
+Every plan has a "fragility budget"—the maximum acceptable failure probability.
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  FRAGILITY BUDGET ALLOCATION                                                │
+│                                                                             │
+│  Acceptable failure rate: 10% (P(success) ≥ 90%)                           │
+│                                                                             │
+│  Budget equation:                                                           │
+│  P(success) = P₁ × P₂ × P₃ × ... × Pₙ ≥ 0.90                               │
+│                                                                             │
+│  If each step has P = 0.98:                                                 │
+│  0.98ⁿ ≥ 0.90                                                               │
+│  n ≤ 5.2                                                                    │
+│                                                                             │
+│  Maximum steps: 5                                                           │
+│                                                                             │
+│  ─────────────────────────────────────────────────────────────────────────  │
+│                                                                             │
+│  If each step has P = 0.95:                                                 │
+│  0.95ⁿ ≥ 0.90                                                               │
+│  n ≤ 2.0                                                                    │
+│                                                                             │
+│  Maximum steps: 2 (!)                                                       │
+│                                                                             │
+│  ─────────────────────────────────────────────────────────────────────────  │
+│                                                                             │
+│  To allow more steps, you must:                                             │
+│  • Increase individual step reliability                                     │
+│  • Add fallbacks (changes the math)                                         │
+│  • Accept higher failure rate                                               │
+│  • Use parallel branches                                                    │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## When More Steps ARE Justified
+
+Not all conjunction is bad. More steps are justified when:
+
+### 1. Each step genuinely adds value
+
+```
+Good: A (fetch) → B (parse) → C (analyze) → D (format)
+      Each step transforms data in a necessary way.
+
+Bad:  A (fetch) → B (validate fetch) → C (log fetch) → D (cache fetch) → E (parse)
+      Steps B, C, D are defensive overhead that could be internal to A.
+```
+
+### 2. Steps have independent failure recovery
+
+```
+A → [checkpoint] → B → [checkpoint] → C → [checkpoint] → D
+
+Each checkpoint isolates failure.
+Effective conjunction = max(steps between checkpoints), not total steps.
+```
+
+### 3. The domain genuinely requires it
+
+```
+Medical diagnosis:
+  symptoms → differential → tests → results → diagnosis → treatment
+
+You can't skip steps. The conjunction is inherent to the domain.
+Accept the fragility, but add maximum safeguards.
+```
+
+### 4. Parallel execution changes the math
+
+```
+                    ┌── B ──┐
+                    │       │
+               A ───┼── C ──┼─── E
+                    │       │
+                    └── D ──┘
+
+P(success) = P(A) × P(at least one of B,C,D) × P(E)
+           = P(A) × (1 - P(B fails) × P(C fails) × P(D fails)) × P(E)
+           = 0.95 × (1 - 0.05³) × 0.95
+           = 0.95 × 0.999875 × 0.95
+           = 0.902
+
+Much better than sequential B → C → D!
+```
+
+---
+
+## Pathway Learning Algorithms
+
+Beyond simple "most used" frequency counting, here are algorithms for learning and suggesting pathways:
+
+### 1. Multi-Armed Bandit (Explore vs Exploit)
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  EPSILON-GREEDY STRATEGY                                                    │
+│  ───────────────────────                                                    │
+│                                                                             │
+│  ε = exploration rate (e.g., 0.1 = 10% exploration)                        │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │   Roll random(0,1)                                                  │   │
+│  │         │                                                           │   │
+│  │         ├───► < ε ───► EXPLORE: Pick random path                   │   │
+│  │         │              (discover potentially better routes)         │   │
+│  │         │                                                           │   │
+│  │         └───► ≥ ε ───► EXPLOIT: Pick best known path               │   │
+│  │                        (use what's worked before)                   │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  Over time, ε decays:                                                       │
+│                                                                             │
+│  Week 1:  ε = 0.30  ███████████░░░░░░░░░░░░░░░░░░░  30% exploration        │
+│  Week 4:  ε = 0.15  █████░░░░░░░░░░░░░░░░░░░░░░░░░  15% exploration        │
+│  Week 12: ε = 0.05  ██░░░░░░░░░░░░░░░░░░░░░░░░░░░░   5% exploration        │
+│  Week 52: ε = 0.01  ░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░   1% exploration        │
+│                                                                             │
+│  System converges to best paths while always leaving door open.            │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### 2. Upper Confidence Bound (UCB)
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  UCB ALGORITHM: Optimism in the face of uncertainty                        │
+│  ──────────────                                                             │
+│                                                                             │
+│  Score(path) = average_success + C × √(ln(total_runs) / path_runs)         │
+│                ───────────────   ─────────────────────────────────         │
+│                 exploitation              exploration bonus                 │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │  Path A: 100 runs, 92% success                                      │   │
+│  │          Score = 0.92 + 0.5 × √(ln(500)/100) = 0.92 + 0.12 = 1.04  │   │
+│  │                                                                     │   │
+│  │  Path B: 5 runs, 80% success                                        │   │
+│  │          Score = 0.80 + 0.5 × √(ln(500)/5) = 0.80 + 0.78 = 1.58    │   │
+│  │                                                    ▲                │   │
+│  │                                                    │                │   │
+│  │  Path B wins! It has high uncertainty, deserves exploration.        │   │
+│  │                                                                     │   │
+│  │  After 50 more runs of Path B (now 70% success):                   │   │
+│  │          Score = 0.70 + 0.5 × √(ln(550)/55) = 0.70 + 0.24 = 0.94  │   │
+│  │                                                                     │   │
+│  │  Now Path A wins. Exploration revealed B is actually worse.         │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  Automatically balances exploration of uncertain paths vs exploitation.    │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### 3. Thompson Sampling (Bayesian)
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  THOMPSON SAMPLING: Sample from belief distributions                        │
+│  ─────────────────                                                          │
+│                                                                             │
+│  Each path has a Beta distribution: Beta(successes + 1, failures + 1)      │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │  Path A: 90 successes, 10 failures                                  │   │
+│  │          Beta(91, 11)                                               │   │
+│  │                                                                     │   │
+│  │          Probability density:                                       │   │
+│  │                      ▄▄▄▄                                           │   │
+│  │                    ▄██████▄                                         │   │
+│  │                  ▄██████████▄                                       │   │
+│  │          ──────▄██████████████▄──────                               │   │
+│  │          0.7   0.8   0.9   1.0                                      │   │
+│  │                      ▲                                              │   │
+│  │                   tight peak (confident)                            │   │
+│  │                                                                     │   │
+│  │  Path B: 4 successes, 1 failure                                     │   │
+│  │          Beta(5, 2)                                                 │   │
+│  │                                                                     │   │
+│  │          Probability density:                                       │   │
+│  │              ▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄                                    │   │
+│  │            ▄████████████████████▄                                   │   │
+│  │          ▄████████████████████████▄                                 │   │
+│  │          ──────────────────────────                                 │   │
+│  │          0.2   0.4   0.6   0.8   1.0                                │   │
+│  │                      ▲                                              │   │
+│  │                   wide spread (uncertain)                           │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  Selection: Sample one value from each distribution, pick highest.          │
+│                                                                             │
+│  Path A sample: 0.88                                                        │
+│  Path B sample: 0.73   ← Sometimes samples high due to uncertainty!         │
+│                                                                             │
+│  Naturally explores uncertain options proportional to their potential.     │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### 4. Contextual Bandits (User/Query Aware)
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  CONTEXTUAL BANDITS: Path selection depends on context                      │
+│  ──────────────────                                                         │
+│                                                                             │
+│  Context features:                                                          │
+│  • User type (developer, marketer, analyst)                                │
+│  • Query complexity (simple, medium, complex)                              │
+│  • Time of day (morning, afternoon, evening)                               │
+│  • Previous success rate with this user                                    │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │  Model learns: P(success | path, context)                          │   │
+│  │                                                                     │   │
+│  │  ┌─────────────────────────────────────────────────────────────┐   │   │
+│  │  │  Context: {user: "developer", complexity: "high"}           │   │   │
+│  │  │                                                             │   │   │
+│  │  │  Path A (thorough):  P(success) = 0.89  ◄── BEST FOR THIS   │   │   │
+│  │  │  Path B (quick):     P(success) = 0.62      CONTEXT         │   │   │
+│  │  │  Path C (balanced):  P(success) = 0.78                      │   │   │
+│  │  └─────────────────────────────────────────────────────────────┘   │   │
+│  │                                                                     │   │
+│  │  ┌─────────────────────────────────────────────────────────────┐   │   │
+│  │  │  Context: {user: "marketer", complexity: "low"}             │   │   │
+│  │  │                                                             │   │   │
+│  │  │  Path A (thorough):  P(success) = 0.71                      │   │   │
+│  │  │  Path B (quick):     P(success) = 0.94  ◄── BEST FOR THIS   │   │   │
+│  │  │  Path C (balanced):  P(success) = 0.85      CONTEXT         │   │   │
+│  │  └─────────────────────────────────────────────────────────────┘   │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  Different users/contexts get different "best" paths automatically.        │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### 5. Collaborative Filtering (Similar Users)
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  COLLABORATIVE FILTERING: "Users like you also used..."                     │
+│  ───────────────────────                                                    │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │  User-Path Success Matrix:                                          │   │
+│  │                                                                     │   │
+│  │              Path A   Path B   Path C   Path D   Path E             │   │
+│  │  User 1:       ✓        ✗        ✓        ✓        ?               │   │
+│  │  User 2:       ✓        ✓        ✗        ✓        ✓               │   │
+│  │  User 3:       ✗        ✓        ✓        ✗        ✓               │   │
+│  │  User 4:       ✓        ✗        ✓        ✓        ?   ◄── Current │   │
+│  │                                                                     │   │
+│  │  User 4 is most similar to User 1 (matching pattern).              │   │
+│  │  User 1 succeeded with Path E? → Recommend Path E to User 4.       │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  Matrix factorization finds latent features:                               │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │  User 4 latent vector:  [0.8, 0.2, 0.9, 0.1]                       │   │
+│  │  Path E latent vector:  [0.7, 0.3, 0.8, 0.2]                       │   │
+│  │                                                                     │   │
+│  │  Predicted score = dot_product = 0.56 + 0.06 + 0.72 + 0.02 = 1.36 │   │
+│  │                                                                     │   │
+│  │  High score → Recommend!                                           │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### 6. Q-Learning (Reinforcement Learning)
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  Q-LEARNING: Learn value of state-action pairs                              │
+│  ──────────                                                                 │
+│                                                                             │
+│  Q(state, action) = expected future reward                                  │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │  State = (current_step, accumulated_context, user_feedback)        │   │
+│  │  Action = which tool to call next                                  │   │
+│  │  Reward = +1 (task success), -0.1 (per step), -1 (failure)        │   │
+│  │                                                                     │   │
+│  │  ┌────────────────────────────────────────────────────────┐        │   │
+│  │  │                                                        │        │   │
+│  │  │  State: "just fetched webpage"                         │        │   │
+│  │  │                                                        │        │   │
+│  │  │  Q-values:                                             │        │   │
+│  │  │    → parse-html:     Q = 0.82  ◄── Highest, select    │        │   │
+│  │  │    → extract-text:   Q = 0.71                          │        │   │
+│  │  │    → screenshot:     Q = 0.45                          │        │   │
+│  │  │    → validate:       Q = 0.23                          │        │   │
+│  │  │                                                        │        │   │
+│  │  └────────────────────────────────────────────────────────┘        │   │
+│  │                                                                     │   │
+│  │  Update rule (after each execution):                               │   │
+│  │                                                                     │   │
+│  │  Q(s,a) ← Q(s,a) + α × [reward + γ×max(Q(s',a')) - Q(s,a)]        │   │
+│  │                    ▲              ▲                                 │   │
+│  │           learning rate    discount future rewards                  │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  Learns optimal policy through trial and error over time.                  │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### 7. Monte Carlo Tree Search (MCTS)
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  MCTS: Simulate many possible futures, pick best path                       │
+│  ────                                                                       │
+│                                                                             │
+│  Four phases: SELECT → EXPAND → SIMULATE → BACKPROPAGATE                   │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │         ┌─────┐                                                     │   │
+│  │         │START│  visits: 1000                                       │   │
+│  │         └──┬──┘                                                     │   │
+│  │    ┌───────┼───────┐                                                │   │
+│  │    ▼       ▼       ▼                                                │   │
+│  │  ┌───┐   ┌───┐   ┌───┐                                              │   │
+│  │  │ A │   │ B │   │ C │    SELECT: Follow UCB down tree              │   │
+│  │  │420│   │380│   │200│    (balance visits & wins)                   │   │
+│  │  └─┬─┘   └─┬─┘   └───┘                                              │   │
+│  │    │       │                                                         │   │
+│  │    ▼       ▼                                                         │   │
+│  │  ┌───┐   ┌───┐   ┌───┐                                              │   │
+│  │  │A1 │   │B1 │   │B2 │    EXPAND: Add new node                      │   │
+│  │  │350│   │200│   │180│                                              │   │
+│  │  └───┘   └─┬─┘   └───┘                                              │   │
+│  │            │                                                         │   │
+│  │            ▼                                                         │   │
+│  │          ┌───┐                                                       │   │
+│  │          │???│    SIMULATE: Random rollout to terminal              │   │
+│  │          │NEW│    → Success!                                        │   │
+│  │          └───┘                                                       │   │
+│  │                                                                     │   │
+│  │  BACKPROPAGATE: Update all ancestors with result                   │   │
+│  │  B1: 200 → 201 wins                                                 │   │
+│  │  B:  380 → 381 wins                                                 │   │
+│  │  START: 1000 → 1001 visits                                          │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  After N simulations, pick path with most visits (most confident).         │
+│  Great for planning multiple steps ahead.                                  │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### 8. Genetic Algorithms (Evolve Pathways)
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  GENETIC ALGORITHM: Evolve better pathways over generations                 │
+│  ─────────────────                                                          │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │  Generation 1: Random pathways                                      │   │
+│  │  ─────────────────────────────────                                  │   │
+│  │  Path 1: [A, B, C, D, E]     fitness: 0.65                         │   │
+│  │  Path 2: [A, C, B, E, D]     fitness: 0.72                         │   │
+│  │  Path 3: [B, A, D, C, E]     fitness: 0.58                         │   │
+│  │  Path 4: [A, B, D, C, E]     fitness: 0.81  ◄── Best               │   │
+│  │                                                                     │   │
+│  │  ─────────────────────────────────────────────────────────────────  │   │
+│  │                                                                     │   │
+│  │  SELECTION: Keep top 50%                                           │   │
+│  │  Path 4: [A, B, D, C, E]     ✓                                     │   │
+│  │  Path 2: [A, C, B, E, D]     ✓                                     │   │
+│  │                                                                     │   │
+│  │  CROSSOVER: Combine successful paths                               │   │
+│  │  Parent 1: [A, B, | D, C, E]                                       │   │
+│  │  Parent 2: [A, C, | B, E, D]                                       │   │
+│  │                   ↓                                                 │   │
+│  │  Child:    [A, B, | B, E, D]  (take prefix from P1, suffix from P2)│   │
+│  │                                                                     │   │
+│  │  MUTATION: Random tweaks (5% chance per gene)                      │   │
+│  │  [A, B, B, E, D] → [A, B, F, E, D]  (B mutated to F)               │   │
+│  │                                                                     │   │
+│  │  ─────────────────────────────────────────────────────────────────  │   │
+│  │                                                                     │   │
+│  │  Generation 10:                                                     │   │
+│  │  Best path: [A, B, D, E]     fitness: 0.94                         │   │
+│  │  (Evolved to drop unnecessary step C!)                              │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  Discovers optimal pathways through evolution, not explicit programming.   │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### 9. Inverse Reinforcement Learning (Learn from Experts)
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  INVERSE RL: Infer reward function from expert demonstrations              │
+│  ──────────                                                                 │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │  Observe expert (power user) behavior:                             │   │
+│  │                                                                     │   │
+│  │  Expert Session 1: A → B → D → E (skipped C)                       │   │
+│  │  Expert Session 2: A → B → D → E (skipped C)                       │   │
+│  │  Expert Session 3: A → B → C → D → E (included C for edge case)   │   │
+│  │  Expert Session 4: A → B → D → E (skipped C)                       │   │
+│  │                                                                     │   │
+│  │  Inferred reward function:                                          │   │
+│  │  • High reward for: A → B, B → D, D → E                            │   │
+│  │  • Low/negative reward for: B → C (usually skipped)                │   │
+│  │  • Context-dependent: C only when specific conditions met          │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  Now apply learned reward to new users:                                    │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │  New user at step B:                                                │   │
+│  │                                                                     │   │
+│  │  Options:                                                           │   │
+│  │    B → C:  reward = -0.2  (experts usually skip)                   │   │
+│  │    B → D:  reward = +0.8  (experts prefer)  ◄── SUGGEST            │   │
+│  │    B → E:  reward = +0.1  (sometimes works)                        │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  System learns "what experts value" rather than explicit rules.            │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### 10. Bayesian Optimization (Efficient Exploration)
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  BAYESIAN OPTIMIZATION: Smart exploration with Gaussian Processes          │
+│  ────────────────────                                                       │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │  Model uncertainty about unexplored paths:                          │   │
+│  │                                                                     │   │
+│  │  Success                                                            │   │
+│  │  Rate                                                               │   │
+│  │    │                                                                │   │
+│  │  1.0┤                    ╭───╮                                      │   │
+│  │    │                   ╭─┤   ├─╮    ← Uncertainty band              │   │
+│  │  0.8┤          ●      ╭─┤   │   ├╮                                  │   │
+│  │    │         ╱ ╲    ╭─┤ │   │   │ ╲                                 │   │
+│  │  0.6┤       ╱   ╲  ╱  │ │   │   │  ╲     ● = observed data          │   │
+│  │    │      ╱     ╲╱   ╰─┤   │   ├───╲                                │   │
+│  │  0.4┤    ●       ●       ╰───┴───╯    ╲                             │   │
+│  │    │   ╱                               ╲●                           │   │
+│  │  0.2┤  ╱                                                            │   │
+│  │    │ ●                                                              │   │
+│  │  0.0┼────────────────────────────────────────────────              │   │
+│  │       Path  Path  Path  Path  Path  Path  Path  Path               │   │
+│  │         A     B     C     D     E     F     G     H                │   │
+│  │                                                                     │   │
+│  │  Acquisition function picks next path to try:                      │   │
+│  │  • Expected Improvement (EI)                                        │   │
+│  │  • Upper Confidence Bound (UCB)                                    │   │
+│  │  • Probability of Improvement (PI)                                 │   │
+│  │                                                                     │   │
+│  │  → Try Path E: High uncertainty + decent predicted mean            │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  Minimizes trials needed to find optimal path.                             │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### 11. Hierarchical Clustering (Path Families)
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  HIERARCHICAL CLUSTERING: Group similar paths into families                 │
+│  ───────────────────────                                                    │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │                    ┌───────────┴───────────┐                        │   │
+│  │                    │                       │                        │   │
+│  │            ┌───────┴───────┐       ┌───────┴───────┐                │   │
+│  │            │               │       │               │                │   │
+│  │      ┌─────┴─────┐   ┌─────┴─────┐ │         ┌─────┴─────┐          │   │
+│  │      │           │   │           │ │         │           │          │   │
+│  │   [A→B→D→E]  [A→B→D→F]  [A→B→C→E]  [A→C→D→E]  [B→A→D→E]  [B→C→D→E] │   │
+│  │                                                                     │   │
+│  │   ════════════════════════════════════════════════════════════════  │   │
+│  │   "Direct paths"          "C-inclusive"       "B-first variants"    │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  Benefits:                                                                  │
+│  • When "Direct paths" cluster works, prefer it as a family               │
+│  • If it fails, try "C-inclusive" family                                  │
+│  • Don't randomly jump between distant clusters                           │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │  Selection strategy:                                                │   │
+│  │                                                                     │   │
+│  │  1. Pick best cluster (based on cluster-level success rate)        │   │
+│  │  2. Pick best path within cluster (based on path-level success)    │   │
+│  │  3. If cluster fails repeatedly, move to sibling cluster           │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### 12. Recency-Weighted Success (Time Decay)
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  RECENCY WEIGHTING: Recent outcomes matter more than old ones              │
+│  ────────────────                                                           │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                                                                     │   │
+│  │  Path A history:                                                    │   │
+│  │                                                                     │   │
+│  │  Time    Outcome    Raw Weight    Decayed Weight (λ=0.95)          │   │
+│  │  ─────   ───────    ──────────    ──────────────────────           │   │
+│  │  t-30    Success    1.0           0.95^30 = 0.21                   │   │
+│  │  t-20    Success    1.0           0.95^20 = 0.36                   │   │
+│  │  t-10    Failure    1.0           0.95^10 = 0.60                   │   │
+│  │  t-5     Success    1.0           0.95^5  = 0.77                   │   │
+│  │  t-2     Success    1.0           0.95^2  = 0.90                   │   │
+│  │  t-1     Failure    1.0           0.95^1  = 0.95                   │   │
+│  │  t-0     Success    1.0           0.95^0  = 1.00                   │   │
+│  │                                                                     │   │
+│  │  Naive success rate:    5/7 = 71%                                  │   │
+│  │  Recency-weighted:      (0.21+0.36+0.77+0.90+1.00) / total = 68%  │   │
+│  │                         (recent failure pulls it down)             │   │
+│  │                                                                     │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  Why it matters:                                                            │
+│  • Tools get updated (newer versions may be better/worse)                  │
+│  • User preferences drift                                                  │
+│  • External APIs change behavior                                           │
+│  • Old successes may not predict current performance                       │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### Algorithm Comparison Matrix
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  ALGORITHM SELECTION GUIDE                                                  │
+│                                                                             │
+│  ┌──────────────────┬───────────┬───────────┬───────────┬─────────────┐   │
+│  │ Algorithm        │ Best For  │ Data Req  │ Compute   │ Convergence │   │
+│  ├──────────────────┼───────────┼───────────┼───────────┼─────────────┤   │
+│  │ ε-Greedy         │ Simple    │ Low       │ O(1)      │ Slow        │   │
+│  │ UCB              │ Balanced  │ Low       │ O(1)      │ Medium      │   │
+│  │ Thompson         │ Uncertain │ Low       │ O(1)      │ Fast        │   │
+│  │ Contextual       │ Personlzd │ Medium    │ O(n)      │ Medium      │   │
+│  │ Collaborative    │ Multi-usr │ High      │ O(n²)     │ Medium      │   │
+│  │ Q-Learning       │ Sequences │ High      │ O(s×a)    │ Slow        │   │
+│  │ MCTS             │ Planning  │ Low       │ O(sims)   │ Fast        │   │
+│  │ Genetic          │ Discovery │ Medium    │ O(pop×gen)│ Variable    │   │
+│  │ Inverse RL       │ Experts   │ Medium    │ O(demos)  │ Fast        │   │
+│  │ Bayesian Opt     │ Expensive │ Low       │ O(n³)     │ Very Fast   │   │
+│  │ Clustering       │ Families  │ Medium    │ O(n²)     │ N/A         │   │
+│  │ Recency          │ Drift     │ Low       │ O(1)      │ Adaptive    │   │
+│  └──────────────────┴───────────┴───────────┴───────────┴─────────────┘   │
+│                                                                             │
+│  Hybrid approaches often work best:                                        │
+│  • UCB + Recency for drifting environments                                 │
+│  • Contextual + Collaborative for personalization                         │
+│  • MCTS + Q-Learning for complex sequential decisions                     │
+│  • Clustering + Thompson for structured exploration                       │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Summary: The Fragility Principles
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  1. CONJUNCTION REDUCES PROBABILITY                                         │
+│     Every additional step multiplies failure risk.                         │
+│     P(A ∧ B) ≤ P(A)                                                        │
+│                                                                             │
+│  2. OCCAM'S RAZOR APPLIES                                                   │
+│     Prefer fewer assumptions. Fewer steps = fewer assumptions.             │
+│     Don't add steps "just in case."                                        │
+│                                                                             │
+│  3. DETERMINISM EMERGES FROM LEARNING                                       │
+│     Don't design deterministic upfront.                                    │
+│     Let frequently-used paths become deterministic through K-factor.       │
+│                                                                             │
+│  4. BUDGET YOUR FRAGILITY                                                   │
+│     Know your acceptable failure rate.                                     │
+│     Calculate maximum steps accordingly.                                   │
+│                                                                             │
+│  5. PARALLEL > SEQUENTIAL                                                   │
+│     When possible, run steps in parallel.                                  │
+│     Changes multiplication to "at least one succeeds" math.                │
+│                                                                             │
+│  6. CHECKPOINTS BOUND FAILURE                                               │
+│     Divide long chains into recoverable segments.                          │
+│     Effective fragility = longest segment, not total length.               │
+│                                                                             │
+│  7. FALLBACKS COMPOUND SUCCESS                                              │
+│     P(at least one works) = 1 - P(all fail)                                │
+│     Three 95% tools as fallbacks = 99.99% effective reliability.           │
+│                                                                             │
+│  8. GRACEFUL DEGRADATION > TOTAL FAILURE                                    │
+│     Define "good enough" outputs at each degradation level.                │
+│     Something is better than nothing.                                      │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Visualizing the Tradeoff
+
+```
+                          CAPABILITY
+                              ▲
+                              │
+                              │           ╭────────────────────╮
+                              │          ╱                      ╲
+                              │         ╱    OPTIMAL ZONE        ╲
+                              │        ╱   (enough steps for     ╲
+                              │       ╱     capability, not so    ╲
+                              │      ╱      many that it breaks)   ╲
+                              │     ╱                               ╲
+                              │    ╱                                 ╲
+                              │   ╱                                   ╲
+                              │  ╱  ┌─────────────────────────────────┐
+                              │ ╱   │                                 │
+                              │╱    │     FRAGILITY CLIFF             │
+                              │     │     (too many steps,            │
+                              │     │      system breaks more         │
+                              │     │      than it works)             │
+                              │     │                                 │
+                              │     └─────────────────────────────────┘
+                              │
+                              └──────────────────────────────────────────► STEPS
+                                   1    3    5    8    12   20   50
+
+                                 Robust ◄───────────────────► Fragile
+```
+
+The goal: **Stay in the optimal zone**—enough capability to solve the problem, not so many steps that the system becomes unreliable.
diff --git a/docs/DYNAMIC_TOOL_ORCHESTRATION.md b/docs/DYNAMIC_TOOL_ORCHESTRATION.md
new file mode 100644
index 0000000..4f0129c
--- /dev/null
+++ b/docs/DYNAMIC_TOOL_ORCHESTRATION.md
@@ -0,0 +1,1950 @@
+# Dynamic Multi-Tool Orchestration
+
+A comprehensive exploration of generating and executing complex multi-step tool plans from natural language queries using the TPMJS registry.
+
+---
+
+## Table of Contents
+
+1. [Vision](#vision)
+2. [Core Concepts](#core-concepts)
+3. [Plan Generation Architecture](#plan-generation-architecture)
+4. [The Y×X Framework](#the-yx-framework)
+5. [Plan Schema Design](#plan-schema-design)
+6. [Execution Strategies](#execution-strategies)
+7. [Complex Task Examples](#complex-task-examples)
+8. [Tool Discovery & Selection](#tool-discovery--selection)
+9. [Context & State Management](#context--state-management)
+10. [Error Handling & Recovery](#error-handling--recovery)
+11. [Optimization Techniques](#optimization-techniques)
+12. [Security Considerations](#security-considerations)
+13. [Implementation Roadmap](#implementation-roadmap)
+
+---
+
+## Vision
+
+Traditional AI tool use requires developers to predefine which tools an agent can access at build time. TPMJS flips this paradigm: **tools are discovered and loaded dynamically from a live registry at runtime**.
+
+This unlocks a new capability: **for any sufficiently complex user query, we can generate Y alternative execution plans, each containing X sequential tool invocations, all loaded dynamically from the registry**.
+
+### The Power of Dynamic Orchestration
+
+```
+User Query: "Analyze my competitor's landing page and create a better version"
+
+Plan A (5 steps):
+  1. web-scraper → Extract competitor's page HTML
+  2. html-to-markdown → Convert to readable format
+  3. sentiment-analyzer → Analyze copy tone
+  4. color-extractor → Extract design palette
+  5. landing-page-generator → Generate improved version
+
+Plan B (7 steps):
+  1. screenshot-tool → Capture visual snapshot
+  2. image-to-text → OCR any text content
+  3. seo-analyzer → Check SEO structure
+  4. competitor-analyzer → Compare against benchmarks
+  5. copywriting-assistant → Generate new copy
+  6. tailwind-generator → Create component code
+  7. preview-renderer → Generate preview image
+
+Plan C (3 steps):
+  1. full-page-analyzer → Comprehensive page analysis
+  2. ai-designer → Generate complete redesign
+  3. code-exporter → Export to framework of choice
+```
+
+The user chooses their preferred approach, or the system auto-selects based on available tools, cost, and reliability.
+
+---
+
+## Core Concepts
+
+### 1. Tool as a Unit of Work
+
+A **tool** in TPMJS is an atomic unit of computation that:
+- Has well-defined inputs (parameters with types)
+- Produces a specific output (return type)
+- Is self-documenting (description, use cases, examples)
+- Runs in isolation (sandboxed execution)
+
+```typescript
+// Tool metadata structure
+interface Tool {
+  exportName: string;
+  description: string;
+  parameters: Parameter[];
+  returns: ReturnType;
+  aiAgent?: {
+    useCase: string;
+    limitations?: string;
+    examples?: string[];
+  };
+}
+```
+
+### 2. Plan as a Directed Acyclic Graph (DAG)
+
+A **plan** is not just a linear sequence—it's a DAG where:
+- Nodes are tool invocations
+- Edges represent data dependencies
+- Parallel branches can execute concurrently
+- Convergence points combine results
+
+```
+        ┌─────────────┐
+        │   INPUT     │
+        └──────┬──────┘
+               │
+        ┌──────▼──────┐
+        │  Tool A     │
+        └──────┬──────┘
+               │
+      ┌────────┴────────┐
+      │                 │
+┌─────▼─────┐     ┌─────▼─────┐
+│  Tool B   │     │  Tool C   │  ← Parallel execution
+└─────┬─────┘     └─────┬─────┘
+      │                 │
+      └────────┬────────┘
+               │
+        ┌──────▼──────┐
+        │  Tool D     │  ← Combines B + C outputs
+        └──────┬──────┘
+               │
+        ┌──────▼──────┐
+        │   OUTPUT    │
+        └─────────────┘
+```
+
+### 3. Context Window
+
+The **context window** is the accumulated state passed through the plan:
+- Original user query
+- Intermediate results from each tool
+- Extracted entities and references
+- Error history and recovery attempts
+
+### 4. Plan Variants (Y)
+
+For any query, we generate **Y alternative plans** that differ in:
+- Tool selection (different tools for same subtask)
+- Granularity (few powerful tools vs many focused tools)
+- Approach (different methodologies)
+- Risk profile (proven tools vs experimental tools)
+- Cost (token/compute efficient vs thorough)
+
+### 5. Step Count (X)
+
+Each plan has **X sequential steps** where:
+- Minimum X: 1 (single tool solves the task)
+- Typical X: 3-10 (most workflows)
+- Maximum X: 20+ (complex multi-stage pipelines)
+- No hard upper limit, but diminishing returns apply
+
+---
+
+## Plan Generation Architecture
+
+### Phase 1: Query Analysis
+
+```typescript
+interface QueryAnalysis {
+  // What the user wants to accomplish
+  intent: string;
+
+  // Extracted entities (URLs, file paths, names, etc.)
+  entities: Entity[];
+
+  // Required capabilities to fulfill the request
+  requiredCapabilities: Capability[];
+
+  // Constraints mentioned by user
+  constraints: {
+    format?: string;      // "as JSON", "in markdown"
+    style?: string;       // "professional", "casual"
+    timeLimit?: number;   // "quickly", "in under a minute"
+    quality?: string;     // "high quality", "draft"
+  };
+
+  // Ambiguities that need resolution
+  ambiguities: string[];
+
+  // Complexity score (1-10)
+  complexity: number;
+}
+```
+
+### Phase 2: Capability Matching
+
+Map required capabilities to available tools:
+
+```typescript
+interface CapabilityMatch {
+  capability: string;
+  matchingTools: Tool[];
+  confidence: number;
+  alternatives: Tool[];
+}
+
+// Example capability matching
+const matches = [
+  {
+    capability: "extract-webpage-content",
+    matchingTools: [
+      { name: "web-scraper", confidence: 0.95 },
+      { name: "puppeteer-extractor", confidence: 0.90 },
+      { name: "readability-parser", confidence: 0.85 }
+    ]
+  },
+  {
+    capability: "convert-html-to-text",
+    matchingTools: [
+      { name: "html-to-markdown", confidence: 0.92 },
+      { name: "turndown", confidence: 0.88 },
+      { name: "html-strip", confidence: 0.70 }
+    ]
+  }
+];
+```
+
+### Phase 3: Plan Synthesis
+
+Generate Y distinct plans by varying:
+
+```typescript
+interface PlanSynthesisStrategy {
+  // Tool selection strategy
+  toolSelection:
+    | "highest-confidence"   // Use best-matching tools
+    | "most-reliable"        // Use tools with best health scores
+    | "lowest-cost"          // Minimize token usage
+    | "fastest"              // Optimize for speed
+    | "most-granular"        // Break into smallest steps
+    | "most-consolidated";   // Use fewest powerful tools
+
+  // Parallelization strategy
+  parallelization:
+    | "maximize"             // Run as much in parallel as possible
+    | "sequential"           // Run everything in order
+    | "balanced";            // Smart parallelization
+
+  // Error handling strategy
+  errorHandling:
+    | "fail-fast"            // Stop on first error
+    | "best-effort"          // Continue despite errors
+    | "with-fallbacks";      // Use alternative tools on failure
+}
+```
+
+---
+
+## The Y×X Framework
+
+### Defining Y: Number of Alternative Plans
+
+**Factors that increase Y:**
+- High ambiguity in user query
+- Multiple valid approaches
+- Trade-offs between speed/quality/cost
+- User hasn't specified preferences
+
+**Typical Y values:**
+- Simple queries: Y = 1-2
+- Moderate queries: Y = 2-4
+- Complex queries: Y = 3-5
+- Highly ambiguous: Y = 5-8
+
+### Defining X: Steps per Plan
+
+**Factors that increase X:**
+- Task complexity
+- Data transformation requirements
+- Multiple output formats needed
+- Validation/verification steps
+- User's quality requirements
+
+**Typical X values:**
+- Quick tasks: X = 1-3
+- Standard workflows: X = 4-8
+- Complex pipelines: X = 8-15
+- Enterprise workflows: X = 15-25
+
+### The Y×X Matrix
+
+```
+            │  X = 3    │  X = 7    │  X = 12   │  X = 20
+────────────┼───────────┼───────────┼───────────┼───────────
+Y = 1       │  Simple   │  Standard │  Complex  │  Pipeline
+            │  Task     │  Workflow │  Process  │  System
+────────────┼───────────┼───────────┼───────────┼───────────
+Y = 3       │  Multi-   │  Standard │  Complex  │  Enterprise
+            │  Option   │  Options  │  Options  │  Options
+────────────┼───────────┼───────────┼───────────┼───────────
+Y = 5       │  High     │  High     │  Very     │  Maximum
+            │  Choice   │  Flex     │  Complex  │  Flexibility
+```
+
+---
+
+## Plan Schema Design
+
+### ExecutionPlan Schema
+
+```typescript
+interface ExecutionPlan {
+  id: string;
+  version: "1.0";
+
+  // Metadata
+  metadata: {
+    generatedAt: string;
+    query: string;
+    complexity: number;
+    estimatedDuration: number;  // milliseconds
+    estimatedCost: number;      // USD
+    confidence: number;         // 0-1
+  };
+
+  // Plan classification
+  classification: {
+    approach: string;           // "thorough" | "quick" | "balanced"
+    riskLevel: "low" | "medium" | "high";
+    parallelizable: boolean;
+  };
+
+  // The actual steps
+  steps: ExecutionStep[];
+
+  // Expected final output
+  expectedOutput: {
+    type: string;
+    schema?: JSONSchema;
+    description: string;
+  };
+}
+```
+
+### ExecutionStep Schema
+
+```typescript
+interface ExecutionStep {
+  id: string;
+  order: number;
+
+  // Tool reference
+  tool: {
+    packageName: string;
+    exportName: string;
+    version?: string;
+  };
+
+  // Why this step exists
+  purpose: string;
+
+  // Input configuration
+  input: {
+    // Static values
+    static?: Record<string, unknown>;
+
+    // References to previous step outputs
+    fromStep?: {
+      stepId: string;
+      path: string;  // JSONPath to extract value
+    };
+
+    // References to original query entities
+    fromQuery?: {
+      entityType: string;
+      index?: number;
+    };
+
+    // Dynamic values computed at runtime
+    computed?: {
+      expression: string;
+      dependencies: string[];
+    };
+  };
+
+  // Output expectations
+  output: {
+    type: string;
+    storeAs: string;  // Variable name in context
+    validate?: ValidationRule[];
+  };
+
+  // Execution configuration
+  execution: {
+    timeout: number;
+    retries: number;
+    canSkipOnError: boolean;
+    fallbackTools?: string[];
+  };
+
+  // Dependencies
+  dependsOn: string[];  // Step IDs that must complete first
+
+  // Enables parallel execution with other steps
+  parallelGroup?: string;
+}
+```
+
+### Example: Full Plan JSON
+
+```json
+{
+  "id": "plan_abc123",
+  "version": "1.0",
+  "metadata": {
+    "generatedAt": "2024-01-15T10:30:00Z",
+    "query": "Scrape the product listings from example.com/products, extract prices, and create a price comparison spreadsheet",
+    "complexity": 6,
+    "estimatedDuration": 45000,
+    "estimatedCost": 0.12,
+    "confidence": 0.87
+  },
+  "classification": {
+    "approach": "thorough",
+    "riskLevel": "low",
+    "parallelizable": true
+  },
+  "steps": [
+    {
+      "id": "step_1",
+      "order": 1,
+      "tool": {
+        "packageName": "tpmjs-web-scraper",
+        "exportName": "scrapeUrl"
+      },
+      "purpose": "Fetch the product listings page HTML",
+      "input": {
+        "static": {
+          "waitForSelector": ".product-card",
+          "timeout": 10000
+        },
+        "fromQuery": {
+          "entityType": "url",
+          "index": 0
+        }
+      },
+      "output": {
+        "type": "string",
+        "storeAs": "rawHtml",
+        "validate": [
+          { "rule": "minLength", "value": 1000 }
+        ]
+      },
+      "execution": {
+        "timeout": 15000,
+        "retries": 2,
+        "canSkipOnError": false,
+        "fallbackTools": ["puppeteer-scraper", "playwright-fetch"]
+      },
+      "dependsOn": []
+    },
+    {
+      "id": "step_2",
+      "order": 2,
+      "tool": {
+        "packageName": "tpmjs-html-parser",
+        "exportName": "extractElements"
+      },
+      "purpose": "Extract product cards from the HTML",
+      "input": {
+        "fromStep": {
+          "stepId": "step_1",
+          "path": "$.rawHtml"
+        },
+        "static": {
+          "selector": ".product-card",
+          "attributes": ["data-name", "data-price", "data-sku"]
+        }
+      },
+      "output": {
+        "type": "array",
+        "storeAs": "productElements"
+      },
+      "execution": {
+        "timeout": 5000,
+        "retries": 1,
+        "canSkipOnError": false
+      },
+      "dependsOn": ["step_1"]
+    },
+    {
+      "id": "step_3a",
+      "order": 3,
+      "tool": {
+        "packageName": "tpmjs-price-extractor",
+        "exportName": "extractPrices"
+      },
+      "purpose": "Parse and normalize price values",
+      "input": {
+        "fromStep": {
+          "stepId": "step_2",
+          "path": "$.productElements[*].data-price"
+        },
+        "static": {
+          "currency": "USD",
+          "handleRanges": true
+        }
+      },
+      "output": {
+        "type": "array",
+        "storeAs": "normalizedPrices"
+      },
+      "execution": {
+        "timeout": 3000,
+        "retries": 1,
+        "canSkipOnError": false
+      },
+      "dependsOn": ["step_2"],
+      "parallelGroup": "data_processing"
+    },
+    {
+      "id": "step_3b",
+      "order": 3,
+      "tool": {
+        "packageName": "tpmjs-text-cleaner",
+        "exportName": "cleanProductNames"
+      },
+      "purpose": "Clean and normalize product names",
+      "input": {
+        "fromStep": {
+          "stepId": "step_2",
+          "path": "$.productElements[*].data-name"
+        }
+      },
+      "output": {
+        "type": "array",
+        "storeAs": "cleanedNames"
+      },
+      "execution": {
+        "timeout": 2000,
+        "retries": 1,
+        "canSkipOnError": true
+      },
+      "dependsOn": ["step_2"],
+      "parallelGroup": "data_processing"
+    },
+    {
+      "id": "step_4",
+      "order": 4,
+      "tool": {
+        "packageName": "tpmjs-data-merger",
+        "exportName": "mergeArrays"
+      },
+      "purpose": "Combine prices and names into product objects",
+      "input": {
+        "fromStep": [
+          { "stepId": "step_3a", "path": "$.normalizedPrices" },
+          { "stepId": "step_3b", "path": "$.cleanedNames" }
+        ],
+        "static": {
+          "keys": ["price", "name"]
+        }
+      },
+      "output": {
+        "type": "array",
+        "storeAs": "products"
+      },
+      "execution": {
+        "timeout": 2000,
+        "retries": 1,
+        "canSkipOnError": false
+      },
+      "dependsOn": ["step_3a", "step_3b"]
+    },
+    {
+      "id": "step_5",
+      "order": 5,
+      "tool": {
+        "packageName": "tpmjs-spreadsheet-generator",
+        "exportName": "createXlsx"
+      },
+      "purpose": "Generate Excel spreadsheet with price comparison",
+      "input": {
+        "fromStep": {
+          "stepId": "step_4",
+          "path": "$.products"
+        },
+        "static": {
+          "sheetName": "Price Comparison",
+          "columns": [
+            { "header": "Product Name", "key": "name", "width": 40 },
+            { "header": "Price (USD)", "key": "price", "width": 15, "format": "currency" }
+          ],
+          "includeStats": true,
+          "sortBy": "price"
+        }
+      },
+      "output": {
+        "type": "buffer",
+        "storeAs": "spreadsheet"
+      },
+      "execution": {
+        "timeout": 5000,
+        "retries": 1,
+        "canSkipOnError": false
+      },
+      "dependsOn": ["step_4"]
+    }
+  ],
+  "expectedOutput": {
+    "type": "file",
+    "schema": {
+      "format": "xlsx",
+      "mimeType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"
+    },
+    "description": "Excel spreadsheet containing product names and prices, sorted by price with summary statistics"
+  }
+}
+```
+
+---
+
+## Execution Strategies
+
+### 1. Sequential Execution
+
+Execute steps one at a time in order:
+
+```typescript
+async function executeSequential(plan: ExecutionPlan): Promise<Result> {
+  const context = new ExecutionContext();
+
+  for (const step of plan.steps) {
+    const result = await executeStep(step, context);
+    context.store(step.output.storeAs, result);
+  }
+
+  return context.getFinalOutput();
+}
+```
+
+**Pros:** Simple, predictable, easy to debug
+**Cons:** Slow, doesn't utilize parallelization opportunities
+
+### 2. Parallel Execution with Dependencies
+
+Execute steps as soon as their dependencies are satisfied:
+
+```typescript
+async function executeParallel(plan: ExecutionPlan): Promise<Result> {
+  const context = new ExecutionContext();
+  const completed = new Set<string>();
+  const inProgress = new Map<string, Promise<void>>();
+
+  async function canExecute(step: ExecutionStep): boolean {
+    return step.dependsOn.every(dep => completed.has(dep));
+  }
+
+  async function executeWhenReady(step: ExecutionStep): Promise<void> {
+    // Wait for dependencies
+    await Promise.all(
+      step.dependsOn.map(dep => inProgress.get(dep))
+    );
+
+    const result = await executeStep(step, context);
+    context.store(step.output.storeAs, result);
+    completed.add(step.id);
+  }
+
+  // Start all steps, they'll wait for their dependencies
+  const promises = plan.steps.map(step => {
+    const promise = executeWhenReady(step);
+    inProgress.set(step.id, promise);
+    return promise;
+  });
+
+  await Promise.all(promises);
+  return context.getFinalOutput();
+}
+```
+
+**Pros:** Fast, maximizes throughput
+**Cons:** Complex state management, harder to debug
+
+### 3. Streaming Execution
+
+Stream results as they become available:
+
+```typescript
+async function* executeStreaming(
+  plan: ExecutionPlan
+): AsyncGenerator<StepResult> {
+  const context = new ExecutionContext();
+
+  for (const step of plan.steps) {
+    yield { type: 'step_start', stepId: step.id };
+
+    try {
+      const result = await executeStep(step, context);
+      context.store(step.output.storeAs, result);
+
+      yield {
+        type: 'step_complete',
+        stepId: step.id,
+        result: summarize(result)
+      };
+    } catch (error) {
+      yield {
+        type: 'step_error',
+        stepId: step.id,
+        error: error.message
+      };
+
+      if (!step.execution.canSkipOnError) {
+        throw error;
+      }
+    }
+  }
+
+  yield {
+    type: 'plan_complete',
+    output: context.getFinalOutput()
+  };
+}
+```
+
+**Pros:** Real-time feedback, good UX
+**Cons:** Complexity in client handling
+
+### 4. Checkpoint Execution
+
+Save state after each step for resumability:
+
+```typescript
+async function executeWithCheckpoints(
+  plan: ExecutionPlan,
+  checkpoint?: Checkpoint
+): Promise<Result> {
+  const context = checkpoint?.context ?? new ExecutionContext();
+  const startIndex = checkpoint?.lastCompletedStep ?? 0;
+
+  for (let i = startIndex; i < plan.steps.length; i++) {
+    const step = plan.steps[i];
+
+    try {
+      const result = await executeStep(step, context);
+      context.store(step.output.storeAs, result);
+
+      // Save checkpoint
+      await saveCheckpoint({
+        planId: plan.id,
+        lastCompletedStep: i + 1,
+        context: context.serialize()
+      });
+    } catch (error) {
+      // Checkpoint saved, can resume from here
+      throw new ResumableError(error, i, context);
+    }
+  }
+
+  return context.getFinalOutput();
+}
+```
+
+**Pros:** Resilient, can resume after failures
+**Cons:** Storage overhead, checkpoint management
+
+---
+
+## Complex Task Examples
+
+### Example 1: Content Marketing Pipeline (12 steps)
+
+**User Query:** "Research trending topics in AI, write a blog post, create social media content, and generate promotional images"
+
+```yaml
+Plan: Content Marketing Pipeline
+Steps: 12
+Estimated Duration: 3-5 minutes
+Estimated Cost: $0.45
+
+Step 1: trending-topics-analyzer
+  Purpose: Find trending AI topics from multiple sources
+  Input: { domain: "artificial-intelligence", sources: ["reddit", "hackernews", "twitter"] }
+  Output: trendingTopics[]
+
+Step 2: topic-scorer
+  Purpose: Score topics by relevance and engagement potential
+  Input: { topics: $trendingTopics, criteria: ["novelty", "engagement", "relevance"] }
+  Output: scoredTopics[]
+
+Step 3: topic-selector
+  Purpose: Select best topic for blog post
+  Input: { topics: $scoredTopics, count: 1 }
+  Output: selectedTopic
+
+Step 4: research-aggregator
+  Purpose: Gather research materials on selected topic
+  Input: { topic: $selectedTopic, depth: "comprehensive" }
+  Output: researchMaterials
+
+Step 5: outline-generator
+  Purpose: Create blog post outline
+  Input: { topic: $selectedTopic, research: $researchMaterials, style: "informative" }
+  Output: blogOutline
+
+Step 6: blog-writer
+  Purpose: Write full blog post from outline
+  Input: { outline: $blogOutline, wordCount: 1500, tone: "professional" }
+  Output: blogPost
+
+Step 7: seo-optimizer
+  Purpose: Optimize blog post for search engines
+  Input: { content: $blogPost, targetKeywords: $selectedTopic.keywords }
+  Output: optimizedBlogPost
+
+Step 8: twitter-thread-generator (parallel group: social)
+  Purpose: Create Twitter thread from blog post
+  Input: { content: $optimizedBlogPost, maxTweets: 10 }
+  Output: twitterThread
+
+Step 9: linkedin-post-generator (parallel group: social)
+  Purpose: Create LinkedIn post from blog post
+  Input: { content: $optimizedBlogPost, format: "professional" }
+  Output: linkedinPost
+
+Step 10: image-prompt-generator
+  Purpose: Generate prompts for promotional images
+  Input: { content: $optimizedBlogPost, count: 3, style: "modern-tech" }
+  Output: imagePrompts[]
+
+Step 11: image-generator
+  Purpose: Generate promotional images
+  Input: { prompts: $imagePrompts, size: "1200x630", style: "blog-header" }
+  Output: images[]
+
+Step 12: content-package-assembler
+  Purpose: Assemble final content package
+  Input: {
+    blog: $optimizedBlogPost,
+    twitter: $twitterThread,
+    linkedin: $linkedinPost,
+    images: $images
+  }
+  Output: contentPackage
+```
+
+### Example 2: Code Repository Analysis (15 steps)
+
+**User Query:** "Analyze my GitHub repository, identify security vulnerabilities, generate documentation, and create a README"
+
+```yaml
+Plan: Repository Analysis Pipeline
+Steps: 15
+Estimated Duration: 5-8 minutes
+Estimated Cost: $0.75
+
+Step 1: github-repo-fetcher
+  Purpose: Clone and fetch repository metadata
+  Input: { repoUrl: $userProvidedUrl }
+  Output: repoData
+
+Step 2: language-detector
+  Purpose: Detect programming languages used
+  Input: { files: $repoData.files }
+  Output: languages[]
+
+Step 3: dependency-extractor
+  Purpose: Extract all dependencies
+  Input: { repoData: $repoData, languages: $languages }
+  Output: dependencies[]
+
+Step 4: vulnerability-scanner (parallel group: analysis)
+  Purpose: Scan dependencies for known vulnerabilities
+  Input: { dependencies: $dependencies }
+  Output: vulnerabilities[]
+
+Step 5: code-quality-analyzer (parallel group: analysis)
+  Purpose: Analyze code quality metrics
+  Input: { repoData: $repoData, languages: $languages }
+  Output: qualityMetrics
+
+Step 6: architecture-detector (parallel group: analysis)
+  Purpose: Detect architectural patterns
+  Input: { repoData: $repoData }
+  Output: architecture
+
+Step 7: api-endpoint-extractor
+  Purpose: Extract API endpoints if present
+  Input: { repoData: $repoData, languages: $languages }
+  Output: apiEndpoints[]
+
+Step 8: function-documenter
+  Purpose: Generate function documentation
+  Input: { repoData: $repoData, languages: $languages }
+  Output: functionDocs[]
+
+Step 9: api-documenter
+  Purpose: Generate API documentation
+  Input: { endpoints: $apiEndpoints }
+  Output: apiDocs
+
+Step 10: security-report-generator
+  Purpose: Generate security report
+  Input: { vulnerabilities: $vulnerabilities, dependencies: $dependencies }
+  Output: securityReport
+
+Step 11: architecture-diagram-generator
+  Purpose: Generate architecture diagram
+  Input: { architecture: $architecture }
+  Output: architectureDiagram
+
+Step 12: badge-generator
+  Purpose: Generate README badges
+  Input: {
+    languages: $languages,
+    qualityMetrics: $qualityMetrics,
+    vulnerabilities: $vulnerabilities
+  }
+  Output: badges[]
+
+Step 13: readme-generator
+  Purpose: Generate comprehensive README
+  Input: {
+    repoData: $repoData,
+    architecture: $architecture,
+    apiDocs: $apiDocs,
+    badges: $badges
+  }
+  Output: readme
+
+Step 14: changelog-generator
+  Purpose: Generate CHANGELOG from commits
+  Input: { repoData: $repoData }
+  Output: changelog
+
+Step 15: documentation-packager
+  Purpose: Package all documentation
+  Input: {
+    readme: $readme,
+    apiDocs: $apiDocs,
+    functionDocs: $functionDocs,
+    securityReport: $securityReport,
+    changelog: $changelog,
+    diagrams: [$architectureDiagram]
+  }
+  Output: documentationPackage
+```
+
+### Example 3: E-commerce Product Launch (20 steps)
+
+**User Query:** "I'm launching a new product. Create product descriptions, generate images, write email campaigns, set up social media posts, and prepare a launch checklist"
+
+```yaml
+Plan: Product Launch Pipeline
+Steps: 20
+Estimated Duration: 10-15 minutes
+Estimated Cost: $1.50
+
+Step 1: product-info-parser
+  Purpose: Parse and structure product information
+  Input: { rawProductInfo: $userInput }
+  Output: structuredProduct
+
+Step 2: market-researcher
+  Purpose: Research target market and competitors
+  Input: { product: $structuredProduct }
+  Output: marketResearch
+
+Step 3: persona-generator
+  Purpose: Generate buyer personas
+  Input: { product: $structuredProduct, marketResearch: $marketResearch }
+  Output: buyerPersonas[]
+
+Step 4: unique-selling-points-extractor
+  Purpose: Identify unique selling points
+  Input: { product: $structuredProduct, marketResearch: $marketResearch }
+  Output: usps[]
+
+Step 5: product-description-writer
+  Purpose: Write main product description
+  Input: { product: $structuredProduct, usps: $usps, personas: $buyerPersonas }
+  Output: productDescription
+
+Step 6: short-description-writer (parallel group: descriptions)
+  Purpose: Write short product description
+  Input: { fullDescription: $productDescription }
+  Output: shortDescription
+
+Step 7: bullet-points-generator (parallel group: descriptions)
+  Purpose: Generate feature bullet points
+  Input: { product: $structuredProduct, usps: $usps }
+  Output: bulletPoints[]
+
+Step 8: seo-keywords-generator
+  Purpose: Generate SEO keywords
+  Input: { product: $structuredProduct, marketResearch: $marketResearch }
+  Output: seoKeywords[]
+
+Step 9: product-image-prompt-generator
+  Purpose: Generate prompts for product images
+  Input: { product: $structuredProduct, count: 5 }
+  Output: imagePrompts[]
+
+Step 10: product-image-generator
+  Purpose: Generate product images
+  Input: { prompts: $imagePrompts }
+  Output: productImages[]
+
+Step 11: email-sequence-planner
+  Purpose: Plan email marketing sequence
+  Input: { product: $structuredProduct, personas: $buyerPersonas }
+  Output: emailSequencePlan
+
+Step 12: welcome-email-writer (parallel group: emails)
+  Purpose: Write welcome/announcement email
+  Input: { plan: $emailSequencePlan, product: $structuredProduct }
+  Output: welcomeEmail
+
+Step 13: launch-email-writer (parallel group: emails)
+  Purpose: Write launch day email
+  Input: { plan: $emailSequencePlan, product: $structuredProduct, usps: $usps }
+  Output: launchEmail
+
+Step 14: followup-email-writer (parallel group: emails)
+  Purpose: Write follow-up email
+  Input: { plan: $emailSequencePlan, product: $structuredProduct }
+  Output: followupEmail
+
+Step 15: social-media-calendar-generator
+  Purpose: Generate social media posting calendar
+  Input: { product: $structuredProduct, launchDate: $userInput.launchDate }
+  Output: socialCalendar
+
+Step 16: instagram-posts-generator (parallel group: social)
+  Purpose: Generate Instagram post content
+  Input: { calendar: $socialCalendar, images: $productImages }
+  Output: instagramPosts[]
+
+Step 17: twitter-posts-generator (parallel group: social)
+  Purpose: Generate Twitter post content
+  Input: { calendar: $socialCalendar, product: $structuredProduct }
+  Output: twitterPosts[]
+
+Step 18: facebook-posts-generator (parallel group: social)
+  Purpose: Generate Facebook post content
+  Input: { calendar: $socialCalendar, product: $structuredProduct }
+  Output: facebookPosts[]
+
+Step 19: launch-checklist-generator
+  Purpose: Generate comprehensive launch checklist
+  Input: {
+    product: $structuredProduct,
+    emails: [$welcomeEmail, $launchEmail, $followupEmail],
+    socialPosts: { instagram: $instagramPosts, twitter: $twitterPosts, facebook: $facebookPosts }
+  }
+  Output: launchChecklist
+
+Step 20: launch-kit-assembler
+  Purpose: Assemble complete launch kit
+  Input: {
+    product: $structuredProduct,
+    descriptions: { full: $productDescription, short: $shortDescription, bullets: $bulletPoints },
+    images: $productImages,
+    emails: { welcome: $welcomeEmail, launch: $launchEmail, followup: $followupEmail },
+    social: { instagram: $instagramPosts, twitter: $twitterPosts, facebook: $facebookPosts },
+    checklist: $launchChecklist,
+    seo: $seoKeywords
+  }
+  Output: launchKit
+```
+
+### Example 4: Data Pipeline (18 steps)
+
+**User Query:** "Pull data from our API, clean it, run analytics, generate visualizations, and create a PDF report"
+
+```yaml
+Plan: Data Analytics Pipeline
+Steps: 18
+Estimated Duration: 8-12 minutes
+Estimated Cost: $0.90
+
+Step 1: api-data-fetcher
+  Purpose: Fetch data from user's API
+  Input: { endpoint: $userInput.apiEndpoint, auth: $userInput.apiKey }
+  Output: rawData
+
+Step 2: data-validator
+  Purpose: Validate data structure and completeness
+  Input: { data: $rawData }
+  Output: validationReport
+
+Step 3: null-handler
+  Purpose: Handle missing values
+  Input: { data: $rawData, strategy: "smart-impute" }
+  Output: dataWithoutNulls
+
+Step 4: outlier-detector
+  Purpose: Detect and flag outliers
+  Input: { data: $dataWithoutNulls }
+  Output: outlierReport
+
+Step 5: data-normalizer
+  Purpose: Normalize numerical columns
+  Input: { data: $dataWithoutNulls }
+  Output: normalizedData
+
+Step 6: feature-engineer
+  Purpose: Create derived features
+  Input: { data: $normalizedData }
+  Output: enrichedData
+
+Step 7: descriptive-stats-calculator (parallel group: analytics)
+  Purpose: Calculate descriptive statistics
+  Input: { data: $enrichedData }
+  Output: descriptiveStats
+
+Step 8: correlation-analyzer (parallel group: analytics)
+  Purpose: Analyze correlations
+  Input: { data: $enrichedData }
+  Output: correlationMatrix
+
+Step 9: trend-analyzer (parallel group: analytics)
+  Purpose: Identify trends over time
+  Input: { data: $enrichedData, timeColumn: $userInput.timeColumn }
+  Output: trendAnalysis
+
+Step 10: segmentation-analyzer (parallel group: analytics)
+  Purpose: Perform customer/data segmentation
+  Input: { data: $enrichedData }
+  Output: segments
+
+Step 11: summary-chart-generator (parallel group: viz)
+  Purpose: Generate summary charts
+  Input: { stats: $descriptiveStats }
+  Output: summaryCharts[]
+
+Step 12: correlation-heatmap-generator (parallel group: viz)
+  Purpose: Generate correlation heatmap
+  Input: { matrix: $correlationMatrix }
+  Output: correlationHeatmap
+
+Step 13: trend-chart-generator (parallel group: viz)
+  Purpose: Generate trend visualizations
+  Input: { trends: $trendAnalysis }
+  Output: trendCharts[]
+
+Step 14: segment-chart-generator (parallel group: viz)
+  Purpose: Generate segmentation visualizations
+  Input: { segments: $segments }
+  Output: segmentCharts[]
+
+Step 15: insight-generator
+  Purpose: Generate key insights from analysis
+  Input: {
+    stats: $descriptiveStats,
+    correlations: $correlationMatrix,
+    trends: $trendAnalysis,
+    segments: $segments
+  }
+  Output: insights[]
+
+Step 16: executive-summary-writer
+  Purpose: Write executive summary
+  Input: { insights: $insights, validationReport: $validationReport }
+  Output: executiveSummary
+
+Step 17: report-compiler
+  Purpose: Compile full report content
+  Input: {
+    summary: $executiveSummary,
+    stats: $descriptiveStats,
+    insights: $insights,
+    outliers: $outlierReport
+  }
+  Output: reportContent
+
+Step 18: pdf-generator
+  Purpose: Generate final PDF report
+  Input: {
+    content: $reportContent,
+    charts: [...$summaryCharts, $correlationHeatmap, ...$trendCharts, ...$segmentCharts],
+    template: "analytics-report"
+  }
+  Output: pdfReport
+```
+
+### Example 5: Website Audit (22 steps)
+
+**User Query:** "Perform a complete audit of my website including SEO, performance, accessibility, and security, then generate a prioritized action plan"
+
+```yaml
+Plan: Comprehensive Website Audit
+Steps: 22
+Estimated Duration: 15-20 minutes
+Estimated Cost: $2.00
+
+# Discovery Phase
+Step 1: sitemap-discoverer
+  Purpose: Discover all pages on the website
+  Input: { url: $userInput.websiteUrl }
+  Output: sitemap
+
+Step 2: page-fetcher
+  Purpose: Fetch all pages for analysis
+  Input: { sitemap: $sitemap, maxPages: 50 }
+  Output: pages[]
+
+# SEO Analysis (parallel group: seo)
+Step 3: meta-tag-analyzer
+  Purpose: Analyze meta tags across all pages
+  Input: { pages: $pages }
+  Output: metaTagReport
+
+Step 4: heading-structure-analyzer
+  Purpose: Analyze heading hierarchy
+  Input: { pages: $pages }
+  Output: headingReport
+
+Step 5: internal-link-analyzer
+  Purpose: Analyze internal linking structure
+  Input: { pages: $pages, sitemap: $sitemap }
+  Output: internalLinkReport
+
+Step 6: keyword-density-analyzer
+  Purpose: Analyze keyword usage
+  Input: { pages: $pages }
+  Output: keywordReport
+
+Step 7: schema-markup-checker
+  Purpose: Check structured data markup
+  Input: { pages: $pages }
+  Output: schemaReport
+
+# Performance Analysis (parallel group: performance)
+Step 8: page-speed-analyzer
+  Purpose: Analyze page load speeds
+  Input: { pages: $pages }
+  Output: speedReport
+
+Step 9: asset-analyzer
+  Purpose: Analyze images, scripts, stylesheets
+  Input: { pages: $pages }
+  Output: assetReport
+
+Step 10: core-web-vitals-checker
+  Purpose: Check Core Web Vitals metrics
+  Input: { pages: $pages }
+  Output: webVitalsReport
+
+# Accessibility Analysis (parallel group: accessibility)
+Step 11: wcag-checker
+  Purpose: Check WCAG compliance
+  Input: { pages: $pages }
+  Output: wcagReport
+
+Step 12: color-contrast-checker
+  Purpose: Check color contrast ratios
+  Input: { pages: $pages }
+  Output: contrastReport
+
+Step 13: alt-text-checker
+  Purpose: Check image alt text
+  Input: { pages: $pages }
+  Output: altTextReport
+
+Step 14: keyboard-nav-checker
+  Purpose: Check keyboard navigation
+  Input: { pages: $pages }
+  Output: keyboardReport
+
+# Security Analysis (parallel group: security)
+Step 15: ssl-checker
+  Purpose: Check SSL/TLS configuration
+  Input: { url: $userInput.websiteUrl }
+  Output: sslReport
+
+Step 16: header-security-checker
+  Purpose: Check security headers
+  Input: { pages: $pages }
+  Output: securityHeadersReport
+
+Step 17: vulnerability-scanner
+  Purpose: Scan for common vulnerabilities
+  Input: { url: $userInput.websiteUrl }
+  Output: vulnerabilityReport
+
+# Report Generation
+Step 18: seo-score-calculator
+  Purpose: Calculate overall SEO score
+  Input: { reports: [$metaTagReport, $headingReport, $internalLinkReport, $keywordReport, $schemaReport] }
+  Output: seoScore
+
+Step 19: performance-score-calculator
+  Purpose: Calculate overall performance score
+  Input: { reports: [$speedReport, $assetReport, $webVitalsReport] }
+  Output: performanceScore
+
+Step 20: accessibility-score-calculator
+  Purpose: Calculate overall accessibility score
+  Input: { reports: [$wcagReport, $contrastReport, $altTextReport, $keyboardReport] }
+  Output: accessibilityScore
+
+Step 21: action-plan-generator
+  Purpose: Generate prioritized action plan
+  Input: {
+    seo: { score: $seoScore, reports: [$metaTagReport, $headingReport, $internalLinkReport, $keywordReport, $schemaReport] },
+    performance: { score: $performanceScore, reports: [$speedReport, $assetReport, $webVitalsReport] },
+    accessibility: { score: $accessibilityScore, reports: [$wcagReport, $contrastReport, $altTextReport, $keyboardReport] },
+    security: { reports: [$sslReport, $securityHeadersReport, $vulnerabilityReport] }
+  }
+  Output: actionPlan
+
+Step 22: audit-report-generator
+  Purpose: Generate comprehensive audit PDF
+  Input: {
+    sitemap: $sitemap,
+    scores: { seo: $seoScore, performance: $performanceScore, accessibility: $accessibilityScore },
+    actionPlan: $actionPlan,
+    allReports: [...]
+  }
+  Output: auditReport
+```
+
+---
+
+## Tool Discovery & Selection
+
+### Discovery Strategies
+
+#### 1. Semantic Search
+
+Match user intent to tool descriptions using embeddings:
+
+```typescript
+interface SemanticSearchResult {
+  tool: Tool;
+  similarity: number;
+  matchedOn: "description" | "useCase" | "examples";
+}
+
+async function semanticToolSearch(
+  capability: string
+): Promise<SemanticSearchResult[]> {
+  const embedding = await embed(capability);
+
+  const results = await vectorStore.search({
+    vector: embedding,
+    topK: 10,
+    filter: { healthStatus: "HEALTHY" }
+  });
+
+  return results.map(r => ({
+    tool: r.metadata.tool,
+    similarity: r.score,
+    matchedOn: r.metadata.matchField
+  }));
+}
+```
+
+#### 2. Category-Based Search
+
+Navigate the tool taxonomy:
+
+```typescript
+const categories = {
+  "web-scraping": ["web-scraper", "puppeteer", "playwright", "cheerio"],
+  "text-processing": ["markdown-converter", "text-cleaner", "summarizer"],
+  "data-transformation": ["json-transformer", "csv-parser", "data-merger"],
+  "image-generation": ["dalle", "midjourney", "stable-diffusion"],
+  "file-generation": ["pdf-generator", "xlsx-creator", "docx-writer"]
+};
+```
+
+#### 3. Capability Mapping
+
+Map abstract capabilities to concrete tools:
+
+```typescript
+const capabilityMap = {
+  "fetch-webpage": {
+    primary: "web-scraper",
+    alternatives: ["puppeteer-scraper", "playwright-fetch"],
+    fallback: "http-fetcher"
+  },
+  "extract-text": {
+    primary: "html-to-markdown",
+    alternatives: ["readability", "mozilla-readability"],
+    fallback: "html-strip"
+  },
+  "generate-image": {
+    primary: "dalle-3",
+    alternatives: ["stable-diffusion", "midjourney-api"],
+    fallback: "placeholder-image"
+  }
+};
+```
+
+### Selection Criteria
+
+```typescript
+interface SelectionCriteria {
+  // Quality metrics
+  healthStatus: "HEALTHY";
+  qualityScore: { min: 0.7 };
+
+  // Reliability metrics
+  successRate: { min: 0.95 };
+  avgExecutionTime: { max: 5000 };
+
+  // Cost metrics
+  estimatedTokens: { max: 1000 };
+
+  // Compatibility
+  inputType: string;
+  outputType: string;
+}
+
+function selectBestTool(
+  capability: string,
+  criteria: SelectionCriteria,
+  context: ExecutionContext
+): Tool {
+  const candidates = findToolsForCapability(capability);
+
+  return candidates
+    .filter(t => t.healthStatus === criteria.healthStatus)
+    .filter(t => t.qualityScore >= criteria.qualityScore.min)
+    .filter(t => isCompatible(t, context))
+    .sort((a, b) => scoreTool(b, criteria) - scoreTools(a, criteria))
+    [0];
+}
+```
+
+---
+
+## Context & State Management
+
+### Context Structure
+
+```typescript
+interface ExecutionContext {
+  // Original request
+  query: string;
+  entities: Entity[];
+
+  // Accumulated state
+  variables: Map<string, unknown>;
+
+  // Execution history
+  completedSteps: StepResult[];
+  currentStep: string | null;
+
+  // Error tracking
+  errors: StepError[];
+  retryCount: Map<string, number>;
+
+  // Performance tracking
+  startTime: number;
+  stepTimings: Map<string, number>;
+  tokenUsage: TokenUsage;
+}
+```
+
+### State Transitions
+
+```
+┌──────────┐
+│  INIT    │
+└────┬─────┘
+     │ loadPlan()
+     ▼
+┌──────────┐
+│ PLANNING │
+└────┬─────┘
+     │ validatePlan()
+     ▼
+┌──────────┐     error
+│ RUNNING  │─────────────┐
+└────┬─────┘             │
+     │                   ▼
+     │            ┌──────────┐
+     │            │ RETRYING │
+     │            └────┬─────┘
+     │                 │
+     │    ◄────────────┘
+     │ allStepsComplete()
+     ▼
+┌──────────┐
+│ COMPLETE │
+└──────────┘
+```
+
+### Variable Scoping
+
+```typescript
+// Global scope - available to all steps
+context.global.set("originalQuery", query);
+context.global.set("entities", entities);
+
+// Step scope - output of each step
+context.step.set("step_1.output", result1);
+context.step.set("step_2.output", result2);
+
+// Computed scope - derived values
+context.computed.set("combinedResults", merge(result1, result2));
+```
+
+### Data Flow Between Steps
+
+```typescript
+// Reference previous step output
+{
+  input: {
+    fromStep: {
+      stepId: "step_1",
+      path: "$.data.items[*].name"  // JSONPath
+    }
+  }
+}
+
+// Reference multiple steps
+{
+  input: {
+    fromSteps: [
+      { stepId: "step_1", path: "$.prices", as: "prices" },
+      { stepId: "step_2", path: "$.names", as: "names" }
+    ]
+  }
+}
+
+// Computed input
+{
+  input: {
+    computed: {
+      expression: "merge($step_1.output, $step_2.output)",
+      dependencies: ["step_1", "step_2"]
+    }
+  }
+}
+```
+
+---
+
+## Error Handling & Recovery
+
+### Error Types
+
+```typescript
+type ExecutionError =
+  | { type: "TOOL_NOT_FOUND"; toolName: string }
+  | { type: "TOOL_UNHEALTHY"; toolName: string; status: string }
+  | { type: "INPUT_VALIDATION"; stepId: string; errors: ValidationError[] }
+  | { type: "EXECUTION_TIMEOUT"; stepId: string; timeout: number }
+  | { type: "EXECUTION_FAILED"; stepId: string; error: string }
+  | { type: "OUTPUT_VALIDATION"; stepId: string; expected: string; received: string }
+  | { type: "DEPENDENCY_FAILED"; stepId: string; dependencyId: string };
+```
+
+### Recovery Strategies
+
+#### 1. Retry with Backoff
+
+```typescript
+async function executeWithRetry(
+  step: ExecutionStep,
+  context: ExecutionContext
+): Promise<unknown> {
+  const maxRetries = step.execution.retries;
+  let lastError: Error;
+
+  for (let attempt = 0; attempt <= maxRetries; attempt++) {
+    try {
+      return await executeStep(step, context);
+    } catch (error) {
+      lastError = error;
+
+      if (attempt < maxRetries) {
+        const delay = Math.pow(2, attempt) * 1000;
+        await sleep(delay);
+      }
+    }
+  }
+
+  throw lastError;
+}
+```
+
+#### 2. Fallback Tools
+
+```typescript
+async function executeWithFallback(
+  step: ExecutionStep,
+  context: ExecutionContext
+): Promise<unknown> {
+  const tools = [
+    step.tool,
+    ...(step.execution.fallbackTools ?? [])
+  ];
+
+  for (const tool of tools) {
+    try {
+      const modifiedStep = { ...step, tool };
+      return await executeStep(modifiedStep, context);
+    } catch (error) {
+      console.log(`Tool ${tool.exportName} failed, trying fallback...`);
+    }
+  }
+
+  throw new Error(`All tools failed for step ${step.id}`);
+}
+```
+
+#### 3. Skip and Continue
+
+```typescript
+async function executeWithSkip(
+  step: ExecutionStep,
+  context: ExecutionContext
+): Promise<unknown | null> {
+  try {
+    return await executeStep(step, context);
+  } catch (error) {
+    if (step.execution.canSkipOnError) {
+      context.errors.push({
+        stepId: step.id,
+        error: error.message,
+        skipped: true
+      });
+      return null;
+    }
+    throw error;
+  }
+}
+```
+
+#### 4. Dynamic Re-planning
+
+```typescript
+async function executeWithReplanning(
+  plan: ExecutionPlan,
+  context: ExecutionContext,
+  failedStepId: string
+): Promise<unknown> {
+  // Generate alternative plan for remaining steps
+  const remainingSteps = plan.steps.filter(
+    s => !context.completedSteps.includes(s.id)
+  );
+
+  const alternativePlan = await generateAlternativePlan(
+    context.query,
+    remainingSteps,
+    context.errors
+  );
+
+  return executeParallel(alternativePlan);
+}
+```
+
+---
+
+## Optimization Techniques
+
+### 1. Plan Caching
+
+Cache generated plans for similar queries:
+
+```typescript
+const planCache = new LRUCache<string, ExecutionPlan>({
+  max: 1000,
+  ttl: 1000 * 60 * 60  // 1 hour
+});
+
+function getCachedPlan(query: string): ExecutionPlan | null {
+  const normalizedQuery = normalize(query);
+  const cacheKey = hash(normalizedQuery);
+  return planCache.get(cacheKey);
+}
+```
+
+### 2. Tool Preloading
+
+Preload tools that are likely to be needed:
+
+```typescript
+async function preloadTools(plan: ExecutionPlan): Promise<void> {
+  const toolNames = plan.steps.map(s => s.tool.packageName);
+
+  await Promise.all(
+    toolNames.map(name => warmupTool(name))
+  );
+}
+```
+
+### 3. Parallel Maximization
+
+Identify and execute independent steps in parallel:
+
+```typescript
+function findParallelGroups(
+  steps: ExecutionStep[]
+): ExecutionStep[][] {
+  const groups: ExecutionStep[][] = [];
+  const completed = new Set<string>();
+
+  while (completed.size < steps.length) {
+    const ready = steps.filter(s =>
+      !completed.has(s.id) &&
+      s.dependsOn.every(d => completed.has(d))
+    );
+
+    if (ready.length === 0) break;
+
+    groups.push(ready);
+    ready.forEach(s => completed.add(s.id));
+  }
+
+  return groups;
+}
+```
+
+### 4. Result Streaming
+
+Stream partial results as they become available:
+
+```typescript
+async function* streamResults(
+  plan: ExecutionPlan
+): AsyncGenerator<PartialResult> {
+  const context = new ExecutionContext();
+
+  for (const step of plan.steps) {
+    yield { type: "step_started", stepId: step.id };
+
+    const result = await executeStep(step, context);
+
+    yield {
+      type: "step_completed",
+      stepId: step.id,
+      preview: summarize(result)
+    };
+  }
+}
+```
+
+### 5. Cost Optimization
+
+Minimize token usage by selecting efficient tools:
+
+```typescript
+function optimizeForCost(
+  plan: ExecutionPlan
+): ExecutionPlan {
+  return {
+    ...plan,
+    steps: plan.steps.map(step => {
+      const alternatives = findAlternativeTools(step.tool);
+      const cheapest = alternatives.sort(
+        (a, b) => estimateCost(a) - estimateCost(b)
+      )[0];
+
+      return { ...step, tool: cheapest };
+    })
+  };
+}
+```
+
+---
+
+## Security Considerations
+
+### 1. Input Sanitization
+
+```typescript
+function sanitizeInput(input: unknown, schema: JSONSchema): unknown {
+  // Remove potentially dangerous fields
+  if (typeof input === 'object' && input !== null) {
+    const sanitized = { ...input };
+    delete sanitized.__proto__;
+    delete sanitized.constructor;
+    return sanitized;
+  }
+
+  // Validate against schema
+  const validated = schema.parse(input);
+  return validated;
+}
+```
+
+### 2. Output Validation
+
+```typescript
+function validateOutput(
+  output: unknown,
+  expectedType: string
+): boolean {
+  // Ensure output matches expected type
+  // Prevent data exfiltration
+  // Sanitize any HTML/scripts
+}
+```
+
+### 3. Rate Limiting
+
+```typescript
+const rateLimiter = {
+  perIp: { limit: 100, window: "1h" },
+  perPlan: { limit: 50, window: "1h" },
+  perTool: { limit: 20, window: "1m" }
+};
+```
+
+### 4. Sandboxed Execution
+
+All tools run in isolated sandboxes with:
+- Limited memory
+- Limited CPU time
+- No filesystem access (except temp)
+- No network access (except whitelisted)
+- No environment variable access
+
+### 5. Audit Logging
+
+```typescript
+interface AuditLog {
+  timestamp: string;
+  userId: string;
+  planId: string;
+  steps: {
+    stepId: string;
+    tool: string;
+    input: Record<string, unknown>;  // Redacted
+    output: Record<string, unknown>; // Redacted
+    duration: number;
+  }[];
+}
+```
+
+---
+
+## Implementation Roadmap
+
+### Phase 1: Foundation (Current)
+
+- [x] Tool registry with dynamic loading
+- [x] Single tool execution with AI agent
+- [x] Health checking and validation
+- [x] Rate limiting and abuse prevention
+
+### Phase 2: Multi-Tool Execution
+
+- [ ] Sequential multi-tool execution
+- [ ] Context passing between tools
+- [ ] Basic error handling with retries
+- [ ] Execution logging and monitoring
+
+### Phase 3: Plan Generation
+
+- [ ] Query analysis and intent extraction
+- [ ] Capability-to-tool mapping
+- [ ] Single plan generation (X steps)
+- [ ] Plan validation and optimization
+
+### Phase 4: Multiple Plans (Y×X)
+
+- [ ] Multiple plan generation (Y alternatives)
+- [ ] Plan comparison and scoring
+- [ ] User plan selection UI
+- [ ] Auto-selection based on criteria
+
+### Phase 5: Advanced Orchestration
+
+- [ ] Parallel execution with DAG
+- [ ] Fallback tool selection
+- [ ] Dynamic re-planning on failure
+- [ ] Checkpoint and resume
+
+### Phase 6: Enterprise Features
+
+- [ ] Plan caching and reuse
+- [ ] Custom tool composition
+- [ ] Team-shared workflows
+- [ ] Analytics and optimization recommendations
+
+---
+
+## Appendix A: Query Complexity Scoring
+
+```typescript
+function calculateComplexity(query: string): number {
+  let score = 0;
+
+  // Count action verbs
+  const actions = query.match(/\b(create|generate|analyze|extract|convert|compare|merge|transform)\b/gi);
+  score += (actions?.length ?? 0) * 2;
+
+  // Count conjunctions indicating multiple tasks
+  const conjunctions = query.match(/\b(and|then|also|plus|after|before)\b/gi);
+  score += (conjunctions?.length ?? 0) * 1.5;
+
+  // Count output format requests
+  const formats = query.match(/\b(pdf|excel|csv|json|markdown|html|image|chart|graph)\b/gi);
+  score += (formats?.length ?? 0) * 1;
+
+  // Count data sources
+  const sources = query.match(/\b(from|using|based on|via|through)\b/gi);
+  score += (sources?.length ?? 0) * 1;
+
+  return Math.min(10, score);
+}
+```
+
+---
+
+## Appendix B: Tool Compatibility Matrix
+
+```
+┌─────────────────┬─────────┬─────────┬─────────┬─────────┐
+│ Output Type     │ string  │ object  │ array   │ buffer  │
+├─────────────────┼─────────┼─────────┼─────────┼─────────┤
+│ string input    │   ✓     │   △     │   △     │   ✗     │
+│ object input    │   △     │   ✓     │   △     │   ✗     │
+│ array input     │   △     │   △     │   ✓     │   ✗     │
+│ buffer input    │   ✗     │   ✗     │   ✗     │   ✓     │
+└─────────────────┴─────────┴─────────┴─────────┴─────────┘
+
+✓ = Direct compatibility
+△ = Requires transformation
+✗ = Incompatible
+```
+
+---
+
+## Appendix C: Cost Estimation Formula
+
+```typescript
+function estimatePlanCost(plan: ExecutionPlan): number {
+  const BASE_COST_PER_STEP = 0.001;  // $0.001 per step
+  const TOKEN_COST = 0.00003;        // $0.00003 per token
+
+  return plan.steps.reduce((total, step) => {
+    const stepCost = BASE_COST_PER_STEP;
+    const inputTokens = estimateInputTokens(step);
+    const outputTokens = estimateOutputTokens(step);
+    const tokenCost = (inputTokens + outputTokens) * TOKEN_COST;
+
+    return total + stepCost + tokenCost;
+  }, 0);
+}
+```
+
+---
+
+## Conclusion
+
+Dynamic multi-tool orchestration transforms TPMJS from a tool registry into an intelligent workflow engine. By generating Y alternative plans with X sequential steps, we can solve arbitrarily complex tasks while giving users choice and transparency.
+
+The key innovations are:
+
+1. **Dynamic Discovery**: Tools are loaded at runtime, not build time
+2. **Intelligent Planning**: AI generates optimal execution plans
+3. **Flexible Execution**: Sequential, parallel, or streaming execution
+4. **Robust Recovery**: Fallbacks, retries, and re-planning on failure
+5. **Cost Optimization**: Smart tool selection minimizes token usage
+
+This architecture scales from simple single-tool queries to complex 20+ step enterprise workflows, all using the same underlying primitives.
diff --git a/docs/HIERARCHICAL_CONTEXT_LOADING.md b/docs/HIERARCHICAL_CONTEXT_LOADING.md
new file mode 100644
index 0000000..2c5fe51
--- /dev/null
+++ b/docs/HIERARCHICAL_CONTEXT_LOADING.md
@@ -0,0 +1,739 @@
+# Hierarchical Cascading Tree: Tool & Context Loading
+
+A pattern for any agent chat interface where tool plans are generated speculatively,
+skills/context are inferred backwards from those plans, and execution proceeds with
+minimal context at each step.
+
+---
+
+## The Core Insight
+
+Traditional agent flow:
+```
+User Query → Load ALL tools → Model picks tools → Execute
+                  ↑
+            (huge context)
+```
+
+Hierarchical cascading flow:
+```
+User Query → Generate Y Plans → Infer Skills from Plans → Load minimal context per step
+                                        ↑
+                              (context derived from likely tools)
+```
+
+**Key idea**: The tool plans themselves tell you what context/skills the agent needs.
+You don't load everything—you load what the plan reveals is relevant.
+
+---
+
+## Real World Example: Website Audit
+
+**User Query**:
+> "Perform a complete audit of my website including SEO, performance, accessibility,
+> and security, then generate a prioritized action plan"
+
+### Step 1: Generate Y Plans (speculatively, in parallel)
+
+The system generates 3 alternative plans before any execution:
+
+```
+┌─────────────────────────────────────────────────────────────────────────────────┐
+│                              PLAN GENERATION                                     │
+│                                                                                 │
+│  User Query: "audit my website..."                                              │
+│                                                                                 │
+│         ┌──────────────┐   ┌──────────────┐   ┌──────────────┐                 │
+│         │   PLAN A     │   │   PLAN B     │   │   PLAN C     │                 │
+│         │  (thorough)  │   │   (quick)    │   │  (balanced)  │                 │
+│         │   22 steps   │   │   8 steps    │   │   14 steps   │                 │
+│         └──────────────┘   └──────────────┘   └──────────────┘                 │
+│                                                                                 │
+└─────────────────────────────────────────────────────────────────────────────────┘
+```
+
+### Step 2: Analyze Plans → Infer Required Domains
+
+Look at ALL tools across ALL plans to identify skill domains:
+
+```
+┌─────────────────────────────────────────────────────────────────────────────────┐
+│                         DOMAIN INFERENCE FROM PLANS                              │
+│                                                                                 │
+│  Plan A Tools:                    Plan B Tools:         Plan C Tools:           │
+│  ─────────────                    ─────────────         ─────────────           │
+│  sitemap-discoverer               lighthouse-runner     sitemap-discoverer      │
+│  page-fetcher                     security-scanner      lighthouse-runner       │
+│  meta-tag-analyzer                report-generator      wcag-checker            │
+│  heading-structure-analyzer                             ssl-checker             │
+│  internal-link-analyzer                                 action-plan-generator   │
+│  keyword-density-analyzer                               report-generator        │
+│  schema-markup-checker                                                          │
+│  page-speed-analyzer                                                            │
+│  asset-analyzer                                                                 │
+│  core-web-vitals-checker                                                        │
+│  wcag-checker                                                                   │
+│  color-contrast-checker                                                         │
+│  alt-text-checker                                                               │
+│  keyboard-nav-checker                                                           │
+│  ssl-checker                                                                    │
+│  header-security-checker                                                        │
+│  vulnerability-scanner                                                          │
+│  ...                                                                            │
+│                                                                                 │
+│                              ↓ CLUSTER BY DOMAIN ↓                              │
+│                                                                                 │
+│  ┌─────────────┐  ┌─────────────┐  ┌─────────────┐  ┌─────────────┐            │
+│  │     SEO     │  │ PERFORMANCE │  │ACCESSIBILITY│  │  SECURITY   │            │
+│  │   domain    │  │   domain    │  │   domain    │  │   domain    │            │
+│  └─────────────┘  └─────────────┘  └─────────────┘  └─────────────┘            │
+│                                                                                 │
+└─────────────────────────────────────────────────────────────────────────────────┘
+```
+
+### Step 3: Load Domain-Specific Context (Skills)
+
+Each domain has associated contextual knowledge:
+
+```
+┌─────────────────────────────────────────────────────────────────────────────────┐
+│                           SKILL/CONTEXT LOADING                                  │
+│                                                                                 │
+│  ┌─────────────────────────────────────────────────────────────────────────┐   │
+│  │  SEO SKILL CONTEXT                                                       │   │
+│  │  ───────────────────                                                     │   │
+│  │  • Meta tag best practices (title 50-60 chars, desc 150-160)            │   │
+│  │  • Heading hierarchy rules (single H1, logical nesting)                 │   │
+│  │  • Internal linking patterns (hub & spoke, silo structure)              │   │
+│  │  • Schema.org markup types and validation                               │   │
+│  │  • Core Web Vitals thresholds (LCP < 2.5s, FID < 100ms, CLS < 0.1)     │   │
+│  └─────────────────────────────────────────────────────────────────────────┘   │
+│                                                                                 │
+│  ┌─────────────────────────────────────────────────────────────────────────┐   │
+│  │  ACCESSIBILITY SKILL CONTEXT                                             │   │
+│  │  ───────────────────────────                                             │   │
+│  │  • WCAG 2.1 AA requirements checklist                                   │   │
+│  │  • Color contrast ratios (4.5:1 normal, 3:1 large text)                 │   │
+│  │  • ARIA roles and proper usage patterns                                 │   │
+│  │  • Keyboard navigation requirements                                     │   │
+│  │  • Screen reader compatibility guidelines                               │   │
+│  └─────────────────────────────────────────────────────────────────────────┘   │
+│                                                                                 │
+│  ┌─────────────────────────────────────────────────────────────────────────┐   │
+│  │  SECURITY SKILL CONTEXT                                                  │   │
+│  │  ──────────────────────                                                  │   │
+│  │  • Security header requirements (CSP, HSTS, X-Frame-Options)            │   │
+│  │  • SSL/TLS configuration best practices                                 │   │
+│  │  • OWASP Top 10 vulnerability patterns                                  │   │
+│  │  • Cookie security attributes (Secure, HttpOnly, SameSite)              │   │
+│  └─────────────────────────────────────────────────────────────────────────┘   │
+│                                                                                 │
+└─────────────────────────────────────────────────────────────────────────────────┘
+```
+
+### Step 4: The Cascading Tree During Execution
+
+Now execution proceeds. At each step, only load:
+1. The current tool
+2. Context relevant to that tool's domain
+3. The likely next 1-2 tools
+
+```
+┌─────────────────────────────────────────────────────────────────────────────────┐
+│                     HIERARCHICAL CASCADING EXECUTION                             │
+│                                                                                 │
+│  Time ─────────────────────────────────────────────────────────────────────►    │
+│                                                                                 │
+│  STEP 1: Discovery                                                              │
+│  ┌────────────────────────────────────────────────────────────────────────┐    │
+│  │                                                                         │    │
+│  │   LOADED IN CONTEXT:                                                   │    │
+│  │   ┌─────────────────┐                                                  │    │
+│  │   │ sitemap-        │  ← Current tool                                  │    │
+│  │   │ discoverer      │                                                  │    │
+│  │   └────────┬────────┘                                                  │    │
+│  │            │                                                            │    │
+│  │            │ likely next                                                │    │
+│  │            ▼                                                            │    │
+│  │   ┌─────────────────┐                                                  │    │
+│  │   │  page-fetcher   │  ← Preloaded (90% likely)                        │    │
+│  │   └─────────────────┘                                                  │    │
+│  │                                                                         │    │
+│  │   Context: [web-crawling basics, robots.txt rules]                     │    │
+│  │   Tokens: ~800                                                          │    │
+│  │                                                                         │    │
+│  └────────────────────────────────────────────────────────────────────────┘    │
+│                                                                                 │
+│                              ↓ output: sitemap with 47 pages                    │
+│                                                                                 │
+│  STEP 2: Fetch Pages                                                            │
+│  ┌────────────────────────────────────────────────────────────────────────┐    │
+│  │                                                                         │    │
+│  │   LOADED IN CONTEXT:                                                   │    │
+│  │   ┌─────────────────┐                                                  │    │
+│  │   │  page-fetcher   │  ← Current tool                                  │    │
+│  │   └────────┬────────┘                                                  │    │
+│  │            │                                                            │    │
+│  │     ┌──────┴──────┐   likely next (fan out to parallel)                │    │
+│  │     ▼             ▼                                                     │    │
+│  │   ┌─────┐     ┌─────────────┐                                          │    │
+│  │   │ SEO │     │ PERFORMANCE │  ← Domain branches preloaded              │    │
+│  │   │tools│     │   tools     │                                          │    │
+│  │   └─────┘     └─────────────┘                                          │    │
+│  │                                                                         │    │
+│  │   Context: [HTTP fetching, rate limiting, caching headers]             │    │
+│  │   Tokens: ~600                                                          │    │
+│  │                                                                         │    │
+│  └────────────────────────────────────────────────────────────────────────┘    │
+│                                                                                 │
+│                              ↓ output: 47 page objects                          │
+│                                                                                 │
+│  STEP 3-7: SEO Analysis (parallel group)                                        │
+│  ┌────────────────────────────────────────────────────────────────────────┐    │
+│  │                                                                         │    │
+│  │   LOADED IN CONTEXT:                                                   │    │
+│  │                                                                         │    │
+│  │   ┌─────────────┬─────────────┬─────────────┬─────────────┐           │    │
+│  │   │ meta-tag    │ heading     │ internal    │ schema      │           │    │
+│  │   │ analyzer    │ analyzer    │ link        │ checker     │           │    │
+│  │   │             │             │ analyzer    │             │           │    │
+│  │   └─────────────┴─────────────┴─────────────┴─────────────┘           │    │
+│  │         │             │             │             │                    │    │
+│  │         └─────────────┴──────┬──────┴─────────────┘                    │    │
+│  │                              ▼                                          │    │
+│  │                    ┌─────────────────┐                                 │    │
+│  │                    │ seo-score-calc  │  ← Convergence point            │    │
+│  │                    └─────────────────┘                                 │    │
+│  │                                                                         │    │
+│  │   Context: [SEO SKILL - full domain context loaded]                    │    │
+│  │   Tokens: ~2,400                                                        │    │
+│  │                                                                         │    │
+│  └────────────────────────────────────────────────────────────────────────┘    │
+│                                                                                 │
+│  ... similar parallel groups for PERFORMANCE, ACCESSIBILITY, SECURITY ...       │
+│                                                                                 │
+│  FINAL STEP: Report Generation                                                  │
+│  ┌────────────────────────────────────────────────────────────────────────┐    │
+│  │                                                                         │    │
+│  │   LOADED IN CONTEXT:                                                   │    │
+│  │                                                                         │    │
+│  │   ┌───────────────────────┐                                            │    │
+│  │   │ action-plan-generator │  ← Current tool                            │    │
+│  │   └───────────┬───────────┘                                            │    │
+│  │               │                                                         │    │
+│  │               ▼                                                         │    │
+│  │   ┌───────────────────────┐                                            │    │
+│  │   │ audit-report-generator│  ← Final tool                              │    │
+│  │   └───────────────────────┘                                            │    │
+│  │                                                                         │    │
+│  │   Context: [report writing, prioritization frameworks, all scores]     │    │
+│  │   Tokens: ~1,800                                                        │    │
+│  │                                                                         │    │
+│  └────────────────────────────────────────────────────────────────────────┘    │
+│                                                                                 │
+└─────────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## The Full Tree Visualization
+
+Here's the complete hierarchical tree for the website audit:
+
+```
+                                    USER QUERY
+                                        │
+                                        │ "audit my website..."
+                                        │
+                    ┌───────────────────┼───────────────────┐
+                    │                   │                   │
+                    ▼                   ▼                   ▼
+              ┌─────────┐         ┌─────────┐         ┌─────────┐
+              │ PLAN A  │         │ PLAN B  │         │ PLAN C  │
+              │thorough │         │  quick  │         │balanced │
+              └────┬────┘         └────┬────┘         └────┬────┘
+                   │                   │                   │
+                   │                   │                   │
+         ┌─────────┴─────────┐         │         ┌────────┴────────┐
+         │                   │         │         │                 │
+         ▼                   ▼         ▼         ▼                 ▼
+    ┌─────────┐         ┌─────────┐  (...)  ┌─────────┐       ┌─────────┐
+    │  SKILL  │         │  SKILL  │         │  SKILL  │       │  SKILL  │
+    │   SEO   │         │SECURITY │         │  PERF   │       │  A11Y   │
+    └────┬────┘         └────┬────┘         └────┬────┘       └────┬────┘
+         │                   │                   │                 │
+         │ context           │ context           │ context         │ context
+         │ docs              │ docs              │ docs            │ docs
+         ▼                   ▼                   ▼                 ▼
+    ┌─────────┐         ┌─────────┐         ┌─────────┐       ┌─────────┐
+    │meta-tag │         │ssl-check│         │lighthouse│      │wcag-    │
+    │heading  │         │headers  │         │webvitals│       │contrast │
+    │links    │         │vulns    │         │assets   │       │alt-text │
+    │schema   │         │...      │         │...      │       │keyboard │
+    └─────────┘         └─────────┘         └─────────┘       └─────────┘
+
+
+
+DETAIL: Cascading through SEO branch
+═══════════════════════════════════════════════════════════════════════════════
+
+Step 1                    Step 2                    Step 3 (parallel)
+─────────────────────────────────────────────────────────────────────────────
+
+   ┌──────────────┐
+   │   sitemap-   │
+   │  discoverer  │◄─── ACTIVE
+   └──────┬───────┘
+          │
+          │ preload likely next
+          ▼
+   ┌──────────────┐        ┌──────────────┐
+   │    page-     │        │    page-     │
+   │   fetcher    │───────►│   fetcher    │◄─── ACTIVE
+   └──────────────┘        └──────┬───────┘
+      (shadowed)                  │
+                                  │ preload domain tools
+                                  ▼
+                           ┌──────────────┐
+                           │  SEO tools   │
+                           │  (grouped)   │───────────────┐
+                           └──────────────┘               │
+                              (shadowed)                  │
+                                                          ▼
+                                                   ┌─────────────────────────┐
+                                                   │                         │
+                                                   │   ┌──────────────┐      │
+                                                   │   │  meta-tag    │◄──   │
+                                                   │   │  analyzer    │  │   │
+                                                   │   └──────────────┘  │   │
+                                                   │                     │   │
+                                                   │   ┌──────────────┐  │   │
+                                                   │   │  heading     │◄─┤   │
+                                                   │   │  analyzer    │  │   │
+                                                   │   └──────────────┘  ├───┼── ALL ACTIVE
+                                                   │                     │   │   (parallel)
+                                                   │   ┌──────────────┐  │   │
+                                                   │   │  link        │◄─┤   │
+                                                   │   │  analyzer    │  │   │
+                                                   │   └──────────────┘  │   │
+                                                   │                     │   │
+                                                   │   ┌──────────────┐  │   │
+                                                   │   │  schema      │◄──   │
+                                                   │   │  checker     │      │
+                                                   │   └──────────────┘      │
+                                                   │                         │
+                                                   │  + SEO SKILL CONTEXT    │
+                                                   │    loaded for all       │
+                                                   │                         │
+                                                   └─────────────────────────┘
+
+
+CONTEXT SIZE AT EACH STEP
+═══════════════════════════════════════════════════════════════════════════════
+
+Traditional approach (load everything):
+┌─────────────────────────────────────────────────────────────────────────────┐
+│ █████████████████████████████████████████████████████████████████████████   │
+│ ALL 22 tools + ALL skill docs = ~45,000 tokens                              │
+└─────────────────────────────────────────────────────────────────────────────┘
+
+Hierarchical cascading approach:
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│ Step 1:  ██░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░  ~800 tokens           │
+│ Step 2:  ██░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░  ~600 tokens           │
+│ Step 3:  █████████░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░  ~2,400 tokens         │
+│ Step 4:  ████████░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░  ~2,100 tokens         │
+│ Step 5:  ███████░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░  ~1,900 tokens         │
+│ Step 6:  ██████░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░  ~1,600 tokens         │
+│ Final:   ██████░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░  ~1,800 tokens         │
+│                                                                             │
+│ Average per step: ~1,600 tokens (96% reduction from loading everything)     │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## The Algorithm
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  1. PLAN GENERATION PHASE                                                   │
+│     ─────────────────────                                                   │
+│                                                                             │
+│     Input: User query                                                       │
+│     Output: Y candidate plans                                               │
+│                                                                             │
+│     ┌─────────────┐                                                         │
+│     │ Query       │                                                         │
+│     │ Analyzer    │──────► Extract intent, entities, constraints            │
+│     └──────┬──────┘                                                         │
+│            │                                                                │
+│            ▼                                                                │
+│     ┌─────────────┐                                                         │
+│     │ Tool        │                                                         │
+│     │ Searcher    │──────► Find candidate tools (semantic + keyword)        │
+│     └──────┬──────┘                                                         │
+│            │                                                                │
+│            ▼                                                                │
+│     ┌─────────────┐                                                         │
+│     │ Plan        │                                                         │
+│     │ Generator   │──────► Generate Y distinct plans                        │
+│     └─────────────┘                                                         │
+│                                                                             │
+│                                                                             │
+│  2. SKILL INFERENCE PHASE                                                   │
+│     ──────────────────────                                                  │
+│                                                                             │
+│     Input: Y plans                                                          │
+│     Output: Skill domains + contextual docs                                 │
+│                                                                             │
+│     ┌─────────────┐                                                         │
+│     │ Tool        │                                                         │
+│     │ Clusterer   │──────► Group tools by domain/category                   │
+│     └──────┬──────┘                                                         │
+│            │                                                                │
+│            ▼                                                                │
+│     ┌─────────────┐                                                         │
+│     │ Skill       │                                                         │
+│     │ Mapper      │──────► Map domains → skill documents                    │
+│     └──────┬──────┘                                                         │
+│            │                                                                │
+│            ▼                                                                │
+│     ┌─────────────┐                                                         │
+│     │ Context     │                                                         │
+│     │ Loader      │──────► Fetch relevant docs, examples, constraints       │
+│     └─────────────┘                                                         │
+│                                                                             │
+│                                                                             │
+│  3. EXECUTION PHASE (cascading)                                             │
+│     ───────────────────────────                                             │
+│                                                                             │
+│     For each step:                                                          │
+│                                                                             │
+│     ┌─────────────┐                                                         │
+│     │ Probability │                                                         │
+│     │ Calculator  │──────► Calculate P(next_tool) for all candidates        │
+│     └──────┬──────┘                                                         │
+│            │                                                                │
+│            ▼                                                                │
+│     ┌─────────────┐                                                         │
+│     │ Context     │                                                         │
+│     │ Assembler   │──────► current_tool + top_k likely + domain_context     │
+│     └──────┬──────┘                                                         │
+│            │                                                                │
+│            ▼                                                                │
+│     ┌─────────────┐                                                         │
+│     │ Executor    │──────► Run tool, capture output                         │
+│     └──────┬──────┘                                                         │
+│            │                                                                │
+│            ▼                                                                │
+│     ┌─────────────┐                                                         │
+│     │ State       │                                                         │
+│     │ Updater     │──────► Update context, prune unlikely branches          │
+│     └─────────────┘                                                         │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Probability-Based Preloading
+
+At each step, calculate which tools are most likely needed next:
+
+```
+                          CURRENT STATE
+                               │
+                               │ completed: [step_1, step_2]
+                               │ current: step_3
+                               │
+                               ▼
+              ┌────────────────────────────────────┐
+              │       NEXT TOOL PROBABILITIES      │
+              │                                    │
+              │  Based on:                         │
+              │  • Plan structure (what's next)    │
+              │  • Current output type             │
+              │  • Historical patterns             │
+              │  • User's stated goals             │
+              │                                    │
+              │  ┌──────────────────────────────┐  │
+              │  │ seo-score-calc      P=0.92  │──┼──► PRELOAD
+              │  │ accessibility-check P=0.85  │──┼──► PRELOAD
+              │  │ perf-score-calc     P=0.78  │──┼──► PRELOAD
+              │  │ security-scanner    P=0.45  │  │
+              │  │ other-tool          P=0.12  │  │
+              │  │ ...                         │  │
+              │  └──────────────────────────────┘  │
+              │                                    │
+              │  Threshold: P > 0.70 → preload     │
+              │                                    │
+              └────────────────────────────────────┘
+```
+
+---
+
+## The User Choice Interface
+
+When Y plans are generated, present them to the user:
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  Your request: "Audit my website for SEO, performance, and security"        │
+│                                                                             │
+│  I've generated 3 approaches:                                               │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │ ◉ PLAN A: Comprehensive Audit                              [SELECT] │   │
+│  │                                                                     │   │
+│  │   22 steps • ~15 min • $2.00 estimated                             │   │
+│  │                                                                     │   │
+│  │   Covers: SEO (7), Performance (3), Accessibility (4), Security (3)│   │
+│  │   Plus: Scoring, prioritization, PDF report                        │   │
+│  │                                                                     │   │
+│  │   Skills loaded: SEO best practices, WCAG 2.1, Security headers,   │   │
+│  │                  Core Web Vitals, Schema.org markup                │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │ ○ PLAN B: Quick Scan                                       [SELECT] │   │
+│  │                                                                     │   │
+│  │   8 steps • ~3 min • $0.40 estimated                               │   │
+│  │                                                                     │   │
+│  │   Covers: Lighthouse audit, basic security scan                    │   │
+│  │   Output: Summary scores only                                      │   │
+│  │                                                                     │   │
+│  │   Skills loaded: Lighthouse interpretation, SSL basics             │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │ ○ PLAN C: Balanced Review                                  [SELECT] │   │
+│  │                                                                     │   │
+│  │   14 steps • ~8 min • $1.20 estimated                              │   │
+│  │                                                                     │   │
+│  │   Covers: Key checks from each domain                              │   │
+│  │   Output: Prioritized action items                                 │   │
+│  │                                                                     │   │
+│  │   Skills loaded: SEO essentials, A11y critical, Security must-haves│   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+│  ─────────────────────────────────────────────────────────────────────────  │
+│                                                                             │
+│  Or: [Let AI decide based on your site] [Customize plan] [Cancel]          │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Adaptive Execution: Plan as Guide, Not Law
+
+Once skills are loaded from the plan, execution can be:
+
+### Mode 1: Strict Plan Following
+```
+Plan Step 1 → Execute Tool A → Plan Step 2 → Execute Tool B → ...
+
+The plan is the law. Execute exactly as specified.
+```
+
+### Mode 2: Plan-Guided Free Execution
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  Plan provides:                                                             │
+│  • Which tools are available (pre-approved set)                             │
+│  • What context/skills are loaded                                           │
+│  • Rough ordering guidance                                                  │
+│                                                                             │
+│  Model decides:                                                             │
+│  • Exact tool call order                                                    │
+│  • Whether to skip steps                                                    │
+│  • Whether to repeat steps                                                  │
+│  • Parameter values                                                         │
+│                                                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │  Agent has access to:                                               │   │
+│  │                                                                      │   │
+│  │  TOOLS (from plan):        SKILLS (from plan):                      │   │
+│  │  ├── sitemap-discoverer    ├── SEO best practices                   │   │
+│  │  ├── page-fetcher          ├── WCAG 2.1 guidelines                  │   │
+│  │  ├── meta-analyzer         ├── Security header docs                 │   │
+│  │  ├── wcag-checker          └── Core Web Vitals guide                │   │
+│  │  ├── ssl-checker                                                    │   │
+│  │  └── report-generator                                               │   │
+│  │                                                                      │   │
+│  │  Agent can call these tools in any order, with the skills           │   │
+│  │  providing domain expertise for intelligent decisions.              │   │
+│  │                                                                      │   │
+│  └─────────────────────────────────────────────────────────────────────┘   │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+### Mode 3: Hybrid (Checkpoints)
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  Phase 1: Discovery          Phase 2: Analysis          Phase 3: Report    │
+│  ─────────────────          ──────────────────          ────────────────   │
+│                                                                             │
+│  [sitemap-discoverer]       [CHECKPOINT: got pages]     [CHECKPOINT: got   │
+│         │                           │                    all scores]       │
+│         ▼                           ▼                           │          │
+│  [page-fetcher]             Agent freely uses:                  ▼          │
+│         │                   • seo tools                 [action-plan-gen]  │
+│         ▼                   • perf tools                        │          │
+│  [CHECKPOINT]               • a11y tools                        ▼          │
+│                             • security tools            [report-generator] │
+│                             in whatever order                              │
+│                             makes sense                                    │
+│                                                                             │
+│  Strict                     Flexible                    Strict             │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Dynamic Tool Installation (Registry Integration)
+
+In a registry-backed system (like TPMJS), if the agent needs a tool that isn't loaded:
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│  During execution, agent realizes it needs a tool not in the plan:          │
+│                                                                             │
+│  Agent: "The SSL certificate uses ECDSA which my ssl-checker doesn't        │
+│          fully support. I need a more specialized tool."                    │
+│                                                                             │
+│         ┌──────────────────────────────────────────────────────┐            │
+│         │                                                      │            │
+│         │   🔍 Searching registry for: "ECDSA certificate"     │            │
+│         │                                                      │            │
+│         │   Found:                                             │            │
+│         │   ┌──────────────────────────────────────────────┐   │            │
+│         │   │ ecdsa-cert-analyzer                          │   │            │
+│         │   │ "Analyzes ECDSA and EdDSA certificates"     │   │            │
+│         │   │ Health: ✓ Healthy                           │   │            │
+│         │   │ Quality: 0.87                               │   │            │
+│         │   └──────────────────────────────────────────────┘   │            │
+│         │                                                      │            │
+│         │   [Install and use] [Skip this check] [Ask user]     │            │
+│         │                                                      │            │
+│         └──────────────────────────────────────────────────────┘            │
+│                                                                             │
+│  On install:                                                                │
+│  1. Fetch tool metadata from registry                                       │
+│  2. Load tool's associated skill/context docs                               │
+│  3. Add to current execution context                                        │
+│  4. Continue execution                                                      │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Summary: The Complete Flow
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│                          USER QUERY ARRIVES                                 │
+│                                 │                                           │
+│                                 ▼                                           │
+│                    ┌───────────────────────┐                                │
+│                    │  1. GENERATE Y PLANS  │                                │
+│                    │     (speculative)     │                                │
+│                    └───────────┬───────────┘                                │
+│                                │                                            │
+│              ┌─────────────────┼─────────────────┐                          │
+│              ▼                 ▼                 ▼                          │
+│         ┌────────┐        ┌────────┐        ┌────────┐                      │
+│         │ Plan A │        │ Plan B │        │ Plan C │                      │
+│         └────┬───┘        └────┬───┘        └────┬───┘                      │
+│              │                 │                 │                          │
+│              └─────────────────┼─────────────────┘                          │
+│                                │                                            │
+│                                ▼                                            │
+│                    ┌───────────────────────┐                                │
+│                    │ 2. CLUSTER TOOLS BY   │                                │
+│                    │    DOMAIN/SKILL       │                                │
+│                    └───────────┬───────────┘                                │
+│                                │                                            │
+│              ┌─────────┬───────┼───────┬─────────┐                          │
+│              ▼         ▼       ▼       ▼         ▼                          │
+│         ┌────────┐ ┌──────┐ ┌─────┐ ┌──────┐ ┌───────┐                      │
+│         │SEO     │ │Perf  │ │A11y │ │Sec   │ │Report │                      │
+│         │domain  │ │domain│ │domain│ │domain│ │domain │                      │
+│         └────┬───┘ └──┬───┘ └──┬──┘ └──┬───┘ └───┬───┘                      │
+│              │        │        │       │         │                          │
+│              └────────┴────────┼───────┴─────────┘                          │
+│                                │                                            │
+│                                ▼                                            │
+│                    ┌───────────────────────┐                                │
+│                    │ 3. LOAD SKILL DOCS    │                                │
+│                    │    FOR EACH DOMAIN    │                                │
+│                    └───────────┬───────────┘                                │
+│                                │                                            │
+│                                ▼                                            │
+│             ┌──────────────────────────────────────┐                        │
+│             │  4. PRESENT PLANS TO USER (optional) │                        │
+│             │     or AUTO-SELECT                   │                        │
+│             └───────────────────┬──────────────────┘                        │
+│                                 │                                           │
+│                                 ▼                                           │
+│                    ┌───────────────────────┐                                │
+│                    │ 5. EXECUTE WITH       │                                │
+│                    │    CASCADING CONTEXT  │                                │
+│                    └───────────┬───────────┘                                │
+│                                │                                            │
+│              ┌─────────────────┴─────────────────┐                          │
+│              │                                   │                          │
+│              ▼                                   ▼                          │
+│    ┌─────────────────────┐            ┌─────────────────────┐              │
+│    │ Strict: Follow plan │            │ Flexible: Use plan  │              │
+│    │ exactly             │            │ as context guide    │              │
+│    └─────────────────────┘            └─────────────────────┘              │
+│                                                                             │
+│    At each step:                                                            │
+│    • Load only current tool + likely next tools                             │
+│    • Load only relevant domain context                                      │
+│    • Keep context window small (~1-3k tokens)                               │
+│    • Prune unlikely branches as execution proceeds                          │
+│                                                                             │
+│                                 │                                           │
+│                                 ▼                                           │
+│                    ┌───────────────────────┐                                │
+│                    │      FINAL OUTPUT     │                                │
+│                    └───────────────────────┘                                │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Key Takeaways
+
+1. **Plans reveal skills**: Instead of loading all context upfront, generate plans first
+   and let them tell you what context is actually needed.
+
+2. **Small context, right context**: At each step, load only what's needed for that step
+   plus likely next steps. 96% reduction in context size.
+
+3. **User choice as a feature**: Multiple plans aren't a bug—they're a feature. Users
+   can pick their preferred approach.
+
+4. **Adaptive execution**: Plans can be strict guides or loose frameworks. The skill
+   context enables intelligent tool use either way.
+
+5. **Registry as escape hatch**: If the agent needs something not in the plan, it can
+   query the registry, install on-demand, and continue.
+
+The hierarchical cascading tree pattern makes agents both more capable (access to any
+tool in the registry) and more efficient (minimal context at each step).
diff --git a/docs/NEON_COMPUTE_OPTIMIZATION.md b/docs/NEON_COMPUTE_OPTIMIZATION.md
new file mode 100644
index 0000000..832a3b2
--- /dev/null
+++ b/docs/NEON_COMPUTE_OPTIMIZATION.md
@@ -0,0 +1,276 @@
+# Neon Compute Usage Optimization Strategy
+
+Current usage: **100+ CU-hrs/month** (over free tier limit)
+
+## Root Causes
+
+### 1. Cron Jobs Hitting Database Too Frequently
+
+Current schedule:
+- `/api/sync/changes` - Every **2 minutes** (720 runs/day)
+- `/api/sync/keyword` - Every **15 minutes** (96 runs/day)
+- `/api/sync/metrics` - Every **hour** (24 runs/day)
+
+Each run wakes up the Neon compute instance if it's scaled to zero, incurring cold start costs.
+
+### 2. No Connection Pooling
+
+Prisma creates new connections for each serverless function invocation. Neon recommends using their connection pooler with `?pgbouncer=true`.
+
+### 3. API Endpoints Without Caching
+
+Every `/api/tools` request hits the database directly. No Redis/memory caching layer.
+
+### 4. Potentially Expensive Queries
+
+- `prisma.tool.findMany()` with multiple includes and order by clauses
+- No query result caching
+
+---
+
+## Optimization Strategy
+
+### Phase 1: Immediate Fixes (High Impact)
+
+#### 1.1 Reduce Cron Frequency
+
+```json
+// vercel.json - proposed changes
+{
+  "crons": [
+    {
+      "path": "/api/sync/changes",
+      "schedule": "0 */4 * * *"  // Every 4 hours instead of 2 minutes
+    },
+    {
+      "path": "/api/sync/keyword",
+      "schedule": "0 */6 * * *"  // Every 6 hours instead of 15 minutes
+    },
+    {
+      "path": "/api/sync/metrics",
+      "schedule": "0 0 * * *"    // Once daily instead of hourly
+    }
+  ]
+}
+```
+
+**Impact**: Reduces cron-triggered database wakeups from ~840/day to ~10/day
+
+#### 1.2 Enable Neon Connection Pooling
+
+Update `DATABASE_URL` in Vercel environment:
+
+```
+# Current (direct connection)
+postgresql://user:pass@ep-xxx.us-east-1.aws.neon.tech/db
+
+# Optimized (pooled connection)
+postgresql://user:pass@ep-xxx-pooler.us-east-1.aws.neon.tech/db?pgbouncer=true
+```
+
+Add to Prisma schema:
+```prisma
+datasource db {
+  provider  = "postgresql"
+  url       = env("DATABASE_URL")
+  directUrl = env("DIRECT_URL")  // For migrations only
+}
+```
+
+**Impact**: Reduces connection overhead by 50-80%
+
+#### 1.3 Reduce Auto-Suspend Timeout
+
+In Neon console, set compute auto-suspend to **1 minute** (minimum) instead of 5 minutes.
+
+**Impact**: Less idle compute time billed
+
+### Phase 2: Caching Layer (Medium Impact)
+
+#### 2.1 Add Vercel KV (Redis) for API Caching
+
+```typescript
+// apps/web/src/app/api/tools/route.ts
+import { kv } from '@vercel/kv';
+
+const CACHE_TTL = 300; // 5 minutes
+const CACHE_KEY = 'tools:list';
+
+export async function GET(request: NextRequest) {
+  // Try cache first
+  const cached = await kv.get(CACHE_KEY);
+  if (cached) {
+    return NextResponse.json(cached);
+  }
+
+  // Fetch from DB
+  const tools = await prisma.tool.findMany({ ... });
+
+  // Cache result
+  await kv.set(CACHE_KEY, tools, { ex: CACHE_TTL });
+
+  return NextResponse.json(tools);
+}
+```
+
+**Impact**: 90%+ cache hit rate for browse/search operations
+
+#### 2.2 Implement Stale-While-Revalidate Pattern
+
+```typescript
+// Return stale data immediately, refresh in background
+const cached = await kv.get(CACHE_KEY);
+if (cached) {
+  // Async refresh if stale
+  if (cached.timestamp < Date.now() - CACHE_TTL * 1000) {
+    refreshCacheInBackground();
+  }
+  return NextResponse.json(cached.data);
+}
+```
+
+### Phase 3: Query Optimization (Low-Medium Impact)
+
+#### 3.1 Use Select Instead of Include
+
+```typescript
+// Before: Fetches all package fields
+const tools = await prisma.tool.findMany({
+  include: { package: true }
+});
+
+// After: Only fetch needed fields
+const tools = await prisma.tool.findMany({
+  select: {
+    id: true,
+    name: true,
+    description: true,
+    package: {
+      select: {
+        npmPackageName: true,
+        npmVersion: true,
+        category: true,
+      }
+    }
+  }
+});
+```
+
+#### 3.2 Add Database Indexes
+
+Review slow queries in Neon console and add indexes:
+
+```prisma
+model Tool {
+  // Composite index for common query pattern
+  @@index([qualityScore(sort: Desc), createdAt(sort: Desc)])
+}
+```
+
+#### 3.3 Paginate Large Result Sets
+
+Current: `limit: 1000` in tool-search page
+Proposed: `limit: 50` with infinite scroll
+
+### Phase 4: Architecture Changes (High Impact, More Work)
+
+#### 4.1 Static Generation for Tool Pages
+
+Convert tool detail pages from `dynamic = 'force-dynamic'` to ISR:
+
+```typescript
+// apps/web/src/app/tool/[...slug]/page.tsx
+export const revalidate = 3600; // Revalidate every hour
+export const dynamicParams = true;
+
+export async function generateStaticParams() {
+  const tools = await prisma.tool.findMany({
+    select: { name: true, package: { select: { npmPackageName: true } } },
+    take: 100, // Pre-generate top 100 tools
+  });
+  return tools.map(t => ({ slug: [t.package.npmPackageName, t.name] }));
+}
+```
+
+**Impact**: Zero database hits for cached pages
+
+#### 4.2 Move Sync Jobs to GitHub Actions
+
+Instead of Vercel Cron (which triggers serverless functions that connect to Neon), use GitHub Actions with a direct database connection:
+
+```yaml
+# .github/workflows/sync.yml
+name: NPM Sync
+on:
+  schedule:
+    - cron: '0 */6 * * *'  # Every 6 hours
+
+jobs:
+  sync:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - run: pnpm install
+      - run: pnpm --filter=@tpmjs/db db:generate
+      - run: node scripts/sync-npm.js
+        env:
+          DATABASE_URL: ${{ secrets.DATABASE_URL }}
+```
+
+**Impact**: Sync jobs don't wake Neon compute (uses direct connection from GitHub runner)
+
+#### 4.3 Consider Neon Branching for Dev/Preview
+
+Use Neon branching so preview deployments don't hit production database:
+
+```
+Production: main branch (ep-xxx-pooler...)
+Preview: dev branch (ep-yyy-pooler...)
+```
+
+---
+
+## Implementation Priority
+
+| Priority | Task | Impact | Effort |
+|----------|------|--------|--------|
+| 🔴 P0 | Reduce cron frequency | High | 5 min |
+| 🔴 P0 | Enable connection pooling | High | 10 min |
+| 🟡 P1 | Add Vercel KV caching | High | 2 hrs |
+| 🟡 P1 | Reduce auto-suspend timeout | Medium | 5 min |
+| 🟢 P2 | Optimize queries with select | Medium | 1 hr |
+| 🟢 P2 | Move to ISR for tool pages | High | 2 hrs |
+| 🔵 P3 | Move sync to GitHub Actions | High | 3 hrs |
+
+---
+
+## Monitoring
+
+After implementing changes, monitor in Neon console:
+- **Compute hours**: Should drop 80%+ after P0 changes
+- **Connections**: Should be more stable with pooling
+- **Query performance**: Check slow query log
+
+---
+
+## Cost Projections
+
+| Scenario | CU-hrs/month | Cost |
+|----------|--------------|------|
+| Current | 100+ | Over free tier |
+| After P0 | ~20-30 | Free tier |
+| After P1 | ~10-15 | Free tier |
+| After all | ~5-10 | Free tier |
+
+Free tier limit: **100 CU-hrs/month**
+
+---
+
+## Quick Start
+
+1. **Right now**: Update `vercel.json` cron schedules
+2. **Today**: Add `-pooler` to DATABASE_URL in Vercel
+3. **This week**: Add Vercel KV caching
+4. **Next week**: Convert to ISR
+
+This should get you well under the 100 CU-hr limit.
diff --git a/docs/OVERRIDING_NPM_TOOL_EXECUTE.md b/docs/OVERRIDING_NPM_TOOL_EXECUTE.md
new file mode 100644
index 0000000..3507502
--- /dev/null
+++ b/docs/OVERRIDING_NPM_TOOL_EXECUTE.md
@@ -0,0 +1,628 @@
+# Overriding Execute Functions for npm Tools
+
+When you import an AI SDK tool from npm, it comes with a built-in `execute` function. This guide shows how to override or extend that execution before passing the tool to `generateText` or `streamText`.
+
+## The Problem
+
+You install a tool from npm:
+
+```bash
+npm install @tpmjs/some-tool
+```
+
+And import it:
+
+```typescript
+import { someTool } from '@tpmjs/some-tool';
+import { generateText } from 'ai';
+
+const result = await generateText({
+  model: openai('gpt-4o'),
+  tools: { someTool },  // Uses the package's built-in execute
+  prompt: 'Do something',
+});
+```
+
+But what if you want to:
+- Add logging before/after execution
+- Add authentication or API keys
+- Cache results
+- Transform inputs or outputs
+- Replace the execution entirely
+- Add rate limiting or retries
+
+## Understanding Tool Structure
+
+An AI SDK tool is an object with this shape:
+
+```typescript
+type Tool = {
+  description: string;
+  parameters: ZodSchema;
+  execute: (args: T, options: ToolExecuteOptions) => Promise<Result>;
+};
+```
+
+The key insight: **tools are just objects**. You can spread them, override properties, and create new tools from existing ones.
+
+---
+
+## Pattern 1: Simple Override with Spread
+
+The most straightforward approach - spread the original tool and override `execute`:
+
+```typescript
+import { someTool } from '@tpmjs/some-tool';
+import { generateText } from 'ai';
+
+const myTool = {
+  ...someTool,
+  execute: async (args, options) => {
+    console.log('Custom execution with args:', args);
+    // Your completely custom implementation
+    return { result: 'my custom result' };
+  },
+};
+
+const result = await generateText({
+  model: openai('gpt-4o'),
+  tools: { myTool },
+  prompt: 'Do something',
+});
+```
+
+**Use when:** You want to completely replace the execution logic.
+
+---
+
+## Pattern 2: Wrap with Pre/Post Processing
+
+Call the original execute but add behavior before and after:
+
+```typescript
+import { someTool } from '@tpmjs/some-tool';
+
+const wrappedTool = {
+  ...someTool,
+  execute: async (args, options) => {
+    // PRE-PROCESSING
+    console.log(`[${new Date().toISOString()}] Calling tool with:`, args);
+    const startTime = Date.now();
+
+    try {
+      // CALL ORIGINAL
+      const result = await someTool.execute(args, options);
+
+      // POST-PROCESSING
+      const duration = Date.now() - startTime;
+      console.log(`[${duration}ms] Tool returned:`, result);
+
+      return result;
+    } catch (error) {
+      console.error('Tool execution failed:', error);
+      throw error;
+    }
+  },
+};
+```
+
+**Use when:** You want to keep the original behavior but add logging, metrics, or transformations.
+
+---
+
+## Pattern 3: Transform Inputs
+
+Modify arguments before they reach the original execute:
+
+```typescript
+import { searchTool } from '@tpmjs/search-tool';
+
+const enhancedSearchTool = {
+  ...searchTool,
+  execute: async (args, options) => {
+    // Transform inputs
+    const enhancedArgs = {
+      ...args,
+      query: `${args.query} site:example.com`,  // Add search filter
+      limit: Math.min(args.limit || 10, 50),     // Cap results
+    };
+
+    return searchTool.execute(enhancedArgs, options);
+  },
+};
+```
+
+---
+
+## Pattern 4: Transform Outputs
+
+Modify the result before returning:
+
+```typescript
+import { dataTool } from '@tpmjs/data-tool';
+
+const formattedDataTool = {
+  ...dataTool,
+  execute: async (args, options) => {
+    const result = await dataTool.execute(args, options);
+
+    // Transform output
+    return {
+      ...result,
+      data: result.data.map(item => ({
+        ...item,
+        timestamp: new Date(item.timestamp).toLocaleString(),
+      })),
+      _meta: {
+        fetchedAt: new Date().toISOString(),
+        source: 'dataTool',
+      },
+    };
+  },
+};
+```
+
+---
+
+## Pattern 5: Add Authentication/API Keys
+
+Inject credentials that the original tool needs:
+
+```typescript
+import { apiTool } from '@tpmjs/api-tool';
+
+const authenticatedTool = {
+  ...apiTool,
+  execute: async (args, options) => {
+    // Inject API key into args
+    const argsWithAuth = {
+      ...args,
+      apiKey: process.env.EXTERNAL_API_KEY,
+      headers: {
+        ...args.headers,
+        'Authorization': `Bearer ${process.env.AUTH_TOKEN}`,
+      },
+    };
+
+    return apiTool.execute(argsWithAuth, options);
+  },
+};
+```
+
+---
+
+## Pattern 6: Conditional Execution
+
+Route to different implementations based on conditions:
+
+```typescript
+import { defaultTool } from '@tpmjs/default-tool';
+
+const conditionalTool = {
+  ...defaultTool,
+  execute: async (args, options) => {
+    // Use mock in development
+    if (process.env.NODE_ENV === 'development') {
+      return { result: 'mock data', mocked: true };
+    }
+
+    // Use cached result if available
+    const cacheKey = JSON.stringify(args);
+    const cached = await cache.get(cacheKey);
+    if (cached) {
+      return { ...cached, fromCache: true };
+    }
+
+    // Otherwise use original
+    const result = await defaultTool.execute(args, options);
+    await cache.set(cacheKey, result, { ttl: 3600 });
+    return result;
+  },
+};
+```
+
+---
+
+## Pattern 7: Add Retry Logic
+
+Wrap execution with automatic retries:
+
+```typescript
+import { unreliableTool } from '@tpmjs/unreliable-tool';
+
+const reliableTool = {
+  ...unreliableTool,
+  execute: async (args, options) => {
+    const maxRetries = 3;
+    let lastError: Error;
+
+    for (let attempt = 1; attempt <= maxRetries; attempt++) {
+      try {
+        return await unreliableTool.execute(args, options);
+      } catch (error) {
+        lastError = error as Error;
+        console.warn(`Attempt ${attempt} failed:`, error.message);
+
+        if (attempt < maxRetries) {
+          // Exponential backoff
+          await new Promise(r => setTimeout(r, Math.pow(2, attempt) * 100));
+        }
+      }
+    }
+
+    throw new Error(`Failed after ${maxRetries} attempts: ${lastError.message}`);
+  },
+};
+```
+
+---
+
+## Pattern 8: Add Timeout
+
+Prevent tools from hanging:
+
+```typescript
+import { slowTool } from '@tpmjs/slow-tool';
+
+const timedTool = {
+  ...slowTool,
+  execute: async (args, options) => {
+    const timeoutMs = 10000; // 10 seconds
+
+    const timeoutPromise = new Promise((_, reject) => {
+      setTimeout(() => reject(new Error('Tool execution timed out')), timeoutMs);
+    });
+
+    return Promise.race([
+      slowTool.execute(args, options),
+      timeoutPromise,
+    ]);
+  },
+};
+```
+
+---
+
+## Pattern 9: Rate Limiting
+
+Control how often a tool can be called:
+
+```typescript
+import { expensiveTool } from '@tpmjs/expensive-tool';
+
+// Simple rate limiter
+const rateLimiter = {
+  calls: [] as number[],
+  maxCalls: 10,
+  windowMs: 60000, // 1 minute
+
+  async acquire() {
+    const now = Date.now();
+    this.calls = this.calls.filter(t => now - t < this.windowMs);
+
+    if (this.calls.length >= this.maxCalls) {
+      const oldestCall = this.calls[0];
+      const waitTime = this.windowMs - (now - oldestCall);
+      await new Promise(r => setTimeout(r, waitTime));
+      return this.acquire();
+    }
+
+    this.calls.push(now);
+  },
+};
+
+const rateLimitedTool = {
+  ...expensiveTool,
+  execute: async (args, options) => {
+    await rateLimiter.acquire();
+    return expensiveTool.execute(args, options);
+  },
+};
+```
+
+---
+
+## Pattern 10: Validation Layer
+
+Add input validation before execution:
+
+```typescript
+import { unsafeTool } from '@tpmjs/unsafe-tool';
+import { z } from 'zod';
+
+// Additional validation schema
+const strictSchema = z.object({
+  query: z.string().min(1).max(1000),
+  options: z.object({
+    limit: z.number().int().min(1).max(100),
+  }).optional(),
+});
+
+const validatedTool = {
+  ...unsafeTool,
+  execute: async (args, options) => {
+    // Validate before execution
+    const validated = strictSchema.parse(args);
+
+    // Sanitize
+    const sanitized = {
+      ...validated,
+      query: validated.query.replace(/<[^>]*>/g, ''), // Strip HTML
+    };
+
+    return unsafeTool.execute(sanitized, options);
+  },
+};
+```
+
+---
+
+## Creating a Wrapper Factory
+
+For reusable patterns, create a factory function:
+
+```typescript
+type WrapperOptions<T, R> = {
+  before?: (args: T) => T | Promise<T>;
+  after?: (result: R, args: T) => R | Promise<R>;
+  onError?: (error: Error, args: T) => R | Promise<R>;
+  timeout?: number;
+  retries?: number;
+};
+
+function wrapTool<T, R>(
+  tool: { description: string; parameters: any; execute: (args: T, opts: any) => Promise<R> },
+  options: WrapperOptions<T, R> = {}
+) {
+  return {
+    ...tool,
+    execute: async (args: T, execOptions: any): Promise<R> => {
+      // Transform inputs
+      let processedArgs = args;
+      if (options.before) {
+        processedArgs = await options.before(args);
+      }
+
+      // Execute with timeout
+      const executeWithTimeout = async () => {
+        if (options.timeout) {
+          return Promise.race([
+            tool.execute(processedArgs, execOptions),
+            new Promise<never>((_, reject) =>
+              setTimeout(() => reject(new Error('Timeout')), options.timeout)
+            ),
+          ]);
+        }
+        return tool.execute(processedArgs, execOptions);
+      };
+
+      // Execute with retries
+      let lastError: Error | undefined;
+      const maxAttempts = (options.retries ?? 0) + 1;
+
+      for (let attempt = 1; attempt <= maxAttempts; attempt++) {
+        try {
+          let result = await executeWithTimeout();
+
+          // Transform outputs
+          if (options.after) {
+            result = await options.after(result, processedArgs);
+          }
+
+          return result;
+        } catch (error) {
+          lastError = error as Error;
+          if (attempt < maxAttempts) {
+            await new Promise(r => setTimeout(r, Math.pow(2, attempt) * 100));
+          }
+        }
+      }
+
+      // Handle error
+      if (options.onError) {
+        return options.onError(lastError!, processedArgs);
+      }
+      throw lastError;
+    },
+  };
+}
+
+// Usage
+import { someTool } from '@tpmjs/some-tool';
+
+const enhancedTool = wrapTool(someTool, {
+  before: (args) => ({ ...args, enhanced: true }),
+  after: (result) => ({ ...result, processedAt: new Date() }),
+  timeout: 5000,
+  retries: 2,
+  onError: (error, args) => ({ error: error.message, args, fallback: true }),
+});
+```
+
+---
+
+## Using with generateText/streamText
+
+All patterns work the same way with the AI SDK:
+
+```typescript
+import { generateText, streamText } from 'ai';
+import { openai } from '@ai-sdk/openai';
+import { originalTool } from '@tpmjs/original-tool';
+
+// Create your wrapped version
+const myTool = {
+  ...originalTool,
+  execute: async (args, options) => {
+    // Your custom logic
+    return originalTool.execute(args, options);
+  },
+};
+
+// Use with generateText
+const result = await generateText({
+  model: openai('gpt-4o'),
+  tools: { myTool },
+  maxSteps: 5,
+  prompt: 'Use the tool to do something',
+});
+
+// Or with streamText
+const stream = streamText({
+  model: openai('gpt-4o'),
+  tools: { myTool },
+  maxSteps: 5,
+  prompt: 'Use the tool to do something',
+});
+
+for await (const chunk of stream.textStream) {
+  process.stdout.write(chunk);
+}
+```
+
+---
+
+## Combining Multiple Tools
+
+Override multiple tools at once:
+
+```typescript
+import { toolA } from '@tpmjs/tool-a';
+import { toolB } from '@tpmjs/tool-b';
+import { toolC } from '@tpmjs/tool-c';
+
+// Logging wrapper for all tools
+function withLogging<T extends Record<string, any>>(tools: T): T {
+  const wrapped: any = {};
+
+  for (const [name, tool] of Object.entries(tools)) {
+    wrapped[name] = {
+      ...tool,
+      execute: async (args: any, options: any) => {
+        console.log(`[${name}] called with:`, args);
+        const result = await tool.execute(args, options);
+        console.log(`[${name}] returned:`, result);
+        return result;
+      },
+    };
+  }
+
+  return wrapped;
+}
+
+const tools = withLogging({ toolA, toolB, toolC });
+
+const result = await generateText({
+  model: openai('gpt-4o'),
+  tools,
+  prompt: 'Do something',
+});
+```
+
+---
+
+## TypeScript: Preserving Types
+
+To maintain type safety when wrapping tools:
+
+```typescript
+import { tool } from 'ai';
+import { z } from 'zod';
+
+// If the original tool is typed
+type OriginalTool = typeof import('@tpmjs/some-tool').someTool;
+
+// Your wrapper preserves the type
+function wrapWithLogging<T extends { execute: (...args: any[]) => any }>(
+  originalTool: T
+): T {
+  return {
+    ...originalTool,
+    execute: async (...args: Parameters<T['execute']>) => {
+      console.log('Calling tool');
+      return originalTool.execute(...args);
+    },
+  } as T;
+}
+
+// Usage - types are preserved
+import { someTool } from '@tpmjs/some-tool';
+const wrappedTool = wrapWithLogging(someTool);
+// wrappedTool has the same type as someTool
+```
+
+---
+
+## Real-World Example: Weather Tool with Caching
+
+```typescript
+import { weatherTool } from '@tpmjs/weather';
+import { generateText } from 'ai';
+import { openai } from '@ai-sdk/openai';
+
+// Simple in-memory cache
+const cache = new Map<string, { data: any; expiry: number }>();
+
+const cachedWeatherTool = {
+  ...weatherTool,
+  execute: async (args: { location: string }, options) => {
+    const cacheKey = `weather:${args.location.toLowerCase()}`;
+    const now = Date.now();
+
+    // Check cache
+    const cached = cache.get(cacheKey);
+    if (cached && cached.expiry > now) {
+      console.log(`Cache hit for ${args.location}`);
+      return { ...cached.data, cached: true };
+    }
+
+    // Fetch fresh data
+    console.log(`Fetching weather for ${args.location}`);
+    const result = await weatherTool.execute(args, options);
+
+    // Cache for 5 minutes
+    cache.set(cacheKey, {
+      data: result,
+      expiry: now + 5 * 60 * 1000,
+    });
+
+    return { ...result, cached: false };
+  },
+};
+
+// Use it
+const result = await generateText({
+  model: openai('gpt-4o'),
+  tools: { weather: cachedWeatherTool },
+  prompt: 'What is the weather in San Francisco and New York?',
+  maxSteps: 3,
+});
+```
+
+---
+
+## Summary
+
+| Pattern | Use Case |
+|---------|----------|
+| Simple Override | Completely replace execution |
+| Wrap Pre/Post | Add logging, metrics |
+| Transform Inputs | Modify arguments |
+| Transform Outputs | Format results |
+| Authentication | Inject API keys |
+| Conditional | Mock data, caching |
+| Retry | Handle flaky services |
+| Timeout | Prevent hanging |
+| Rate Limiting | Control API usage |
+| Validation | Sanitize inputs |
+
+The key insight is that AI SDK tools are plain objects. You can spread them and override `execute` to customize behavior while keeping the original `description` and `parameters` schema intact.
+
+```typescript
+const customTool = {
+  ...originalTool,           // Keep description & parameters
+  execute: async (args) => { // Override execute
+    // Your custom logic
+  },
+};
+```
diff --git a/docs/PLANNER_TYPE_DEFINITIONS.ts b/docs/PLANNER_TYPE_DEFINITIONS.ts
new file mode 100644
index 0000000..cc7d824
--- /dev/null
+++ b/docs/PLANNER_TYPE_DEFINITIONS.ts
@@ -0,0 +1,980 @@
+/**
+ * ============================================================================
+ * PLANNER TYPE DEFINITIONS
+ * ============================================================================
+ *
+ * Complete TypeScript types for the hierarchical cascading tool planner system.
+ * Based on research into:
+ * - Dynamic tool orchestration
+ * - Y×X plan generation (Y alternatives, X steps each)
+ * - Skill/context inference from tool plans
+ * - Pathway learning algorithms
+ * - Fragility management
+ *
+ * ============================================================================
+ */
+
+// ============================================================================
+// CORE PRIMITIVES
+// ============================================================================
+
+/**
+ * A tool from the registry
+ *
+ *   ┌─────────────────────────────────────┐
+ *   │ TOOL                                │
+ *   │ ─────                               │
+ *   │ packageName: "tpmjs-web-scraper"    │
+ *   │ exportName: "scrapeUrl"             │
+ *   │ description: "Fetches webpage..."   │
+ *   │ parameters: [...]                   │
+ *   │ returns: { type: "string" }         │
+ *   │ category: "web-scraping"            │
+ *   │ qualityScore: 0.87                  │
+ *   │ healthStatus: "HEALTHY"             │
+ *   └─────────────────────────────────────┘
+ */
+export interface Tool {
+  id: string;
+  packageName: string;
+  exportName: string;
+  description: string;
+  parameters: ToolParameter[];
+  returns: ToolReturn;
+  category: ToolCategory;
+  qualityScore: number;
+  healthStatus: ToolHealthStatus;
+  aiAgent?: ToolAIAgent;
+  tier: 'minimal' | 'rich';
+}
+
+export interface ToolParameter {
+  name: string;
+  type: ParameterType;
+  required: boolean;
+  description: string;
+  default?: unknown;
+  enum?: string[];
+}
+
+export type ParameterType =
+  | 'string'
+  | 'number'
+  | 'boolean'
+  | 'object'
+  | 'array'
+  | 'string[]'
+  | 'number[]';
+
+export interface ToolReturn {
+  type: string;
+  description: string;
+  schema?: JSONSchema;
+}
+
+export interface ToolAIAgent {
+  useCase: string;
+  limitations?: string;
+  examples?: string[];
+}
+
+export type ToolCategory =
+  | 'web-scraping'
+  | 'data-analysis'
+  | 'file-generation'
+  | 'image-processing'
+  | 'text-processing'
+  | 'communication'
+  | 'ai-ml'
+  | 'database'
+  | 'api-integration'
+  | 'general';
+
+export type ToolHealthStatus = 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+
+export interface JSONSchema {
+  type: string;
+  properties?: Record<string, JSONSchema>;
+  items?: JSONSchema;
+  required?: string[];
+  [key: string]: unknown;
+}
+
+// ============================================================================
+// QUERY ANALYSIS
+// ============================================================================
+
+/**
+ * Result of analyzing a user query
+ *
+ *   Query: "Scrape competitor prices from example.com and make a report"
+ *
+ *   ┌─────────────────────────────────────────────────────┐
+ *   │ QUERY ANALYSIS                                      │
+ *   │ ──────────────                                      │
+ *   │ intent: "price-comparison-report"                   │
+ *   │ entities: [{ type: "url", value: "example.com" }]   │
+ *   │ capabilities: ["fetch-webpage", "extract-prices",   │
+ *   │                "analyze-data", "generate-report"]   │
+ *   │ outputFormat: "pdf"                                 │
+ *   │ complexity: 7                                       │
+ *   └─────────────────────────────────────────────────────┘
+ */
+export interface QueryAnalysis {
+  intent: string;
+  entities: QueryEntity[];
+  requiredCapabilities: string[];
+  outputFormat?: OutputFormat;
+  constraints: QueryConstraints;
+  ambiguities: string[];
+  complexity: number; // 1-10
+}
+
+export interface QueryEntity {
+  type: EntityType;
+  value: string;
+  confidence: number;
+}
+
+export type EntityType = 'url' | 'file_path' | 'email' | 'date' | 'number' | 'name' | 'keyword';
+
+export type OutputFormat = 'json' | 'csv' | 'pdf' | 'xlsx' | 'markdown' | 'html' | 'image' | 'text';
+
+export interface QueryConstraints {
+  format?: string;
+  style?: string;
+  maxTime?: number;
+  maxCost?: number;
+  quality?: 'draft' | 'standard' | 'high';
+}
+
+// ============================================================================
+// EXECUTION PLANS
+// ============================================================================
+
+/**
+ * A complete execution plan (one of Y alternatives)
+ *
+ *   ┌─────────────────────────────────────────────────────────────┐
+ *   │ EXECUTION PLAN                                              │
+ *   │ ──────────────                                              │
+ *   │                                                             │
+ *   │ metadata:                                                   │
+ *   │   query: "Scrape competitor prices..."                     │
+ *   │   complexity: 7                                             │
+ *   │   estimatedDuration: 45000ms                               │
+ *   │   estimatedCost: $0.45                                     │
+ *   │   confidence: 0.87                                          │
+ *   │                                                             │
+ *   │ classification:                                             │
+ *   │   approach: "thorough"                                      │
+ *   │   riskLevel: "low"                                          │
+ *   │                                                             │
+ *   │ steps: [step1, step2, step3, ...]                          │
+ *   │ skills: [seo, scraping, analysis]                          │
+ *   │                                                             │
+ *   └─────────────────────────────────────────────────────────────┘
+ */
+export interface ExecutionPlan {
+  id: string;
+  version: '1.0';
+  metadata: PlanMetadata;
+  classification: PlanClassification;
+  steps: PlanStep[];
+  skills: Skill[];
+  expectedOutput: ExpectedOutput;
+}
+
+export interface PlanMetadata {
+  generatedAt: string;
+  query: string;
+  complexity: number;
+  estimatedDuration: number; // milliseconds
+  estimatedCost: number; // USD
+  confidence: number; // 0-1
+}
+
+export interface PlanClassification {
+  approach: 'thorough' | 'quick' | 'balanced';
+  riskLevel: 'low' | 'medium' | 'high';
+  parallelizable: boolean;
+}
+
+export interface ExpectedOutput {
+  type: string;
+  schema?: JSONSchema;
+  description: string;
+}
+
+// ============================================================================
+// PLAN STEPS
+// ============================================================================
+
+/**
+ * A single step in an execution plan
+ *
+ *   ┌─────────────────────────────────────────────────────────────┐
+ *   │ PLAN STEP                                                   │
+ *   │ ─────────                                                   │
+ *   │                                                             │
+ *   │ id: "step_3"                                                │
+ *   │ order: 3                                                    │
+ *   │ tool: { packageName: "tpmjs-price-extractor", ... }        │
+ *   │ purpose: "Extract and normalize price values"              │
+ *   │                                                             │
+ *   │ input:                                                      │
+ *   │   fromStep: { stepId: "step_2", path: "$.elements" }       │
+ *   │   static: { currency: "USD" }                              │
+ *   │                                                             │
+ *   │ output:                                                     │
+ *   │   type: "array"                                             │
+ *   │   storeAs: "prices"                                        │
+ *   │                                                             │
+ *   │ execution:                                                  │
+ *   │   timeout: 5000                                             │
+ *   │   retries: 2                                                │
+ *   │   fallbackTools: ["alt-price-extractor"]                   │
+ *   │                                                             │
+ *   │ dependsOn: ["step_2"]                                       │
+ *   │ parallelGroup: "extraction"                                 │
+ *   │                                                             │
+ *   └─────────────────────────────────────────────────────────────┘
+ */
+export interface PlanStep {
+  id: string;
+  order: number;
+  tool: ToolReference;
+  purpose: string;
+  input: StepInput;
+  output: StepOutput;
+  execution: StepExecution;
+  dependsOn: string[];
+  parallelGroup?: string;
+}
+
+export interface ToolReference {
+  packageName: string;
+  exportName: string;
+  version?: string;
+}
+
+export interface StepInput {
+  static?: Record<string, unknown>;
+  fromStep?: StepReference | StepReference[];
+  fromQuery?: QueryReference;
+  computed?: ComputedInput;
+}
+
+export interface StepReference {
+  stepId: string;
+  path: string; // JSONPath
+  as?: string; // alias
+}
+
+export interface QueryReference {
+  entityType: EntityType;
+  index?: number;
+}
+
+export interface ComputedInput {
+  expression: string;
+  dependencies: string[];
+}
+
+export interface StepOutput {
+  type: string;
+  storeAs: string;
+  validate?: ValidationRule[];
+}
+
+export interface ValidationRule {
+  rule: 'minLength' | 'maxLength' | 'regex' | 'type' | 'required';
+  value: unknown;
+  message?: string;
+}
+
+export interface StepExecution {
+  timeout: number;
+  retries: number;
+  canSkipOnError: boolean;
+  fallbackTools?: string[];
+}
+
+// ============================================================================
+// SKILLS (CONTEXTUAL KNOWLEDGE)
+// ============================================================================
+
+/**
+ * A skill is domain knowledge inferred from tools in a plan
+ *
+ *   Tools in Plan              Inferred Skill
+ *   ─────────────              ──────────────
+ *   ┌─────────────┐            ┌─────────────────────────────────┐
+ *   │web-scraper  │──┐         │ SKILL: web-scraping             │
+ *   │html-parser  │──┼────────►│                                 │
+ *   │url-validator│──┘         │ context:                        │
+ *   └─────────────┘            │   • Rate limiting rules         │
+ *                              │   • Robots.txt guidelines       │
+ *                              │   • CSS selector best practices │
+ *                              └─────────────────────────────────┘
+ */
+export interface Skill {
+  domain: ToolCategory;
+  context: string;
+  tools: Tool[];
+  priority: number; // For ordering in context
+}
+
+export interface SkillContext {
+  domain: ToolCategory;
+  content: string;
+  tokenEstimate: number;
+}
+
+// ============================================================================
+// EXECUTION CONTEXT
+// ============================================================================
+
+/**
+ * Runtime state during plan execution
+ *
+ *   ┌─────────────────────────────────────────────────────────────┐
+ *   │ EXECUTION CONTEXT                                           │
+ *   │ ─────────────────                                           │
+ *   │                                                             │
+ *   │ query: "Scrape competitor prices..."                       │
+ *   │                                                             │
+ *   │ variables:                                                  │
+ *   │   step_1 ──► { html: "<html>..." }                         │
+ *   │   step_2 ──► { elements: [...] }                           │
+ *   │   step_3 ──► { prices: [19.99, 24.99] }                    │
+ *   │                                                             │
+ *   │ completed: { step_1, step_2, step_3 }                      │
+ *   │ currentStep: "step_4"                                       │
+ *   │                                                             │
+ *   │ errors: []                                                  │
+ *   │ retryCount: { step_2: 1 }                                  │
+ *   │                                                             │
+ *   │ timing:                                                     │
+ *   │   startTime: 1702234567890                                 │
+ *   │   stepTimings: { step_1: 823, step_2: 234, step_3: 567 }   │
+ *   │                                                             │
+ *   │ tokens:                                                     │
+ *   │   input: 4521                                               │
+ *   │   output: 1234                                              │
+ *   │                                                             │
+ *   └─────────────────────────────────────────────────────────────┘
+ */
+export interface ExecutionContext {
+  query: string;
+  entities: QueryEntity[];
+  variables: Map<string, unknown>;
+  completed: Set<string>;
+  currentStep: string | null;
+  errors: ExecutionError[];
+  retryCount: Map<string, number>;
+  timing: ExecutionTiming;
+  tokens: TokenUsage;
+}
+
+export interface ExecutionError {
+  stepId: string;
+  tool: string;
+  error: string;
+  timestamp: number;
+  recoverable: boolean;
+}
+
+export interface ExecutionTiming {
+  startTime: number;
+  stepTimings: Map<string, number>;
+}
+
+export interface TokenUsage {
+  input: number;
+  output: number;
+  perStep: Map<string, { input: number; output: number }>;
+}
+
+// ============================================================================
+// EXECUTION EVENTS (FOR STREAMING)
+// ============================================================================
+
+/**
+ * Events emitted during plan execution
+ *
+ *   Time ────────────────────────────────────────────────────────►
+ *
+ *   ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌────────┐
+ *   │plan_start│►│step_start│►│step_done │►│step_start│►│plan_end│
+ *   └──────────┘ └──────────┘ └──────────┘ └──────────┘ └────────┘
+ */
+export type ExecutionEvent =
+  | PlanStartEvent
+  | StepStartEvent
+  | ContextLoadedEvent
+  | StepProgressEvent
+  | StepCompleteEvent
+  | StepErrorEvent
+  | StepSkippedEvent
+  | PlanCompleteEvent
+  | PlanErrorEvent;
+
+export interface PlanStartEvent {
+  type: 'plan_start';
+  planId: string;
+  totalSteps: number;
+  skills: string[];
+}
+
+export interface StepStartEvent {
+  type: 'step_start';
+  stepId: string;
+  tool: string;
+  purpose: string;
+}
+
+export interface ContextLoadedEvent {
+  type: 'context_loaded';
+  stepId: string;
+  tokens: number;
+  skills: string[];
+}
+
+export interface StepProgressEvent {
+  type: 'step_progress';
+  stepId: string;
+  progress: number; // 0-100
+  message?: string;
+}
+
+export interface StepCompleteEvent {
+  type: 'step_complete';
+  stepId: string;
+  duration: number;
+  resultPreview: string;
+}
+
+export interface StepErrorEvent {
+  type: 'step_error';
+  stepId: string;
+  error: string;
+  willRetry: boolean;
+  fallbackTool?: string;
+}
+
+export interface StepSkippedEvent {
+  type: 'step_skipped';
+  stepId: string;
+  reason: string;
+}
+
+export interface PlanCompleteEvent {
+  type: 'plan_complete';
+  success: boolean;
+  totalDuration: number;
+  totalTokens: number;
+  output: unknown;
+}
+
+export interface PlanErrorEvent {
+  type: 'plan_error';
+  error: string;
+  failedStep: string;
+  completedSteps: string[];
+}
+
+// ============================================================================
+// PATHWAY LEARNING
+// ============================================================================
+
+/**
+ * Record of a pathway execution for learning
+ *
+ *   ┌─────────────────────────────────────────────────────────────┐
+ *   │ PATHWAY RECORD                                              │
+ *   │ ──────────────                                              │
+ *   │                                                             │
+ *   │ queryPattern: "scrape.*price.*report"                      │
+ *   │ steps: ["scraper", "parser", "analyzer", "reporter"]       │
+ *   │                                                             │
+ *   │ stats:                                                      │
+ *   │   successes: 847                                            │
+ *   │   failures: 45                                              │
+ *   │   avgDuration: 34500ms                                     │
+ *   │                                                             │
+ *   │ lastUsed: 2024-01-15T10:30:00Z                             │
+ *   │ firstUsed: 2024-01-01T08:00:00Z                            │
+ *   │                                                             │
+ *   └─────────────────────────────────────────────────────────────┘
+ */
+export interface PathwayRecord {
+  id: string;
+  queryPattern: string;
+  steps: string[]; // Tool IDs in order
+  stats: PathwayStats;
+  lastUsed: Date;
+  firstUsed: Date;
+  metadata: PathwayMetadata;
+}
+
+export interface PathwayStats {
+  successes: number;
+  failures: number;
+  totalRuns: number;
+  avgDuration: number;
+  avgTokens: number;
+  avgCost: number;
+}
+
+export interface PathwayMetadata {
+  createdBy: 'user' | 'auto';
+  tags: string[];
+  notes?: string;
+}
+
+/**
+ * K-factor represents convergence toward determinism
+ *
+ *   K = 0.00 ──► No pattern, explore freely
+ *   K = 0.50 ──► Weak pattern, prefer but explore
+ *   K = 0.85 ──► Strong pattern, mostly deterministic
+ *   K = 0.99 ──► Near-locked, rare deviation
+ */
+export interface KFactorResult {
+  value: number; // 0-1
+  confidence: number;
+  dominantPath: string[] | null;
+  totalObservations: number;
+}
+
+// ============================================================================
+// LEARNING ALGORITHMS
+// ============================================================================
+
+/**
+ * Configuration for pathway selection algorithms
+ */
+export interface LearningConfig {
+  algorithm: LearningAlgorithm;
+  params: AlgorithmParams;
+}
+
+export type LearningAlgorithm =
+  | 'epsilon_greedy'
+  | 'ucb'
+  | 'thompson_sampling'
+  | 'contextual_bandit'
+  | 'q_learning'
+  | 'mcts';
+
+export type AlgorithmParams =
+  | EpsilonGreedyParams
+  | UCBParams
+  | ThompsonParams
+  | ContextualBanditParams
+  | QLearningParams
+  | MCTSParams;
+
+export interface EpsilonGreedyParams {
+  type: 'epsilon_greedy';
+  epsilon: number; // Exploration rate (0-1)
+  decayRate: number; // How fast epsilon decays
+  minEpsilon: number; // Floor for epsilon
+}
+
+export interface UCBParams {
+  type: 'ucb';
+  explorationConstant: number; // C in UCB formula
+}
+
+export interface ThompsonParams {
+  type: 'thompson_sampling';
+  priorAlpha: number; // Beta distribution prior
+  priorBeta: number;
+}
+
+export interface ContextualBanditParams {
+  type: 'contextual_bandit';
+  features: ContextFeature[];
+  learningRate: number;
+}
+
+export type ContextFeature =
+  | 'user_type'
+  | 'query_complexity'
+  | 'time_of_day'
+  | 'previous_success_rate';
+
+export interface QLearningParams {
+  type: 'q_learning';
+  learningRate: number; // Alpha
+  discountFactor: number; // Gamma
+  explorationRate: number; // Epsilon
+}
+
+export interface MCTSParams {
+  type: 'mcts';
+  simulations: number;
+  explorationConstant: number;
+  maxDepth: number;
+}
+
+// ============================================================================
+// FRAGILITY MANAGEMENT
+// ============================================================================
+
+/**
+ * Fragility budget for a plan
+ *
+ *   ┌─────────────────────────────────────────────────────────────┐
+ *   │ FRAGILITY BUDGET                                            │
+ *   │ ────────────────                                            │
+ *   │                                                             │
+ *   │ Target success rate: 90%                                    │
+ *   │                                                             │
+ *   │ If each step has P(success) = 0.98:                        │
+ *   │   Max steps = floor(log(0.90) / log(0.98)) = 5             │
+ *   │                                                             │
+ *   │ If each step has P(success) = 0.95:                        │
+ *   │   Max steps = floor(log(0.90) / log(0.95)) = 2             │
+ *   │                                                             │
+ *   └─────────────────────────────────────────────────────────────┘
+ */
+export interface FragilityBudget {
+  targetSuccessRate: number; // e.g., 0.90 for 90%
+  avgStepSuccessRate: number; // e.g., 0.98
+  maxSteps: number; // Calculated limit
+  currentSteps: number;
+  withinBudget: boolean;
+}
+
+export interface FragilityAnalysis {
+  plan: ExecutionPlan;
+  budget: FragilityBudget;
+  sequentialFragility: number; // P(all sequential steps succeed)
+  parallelBenefit: number; // Improvement from parallel execution
+  fallbackBenefit: number; // Improvement from fallbacks
+  effectiveSuccessRate: number; // Final calculated rate
+  recommendations: FragilityRecommendation[];
+}
+
+export interface FragilityRecommendation {
+  type: 'reduce_steps' | 'add_fallbacks' | 'parallelize' | 'add_checkpoints';
+  description: string;
+  impact: number; // Estimated improvement
+}
+
+// ============================================================================
+// PLAN GENERATION OPTIONS
+// ============================================================================
+
+/**
+ * Options for generating plans
+ */
+export interface PlanGenerationOptions {
+  numPlans: number; // Y in Y×X
+  maxStepsPerPlan: number; // Max X
+  strategies: PlanStrategy[];
+  fragilityBudget?: FragilityBudget;
+  preferredCategories?: ToolCategory[];
+  excludeTools?: string[];
+}
+
+export interface PlanStrategy {
+  name: string;
+  maxSteps: number;
+  preferQuality: boolean;
+  preferSpeed: boolean;
+  allowParallel: boolean;
+  requireFallbacks: boolean;
+}
+
+// ============================================================================
+// CASCADING CONTEXT
+// ============================================================================
+
+/**
+ * Context assembled for a single step (minimal footprint)
+ *
+ *   Traditional: Load ALL tools + ALL docs = ~45,000 tokens
+ *
+ *   Cascading:
+ *   ┌────────────────────────────────────────────────────────────┐
+ *   │ STEP CONTEXT (~1,500 tokens)                               │
+ *   │ ────────────                                               │
+ *   │                                                            │
+ *   │ ┌──────────────────────────────────────────────────────┐  │
+ *   │ │ CURRENT TOOL                           (~400 tokens) │  │
+ *   │ │ web-scraper: description, parameters, examples       │  │
+ *   │ └──────────────────────────────────────────────────────┘  │
+ *   │                                                            │
+ *   │ ┌──────────────────────────────────────────────────────┐  │
+ *   │ │ DOMAIN CONTEXT                         (~600 tokens) │  │
+ *   │ │ Web scraping best practices, rate limits, selectors  │  │
+ *   │ └──────────────────────────────────────────────────────┘  │
+ *   │                                                            │
+ *   │ ┌──────────────────────────────────────────────────────┐  │
+ *   │ │ UPCOMING TOOLS                         (~200 tokens) │  │
+ *   │ │ Next: html-parser, price-extractor                   │  │
+ *   │ └──────────────────────────────────────────────────────┘  │
+ *   │                                                            │
+ *   │ ┌──────────────────────────────────────────────────────┐  │
+ *   │ │ PRIOR RESULTS                          (~300 tokens) │  │
+ *   │ │ Summarized output from dependencies                  │  │
+ *   │ └──────────────────────────────────────────────────────┘  │
+ *   │                                                            │
+ *   └────────────────────────────────────────────────────────────┘
+ */
+export interface CascadingContext {
+  currentTool: ToolContext;
+  domainContext: SkillContext | null;
+  upcomingTools: ToolPreview[];
+  priorResults: PriorResult[];
+  totalTokens: number;
+}
+
+export interface ToolContext {
+  tool: Tool;
+  formattedDescription: string;
+  formattedParameters: string;
+  examples: string[];
+  tokenEstimate: number;
+}
+
+export interface ToolPreview {
+  exportName: string;
+  purpose: string;
+  tokenEstimate: number;
+}
+
+export interface PriorResult {
+  stepId: string;
+  summary: string;
+  tokenEstimate: number;
+}
+
+// ============================================================================
+// PRELOADING / PROBABILITY
+// ============================================================================
+
+/**
+ * Probability calculation for preloading next tools
+ *
+ *   Current: step_2 (html-parser)
+ *
+ *   ┌────────────────────────────────────────┐
+ *   │ NEXT TOOL PROBABILITIES                │
+ *   │                                        │
+ *   │ price-extractor    P = 0.92  ──► LOAD  │
+ *   │ text-cleaner       P = 0.78  ──► LOAD  │
+ *   │ image-extractor    P = 0.34            │
+ *   │ link-extractor     P = 0.21            │
+ *   │                                        │
+ *   │ Threshold: 0.70                        │
+ *   └────────────────────────────────────────┘
+ */
+export interface ToolProbability {
+  tool: Tool;
+  probability: number;
+  reason: ProbabilityReason;
+}
+
+export type ProbabilityReason =
+  | 'plan_next' // Next in plan
+  | 'plan_soon' // Coming up in plan
+  | 'learned_pattern' // Historical data
+  | 'output_type_match' // Output type matches input
+  | 'same_domain'; // Same category
+
+export interface PreloadDecision {
+  toLoad: Tool[];
+  threshold: number;
+  reasoning: Map<string, ProbabilityReason>;
+}
+
+// ============================================================================
+// USER INTERFACE TYPES
+// ============================================================================
+
+/**
+ * Plan summary for UI display
+ */
+export interface PlanSummary {
+  id: string;
+  name: string;
+  approach: 'thorough' | 'quick' | 'balanced';
+  stepCount: number;
+  estimatedDuration: string; // "~2 min"
+  estimatedCost: string; // "$0.45"
+  confidence: number;
+  skills: string[];
+  riskLevel: 'low' | 'medium' | 'high';
+}
+
+/**
+ * Execution progress for UI display
+ */
+export interface ExecutionProgress {
+  status: 'idle' | 'planning' | 'running' | 'complete' | 'error';
+  currentStep: number;
+  totalSteps: number;
+  completedSteps: StepProgress[];
+  currentStepProgress?: {
+    stepId: string;
+    tool: string;
+    progress: number;
+    message?: string;
+  };
+  contextTokens: number;
+  elapsedTime: number;
+}
+
+export interface StepProgress {
+  stepId: string;
+  tool: string;
+  status: 'complete' | 'skipped' | 'error';
+  duration: number;
+  resultPreview?: string;
+  error?: string;
+}
+
+// ============================================================================
+// API TYPES
+// ============================================================================
+
+/**
+ * Request/Response types for API routes
+ */
+export interface GeneratePlansRequest {
+  query: string;
+  numPlans?: number;
+  options?: Partial<PlanGenerationOptions>;
+}
+
+export interface GeneratePlansResponse {
+  success: boolean;
+  data: {
+    plans: PlanSummary[];
+    kFactor: KFactorResult;
+    learnedPathAvailable: boolean;
+  };
+  error?: string;
+}
+
+export interface ExecutePlanRequest {
+  planId: string;
+  query: string;
+  options?: {
+    useFallbacks?: boolean;
+    maxRetries?: number;
+  };
+}
+
+// Response is SSE stream of ExecutionEvent
+
+export interface GetToolsRequest {
+  capability: string;
+  category?: ToolCategory;
+  limit?: number;
+  healthyOnly?: boolean;
+}
+
+export interface GetToolsResponse {
+  success: boolean;
+  data: {
+    tools: Tool[];
+    total: number;
+  };
+  error?: string;
+}
+
+// ============================================================================
+// DATABASE MODELS (for Prisma schema reference)
+// ============================================================================
+
+/**
+ * Database models for persistence
+ *
+ * Add to packages/db/prisma/schema.prisma:
+ *
+ * model PathwayRecord {
+ *   id           String   @id @default(cuid())
+ *   queryPattern String
+ *   steps        String[] // Tool IDs
+ *   successes    Int      @default(0)
+ *   failures     Int      @default(0)
+ *   avgDuration  Float    @default(0)
+ *   avgTokens    Float    @default(0)
+ *   avgCost      Float    @default(0)
+ *   lastUsed     DateTime @default(now())
+ *   firstUsed    DateTime @default(now())
+ *   createdBy    String   @default("auto")
+ *   tags         String[]
+ *   notes        String?
+ *
+ *   @@index([queryPattern])
+ *   @@index([lastUsed])
+ * }
+ *
+ * model PlanExecution {
+ *   id          String   @id @default(cuid())
+ *   planId      String
+ *   query       String
+ *   steps       Json     // PlanStep[]
+ *   status      String   // 'running' | 'complete' | 'error'
+ *   output      Json?
+ *   totalTokens Int      @default(0)
+ *   totalCost   Float    @default(0)
+ *   duration    Int      @default(0)
+ *   createdAt   DateTime @default(now())
+ *   completedAt DateTime?
+ *
+ *   @@index([planId])
+ *   @@index([createdAt])
+ * }
+ */
+export interface PathwayRecordDB {
+  id: string;
+  queryPattern: string;
+  steps: string[];
+  successes: number;
+  failures: number;
+  avgDuration: number;
+  avgTokens: number;
+  avgCost: number;
+  lastUsed: Date;
+  firstUsed: Date;
+  createdBy: string;
+  tags: string[];
+  notes: string | null;
+}
+
+export interface PlanExecutionDB {
+  id: string;
+  planId: string;
+  query: string;
+  steps: PlanStep[];
+  status: 'running' | 'complete' | 'error';
+  output: unknown | null;
+  totalTokens: number;
+  totalCost: number;
+  duration: number;
+  createdAt: Date;
+  completedAt: Date | null;
+}
+
+// ============================================================================
+// UTILITY TYPES
+// ============================================================================
+
+export type DeepPartial<T> = {
+  [P in keyof T]?: T[P] extends object ? DeepPartial<T[P]> : T[P];
+};
+
+export type AsyncGenerator<T> = {
+  next(): Promise<{ value: T; done: boolean }>;
+  [Symbol.asyncIterator](): AsyncGenerator<T>;
+};
+
+export type Result<T, E = Error> = { success: true; data: T } | { success: false; error: E };
diff --git a/docs/REGISTRY_SDK_DESIGN.md b/docs/REGISTRY_SDK_DESIGN.md
new file mode 100644
index 0000000..cb140ff
--- /dev/null
+++ b/docs/REGISTRY_SDK_DESIGN.md
@@ -0,0 +1,438 @@
+# TPMJS Registry SDK Design
+
+This document describes the design for `@tpmjs/registrySearch` and `@tpmjs/registryExecute` packages that allow any AI SDK v4+ project to access the entire TPMJS tool registry.
+
+## Overview
+
+The goal is to let developers add two tools to their existing AI SDK agent and instantly gain access to thousands of tools from the TPMJS registry:
+
+```typescript
+import { weatherTool } from './tools/weather';
+import { registrySearchTool } from '@tpmjs/registrySearch';
+import { registryExecuteTool } from '@tpmjs/registryExecute';
+
+export const agent = new Agent({
+  model: 'anthropic/claude-sonnet-4-20250514',
+  instructions: 'You are a helpful assistant with access to many tools.',
+  tools: {
+    weather: weatherTool,              // Their own tools
+    registrySearch: registrySearchTool,    // Search TPMJS registry
+    registryExecute: registryExecuteTool,  // Execute any registry tool
+  },
+});
+```
+
+## Architecture
+
+```
+┌─────────────────────────────────────────────────────────────────┐
+│                      User's Agent                                │
+│  ┌─────────────┐  ┌────────────────┐  ┌─────────────────────┐   │
+│  │ weatherTool │  │ registrySearch │  │   registryExecute   │   │
+│  └─────────────┘  └───────┬────────┘  └──────────┬──────────┘   │
+└───────────────────────────┼──────────────────────┼──────────────┘
+                            │                      │
+                            ▼                      ▼
+                  ┌─────────────────┐   ┌─────────────────────────┐
+                  │  TPMJS Search   │   │   Railway Executor      │
+                  │     API         │   │   (Sandboxed Deno)      │
+                  └─────────────────┘   └─────────────────────────┘
+                            │                      │
+                            ▼                      ▼
+                  ┌─────────────────┐   ┌─────────────────────────┐
+                  │  Tool Registry  │   │   esm.sh (CDN)          │
+                  │   (Postgres)    │   │   Dynamic imports       │
+                  └─────────────────┘   └─────────────────────────┘
+```
+
+## Package Design
+
+Two separate packages so users can install only what they need:
+
+```
+@tpmjs/registrySearch   - Search the TPMJS registry for tools
+@tpmjs/registryExecute  - Execute any tool from the registry
+```
+
+## Environment Variables
+
+Both packages support self-hosted registries via environment variables:
+
+| Variable | Default | Description |
+|----------|---------|-------------|
+| `TPMJS_API_URL` | `https://tpmjs.com` | Base URL for the registry API |
+| `TPMJS_EXECUTOR_URL` | `https://executor.tpmjs.com` | URL for the sandbox executor |
+
+This allows users to run their own TPMJS registry and executor.
+
+## Tool Definitions
+
+### 1. `@tpmjs/registrySearch`
+
+```typescript
+import { tool } from 'ai';
+import { z } from 'zod';
+
+const TPMJS_API_URL = process.env.TPMJS_API_URL || 'https://tpmjs.com';
+
+export const registrySearchTool = tool({
+  description: `Search the TPMJS tool registry to discover available tools.
+Use this when you need to find a tool for a specific task.
+Returns tool metadata including name, description, required env vars, and how to execute it.`,
+
+  parameters: z.object({
+    query: z.string().describe('Search query describing what you want to do'),
+    category: z.enum([
+      'search',
+      'code',
+      'data',
+      'media',
+      'communication',
+      'productivity',
+      'finance',
+      'ai-ml',
+      'devops',
+      'other'
+    ]).optional().describe('Filter by category'),
+    limit: z.number().min(1).max(20).default(5).describe('Max results to return'),
+  }),
+
+  execute: async ({ query, category, limit }) => {
+    const params = new URLSearchParams({
+      q: query,
+      limit: String(limit),
+      ...(category && { category }),
+    });
+
+    const response = await fetch(`${TPMJS_API_URL}/api/tools/search?${params}`);
+    const data = await response.json();
+
+    return {
+      query,
+      matchCount: data.data.length,
+      tools: data.data.map((tool: any) => ({
+        // Unique identifier for registryExecuteTool
+        toolId: `${tool.package.npmPackageName}::${tool.exportName}`,
+
+        // Human-readable info
+        name: tool.exportName,
+        package: tool.package.npmPackageName,
+        description: tool.description,
+        category: tool.category,
+
+        // Execution requirements
+        requiredEnvVars: tool.env?.filter((e: any) => e.required).map((e: any) => e.name) || [],
+
+        // Quality indicators
+        healthStatus: tool.executionHealth,
+        qualityScore: tool.qualityScore,
+      })),
+    };
+  },
+});
+```
+
+### 2. `@tpmjs/registryExecute`
+
+```typescript
+import { tool } from 'ai';
+import { z } from 'zod';
+
+const TPMJS_API_URL = process.env.TPMJS_API_URL || 'https://tpmjs.com';
+const TPMJS_EXECUTOR_URL = process.env.TPMJS_EXECUTOR_URL || 'https://executor.tpmjs.com';
+
+export const registryExecuteTool = tool({
+  description: `Execute a tool from the TPMJS registry.
+Use registrySearchTool first to find the toolId, then call this with the toolId and parameters.
+The tool runs in a secure sandbox - you don't need to install anything.`,
+
+  parameters: z.object({
+    toolId: z.string().describe('Tool identifier from registrySearchTool (format: "package::exportName")'),
+    params: z.record(z.any()).describe('Parameters to pass to the tool'),
+    env: z.record(z.string()).optional().describe('Environment variables (API keys) if required'),
+  }),
+
+  execute: async ({ toolId, params, env }) => {
+    const [packageName, exportName] = toolId.split('::');
+
+    if (!packageName || !exportName) {
+      throw new Error(`Invalid toolId format. Expected "package::exportName", got "${toolId}"`);
+    }
+
+    // Get tool metadata to find version and importUrl
+    const metaResponse = await fetch(
+      `${TPMJS_API_URL}/api/tools?package=${encodeURIComponent(packageName)}&export=${encodeURIComponent(exportName)}`
+    );
+    const metaData = await metaResponse.json();
+    const toolMeta = metaData.data?.[0];
+
+    if (!toolMeta) {
+      throw new Error(`Tool not found: ${toolId}`);
+    }
+
+    // Execute via sandbox executor
+    const response = await fetch(`${TPMJS_EXECUTOR_URL}/execute-tool`, {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({
+        packageName,
+        exportName,
+        version: toolMeta.package.npmVersion,
+        importUrl: toolMeta.importUrl || `https://esm.sh/${packageName}@${toolMeta.package.npmVersion}`,
+        params,
+        env: env || {},
+      }),
+    });
+
+    const result = await response.json();
+
+    if (!result.success) {
+      throw new Error(result.error || 'Tool execution failed');
+    }
+
+    return {
+      toolId,
+      executionTimeMs: result.executionTimeMs,
+      output: result.output,
+    };
+  },
+});
+```
+
+## Usage Examples
+
+### Basic Usage
+
+```typescript
+import { Agent } from 'ai';
+import { registrySearchTool } from '@tpmjs/registrySearch';
+import { registryExecuteTool } from '@tpmjs/registryExecute';
+
+const agent = new Agent({
+  model: 'anthropic/claude-sonnet-4-20250514',
+  tools: {
+    registrySearch: registrySearchTool,
+    registryExecute: registryExecuteTool,
+  },
+});
+
+// User: "Search the web for latest AI news"
+// Agent:
+//   1. Calls registrySearch({ query: "web search" })
+//   2. Finds @exalabs/ai-sdk::webSearch
+//   3. Calls registryExecute({
+//        toolId: "@exalabs/ai-sdk::webSearch",
+//        params: { query: "latest AI news" },
+//        env: { EXA_API_KEY: "..." }
+//      })
+//   4. Returns results to user
+```
+
+### With Their Own Tools
+
+```typescript
+import { Agent } from 'ai';
+import { registrySearchTool } from '@tpmjs/registrySearch';
+import { registryExecuteTool } from '@tpmjs/registryExecute';
+import { weatherTool } from './tools/weather';
+import { databaseTool } from './tools/database';
+
+const agent = new Agent({
+  model: 'anthropic/claude-sonnet-4-20250514',
+  instructions: `You are a helpful assistant.
+
+For common tasks, use the built-in tools (weather, database).
+For anything else, search the TPMJS registry to find appropriate tools.`,
+
+  tools: {
+    // Their custom tools
+    weather: weatherTool,
+    database: databaseTool,
+
+    // TPMJS registry access
+    registrySearch: registrySearchTool,
+    registryExecute: registryExecuteTool,
+  },
+});
+```
+
+### Self-Hosted Registry
+
+```typescript
+// Set environment variables for your own registry
+// TPMJS_API_URL=https://registry.mycompany.com
+// TPMJS_EXECUTOR_URL=https://executor.mycompany.com
+
+import { registrySearchTool } from '@tpmjs/registrySearch';
+import { registryExecuteTool } from '@tpmjs/registryExecute';
+
+// Tools will automatically use your self-hosted URLs
+const agent = new Agent({
+  model: 'anthropic/claude-sonnet-4-20250514',
+  tools: {
+    registrySearch: registrySearchTool,
+    registryExecute: registryExecuteTool,
+  },
+});
+```
+
+## API Endpoints Required
+
+### 1. Search API (existing, may need updates)
+
+```
+GET https://tpmjs.com/api/tools/search?q=web+search&limit=5&category=search
+```
+
+Response:
+```json
+{
+  "success": true,
+  "data": [
+    {
+      "id": "...",
+      "exportName": "webSearch",
+      "description": "Search the web...",
+      "category": "search",
+      "executionHealth": "HEALTHY",
+      "qualityScore": 0.9,
+      "env": [
+        { "name": "EXA_API_KEY", "required": true }
+      ],
+      "package": {
+        "npmPackageName": "@exalabs/ai-sdk",
+        "npmVersion": "1.0.5"
+      },
+      "importUrl": "https://esm.sh/@exalabs/ai-sdk@1.0.5"
+    }
+  ]
+}
+```
+
+### 2. Execute API (existing Railway executor)
+
+```
+POST https://executor.tpmjs.com/execute-tool
+```
+
+Request:
+```json
+{
+  "packageName": "@exalabs/ai-sdk",
+  "exportName": "webSearch",
+  "version": "1.0.5",
+  "importUrl": "https://esm.sh/@exalabs/ai-sdk@1.0.5",
+  "params": { "query": "latest AI news" },
+  "env": { "EXA_API_KEY": "..." }
+}
+```
+
+Response:
+```json
+{
+  "success": true,
+  "output": { ... },
+  "executionTimeMs": 1234
+}
+```
+
+## Package Structure
+
+### @tpmjs/registrySearch
+
+```
+packages/registrySearch/
+├── package.json
+├── tsconfig.json
+├── src/
+│   └── index.ts           # Exports registrySearchTool
+└── README.md
+```
+
+### @tpmjs/registryExecute
+
+```
+packages/registryExecute/
+├── package.json
+├── tsconfig.json
+├── src/
+│   └── index.ts           # Exports registryExecuteTool
+└── README.md
+```
+
+### package.json (@tpmjs/registrySearch)
+
+```json
+{
+  "name": "@tpmjs/registrySearch",
+  "version": "0.1.0",
+  "description": "Search the TPMJS tool registry from any AI SDK agent",
+  "main": "dist/index.js",
+  "module": "dist/index.mjs",
+  "types": "dist/index.d.ts",
+  "exports": {
+    ".": {
+      "import": "./dist/index.mjs",
+      "require": "./dist/index.js",
+      "types": "./dist/index.d.ts"
+    }
+  },
+  "keywords": ["tpmjs", "tpmjs", "ai-sdk", "vercel-ai", "tools", "registry", "search"],
+  "peerDependencies": {
+    "ai": "^4.0.0",
+    "zod": "^3.0.0"
+  }
+}
+```
+
+### package.json (@tpmjs/registryExecute)
+
+```json
+{
+  "name": "@tpmjs/registryExecute",
+  "version": "0.1.0",
+  "description": "Execute tools from the TPMJS registry in any AI SDK agent",
+  "main": "dist/index.js",
+  "module": "dist/index.mjs",
+  "types": "dist/index.d.ts",
+  "exports": {
+    ".": {
+      "import": "./dist/index.mjs",
+      "require": "./dist/index.js",
+      "types": "./dist/index.d.ts"
+    }
+  },
+  "keywords": ["tpmjs", "tpmjs", "ai-sdk", "vercel-ai", "tools", "registry", "execute"],
+  "peerDependencies": {
+    "ai": "^4.0.0",
+    "zod": "^3.0.0"
+  }
+}
+```
+
+## Security Considerations
+
+1. **Sandboxed Execution**: All tools run in the Railway Deno sandbox, not in the user's process
+2. **No Code Injection**: Users can't execute arbitrary code, only registered tools
+3. **API Key Isolation**: Keys are passed per-request, not stored
+4. **Health Checks**: Only HEALTHY tools should be returned in search results by default
+
+## Next Steps
+
+1. [ ] Create `packages/registrySearch` directory
+2. [ ] Create `packages/registryExecute` directory
+3. [ ] Implement `registrySearchTool`
+4. [ ] Implement `registryExecuteTool`
+5. [ ] Add search API endpoint if not exists
+6. [ ] Write README with examples for each package
+7. [ ] Publish to npm
+8. [ ] Create demo agent using the SDK
+
+## Future Enhancements
+
+1. **Tool Recommendations**: Based on conversation context, proactively suggest tools
+2. **Tool Chaining**: Pre-built workflows combining multiple tools
+3. **Local Caching**: Cache tool metadata for faster searches
+4. **Type Generation**: Generate TypeScript types for popular tools
+5. **Usage Analytics**: Track which tools are used most (anonymized)
+6. **Rate Limiting**: Add rate limiting when needed
diff --git a/docs/TODO.md b/docs/TODO.md
new file mode 100644
index 0000000..f78b404
--- /dev/null
+++ b/docs/TODO.md
@@ -0,0 +1,159 @@
+# TPMJS Feature Roadmap
+
+## User System & Social Features
+
+### 1. User Authentication System
+- [ ] Add authentication (OAuth with GitHub/Google)
+- [ ] User profile pages (`/user/[username]`)
+- [ ] Store user preferences and settings
+- [ ] API key management for programmatic access
+
+### 2. User Collections
+- [ ] Create named collections of tools (e.g., "My AI Agents", "Data Processing")
+- [ ] Public/private collection visibility
+- [ ] Share collections via URL
+- [ ] Fork/clone collections from other users
+- [ ] Collection descriptions and tags
+
+**Database Schema:**
+```prisma
+model User {
+  id          String       @id @default(cuid())
+  email       String       @unique
+  name        String?
+  avatarUrl   String?
+  collections Collection[]
+  ratings     Rating[]
+  createdAt   DateTime     @default(now())
+}
+
+model Collection {
+  id          String           @id @default(cuid())
+  name        String
+  description String?
+  isPublic    Boolean          @default(false)
+  userId      String
+  user        User             @relation(fields: [userId], references: [id])
+  tools       CollectionTool[]
+  createdAt   DateTime         @default(now())
+  updatedAt   DateTime         @updatedAt
+}
+
+model CollectionTool {
+  id           String     @id @default(cuid())
+  collectionId String
+  collection   Collection @relation(fields: [collectionId], references: [id])
+  toolId       String
+  tool         Tool       @relation(fields: [toolId], references: [id])
+  addedAt      DateTime   @default(now())
+  notes        String?    // User's notes about why this tool is in the collection
+
+  @@unique([collectionId, toolId])
+}
+```
+
+### 3. Package Ratings & Reviews
+- [ ] 1-5 star rating system
+- [ ] Optional text reviews
+- [ ] Aggregate rating displayed on tool cards
+- [ ] Sort/filter by rating
+- [ ] Prevent duplicate ratings (one per user per tool)
+- [ ] Verified usage badge (user has actually executed the tool)
+
+**Database Schema:**
+```prisma
+model Rating {
+  id        String   @id @default(cuid())
+  score     Int      // 1-5
+  review    String?  @db.Text
+  userId    String
+  user      User     @relation(fields: [userId], references: [id])
+  toolId    String
+  tool      Tool     @relation(fields: [toolId], references: [id])
+  verified  Boolean  @default(false) // True if user has executed the tool
+  createdAt DateTime @default(now())
+  updatedAt DateTime @updatedAt
+
+  @@unique([userId, toolId])
+}
+```
+
+### 4. Integrate Collections with SDK Tools
+
+**@tpmjs/search-registry:**
+- [ ] Add `collection` parameter to filter tools by collection ID
+- [ ] Add `collectionName` parameter to filter by collection name
+- [ ] Return collection metadata in search results
+- [ ] Support searching within user's own collections
+
+**@tpmjs/registry-execute:**
+- [ ] Accept collection ID to scope tool execution
+- [ ] Log which collection a tool was executed from (for analytics)
+- [ ] Support executing all tools in a collection sequentially
+
+**API Endpoints:**
+```
+GET  /api/collections                    - List public collections
+GET  /api/collections/[id]               - Get collection details
+POST /api/collections                    - Create collection (auth required)
+PUT  /api/collections/[id]               - Update collection (auth required)
+DELETE /api/collections/[id]             - Delete collection (auth required)
+POST /api/collections/[id]/tools         - Add tool to collection
+DELETE /api/collections/[id]/tools/[toolId] - Remove tool from collection
+
+GET  /api/tools?collection=[id]          - Filter tools by collection
+GET  /api/users/[username]/collections   - Get user's public collections
+```
+
+---
+
+## Implementation Order
+
+1. **Phase 1: User System** (required for everything else)
+   - Authentication with NextAuth.js
+   - User model and basic profile
+
+2. **Phase 2: Collections**
+   - Collection CRUD
+   - Add/remove tools from collections
+   - Collection pages
+
+3. **Phase 3: Ratings**
+   - Rating submission
+   - Display ratings on tool cards
+   - Sort by rating
+
+4. **Phase 4: SDK Integration**
+   - Update @tpmjs/search-registry
+   - Update @tpmjs/registry-execute
+   - Collection-aware execution
+
+---
+
+## Benchmark Comparison Page
+
+### Overview
+- [ ] Create `/benchmarks` page to compare tool performance
+- [ ] Display execution time comparisons across similar tools
+- [ ] Show token usage efficiency metrics
+- [ ] Compare success rates and reliability
+
+### Features
+- [ ] Side-by-side tool comparison UI
+- [ ] Historical performance trends (charts)
+- [ ] Filter by category to compare relevant tools
+- [ ] Export benchmark data as JSON/CSV
+
+### Data Collection
+- [ ] Track execution metrics from playground simulations
+- [ ] Aggregate anonymous performance data
+- [ ] Calculate percentile rankings within categories
+
+---
+
+## Notes
+
+- Consider rate limiting on ratings to prevent abuse
+- Collections could have a "featured" flag for editorial picks
+- Future: collaborative collections (multiple editors)
+- Future: collection analytics (views, forks, tool executions)
diff --git a/docs/TOOL_HEALTH_SYSTEM.md b/docs/TOOL_HEALTH_SYSTEM.md
new file mode 100644
index 0000000..4ff5b2c
--- /dev/null
+++ b/docs/TOOL_HEALTH_SYSTEM.md
@@ -0,0 +1,296 @@
+# Tool Health System
+
+This document describes how TPMJS tracks and reports tool health status, including the classification of errors and the architecture that makes this work.
+
+## Overview
+
+Every tool in the TPMJS registry has two health indicators:
+
+1. **Import Health** - Can the tool be loaded from esm.sh?
+2. **Execution Health** - Does the tool execute successfully?
+
+These are stored in the database as `importHealth` and `executionHealth` with values: `UNKNOWN`, `HEALTHY`, or `BROKEN`.
+
+## Architecture
+
+```
+┌─────────────────┐     ┌──────────────────────┐     ┌─────────────────┐
+│   Playground    │────▶│   Railway Executor   │────▶│  Health API     │
+│   (or any       │     │   (Deno on Railway)  │     │  /api/tools/    │
+│    client)      │     │                      │     │  report-health  │
+└─────────────────┘     └──────────────────────┘     └─────────────────┘
+                               │                            │
+                               │  Reports every             │  Classifies
+                               │  execution result          │  error type
+                               │                            │
+                               ▼                            ▼
+                        Success/Failure           HEALTHY or BROKEN
+                        + error message           + stores in DB
+```
+
+### Key Design Decision: Centralized Reporting at Executor
+
+All tool executions flow through the Railway executor, regardless of which client initiates them (playground, direct API, future CLI, etc.). This makes the executor the **single point of truth** for health reporting.
+
+The executor reports every execution result to the centralized health API, which then determines the appropriate health status.
+
+## Error Classification
+
+Not all errors mean a tool is broken. The health API classifies errors into three categories:
+
+### 1. Environment Configuration Errors → HEALTHY
+
+These errors indicate the tool works correctly but needs API keys or configuration:
+
+```
+Pattern Examples:
+- "EXA_API_KEY is required"
+- "API key not provided"
+- "Missing environment variable"
+- "OPENAI_API_KEY must be set"
+- "Please set your API key"
+```
+
+**Why HEALTHY?** The tool's code is correct. It's validating that required credentials exist, which is proper behavior. The user just needs to configure their environment.
+
+### 2. Input Validation Errors → HEALTHY
+
+These errors indicate the tool is correctly validating input:
+
+```
+Pattern Examples:
+- "URL must have a valid domain"
+- "Invalid URL format"
+- "Expected string, received number"
+- "Value too short"
+- "Validation failed"
+```
+
+**Why HEALTHY?** The tool is working as designed. It received invalid input and correctly rejected it. This is good behavior.
+
+### 3. Infrastructure/Code Errors → BROKEN
+
+These are real bugs or infrastructure failures:
+
+```
+Pattern Examples:
+- "Cannot read property 'foo' of undefined"
+- "startTime is not defined"
+- "Network request failed"
+- "Module not found"
+- "TypeError: x is not a function"
+```
+
+**Why BROKEN?** These indicate actual problems with the tool's code or its dependencies. Users can't fix these - the package author needs to.
+
+## Implementation Details
+
+### Health Reporting API
+
+Location: `apps/web/src/app/api/tools/report-health/route.ts`
+
+```typescript
+// Error classification patterns
+function isEnvironmentConfigError(error: string): boolean {
+  const patterns = [
+    /is required/i,
+    /is not set/i,
+    /missing.*environment/i,
+    /api key.*required/i,
+    /must be set/i,
+    // ... more patterns
+  ];
+  return patterns.some(p => p.test(error));
+}
+
+function isInputValidationError(error: string): boolean {
+  const patterns = [
+    /must have a valid.*domain/i,
+    /invalid.*url/i,
+    /expected.*received/i,
+    /validation.*failed/i,
+    // ... more patterns
+  ];
+  return patterns.some(p => p.test(error));
+}
+
+// Classification logic
+if (success) {
+  healthStatus = 'HEALTHY';
+} else if (error && isNonBreakingError(error)) {
+  healthStatus = 'HEALTHY';  // Config/validation issue
+} else {
+  healthStatus = 'BROKEN';   // Real failure
+}
+```
+
+### Railway Executor Health Reporting
+
+Location: `apps/railway-executor/server.ts`
+
+After every tool execution, the executor reports the result:
+
+```typescript
+// On successful execution
+reportToolHealth(packageName, exportName, true).catch(() => {});
+
+// On failed execution
+reportToolHealth(packageName, exportName, false, error.message).catch(() => {});
+```
+
+The reporting is non-blocking (fire-and-forget) to avoid slowing down tool execution.
+
+## Debugging Health Issues
+
+### Common Scenarios
+
+#### Scenario 1: Tool shows BROKEN but user says "it works for me"
+
+The tool likely requires an API key that the previous tester didn't have. Check if the error message contains environment-related keywords. If so, the error classification patterns may need updating.
+
+#### Scenario 2: Tool shows HEALTHY but actually crashes
+
+The error message might be matching our "safe" patterns incorrectly. Check the actual error in `healthCheckError` field and verify our regex patterns aren't too broad.
+
+#### Scenario 3: Tool shows BROKEN with our executor's error, not the tool's
+
+This happened with the `startTime is not defined` bug. Our executor code had a bug that manifested before the tool even ran. Always verify the error originates from the tool's code, not our wrapper.
+
+### Investigating a Specific Tool
+
+```bash
+# Check current health status
+curl -s 'https://tpmjs.com/api/tools?limit=50' | \
+  jq '.data[] | select(.package.npmPackageName == "PACKAGE_NAME") | {
+    packageName: .package.npmPackageName,
+    exportName: .exportName,
+    importHealth: .importHealth,
+    executionHealth: .executionHealth,
+    healthCheckError: .healthCheckError,
+    lastHealthCheck: .lastHealthCheck
+  }'
+
+# Download and inspect the package
+cd /tmp && mkdir debug && cd debug
+npm pack PACKAGE_NAME@VERSION
+tar -xzf *.tgz
+cat package/dist/index.js
+```
+
+### Manually Updating Health Status
+
+For testing or correction:
+
+```bash
+curl -X POST 'https://tpmjs.com/api/tools/report-health' \
+  -H 'Content-Type: application/json' \
+  -d '{
+    "packageName": "@scope/package",
+    "exportName": "toolName",
+    "success": true
+  }'
+```
+
+## Edge Cases and Lessons Learned
+
+### 1. Executor Bugs Masking Tool Errors
+
+**Problem:** Our executor had variables like `startTime`, `packageName`, and `exportName` declared inside try blocks but referenced in catch blocks. When errors occurred early (like during JSON parsing), the catch block crashed first, showing errors like "startTime is not defined" or "packageName is not defined" instead of the actual tool error.
+
+**Lesson:** Always ensure executor error handling is bulletproof. Any variable used in a catch block MUST be declared before the try block with sensible defaults:
+
+```typescript
+async function executeTool(req: Request): Promise<Response> {
+  const startTime = Date.now();
+  // Declare with defaults BEFORE try
+  let packageName = 'unknown';
+  let exportName = 'unknown';
+  try {
+    const body = await req.json();
+    const { packageName: pkg, exportName: exp, ... } = body;
+    packageName = pkg || 'unknown';
+    exportName = exp || 'unknown';
+    // ... rest of execution
+  } catch (error) {
+    // Now these are always in scope
+    reportToolHealth(packageName, exportName, false, error.message);
+    return Response.json({
+      success: false,
+      error: error.message,
+      executionTimeMs: Date.now() - startTime,
+    });
+  }
+}
+```
+
+### 2. Factory Functions Without API Keys
+
+**Problem:** Many tools are factory functions like `webSearch({ apiKey })`. When called without the API key, they might:
+- Throw immediately during factory call
+- Return a tool that throws on first execution
+- Return a tool that silently fails
+
+**Lesson:** The executor tries multiple initialization strategies (no args, env object, config object) to handle various factory patterns.
+
+### 3. esm.sh Bundling Issues
+
+**Problem:** Some packages work locally but fail when loaded from esm.sh due to:
+- Missing dependencies not properly bundled
+- Node.js-specific APIs not available in Deno
+- Circular dependency issues
+
+**Lesson:** Import health and execution health are separate for a reason. A tool can import successfully but fail to execute.
+
+### 4. Rate Limiting and Transient Failures
+
+**Problem:** External API rate limits or temporary network issues could mark tools as BROKEN when they're actually fine.
+
+**Current State:** We don't distinguish transient failures from permanent ones. Health status reflects the last execution only.
+
+**Future Consideration:** Track failure frequency. A tool that fails once after 100 successes shouldn't be marked BROKEN immediately.
+
+## Database Schema
+
+```prisma
+model Tool {
+  id                String    @id @default(cuid())
+  // ... other fields
+
+  importHealth      String    @default("UNKNOWN")  // UNKNOWN, HEALTHY, BROKEN
+  executionHealth   String    @default("UNKNOWN")  // UNKNOWN, HEALTHY, BROKEN
+  healthCheckError  String?                        // Last error message if BROKEN
+  lastHealthCheck   DateTime?                      // When health was last updated
+}
+```
+
+## Adding New Error Patterns
+
+When you encounter a new error type that should be classified as HEALTHY (not BROKEN), add it to the appropriate function in `apps/web/src/app/api/tools/report-health/route.ts`:
+
+```typescript
+// For environment/config errors
+function isEnvironmentConfigError(error: string): boolean {
+  const envErrorPatterns = [
+    // Add new pattern here
+    /your new pattern/i,
+  ];
+  return envErrorPatterns.some((pattern) => pattern.test(error));
+}
+
+// For input validation errors
+function isInputValidationError(error: string): boolean {
+  const validationErrorPatterns = [
+    // Add new pattern here
+    /your new pattern/i,
+  ];
+  return validationErrorPatterns.some((pattern) => pattern.test(error));
+}
+```
+
+## Future Improvements
+
+1. **Confidence Scores** - Track success/failure ratio over time instead of just last result
+2. **Transient Failure Detection** - Distinguish network blips from real bugs
+3. **Automated Retries** - Retry BROKEN tools periodically to detect fixes
+4. **Error Categorization UI** - Admin interface to manually classify new error patterns
+5. **Package Author Notifications** - Alert maintainers when their tools are marked BROKEN
diff --git a/docs/TPMJS_PLANNER_TUTORIAL.md b/docs/TPMJS_PLANNER_TUTORIAL.md
new file mode 100644
index 0000000..e93cebe
--- /dev/null
+++ b/docs/TPMJS_PLANNER_TUTORIAL.md
@@ -0,0 +1,1140 @@
+# TPMJS Planner: Building a Multi-Tool Agent System
+
+A tutorial on implementing a hierarchical planning agent that dynamically loads tools from the TPMJS registry.
+
+---
+
+## System Overview
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│                           USER QUERY                                        │
+│                    "Scrape competitor prices,                               │
+│                     analyze trends, make report"                            │
+│                               │                                             │
+│                               ▼                                             │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                      PLAN GENERATOR                                  │   │
+│  │                                                                      │   │
+│  │   Query ──► Tool Search ──► Generate Y Plans ──► Infer Skills       │   │
+│  │                                                                      │   │
+│  └──────────────────────────────┬──────────────────────────────────────┘   │
+│                                 │                                           │
+│              ┌──────────────────┼──────────────────┐                       │
+│              ▼                  ▼                  ▼                        │
+│         ┌────────┐         ┌────────┐         ┌────────┐                   │
+│         │ Plan A │         │ Plan B │         │ Plan C │                   │
+│         │12 steps│         │ 6 steps│         │ 8 steps│                   │
+│         └────┬───┘         └────────┘         └────────┘                   │
+│              │                                                              │
+│              ▼  (user selects or auto-select)                              │
+│  ┌─────────────────────────────────────────────────────────────────────┐   │
+│  │                      CASCADING EXECUTOR                              │   │
+│  │                                                                      │   │
+│  │   Load Context ──► Execute Step ──► Update State ──► Next Step      │   │
+│  │        ▲                                    │                        │   │
+│  │        └────────────────────────────────────┘                        │   │
+│  └──────────────────────────────┬──────────────────────────────────────┘   │
+│                                 │                                           │
+│                                 ▼                                           │
+│                           FINAL OUTPUT                                      │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Part 1: Core Types
+
+```typescript
+// ============================================================================
+// types/planner.ts
+// ============================================================================
+
+interface Tool {
+  id: string;
+  packageName: string;
+  exportName: string;
+  description: string;
+  parameters: Parameter[];
+  returns: ReturnType;
+  category: string;
+  qualityScore: number;
+}
+
+interface ExecutionPlan {
+  id: string;
+  steps: PlanStep[];
+  estimatedCost: number;
+  confidence: number;
+  skills: Skill[];          // Inferred from tools
+}
+
+interface PlanStep {
+  id: string;
+  tool: Tool;
+  purpose: string;
+  input: StepInput;
+  dependsOn: string[];      // Step IDs
+  fallbacks: Tool[];        // Alternative tools
+}
+
+interface Skill {
+  domain: string;           // "seo", "scraping", "data-analysis"
+  context: string;          // Relevant docs/knowledge
+  tools: Tool[];            // Tools in this domain
+}
+
+interface ExecutionContext {
+  query: string;
+  variables: Map<string, any>;
+  completed: Set<string>;
+  errors: Error[];
+}
+```
+
+---
+
+## Part 2: Tool Discovery
+
+```typescript
+// ============================================================================
+// lib/tool-discovery.ts
+// ============================================================================
+
+/**
+ * Search registry for tools matching a capability
+ *
+ *   ┌─────────────┐     ┌─────────────┐     ┌─────────────┐
+ *   │   Query     │────►│  Registry   │────►│  Ranked     │
+ *   │ "scrape"    │     │   Search    │     │  Tools      │
+ *   └─────────────┘     └─────────────┘     └─────────────┘
+ */
+async function discoverTools(
+  capability: string,
+  limit: number = 10
+): Promise<Tool[]> {
+
+  // 1. Search by keyword
+  const keywordResults = await fetch(
+    `/api/tools?search=${encodeURIComponent(capability)}&limit=${limit}`
+  ).then(r => r.json());
+
+  // 2. Search by category
+  const category = inferCategory(capability);
+  const categoryResults = await fetch(
+    `/api/tools?category=${category}&limit=${limit}`
+  ).then(r => r.json());
+
+  // 3. Merge and rank
+  const merged = mergeAndDedupe(keywordResults.data, categoryResults.data);
+
+  return rankTools(merged, capability);
+}
+
+/**
+ * Rank tools by relevance + quality
+ */
+function rankTools(tools: Tool[], capability: string): Tool[] {
+  return tools
+    .map(tool => ({
+      tool,
+      score:
+        textSimilarity(tool.description, capability) * 0.4 +
+        tool.qualityScore * 0.3 +
+        (tool.healthStatus === 'HEALTHY' ? 0.3 : 0)
+    }))
+    .sort((a, b) => b.score - a.score)
+    .map(t => t.tool);
+}
+
+/**
+ * Category inference from natural language
+ *
+ *   "scrape website" ──► "web-scraping"
+ *   "analyze data"   ──► "data-analysis"
+ *   "generate pdf"   ──► "file-generation"
+ */
+function inferCategory(text: string): string {
+  const patterns = [
+    { pattern: /scrape|crawl|fetch.*web/i, category: 'web-scraping' },
+    { pattern: /analyz|statistic|trend/i, category: 'data-analysis' },
+    { pattern: /pdf|excel|csv|export/i, category: 'file-generation' },
+    { pattern: /image|photo|picture/i, category: 'image-processing' },
+    { pattern: /email|notify|alert/i, category: 'communication' },
+  ];
+
+  for (const { pattern, category } of patterns) {
+    if (pattern.test(text)) return category;
+  }
+  return 'general';
+}
+```
+
+---
+
+## Part 3: Plan Generation
+
+```typescript
+// ============================================================================
+// lib/plan-generator.ts
+// ============================================================================
+
+/**
+ * Generate Y alternative plans for a query
+ *
+ *                        ┌─────────────┐
+ *                        │    Query    │
+ *                        └──────┬──────┘
+ *                               │
+ *                    ┌──────────┼──────────┐
+ *                    ▼          ▼          ▼
+ *               ┌────────┐ ┌────────┐ ┌────────┐
+ *               │ Plan A │ │ Plan B │ │ Plan C │
+ *               │Thorough│ │ Quick  │ │Balanced│
+ *               └────────┘ └────────┘ └────────┘
+ */
+async function generatePlans(
+  query: string,
+  numPlans: number = 3
+): Promise<ExecutionPlan[]> {
+
+  // 1. Analyze query
+  const analysis = await analyzeQuery(query);
+
+  // 2. Discover relevant tools
+  const tools = await discoverToolsForAnalysis(analysis);
+
+  // 3. Generate plan variants
+  const strategies: PlanStrategy[] = [
+    { name: 'thorough', maxSteps: 15, preferQuality: true },
+    { name: 'quick', maxSteps: 5, preferSpeed: true },
+    { name: 'balanced', maxSteps: 10, balanced: true },
+  ];
+
+  const plans = await Promise.all(
+    strategies.slice(0, numPlans).map(strategy =>
+      generateSinglePlan(analysis, tools, strategy)
+    )
+  );
+
+  // 4. Infer skills for each plan
+  return plans.map(plan => ({
+    ...plan,
+    skills: inferSkills(plan.steps.map(s => s.tool))
+  }));
+}
+
+/**
+ * Query analysis extracts intent and entities
+ */
+async function analyzeQuery(query: string): Promise<QueryAnalysis> {
+  // Use LLM to extract structured info
+  const response = await generateText({
+    model: openai('gpt-4-turbo'),
+    prompt: `Analyze this query and extract:
+      - intent (what user wants to accomplish)
+      - entities (URLs, names, values mentioned)
+      - required_capabilities (list of needed operations)
+      - output_format (what format user expects)
+
+      Query: "${query}"
+
+      Return JSON.`
+  });
+
+  return JSON.parse(response.text);
+}
+
+/**
+ * Generate a single plan with given strategy
+ */
+async function generateSinglePlan(
+  analysis: QueryAnalysis,
+  tools: Tool[],
+  strategy: PlanStrategy
+): Promise<ExecutionPlan> {
+
+  const steps: PlanStep[] = [];
+  const usedTools = new Set<string>();
+
+  for (const capability of analysis.required_capabilities) {
+    // Find best tool for this capability
+    const candidates = tools.filter(t =>
+      matchesCapability(t, capability) && !usedTools.has(t.id)
+    );
+
+    if (candidates.length === 0) continue;
+
+    const tool = strategy.preferQuality
+      ? candidates.sort((a, b) => b.qualityScore - a.qualityScore)[0]
+      : candidates[0];
+
+    usedTools.add(tool.id);
+
+    steps.push({
+      id: `step_${steps.length + 1}`,
+      tool,
+      purpose: capability,
+      input: inferInput(tool, analysis, steps),
+      dependsOn: inferDependencies(tool, steps),
+      fallbacks: candidates.slice(1, 3)  // Keep alternatives
+    });
+
+    if (steps.length >= strategy.maxSteps) break;
+  }
+
+  return {
+    id: generateId(),
+    steps,
+    estimatedCost: estimateCost(steps),
+    confidence: calculateConfidence(steps),
+    skills: []  // Filled in later
+  };
+}
+```
+
+---
+
+## Part 4: Skill Inference
+
+```typescript
+// ============================================================================
+// lib/skill-inference.ts
+// ============================================================================
+
+/**
+ * Infer skills (contextual knowledge) from tools in a plan
+ *
+ *   Tools in Plan                    Inferred Skills
+ *   ─────────────                    ───────────────
+ *   ┌─────────────────┐              ┌─────────────────┐
+ *   │ web-scraper     │──┐           │ WEB SCRAPING    │
+ *   │ html-parser     │──┼──────────►│ • Rate limiting │
+ *   │ url-validator   │──┘           │ • Robots.txt    │
+ *   └─────────────────┘              │ • Selectors     │
+ *                                    └─────────────────┘
+ *   ┌─────────────────┐              ┌─────────────────┐
+ *   │ price-extractor │──┐           │ DATA ANALYSIS   │
+ *   │ trend-analyzer  │──┼──────────►│ • Normalization │
+ *   │ stats-calculator│──┘           │ • Outliers      │
+ *   └─────────────────┘              └─────────────────┘
+ */
+function inferSkills(tools: Tool[]): Skill[] {
+  // Group tools by category
+  const byCategory = groupBy(tools, t => t.category);
+
+  const skills: Skill[] = [];
+
+  for (const [category, categoryTools] of Object.entries(byCategory)) {
+    const skillContext = SKILL_CONTEXTS[category];
+
+    if (skillContext) {
+      skills.push({
+        domain: category,
+        context: skillContext,
+        tools: categoryTools
+      });
+    }
+  }
+
+  return skills;
+}
+
+/**
+ * Skill context library - domain knowledge for each category
+ */
+const SKILL_CONTEXTS: Record<string, string> = {
+  'web-scraping': `
+    ## Web Scraping Best Practices
+    - Always check robots.txt before scraping
+    - Implement rate limiting (1 req/sec default)
+    - Handle pagination with cursor or offset
+    - Use CSS selectors over XPath when possible
+    - Handle JavaScript-rendered content with headless browser
+  `,
+
+  'data-analysis': `
+    ## Data Analysis Guidelines
+    - Normalize numerical data before comparison
+    - Handle missing values: impute or exclude
+    - Identify outliers using IQR or z-score
+    - Use appropriate statistical tests
+    - Visualize distributions before drawing conclusions
+  `,
+
+  'file-generation': `
+    ## File Generation Standards
+    - PDF: Use A4/Letter, embed fonts, compress images
+    - Excel: Use proper data types, add headers, format numbers
+    - CSV: Use UTF-8, escape special characters, consistent delimiters
+  `,
+
+  // ... more domains
+};
+```
+
+---
+
+## Part 5: Cascading Executor
+
+```typescript
+// ============================================================================
+// lib/cascading-executor.ts
+// ============================================================================
+
+/**
+ * Execute a plan with cascading context loading
+ *
+ *   Step 1              Step 2              Step 3
+ *   ──────              ──────              ──────
+ *   ┌────────────┐      ┌────────────┐      ┌────────────┐
+ *   │ Load:      │      │ Load:      │      │ Load:      │
+ *   │ • Tool A   │      │ • Tool B   │      │ • Tool C   │
+ *   │ • Skill X  │ ───► │ • Skill X  │ ───► │ • Skill Y  │
+ *   │ • Next: B  │      │ • Next: C  │      │ • Next: D  │
+ *   └────────────┘      └────────────┘      └────────────┘
+ *      ~800 tok            ~900 tok           ~1100 tok
+ *
+ *   vs Loading Everything: ~15000 tokens
+ */
+async function* executeWithCascading(
+  plan: ExecutionPlan,
+  context: ExecutionContext
+): AsyncGenerator<ExecutionEvent> {
+
+  for (let i = 0; i < plan.steps.length; i++) {
+    const step = plan.steps[i];
+    const nextSteps = plan.steps.slice(i + 1, i + 3);  // Preload next 2
+
+    yield { type: 'step_start', stepId: step.id };
+
+    // 1. Build minimal context for this step
+    const stepContext = buildStepContext(step, nextSteps, plan.skills, context);
+
+    yield { type: 'context_loaded', tokens: estimateTokens(stepContext) };
+
+    // 2. Resolve input values
+    const input = resolveInput(step.input, context);
+
+    // 3. Execute with fallbacks
+    const result = await executeWithFallbacks(step, input, stepContext);
+
+    // 4. Store result
+    context.variables.set(step.id, result);
+    context.completed.add(step.id);
+
+    yield {
+      type: 'step_complete',
+      stepId: step.id,
+      result: summarize(result)
+    };
+  }
+
+  yield { type: 'plan_complete', output: context.variables };
+}
+
+/**
+ * Build minimal context for a single step
+ */
+function buildStepContext(
+  current: PlanStep,
+  upcoming: PlanStep[],
+  skills: Skill[],
+  context: ExecutionContext
+): string {
+  const parts: string[] = [];
+
+  // 1. Current tool description
+  parts.push(`## Current Tool: ${current.tool.exportName}`);
+  parts.push(current.tool.description);
+  parts.push(formatParameters(current.tool.parameters));
+
+  // 2. Relevant skill context (only for this tool's domain)
+  const relevantSkill = skills.find(s =>
+    s.tools.some(t => t.id === current.tool.id)
+  );
+  if (relevantSkill) {
+    parts.push(`## Domain Knowledge`);
+    parts.push(relevantSkill.context);
+  }
+
+  // 3. Upcoming tools (just names, for continuity)
+  if (upcoming.length > 0) {
+    parts.push(`## Coming Next`);
+    parts.push(upcoming.map(s => `- ${s.tool.exportName}: ${s.purpose}`).join('\n'));
+  }
+
+  // 4. Relevant prior results (summarized)
+  for (const depId of current.dependsOn) {
+    const prior = context.variables.get(depId);
+    if (prior) {
+      parts.push(`## Input from ${depId}`);
+      parts.push(summarize(prior, 500));  // Max 500 chars
+    }
+  }
+
+  return parts.join('\n\n');
+}
+
+/**
+ * Execute step with automatic fallback on failure
+ *
+ *   ┌──────────┐     ┌──────────┐     ┌──────────┐
+ *   │ Primary  │──X──│ Fallback │──X──│ Fallback │──► Error
+ *   │  Tool    │     │    #1    │     │    #2    │
+ *   └──────────┘     └──────────┘     └──────────┘
+ *        │                │                │
+ *        ▼                ▼                ▼
+ *      Result          Result           Result
+ */
+async function executeWithFallbacks(
+  step: PlanStep,
+  input: any,
+  context: string
+): Promise<any> {
+  const tools = [step.tool, ...step.fallbacks];
+
+  for (const tool of tools) {
+    try {
+      return await executeTool(tool, input, context);
+    } catch (error) {
+      console.log(`Tool ${tool.exportName} failed, trying fallback...`);
+    }
+  }
+
+  throw new Error(`All tools failed for step ${step.id}`);
+}
+
+/**
+ * Execute a single tool via the registry
+ */
+async function executeTool(
+  tool: Tool,
+  input: any,
+  context: string
+): Promise<any> {
+  const response = await fetch(
+    `/api/tools/execute/${tool.packageName}/${tool.exportName}`,
+    {
+      method: 'POST',
+      body: JSON.stringify({ input, context }),
+    }
+  );
+
+  if (!response.ok) {
+    throw new Error(`Tool execution failed: ${response.statusText}`);
+  }
+
+  return response.json();
+}
+```
+
+---
+
+## Part 6: Pathway Learning
+
+```typescript
+// ============================================================================
+// lib/pathway-learning.ts
+// ============================================================================
+
+/**
+ * Track and learn from pathway execution
+ *
+ *   ┌─────────────────────────────────────────────────────────┐
+ *   │                    PATHWAY STORE                        │
+ *   │                                                         │
+ *   │  Query Pattern      Path              Success   Weight  │
+ *   │  ─────────────      ────              ───────   ──────  │
+ *   │  "scrape.*price"    A→B→D→E           847/892   0.95   │
+ *   │  "scrape.*price"    A→B→C→D→E         38/52     0.73   │
+ *   │  "analyze.*trend"   X→Y→Z             412/445   0.93   │
+ *   │                                                         │
+ *   └─────────────────────────────────────────────────────────┘
+ */
+
+interface PathwayRecord {
+  queryPattern: string;
+  steps: string[];          // Tool IDs in order
+  successes: number;
+  failures: number;
+  lastUsed: Date;
+}
+
+class PathwayLearner {
+  private records: Map<string, PathwayRecord[]> = new Map();
+
+  /**
+   * Record outcome of a pathway execution
+   */
+  recordOutcome(
+    query: string,
+    steps: string[],
+    success: boolean
+  ): void {
+    const pattern = extractPattern(query);
+    const pathKey = steps.join('→');
+
+    let records = this.records.get(pattern) || [];
+    let record = records.find(r => r.steps.join('→') === pathKey);
+
+    if (!record) {
+      record = {
+        queryPattern: pattern,
+        steps,
+        successes: 0,
+        failures: 0,
+        lastUsed: new Date()
+      };
+      records.push(record);
+    }
+
+    if (success) record.successes++;
+    else record.failures++;
+    record.lastUsed = new Date();
+
+    this.records.set(pattern, records);
+  }
+
+  /**
+   * Get recommended pathway using Thompson Sampling
+   *
+   *   Path A: Beta(91, 11)  ──► Sample: 0.88
+   *   Path B: Beta(5, 2)    ──► Sample: 0.91  ◄── Winner (uncertain but sampled high)
+   */
+  recommendPathway(query: string): string[] | null {
+    const pattern = extractPattern(query);
+    const records = this.records.get(pattern);
+
+    if (!records || records.length === 0) return null;
+
+    // Thompson Sampling: sample from Beta distribution for each path
+    let bestPath: string[] | null = null;
+    let bestSample = -1;
+
+    for (const record of records) {
+      // Beta(successes + 1, failures + 1)
+      const sample = sampleBeta(
+        record.successes + 1,
+        record.failures + 1
+      );
+
+      // Apply recency decay
+      const daysSinceUse = daysBetween(record.lastUsed, new Date());
+      const recencyFactor = Math.pow(0.99, daysSinceUse);
+      const adjustedSample = sample * recencyFactor;
+
+      if (adjustedSample > bestSample) {
+        bestSample = adjustedSample;
+        bestPath = record.steps;
+      }
+    }
+
+    return bestPath;
+  }
+
+  /**
+   * Get K-factor (convergence toward determinism)
+   *
+   *   K → 0.0: No dominant path, explore freely
+   *   K → 1.0: Strong dominant path, nearly deterministic
+   */
+  getKFactor(query: string): number {
+    const pattern = extractPattern(query);
+    const records = this.records.get(pattern);
+
+    if (!records || records.length === 0) return 0;
+
+    const total = records.reduce((sum, r) => sum + r.successes + r.failures, 0);
+    if (total < 10) return 0;  // Not enough data
+
+    const topPath = records.sort((a, b) =>
+      (b.successes / (b.successes + b.failures)) -
+      (a.successes / (a.successes + a.failures))
+    )[0];
+
+    const topUsage = (topPath.successes + topPath.failures) / total;
+    const topSuccess = topPath.successes / (topPath.successes + topPath.failures);
+
+    return topUsage * topSuccess;
+  }
+}
+
+/**
+ * Sample from Beta distribution
+ */
+function sampleBeta(alpha: number, beta: number): number {
+  // Simplified: use gamma sampling
+  const x = sampleGamma(alpha);
+  const y = sampleGamma(beta);
+  return x / (x + y);
+}
+```
+
+---
+
+## Part 7: The Main Orchestrator
+
+```typescript
+// ============================================================================
+// lib/planner-orchestrator.ts
+// ============================================================================
+
+/**
+ * Main entry point: Query → Plans → Execution → Result
+ *
+ *   ┌─────────────────────────────────────────────────────────────────────┐
+ *   │                                                                     │
+ *   │   1. QUERY        2. PLANS         3. SELECT       4. EXECUTE      │
+ *   │   ───────         ───────          ────────        ─────────       │
+ *   │                                                                     │
+ *   │   "analyze      ┌────────┐                                         │
+ *   │    competitor   │ Plan A │───┐     User picks     ┌──────────┐     │
+ *   │    prices"  ───►│ Plan B │───┼───► or auto   ───► │ Cascade  │───► │
+ *   │                 │ Plan C │───┘     select         │ Execute  │     │
+ *   │                 └────────┘                        └──────────┘     │
+ *   │                                                                     │
+ *   └─────────────────────────────────────────────────────────────────────┘
+ */
+class PlannerOrchestrator {
+  private learner = new PathwayLearner();
+
+  async processQuery(
+    query: string,
+    options: OrchestratorOptions = {}
+  ): AsyncGenerator<OrchestratorEvent> {
+
+    const { numPlans = 3, autoSelect = false } = options;
+
+    // ─────────────────────────────────────────────────────────────────
+    // Step 1: Check for learned pathway
+    // ─────────────────────────────────────────────────────────────────
+    const kFactor = this.learner.getKFactor(query);
+
+    yield { type: 'k_factor', value: kFactor };
+
+    if (kFactor > 0.9) {
+      // Near-deterministic: use learned path directly
+      const learnedPath = this.learner.recommendPathway(query);
+      if (learnedPath) {
+        yield { type: 'using_learned_path', path: learnedPath };
+
+        const plan = await this.pathToExecutionPlan(learnedPath, query);
+        yield* this.executePlan(plan, query);
+        return;
+      }
+    }
+
+    // ─────────────────────────────────────────────────────────────────
+    // Step 2: Generate Y plans
+    // ─────────────────────────────────────────────────────────────────
+    yield { type: 'generating_plans' };
+
+    const plans = await generatePlans(query, numPlans);
+
+    yield {
+      type: 'plans_ready',
+      plans: plans.map(p => ({
+        id: p.id,
+        steps: p.steps.length,
+        cost: p.estimatedCost,
+        confidence: p.confidence,
+        skills: p.skills.map(s => s.domain)
+      }))
+    };
+
+    // ─────────────────────────────────────────────────────────────────
+    // Step 3: Select plan
+    // ─────────────────────────────────────────────────────────────────
+    let selectedPlan: ExecutionPlan;
+
+    if (autoSelect) {
+      // Auto-select: use Thompson Sampling across plans
+      selectedPlan = this.selectPlanThompson(plans);
+      yield { type: 'auto_selected', planId: selectedPlan.id };
+    } else {
+      // Wait for user selection
+      yield { type: 'awaiting_selection' };
+      const selection = await this.waitForUserSelection(plans);
+      selectedPlan = plans.find(p => p.id === selection)!;
+    }
+
+    // ─────────────────────────────────────────────────────────────────
+    // Step 4: Execute with cascading context
+    // ─────────────────────────────────────────────────────────────────
+    yield* this.executePlan(selectedPlan, query);
+  }
+
+  private async* executePlan(
+    plan: ExecutionPlan,
+    query: string
+  ): AsyncGenerator<OrchestratorEvent> {
+
+    yield {
+      type: 'execution_start',
+      totalSteps: plan.steps.length,
+      skills: plan.skills.map(s => s.domain)
+    };
+
+    const context: ExecutionContext = {
+      query,
+      variables: new Map(),
+      completed: new Set(),
+      errors: []
+    };
+
+    let success = true;
+
+    try {
+      for await (const event of executeWithCascading(plan, context)) {
+        yield { type: 'execution_event', event };
+      }
+    } catch (error) {
+      success = false;
+      yield { type: 'execution_error', error };
+    }
+
+    // Record outcome for learning
+    const pathSteps = plan.steps.map(s => s.tool.id);
+    this.learner.recordOutcome(query, pathSteps, success);
+
+    yield {
+      type: 'execution_complete',
+      success,
+      output: Object.fromEntries(context.variables)
+    };
+  }
+
+  /**
+   * Thompson Sampling for plan selection
+   */
+  private selectPlanThompson(plans: ExecutionPlan[]): ExecutionPlan {
+    let best = plans[0];
+    let bestScore = -1;
+
+    for (const plan of plans) {
+      // Sample based on confidence + randomness
+      const sample = sampleBeta(
+        plan.confidence * 100,
+        (1 - plan.confidence) * 100
+      );
+
+      if (sample > bestScore) {
+        bestScore = sample;
+        best = plan;
+      }
+    }
+
+    return best;
+  }
+}
+```
+
+---
+
+## Part 8: React Integration
+
+```typescript
+// ============================================================================
+// components/PlannerPlayground.tsx
+// ============================================================================
+
+/**
+ * UI for the planner system
+ *
+ *   ┌─────────────────────────────────────────────────────────────────┐
+ *   │  Query: [_______________________________________] [Generate]    │
+ *   ├─────────────────────────────────────────────────────────────────┤
+ *   │                                                                 │
+ *   │  ┌─────────────┐  ┌─────────────┐  ┌─────────────┐             │
+ *   │  │  ◉ Plan A   │  │  ○ Plan B   │  │  ○ Plan C   │             │
+ *   │  │  12 steps   │  │  6 steps    │  │  8 steps    │             │
+ *   │  │  $0.45      │  │  $0.15      │  │  $0.28      │             │
+ *   │  │  94% conf   │  │  87% conf   │  │  91% conf   │             │
+ *   │  └─────────────┘  └─────────────┘  └─────────────┘             │
+ *   │                                                                 │
+ *   │  Skills: [SEO] [Scraping] [Data Analysis]                      │
+ *   │                                                                 │
+ *   │  [Execute Selected Plan]                                        │
+ *   │                                                                 │
+ *   ├─────────────────────────────────────────────────────────────────┤
+ *   │  Execution Progress:                                            │
+ *   │  ✓ Step 1: Fetch webpage         (823ms)                       │
+ *   │  ✓ Step 2: Parse HTML            (234ms)                       │
+ *   │  ► Step 3: Extract prices...     [████████░░] 80%              │
+ *   │  ○ Step 4: Analyze trends                                       │
+ *   │  ○ Step 5: Generate report                                      │
+ *   │                                                                 │
+ *   │  Context: 1,240 tokens (vs 12,400 if loaded all)               │
+ *   └─────────────────────────────────────────────────────────────────┘
+ */
+
+function PlannerPlayground() {
+  const [query, setQuery] = useState('');
+  const [plans, setPlans] = useState<PlanSummary[]>([]);
+  const [selectedPlan, setSelectedPlan] = useState<string | null>(null);
+  const [execution, setExecution] = useState<ExecutionState | null>(null);
+  const [kFactor, setKFactor] = useState<number>(0);
+
+  const orchestrator = useRef(new PlannerOrchestrator());
+
+  async function handleGenerate() {
+    setPlans([]);
+    setExecution(null);
+
+    for await (const event of orchestrator.current.processQuery(query)) {
+      switch (event.type) {
+        case 'k_factor':
+          setKFactor(event.value);
+          break;
+
+        case 'plans_ready':
+          setPlans(event.plans);
+          break;
+
+        case 'execution_start':
+          setExecution({
+            status: 'running',
+            totalSteps: event.totalSteps,
+            currentStep: 0,
+            skills: event.skills,
+            events: []
+          });
+          break;
+
+        case 'execution_event':
+          setExecution(prev => ({
+            ...prev!,
+            events: [...prev!.events, event.event],
+            currentStep: event.event.type === 'step_complete'
+              ? prev!.currentStep + 1
+              : prev!.currentStep
+          }));
+          break;
+
+        case 'execution_complete':
+          setExecution(prev => ({
+            ...prev!,
+            status: event.success ? 'complete' : 'error',
+            output: event.output
+          }));
+          break;
+      }
+    }
+  }
+
+  return (
+    <div className="planner-playground">
+      {/* Query Input */}
+      <QueryInput value={query} onChange={setQuery} onSubmit={handleGenerate} />
+
+      {/* K-Factor Indicator */}
+      {kFactor > 0 && (
+        <KFactorBadge value={kFactor} />
+      )}
+
+      {/* Plan Selection */}
+      {plans.length > 0 && (
+        <PlanSelector
+          plans={plans}
+          selected={selectedPlan}
+          onSelect={setSelectedPlan}
+        />
+      )}
+
+      {/* Execution Progress */}
+      {execution && (
+        <ExecutionProgress execution={execution} />
+      )}
+    </div>
+  );
+}
+```
+
+---
+
+## Part 9: API Routes
+
+```typescript
+// ============================================================================
+// app/api/planner/generate/route.ts
+// ============================================================================
+
+export async function POST(req: Request) {
+  const { query, numPlans } = await req.json();
+
+  const plans = await generatePlans(query, numPlans);
+
+  return Response.json({
+    success: true,
+    data: plans.map(p => ({
+      id: p.id,
+      steps: p.steps.map(s => ({
+        id: s.id,
+        tool: s.tool.exportName,
+        purpose: s.purpose
+      })),
+      estimatedCost: p.estimatedCost,
+      confidence: p.confidence,
+      skills: p.skills.map(s => s.domain)
+    }))
+  });
+}
+
+// ============================================================================
+// app/api/planner/execute/route.ts
+// ============================================================================
+
+export async function POST(req: Request) {
+  const { planId, query } = await req.json();
+
+  // Get full plan from cache/DB
+  const plan = await getPlan(planId);
+
+  // Create SSE stream
+  const stream = new ReadableStream({
+    async start(controller) {
+      const encoder = new TextEncoder();
+
+      const context: ExecutionContext = {
+        query,
+        variables: new Map(),
+        completed: new Set(),
+        errors: []
+      };
+
+      for await (const event of executeWithCascading(plan, context)) {
+        controller.enqueue(
+          encoder.encode(`data: ${JSON.stringify(event)}\n\n`)
+        );
+      }
+
+      controller.close();
+    }
+  });
+
+  return new Response(stream, {
+    headers: {
+      'Content-Type': 'text/event-stream',
+      'Cache-Control': 'no-cache'
+    }
+  });
+}
+```
+
+---
+
+## Summary: The Complete Flow
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                                                                             │
+│                        TPMJS PLANNER ARCHITECTURE                           │
+│                                                                             │
+│  ┌───────────────────────────────────────────────────────────────────────┐ │
+│  │                           USER QUERY                                  │ │
+│  │                  "Scrape competitor prices and analyze"               │ │
+│  └─────────────────────────────────┬─────────────────────────────────────┘ │
+│                                    │                                        │
+│                                    ▼                                        │
+│  ┌───────────────────────────────────────────────────────────────────────┐ │
+│  │                      1. CHECK LEARNED PATHS                           │ │
+│  │                                                                       │ │
+│  │   K-factor = 0.85 ──► Strong pattern exists                          │ │
+│  │   K-factor = 0.30 ──► Generate new plans                             │ │
+│  └─────────────────────────────────┬─────────────────────────────────────┘ │
+│                                    │                                        │
+│                                    ▼                                        │
+│  ┌───────────────────────────────────────────────────────────────────────┐ │
+│  │                      2. DISCOVER TOOLS                                │ │
+│  │                                                                       │ │
+│  │   Query Registry ──► Rank by relevance ──► Top 20 tools              │ │
+│  └─────────────────────────────────┬─────────────────────────────────────┘ │
+│                                    │                                        │
+│                                    ▼                                        │
+│  ┌───────────────────────────────────────────────────────────────────────┐ │
+│  │                      3. GENERATE Y PLANS                              │ │
+│  │                                                                       │ │
+│  │   ┌─────────┐    ┌─────────┐    ┌─────────┐                          │ │
+│  │   │ Plan A  │    │ Plan B  │    │ Plan C  │                          │ │
+│  │   │Thorough │    │  Quick  │    │Balanced │                          │ │
+│  │   │12 steps │    │ 5 steps │    │ 8 steps │                          │ │
+│  │   └─────────┘    └─────────┘    └─────────┘                          │ │
+│  └─────────────────────────────────┬─────────────────────────────────────┘ │
+│                                    │                                        │
+│                                    ▼                                        │
+│  ┌───────────────────────────────────────────────────────────────────────┐ │
+│  │                      4. INFER SKILLS                                  │ │
+│  │                                                                       │ │
+│  │   Tools ──► Cluster by domain ──► Load domain context                │ │
+│  │                                                                       │ │
+│  │   [web-scraping: robots.txt, selectors, rate limits]                 │ │
+│  │   [data-analysis: normalization, outliers, trends]                   │ │
+│  └─────────────────────────────────┬─────────────────────────────────────┘ │
+│                                    │                                        │
+│                                    ▼                                        │
+│  ┌───────────────────────────────────────────────────────────────────────┐ │
+│  │                      5. USER SELECTS (or auto)                        │ │
+│  │                                                                       │ │
+│  │   Thompson Sampling if auto ──► Pick plan with highest sample        │ │
+│  └─────────────────────────────────┬─────────────────────────────────────┘ │
+│                                    │                                        │
+│                                    ▼                                        │
+│  ┌───────────────────────────────────────────────────────────────────────┐ │
+│  │                      6. CASCADE EXECUTE                               │ │
+│  │                                                                       │ │
+│  │   For each step:                                                      │ │
+│  │   ┌────────────────────────────────────────────────────────────────┐ │ │
+│  │   │ • Load current tool + relevant skill context (~1k tokens)     │ │ │
+│  │   │ • Preload next 2 likely tools                                  │ │ │
+│  │   │ • Execute via registry                                         │ │ │
+│  │   │ • Try fallbacks on failure                                     │ │ │
+│  │   │ • Store result, update state                                   │ │ │
+│  │   └────────────────────────────────────────────────────────────────┘ │ │
+│  └─────────────────────────────────┬─────────────────────────────────────┘ │
+│                                    │                                        │
+│                                    ▼                                        │
+│  ┌───────────────────────────────────────────────────────────────────────┐ │
+│  │                      7. RECORD OUTCOME                                │ │
+│  │                                                                       │ │
+│  │   Success/Failure ──► Update pathway stats ──► Adjust K-factor       │ │
+│  └─────────────────────────────────┬─────────────────────────────────────┘ │
+│                                    │                                        │
+│                                    ▼                                        │
+│  ┌───────────────────────────────────────────────────────────────────────┐ │
+│  │                         FINAL OUTPUT                                  │ │
+│  └───────────────────────────────────────────────────────────────────────┘ │
+│                                                                             │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Key Files to Create
+
+```
+apps/web/
+├── src/
+│   ├── lib/
+│   │   ├── planner/
+│   │   │   ├── tool-discovery.ts      # Part 2
+│   │   │   ├── plan-generator.ts      # Part 3
+│   │   │   ├── skill-inference.ts     # Part 4
+│   │   │   ├── cascading-executor.ts  # Part 5
+│   │   │   ├── pathway-learning.ts    # Part 6
+│   │   │   └── orchestrator.ts        # Part 7
+│   │   └── types/
+│   │       └── planner.ts             # Part 1
+│   ├── components/
+│   │   └── PlannerPlayground.tsx      # Part 8
+│   └── app/
+│       └── api/
+│           └── planner/
+│               ├── generate/route.ts  # Part 9
+│               └── execute/route.ts   # Part 9
+
+packages/db/prisma/
+└── schema.prisma                      # Add PathwayRecord model
+```
diff --git a/docs/building-dynamic-tool-systems.md b/docs/building-dynamic-tool-systems.md
new file mode 100644
index 0000000..6287897
--- /dev/null
+++ b/docs/building-dynamic-tool-systems.md
@@ -0,0 +1,934 @@
+# Building Dynamic Tool Discovery & Injection Systems for AI Agents
+
+A comprehensive guide to building a system where AI agents can discover, load, and execute tools dynamically at runtime. Based on the TPMJS architecture.
+
+---
+
+## Table of Contents
+
+1. [The Problem We're Solving](#the-problem-were-solving)
+2. [Architecture Overview](#architecture-overview)
+3. [Tool Schema Design](#tool-schema-design)
+4. [The Search System](#the-search-system)
+5. [Dynamic Tool Loading](#dynamic-tool-loading)
+6. [Injecting Tools Into Agents](#injecting-tools-into-agents)
+7. [Execution & Sandboxing](#execution--sandboxing)
+8. [Critical Nuances & Gotchas](#critical-nuances--gotchas)
+9. [Database Design](#database-design)
+10. [The Full Flow](#the-full-flow)
+
+---
+
+## The Problem We're Solving
+
+Traditional AI agent setups have a fixed set of tools defined at build time:
+
+```typescript
+// Static approach - tools are hardcoded
+const agent = createAgent({
+  tools: {
+    searchWeb: webSearchTool,
+    readFile: fileReadTool,
+    // ... fixed list
+  }
+});
+```
+
+**Problems with this approach:**
+- Can't add new tools without redeploying
+- Agent has access to ALL tools even when irrelevant
+- No way for users to bring their own tools
+- Tool bloat affects context window and model performance
+
+**What we want:**
+- Discover tools dynamically based on user intent
+- Load only relevant tools per conversation
+- Allow third-party tool registration
+- Execute tools securely in isolation
+
+---
+
+## Architecture Overview
+
+```
+┌─────────────────────────────────────────────────────────────────────────┐
+│                           User Message                                   │
+│                    "Help me scrape this website"                        │
+└─────────────────────────────────────────────────────────────────────────┘
+                                    │
+                                    ▼
+┌─────────────────────────────────────────────────────────────────────────┐
+│                         Chat Endpoint                                    │
+│  1. Extract user intent from message                                    │
+│  2. Auto-search registry for relevant tools                             │
+│  3. Load discovered tools dynamically                                   │
+│  4. Merge with static tools                                             │
+│  5. Pass combined toolset to model                                      │
+└─────────────────────────────────────────────────────────────────────────┘
+                                    │
+                    ┌───────────────┼───────────────┐
+                    ▼               ▼               ▼
+            ┌─────────────┐ ┌─────────────┐ ┌─────────────┐
+            │   Search    │ │    Load     │ │   Execute   │
+            │   Registry  │ │   Dynamic   │ │   Sandbox   │
+            │   (BM25)    │ │   Tools     │ │   Service   │
+            └─────────────┘ └─────────────┘ └─────────────┘
+                    │               │               │
+                    ▼               ▼               ▼
+            ┌─────────────┐ ┌─────────────┐ ┌─────────────┐
+            │  Database   │ │   ESM CDN   │ │  Isolated   │
+            │  (Postgres) │ │  (esm.sh)   │ │   Runtime   │
+            └─────────────┘ └─────────────┘ └─────────────┘
+```
+
+**Three-tier tool access:**
+1. **Static tools** - Bundled with app, always available (fast, reliable)
+2. **Discovered tools** - Found via search, loaded on-demand
+3. **Sandboxed execution** - Run in isolated environment for security
+
+---
+
+## Tool Schema Design
+
+### The `tpmjs` Field in package.json
+
+Tools declare their capabilities via a `tpmjs` field in package.json:
+
+```json
+{
+  "name": "@myorg/web-scraper",
+  "version": "1.0.0",
+  "keywords": ["tpmjs"],
+  "tpmjs": {
+    "category": "web-scraping",
+    "frameworks": ["vercel-ai"],
+    "env": [
+      {
+        "name": "SCRAPER_API_KEY",
+        "description": "API key for the scraping service",
+        "required": true
+      }
+    ],
+    "tools": [
+      {
+        "exportName": "scrapeTool",
+        "description": "Scrape content from any webpage and return structured data",
+        "parameters": [
+          {
+            "name": "url",
+            "type": "string",
+            "description": "The URL to scrape",
+            "required": true
+          },
+          {
+            "name": "selector",
+            "type": "string",
+            "description": "CSS selector to extract specific elements",
+            "required": false
+          }
+        ],
+        "returns": {
+          "type": "object",
+          "description": "Scraped content with title, text, and metadata"
+        },
+        "aiAgent": {
+          "useCase": "When user needs to extract content from websites",
+          "limitations": "Cannot scrape JavaScript-rendered content without headless browser",
+          "examples": [
+            "Scrape the main content from https://example.com",
+            "Extract all product prices from this page"
+          ]
+        }
+      }
+    ]
+  }
+}
+```
+
+### Schema Nuances
+
+**1. Multi-tool packages**
+
+One npm package can export multiple tools. Each has its own `exportName`:
+
+```json
+{
+  "tpmjs": {
+    "tools": [
+      { "exportName": "scrapeTool", "description": "..." },
+      { "exportName": "screenshotTool", "description": "..." },
+      { "exportName": "pdfExtractTool", "description": "..." }
+    ]
+  }
+}
+```
+
+**2. The `aiAgent` field is critical**
+
+This isn't just documentation - it's injected into the system prompt:
+
+```typescript
+// The aiAgent field helps the model understand WHEN to use this tool
+aiAgent: {
+  useCase: "When user needs to extract content from websites",
+  limitations: "Cannot scrape JavaScript-rendered content",
+  examples: ["Scrape the main content from...", "Extract all prices..."]
+}
+```
+
+**3. Tier determination is automatic**
+
+Don't make users declare "minimal" vs "rich" - compute it:
+
+```typescript
+function determineTier(tpmjsField: TpmjsField): 'minimal' | 'rich' {
+  const hasRichFields = tpmjsField.tools?.some(tool =>
+    tool.parameters || tool.returns || tool.aiAgent
+  ) || tpmjsField.env || tpmjsField.frameworks;
+
+  return hasRichFields ? 'rich' : 'minimal';
+}
+```
+
+**4. Parameter types map to Zod schemas**
+
+```typescript
+function typeToZodSchema(type: string): z.ZodTypeAny {
+  switch (type) {
+    case 'string': return z.string();
+    case 'number': return z.number();
+    case 'boolean': return z.boolean();
+    case 'string[]': return z.array(z.string());
+    case 'object': return z.record(z.any());
+    // Handle union types: "'markdown' | 'mdx'"
+    default:
+      if (type.includes('|')) {
+        const options = type.split('|').map(s => s.trim().replace(/'/g, ''));
+        return z.enum(options as [string, ...string[]]);
+      }
+      return z.string(); // Safe fallback
+  }
+}
+```
+
+---
+
+## The Search System
+
+### Why BM25?
+
+Simple substring matching fails for tool discovery:
+- "help me with web stuff" won't match "scrape websites"
+- Need semantic relevance, not just keyword matching
+
+BM25 (Best Matching 25) is a battle-tested ranking algorithm that considers:
+- **Term frequency (TF)**: How often query terms appear in document
+- **Inverse document frequency (IDF)**: Rare terms matter more than common ones
+- **Document length normalization**: Short docs aren't unfairly penalized
+
+### Implementation
+
+```typescript
+interface SearchableDocument {
+  id: string;
+  content: string;  // Combined: name + description + category + aiAgent fields
+  tool: Tool;
+}
+
+function bm25Search(
+  query: string,
+  documents: SearchableDocument[],
+  recentMessages: string[] = []  // Context from conversation
+): ScoredDocument[] {
+  // Combine query with recent context for better relevance
+  const fullQuery = [query, ...recentMessages].join(' ');
+  const queryTerms = tokenize(fullQuery);
+
+  // Calculate IDF for each term
+  const idf = new Map<string, number>();
+  for (const term of queryTerms) {
+    const docsWithTerm = documents.filter(d =>
+      tokenize(d.content).includes(term)
+    ).length;
+    idf.set(term, Math.log((documents.length - docsWithTerm + 0.5) / (docsWithTerm + 0.5)));
+  }
+
+  // BM25 parameters (tuned for short documents)
+  const k1 = 1.2;  // Term frequency saturation
+  const b = 0.75;  // Length normalization
+  const avgDocLength = documents.reduce((sum, d) =>
+    sum + tokenize(d.content).length, 0
+  ) / documents.length;
+
+  // Score each document
+  return documents.map(doc => {
+    const docTerms = tokenize(doc.content);
+    const docLength = docTerms.length;
+
+    let score = 0;
+    for (const term of queryTerms) {
+      const tf = docTerms.filter(t => t === term).length;
+      const termIdf = idf.get(term) || 0;
+
+      // BM25 formula
+      score += termIdf * (tf * (k1 + 1)) /
+        (tf + k1 * (1 - b + b * (docLength / avgDocLength)));
+    }
+
+    // Boost by quality metrics
+    const qualityBoost = (doc.tool.qualityScore || 0) * 0.5;
+    const downloadBoost = Math.log10((doc.tool.package.npmDownloadsLastMonth || 0) + 1) * 0.1;
+
+    return {
+      ...doc,
+      score: score + qualityBoost + downloadBoost
+    };
+  }).sort((a, b) => b.score - a.score);
+}
+```
+
+### The `recentMessages` Trick
+
+Pass recent conversation context to improve search relevance:
+
+```typescript
+// In chat endpoint
+const recentMessages = messages
+  .filter(m => m.role === 'user')
+  .slice(-3)
+  .map(m => m.content);
+
+const searchResults = await searchTool.execute({
+  query: extractUserIntent(lastMessage),
+  recentMessages,  // Gives search more context
+  limit: 5
+});
+```
+
+If user previously mentioned "I'm building an e-commerce site" and now says "extract prices", the search understands the context.
+
+---
+
+## Dynamic Tool Loading
+
+### The Challenge
+
+You can't just `import()` arbitrary npm packages at runtime in a Next.js/Vercel environment:
+- Webpack needs to know imports at build time
+- Serverless functions are stateless
+- Security concerns with arbitrary code execution
+
+### Solution: ESM CDN + Process Cache
+
+```typescript
+// Process-level cache (survives across requests in same instance)
+const moduleCache = new Map<string, any>();
+const conversationEnv = new Map<string, Record<string, string>>();
+
+export async function loadToolDynamically(
+  packageName: string,
+  exportName: string,
+  version: string,
+  conversationId: string,
+  env?: Record<string, string>
+): Promise<Tool | null> {
+  const cacheKey = `${packageName}::${exportName}`;
+
+  // Return cached tool if available
+  if (moduleCache.has(cacheKey)) {
+    return moduleCache.get(cacheKey);
+  }
+
+  // Store env vars for this conversation
+  if (env) {
+    conversationEnv.set(conversationId, {
+      ...conversationEnv.get(conversationId),
+      ...env
+    });
+  }
+
+  try {
+    // Load via external sandbox service
+    const response = await fetch(`${SANDBOX_SERVICE_URL}/load-and-describe`, {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({
+        packageName,
+        exportName,
+        version,
+        importUrl: `https://esm.sh/${packageName}@${version}`,
+        env: env || {},
+      }),
+      signal: AbortSignal.timeout(120000),
+    });
+
+    const { tool: toolMeta } = await response.json();
+
+    // Create AI SDK tool wrapper
+    const toolWrapper = tool({
+      description: toolMeta.description,
+      inputSchema: jsonSchema(toolMeta.inputSchema),
+      execute: async (params: any) => {
+        // CRITICAL: Get fresh env vars, not from closure!
+        const currentEnv = conversationEnv.get(conversationId) || {};
+
+        const execResponse = await fetch(
+          `${SANDBOX_SERVICE_URL}/execute-tool`,
+          {
+            method: 'POST',
+            body: JSON.stringify({
+              packageName,
+              exportName,
+              version,
+              params,
+              env: currentEnv,  // Fresh on every execution
+            }),
+          }
+        );
+
+        return (await execResponse.json()).output;
+      },
+    });
+
+    // Cache the wrapper (but not the env vars!)
+    moduleCache.set(cacheKey, toolWrapper);
+    return toolWrapper;
+
+  } catch (error) {
+    console.error(`Failed to load ${packageName}/${exportName}:`, error);
+    return null;
+  }
+}
+```
+
+### Why Separate Env Vars from Tool Cache?
+
+This is a critical nuance. Consider:
+
+```typescript
+// WRONG: Env vars captured in closure
+const toolWrapper = tool({
+  execute: async (params) => {
+    // `env` is captured when tool is created
+    // If user updates API key, old key is still used!
+    return await execute(params, env);
+  }
+});
+moduleCache.set(cacheKey, toolWrapper);
+```
+
+```typescript
+// RIGHT: Fresh env lookup on each execution
+const toolWrapper = tool({
+  execute: async (params) => {
+    // Always get current env for this conversation
+    const currentEnv = conversationEnv.get(conversationId) || {};
+    return await execute(params, currentEnv);
+  }
+});
+```
+
+Users can update API keys mid-conversation. Cached tools must use fresh credentials.
+
+---
+
+## Injecting Tools Into Agents
+
+### The Chat Endpoint Pattern
+
+```typescript
+export async function POST(request: Request) {
+  const { messages, conversationId, env } = await request.json();
+
+  // 1. Store conversation-scoped env vars
+  setConversationEnv(conversationId, env);
+
+  // 2. Load static tools (always available)
+  const staticTools = await loadStaticTools();
+
+  // 3. Always include the search tool
+  staticTools.searchRegistry = searchRegistryTool;
+
+  // 4. Extract user intent for auto-discovery
+  const lastUserMessage = messages.filter(m => m.role === 'user').pop();
+  const userQuery = lastUserMessage?.content || '';
+  const recentContext = getRecentUserMessages(messages, 3);
+
+  // 5. Auto-search for relevant tools
+  let discoveredTools: Record<string, Tool> = {};
+
+  if (userQuery.trim().length > 0) {
+    const searchResults = await searchRegistryTool.execute({
+      query: userQuery,
+      limit: 5,
+      recentMessages: recentContext,
+    });
+
+    if (searchResults.tools?.length > 0) {
+      // 6. Load discovered tools in parallel
+      const loadPromises = searchResults.tools.map(meta =>
+        loadToolDynamically(
+          meta.packageName,
+          meta.exportName,
+          meta.version,
+          conversationId,
+          env
+        )
+      );
+
+      const loadedTools = await Promise.all(loadPromises);
+
+      // 7. Add to toolset with sanitized names
+      searchResults.tools.forEach((meta, i) => {
+        if (loadedTools[i]) {
+          const key = sanitizeToolName(`${meta.packageName}-${meta.exportName}`);
+          discoveredTools[key] = loadedTools[i];
+        }
+      });
+    }
+  }
+
+  // 8. Merge all tools
+  const allTools = {
+    ...staticTools,
+    ...discoveredTools,
+  };
+
+  // 9. Build system prompt with tool guidance
+  const systemPrompt = buildSystemPrompt(allTools);
+
+  // 10. Stream response
+  const result = streamText({
+    model: openai('gpt-4o'),
+    system: systemPrompt,
+    messages: convertToModelMessages(messages),
+    tools: allTools,
+    maxSteps: 5,  // Allow multi-step tool usage
+  });
+
+  return result.toDataStreamResponse();
+}
+```
+
+### Tool Name Sanitization
+
+OpenAI requires tool names to match: `^[a-zA-Z0-9_-]+$`
+
+npm packages have `@`, `/`, etc. Sanitize them:
+
+```typescript
+function sanitizeToolName(name: string): string {
+  return name
+    .replace(/@/g, '')        // Remove @
+    .replace(/\//g, '_')      // Replace / with _
+    .replace(/[^a-zA-Z0-9_-]/g, '_');  // Replace other special chars
+}
+
+// "@myorg/web-scraper-scrapeTool" → "myorg_web_scraper-scrapeTool"
+```
+
+### System Prompt Engineering
+
+The system prompt must explain the tool system:
+
+```typescript
+function buildSystemPrompt(tools: Record<string, Tool>): string {
+  const toolList = Object.keys(tools).join(', ');
+
+  return `You are an AI assistant with access to tools.
+
+## Available Tools
+${toolList}
+
+## Tool Usage Rules
+
+1. **Execute, don't describe**: When a user asks to use a tool, CALL IT. Don't just explain what it does.
+
+2. **searchRegistry is for DISCOVERY**: Use it when the user needs a capability you don't have loaded. Example: User asks about image processing but no image tools are loaded.
+
+3. **Tool names are sanitized**: The tool "@myorg/scraper-scrapeTool" appears as "myorg_scraper-scrapeTool".
+
+4. **Some tools need API keys**: If a tool fails with auth errors, ask the user to provide the required environment variable.
+
+5. **Multi-step is allowed**: You can call multiple tools in sequence. Search → Load → Execute is a valid pattern.
+
+## When to Search vs Execute
+
+- User says "scrape this website" → You have scrapeTool? Execute it. Don't have it? Search first.
+- User says "what tools can help with images?" → Use searchRegistry to find options.
+- User says "use the hello tool" → Execute it directly if loaded.
+`;
+}
+```
+
+---
+
+## Execution & Sandboxing
+
+### Why Sandbox?
+
+Executing arbitrary npm packages is dangerous:
+- Packages can access filesystem, network, env vars
+- Malicious packages could exfiltrate data
+- Even well-intentioned packages might have bugs
+
+### Sandbox Architecture
+
+Run a separate service (Railway, Fly.io, AWS Lambda) that:
+1. Receives execution requests
+2. Loads packages in isolated environment
+3. Executes with timeout and resource limits
+4. Returns only the output
+
+```typescript
+// Sandbox service (runs on Railway/Fly.io)
+app.post('/execute-tool', async (req, res) => {
+  const { packageName, exportName, version, params, env } = req.body;
+
+  // Set env vars for this execution only
+  const originalEnv = { ...process.env };
+  Object.assign(process.env, env);
+
+  try {
+    // Dynamic import from ESM CDN
+    const importUrl = `https://esm.sh/${packageName}@${version}`;
+    const module = await import(importUrl);
+
+    const tool = module[exportName] || module.default;
+    if (!tool?.execute) {
+      throw new Error(`No executable tool found at ${exportName}`);
+    }
+
+    // Execute with timeout
+    const result = await Promise.race([
+      tool.execute(params),
+      new Promise((_, reject) =>
+        setTimeout(() => reject(new Error('Timeout')), 30000)
+      )
+    ]);
+
+    res.json({ success: true, output: result });
+
+  } catch (error) {
+    res.json({ success: false, error: error.message });
+
+  } finally {
+    // Restore original env
+    process.env = originalEnv;
+  }
+});
+```
+
+### Health Tracking
+
+Track tool reliability:
+
+```typescript
+enum HealthStatus {
+  HEALTHY = 'HEALTHY',
+  BROKEN = 'BROKEN',
+  UNKNOWN = 'UNKNOWN'
+}
+
+// After successful execution
+if (tool.executionHealth === 'BROKEN') {
+  await db.tool.update({
+    where: { id: tool.id },
+    data: {
+      executionHealth: 'HEALTHY',
+      lastHealthCheck: new Date()
+    }
+  });
+}
+
+// After failed execution
+await db.tool.update({
+  where: { id: tool.id },
+  data: {
+    executionHealth: 'BROKEN',
+    healthCheckError: error.message,
+    lastHealthCheck: new Date()
+  }
+});
+```
+
+This auto-heals false positives and surfaces genuinely broken tools.
+
+---
+
+## Critical Nuances & Gotchas
+
+### 1. Closure Traps with Cached Tools
+
+```typescript
+// BUG: API key captured at cache time
+function createCachedTool(apiKey: string) {
+  const tool = {
+    execute: async (params) => {
+      return await callAPI(params, apiKey);  // Stale!
+    }
+  };
+  cache.set('myTool', tool);
+}
+
+// FIX: Lookup fresh values on each execution
+function createCachedTool(conversationId: string) {
+  const tool = {
+    execute: async (params) => {
+      const apiKey = getConversationEnv(conversationId).API_KEY;
+      return await callAPI(params, apiKey);  // Fresh!
+    }
+  };
+  cache.set('myTool', tool);
+}
+```
+
+### 2. Race Conditions in Parallel Loading
+
+```typescript
+// BUG: Multiple requests load same tool simultaneously
+const tool1 = loadTool('scraper');  // Starts loading
+const tool2 = loadTool('scraper');  // Also starts loading (wasteful)
+
+// FIX: Use loading promises as cache values
+const loadingPromises = new Map<string, Promise<Tool>>();
+
+async function loadTool(name: string): Promise<Tool> {
+  if (cache.has(name)) return cache.get(name);
+
+  if (!loadingPromises.has(name)) {
+    loadingPromises.set(name, actuallyLoadTool(name).then(tool => {
+      cache.set(name, tool);
+      loadingPromises.delete(name);
+      return tool;
+    }));
+  }
+
+  return loadingPromises.get(name);
+}
+```
+
+### 3. Token Budget Management
+
+More tools = more tokens in system prompt. Be selective:
+
+```typescript
+// Don't load 50 tools because they matched the search
+const MAX_DYNAMIC_TOOLS = 5;
+
+const searchResults = await search({ query, limit: MAX_DYNAMIC_TOOLS });
+
+// Consider dropping low-relevance tools
+const relevantTools = searchResults.filter(t => t.score > 0.3);
+```
+
+### 4. The "Search Loop" Problem
+
+Model keeps searching instead of executing:
+
+```
+User: "Scrape example.com"
+Model: Let me search for scraping tools...
+Model: Found some tools! Let me search for more options...
+Model: Here are some alternatives, let me search again...
+```
+
+**Fix with explicit prompting:**
+
+```
+The searchRegistry tool is for DISCOVERY ONLY. Once you find a relevant tool,
+STOP SEARCHING and USE IT. Do not search multiple times for the same capability.
+```
+
+### 5. Error Message Quality
+
+Bad:
+```json
+{ "error": "Execution failed" }
+```
+
+Good:
+```json
+{
+  "error": "Tool execution failed",
+  "details": {
+    "tool": "@myorg/scraper::scrapeTool",
+    "phase": "execution",
+    "message": "SCRAPER_API_KEY environment variable is required",
+    "suggestion": "Please provide your API key in the settings panel"
+  }
+}
+```
+
+### 6. Timeout Handling
+
+Different timeouts for different phases:
+
+```typescript
+// Tool loading: longer timeout (cold start, network)
+const loadTimeout = 120000;  // 2 minutes
+
+// Tool execution: depends on tool type
+const defaultExecTimeout = 30000;   // 30 seconds
+const longRunningTimeout = 300000;  // 5 minutes for scraping/AI tools
+
+// Search: should be fast
+const searchTimeout = 5000;  // 5 seconds
+```
+
+---
+
+## Database Design
+
+### Two-Model Approach: Package + Tool
+
+```sql
+-- Package-level metadata (npm info, category, env vars)
+CREATE TABLE packages (
+  id TEXT PRIMARY KEY,
+  npm_package_name TEXT UNIQUE NOT NULL,
+  npm_version TEXT NOT NULL,
+  npm_downloads_last_month INTEGER,
+  category TEXT NOT NULL,  -- 'web-scraping', 'data-processing', etc.
+  env JSONB,               -- Package-level env requirements
+  frameworks TEXT[],       -- ['vercel-ai', 'langchain']
+  tier TEXT NOT NULL,      -- 'minimal' | 'rich'
+  created_at TIMESTAMP DEFAULT NOW()
+);
+
+-- Tool-level metadata (individual exports)
+CREATE TABLE tools (
+  id TEXT PRIMARY KEY,
+  package_id TEXT REFERENCES packages(id) ON DELETE CASCADE,
+  export_name TEXT NOT NULL,
+  description TEXT NOT NULL,
+  parameters JSONB,
+  returns JSONB,
+  ai_agent JSONB,
+  quality_score DECIMAL(3,2),
+  import_health TEXT DEFAULT 'UNKNOWN',
+  execution_health TEXT DEFAULT 'UNKNOWN',
+  last_health_check TIMESTAMP,
+
+  UNIQUE(package_id, export_name)
+);
+
+-- Indexes for search performance
+CREATE INDEX idx_tools_quality ON tools(quality_score DESC);
+CREATE INDEX idx_tools_health ON tools(execution_health);
+CREATE INDEX idx_packages_category ON packages(category);
+CREATE INDEX idx_packages_downloads ON packages(npm_downloads_last_month DESC);
+```
+
+### Why Separate Package and Tool?
+
+1. **One package, many tools**: `@myorg/utils` might export 10 tools
+2. **Package-level env**: API keys often apply to all tools in a package
+3. **Independent health**: One broken tool shouldn't mark the whole package broken
+4. **Efficient queries**: Search tools, join package info only when needed
+
+---
+
+## The Full Flow
+
+```
+┌──────────────────────────────────────────────────────────────────────────┐
+│ 1. USER MESSAGE                                                          │
+│    "Help me extract data from https://news.ycombinator.com"              │
+└──────────────────────────────────────────────────────────────────────────┘
+                                     │
+                                     ▼
+┌──────────────────────────────────────────────────────────────────────────┐
+│ 2. CHAT ENDPOINT RECEIVES REQUEST                                        │
+│    - Extract user intent: "extract data from website"                    │
+│    - Get recent context: ["I'm building a news aggregator"]              │
+└──────────────────────────────────────────────────────────────────────────┘
+                                     │
+                                     ▼
+┌──────────────────────────────────────────────────────────────────────────┐
+│ 3. AUTO-SEARCH REGISTRY                                                  │
+│    Query: "extract data website" + context                               │
+│    BM25 + quality scoring                                                │
+│    Results: [scrapeTool (0.89), extractorTool (0.72), ...]              │
+└──────────────────────────────────────────────────────────────────────────┘
+                                     │
+                                     ▼
+┌──────────────────────────────────────────────────────────────────────────┐
+│ 4. DYNAMIC TOOL LOADING                                                  │
+│    For each search result:                                               │
+│    - Check cache → miss                                                  │
+│    - Call sandbox: /load-and-describe                                    │
+│    - Create AI SDK tool wrapper                                          │
+│    - Cache wrapper (but not env vars!)                                   │
+└──────────────────────────────────────────────────────────────────────────┘
+                                     │
+                                     ▼
+┌──────────────────────────────────────────────────────────────────────────┐
+│ 5. MERGE TOOLS                                                           │
+│    Static: { searchRegistry, helloTool }                                 │
+│    Dynamic: { myorg_scraper_scrapeTool, ... }                           │
+│    Combined: { searchRegistry, helloTool, myorg_scraper_scrapeTool }    │
+└──────────────────────────────────────────────────────────────────────────┘
+                                     │
+                                     ▼
+┌──────────────────────────────────────────────────────────────────────────┐
+│ 6. STREAM TO MODEL                                                       │
+│    System: "You have these tools: ..."                                   │
+│    Tools: combined toolset                                               │
+│    Messages: conversation history                                        │
+└──────────────────────────────────────────────────────────────────────────┘
+                                     │
+                                     ▼
+┌──────────────────────────────────────────────────────────────────────────┐
+│ 7. MODEL DECIDES TO USE TOOL                                             │
+│    "I'll use myorg_scraper_scrapeTool to extract the data"              │
+│    Tool call: { url: "https://news.ycombinator.com" }                   │
+└──────────────────────────────────────────────────────────────────────────┘
+                                     │
+                                     ▼
+┌──────────────────────────────────────────────────────────────────────────┐
+│ 8. TOOL EXECUTION                                                        │
+│    - Wrapper's execute() called                                          │
+│    - Fresh env vars fetched for conversation                             │
+│    - Request sent to sandbox service                                     │
+│    - Sandbox loads package, executes, returns result                     │
+└──────────────────────────────────────────────────────────────────────────┘
+                                     │
+                                     ▼
+┌──────────────────────────────────────────────────────────────────────────┐
+│ 9. RESULT RETURNED TO MODEL                                              │
+│    { title: "Hacker News", items: [...], metadata: {...} }              │
+└──────────────────────────────────────────────────────────────────────────┘
+                                     │
+                                     ▼
+┌──────────────────────────────────────────────────────────────────────────┐
+│ 10. MODEL GENERATES RESPONSE                                             │
+│     "I've extracted the data from Hacker News. Here are the top          │
+│      stories: 1. ... 2. ... 3. ..."                                     │
+└──────────────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Summary
+
+Building a dynamic tool system requires:
+
+1. **Schema design** - Rich metadata that helps both search and execution
+2. **Smart search** - BM25 with quality boosting, not just substring matching
+3. **Careful caching** - Cache tools, not credentials
+4. **Sandboxed execution** - Never trust arbitrary packages
+5. **Health tracking** - Know which tools are broken
+6. **Clear prompting** - Tell the model when to search vs execute
+
+The key insight: **tools are discovered at runtime based on user intent, not hardcoded at build time**. This makes agents more flexible and allows a growing ecosystem of tools without redeployment.
+
+---
+
+## Reference Implementation
+
+- **Schema & validation**: `packages/types/src/tpmjs.ts`
+- **Search API**: `apps/web/src/app/api/tools/search/route.ts`
+- **Dynamic loading**: `apps/playground/src/lib/dynamic-tool-loader.ts`
+- **Chat endpoint**: `apps/playground/src/app/api/chat/route.ts`
+- **Tool execution**: `apps/web/src/lib/ai-agent/tool-executor-agent.ts`
diff --git a/docs/prd-dynamic-og-images.md b/docs/prd-dynamic-og-images.md
new file mode 100644
index 0000000..3cf2f54
--- /dev/null
+++ b/docs/prd-dynamic-og-images.md
@@ -0,0 +1,445 @@
+# PRD: AI-Generated OG Images for TPMJS
+
+## Overview
+
+Implement a system where every page on tpmjs.com (both static and dynamic) has a unique, AI-generated Open Graph image created by Gemini. The OG images should be contextually relevant, visually distinctive, and reflect the actual content of each page.
+
+## Goals
+
+1. **Unique visual identity** - Every page gets a custom OG image, not generic templates
+2. **Content-aware generation** - Images reflect the actual page content (tool descriptions, categories, etc.)
+3. **Performance-optimized** - Pre-generate for static pages, on-demand with caching for dynamic
+4. **Cost-efficient** - Minimize redundant API calls through intelligent caching
+
+## Technical Architecture
+
+### Page Types & Generation Strategy
+
+| Page Type | Example | Generation Strategy |
+|-----------|---------|---------------------|
+| Static | `/`, `/about`, `/playground` | Build-time generation, stored in CDN |
+| Semi-static | `/tools`, `/categories` | Build-time with ISR revalidation |
+| Dynamic | `/tool/[slug]` | On-demand with aggressive caching |
+| User-generated | Future: `/user/[id]` | On-demand with TTL cache |
+
+### System Components
+
+```
+┌─────────────────────────────────────────────────────────────────┐
+│                        Request Flow                              │
+├─────────────────────────────────────────────────────────────────┤
+│                                                                  │
+│  Browser/Crawler                                                 │
+│       │                                                          │
+│       ▼                                                          │
+│  ┌─────────────┐    ┌──────────────┐    ┌─────────────────────┐ │
+│  │ Next.js     │───▶│ OG Image     │───▶│ Vercel KV/Redis     │ │
+│  │ Metadata    │    │ Route        │    │ Cache Layer         │ │
+│  │ Generator   │    │ /api/og/[..] │    │                     │ │
+│  └─────────────┘    └──────────────┘    └─────────────────────┘ │
+│                            │                      │              │
+│                            │ cache miss           │ cache hit    │
+│                            ▼                      ▼              │
+│                     ┌──────────────┐       Return cached         │
+│                     │ Content      │       image URL             │
+│                     │ Extractor    │                             │
+│                     └──────────────┘                             │
+│                            │                                     │
+│                            ▼                                     │
+│                     ┌──────────────┐                             │
+│                     │ Prompt       │                             │
+│                     │ Builder      │                             │
+│                     └──────────────┘                             │
+│                            │                                     │
+│                            ▼                                     │
+│                     ┌──────────────┐                             │
+│                     │ Gemini API   │                             │
+│                     │ (Imagen 3)   │                             │
+│                     └──────────────┘                             │
+│                            │                                     │
+│                            ▼                                     │
+│                     ┌──────────────┐                             │
+│                     │ Vercel Blob  │                             │
+│                     │ Storage      │                             │
+│                     └──────────────┘                             │
+│                                                                  │
+└─────────────────────────────────────────────────────────────────┘
+```
+
+## Implementation Details
+
+### 1. Content Extraction Service
+
+Each page type needs a content extractor that produces structured data for the prompt:
+
+```typescript
+// packages/og-generator/src/extractors/types.ts
+interface PageContent {
+  pageType: 'home' | 'tool' | 'category' | 'search' | 'playground' | 'about';
+  title: string;
+  description: string;
+  keywords: string[];
+  primaryColor?: string;
+
+  // Page-specific data
+  toolData?: {
+    name: string;
+    category: string;
+    tier: 'minimal' | 'rich';
+    capabilities: string[];
+    npmDownloads: number;
+  };
+
+  categoryData?: {
+    name: string;
+    toolCount: number;
+    topTools: string[];
+  };
+}
+```
+
+### 2. Prompt Engineering
+
+The prompt should be carefully crafted to produce consistent, on-brand images:
+
+```typescript
+// packages/og-generator/src/prompt-builder.ts
+
+function buildPrompt(content: PageContent): string {
+  const baseStyle = `
+    Create a 1200x630 pixel Open Graph image with these constraints:
+    - Modern, clean tech aesthetic
+    - Dark background (#0a0a0a to #1a1a1a gradient)
+    - Accent colors: cyan (#00d4ff), purple (#8b5cf6)
+    - Abstract geometric shapes or flowing lines
+    - NO text in the image (text added via overlay)
+    - Professional, minimalist design
+    - Subtle depth and dimensionality
+  `;
+
+  const pageContext = buildPageContext(content);
+
+  return `${baseStyle}\n\nContext for this specific page:\n${pageContext}`;
+}
+
+function buildPageContext(content: PageContent): string {
+  switch (content.pageType) {
+    case 'tool':
+      return `
+        This image is for a developer tool called "${content.toolData.name}".
+        Category: ${content.toolData.category}
+        Capabilities: ${content.toolData.capabilities.join(', ')}
+        Visual motif: Represent the concept of "${content.toolData.category}"
+        abstractly using shapes, gradients, or symbolic elements.
+        Mood: Professional, powerful, trustworthy.
+      `;
+
+    case 'category':
+      return `
+        This image represents a category of developer tools: "${content.categoryData.name}".
+        Contains ${content.categoryData.toolCount} tools.
+        Visual motif: Abstract representation of "${content.categoryData.name}"
+        as a concept - use symbolic shapes and patterns.
+        Mood: Organized, comprehensive, discoverable.
+      `;
+
+    case 'home':
+      return `
+        This is the homepage for TPMJS - a registry of AI/LLM tools for developers.
+        Visual motif: Interconnected nodes, flowing data streams, AI neural patterns.
+        Mood: Cutting-edge, innovative, developer-focused.
+      `;
+
+    // ... other page types
+  }
+}
+```
+
+### 3. API Route Implementation
+
+```typescript
+// apps/web/src/app/api/og/[...path]/route.ts
+
+import { ImageResponse } from 'next/og';
+import { kv } from '@vercel/kv';
+import { put } from '@vercel/blob';
+
+export const runtime = 'edge';
+export const maxDuration = 60;
+
+export async function GET(
+  request: Request,
+  { params }: { params: { path: string[] } }
+) {
+  const pagePath = '/' + params.path.join('/');
+  const cacheKey = `og:${pagePath}`;
+
+  // 1. Check cache
+  const cached = await kv.get<string>(cacheKey);
+  if (cached) {
+    return Response.redirect(cached);
+  }
+
+  // 2. Extract page content
+  const content = await extractPageContent(pagePath);
+
+  // 3. Check if we have a pre-generated image (build-time)
+  const preGenerated = await checkPreGeneratedImage(pagePath);
+  if (preGenerated) {
+    await kv.set(cacheKey, preGenerated, { ex: 86400 }); // 24hr cache
+    return Response.redirect(preGenerated);
+  }
+
+  // 4. Generate new image via Gemini
+  const prompt = buildPrompt(content);
+  const imageBuffer = await generateWithGemini(prompt);
+
+  // 5. Upload to Vercel Blob
+  const { url } = await put(`og/${pagePath}.png`, imageBuffer, {
+    access: 'public',
+    contentType: 'image/png',
+  });
+
+  // 6. Cache the URL
+  await kv.set(cacheKey, url, { ex: 86400 });
+
+  // 7. Return redirect to blob URL
+  return Response.redirect(url);
+}
+```
+
+### 4. Metadata Integration
+
+```typescript
+// apps/web/src/app/tool/[slug]/page.tsx
+
+export async function generateMetadata({ params }): Promise<Metadata> {
+  const tool = await getTool(params.slug);
+
+  return {
+    title: tool.name,
+    description: tool.description,
+    openGraph: {
+      title: tool.name,
+      description: tool.description,
+      images: [{
+        url: `https://tpmjs.com/api/og/tool/${params.slug}`,
+        width: 1200,
+        height: 630,
+        alt: `${tool.name} - TPMJS Tool`,
+      }],
+    },
+    twitter: {
+      card: 'summary_large_image',
+      images: [`https://tpmjs.com/api/og/tool/${params.slug}`],
+    },
+  };
+}
+```
+
+### 5. Build-Time Pre-Generation
+
+```typescript
+// scripts/generate-og-images.ts
+
+async function preGenerateOGImages() {
+  // Static pages - always regenerate on build
+  const staticPages = ['/', '/about', '/playground', '/tools'];
+
+  // Semi-static - regenerate if content changed
+  const categories = await prisma.category.findMany();
+  const categoryPages = categories.map(c => `/category/${c.slug}`);
+
+  // High-traffic tools - pre-generate top 100
+  const topTools = await prisma.tool.findMany({
+    orderBy: { qualityScore: 'desc' },
+    take: 100,
+  });
+  const toolPages = topTools.map(t => `/tool/${t.slug}`);
+
+  const allPages = [...staticPages, ...categoryPages, ...toolPages];
+
+  for (const page of allPages) {
+    await generateAndStoreOGImage(page);
+    await sleep(1000); // Rate limiting
+  }
+}
+```
+
+## Caching Strategy
+
+### Cache Layers
+
+1. **Vercel Edge Cache** - CDN caching of the redirect response
+2. **Vercel KV** - URL mapping cache (path → blob URL)
+3. **Vercel Blob** - Permanent image storage
+
+### Cache Invalidation
+
+| Trigger | Action |
+|---------|--------|
+| Tool updated | Invalidate `/tool/[slug]` cache key |
+| New tool added | Pre-generate OG image via webhook |
+| Build/deploy | Regenerate static page images |
+| Manual | Admin endpoint to force regeneration |
+
+```typescript
+// apps/web/src/app/api/admin/invalidate-og/route.ts
+
+export async function POST(request: Request) {
+  const { path, secret } = await request.json();
+
+  if (secret !== process.env.ADMIN_SECRET) {
+    return Response.json({ error: 'Unauthorized' }, { status: 401 });
+  }
+
+  await kv.del(`og:${path}`);
+
+  // Optionally trigger regeneration
+  await fetch(`https://tpmjs.com/api/og${path}`);
+
+  return Response.json({ success: true });
+}
+```
+
+## Cost Considerations
+
+### Gemini API Costs
+
+- Imagen 3 pricing: ~$0.02-0.04 per image (estimate)
+- Initial generation: ~500 pages × $0.03 = $15
+- Monthly regeneration: ~100 new tools × $0.03 = $3
+
+### Storage Costs
+
+- Vercel Blob: $0.15/GB/month
+- Estimated: 500 images × 500KB = 250MB = ~$0.04/month
+
+### Optimization Strategies
+
+1. **Aggressive caching** - 24-48 hour TTL minimum
+2. **Batch generation** - Build-time for predictable pages
+3. **Lazy generation** - On-demand for long-tail pages
+4. **Image optimization** - Compress before storage
+
+## Fallback Strategy
+
+If Gemini API fails or rate limits:
+
+1. **Primary**: Return cached image if available (even if stale)
+2. **Secondary**: Return pre-designed template image with text overlay
+3. **Tertiary**: Return generic TPMJS branded fallback image
+
+```typescript
+async function generateOGImage(pagePath: string): Promise<string> {
+  try {
+    return await generateWithGemini(pagePath);
+  } catch (error) {
+    console.error('Gemini generation failed:', error);
+
+    // Fallback to template
+    return await generateTemplateImage(pagePath);
+  }
+}
+```
+
+## Text Overlay System
+
+Since AI-generated images shouldn't contain text (unreliable), add text via a compositing layer:
+
+```typescript
+// Using @vercel/og or sharp for text overlay
+
+async function compositeOGImage(
+  baseImageUrl: string,
+  content: PageContent
+): Promise<Buffer> {
+  const baseImage = await fetch(baseImageUrl).then(r => r.arrayBuffer());
+
+  // Use sharp or canvas to overlay:
+  // - Page title (top-left or centered)
+  // - TPMJS logo (bottom-right)
+  // - Optional: category badge, stats, etc.
+
+  return await sharp(baseImage)
+    .composite([
+      { input: titleBuffer, top: 50, left: 50 },
+      { input: logoBuffer, top: 530, left: 1050 },
+    ])
+    .png()
+    .toBuffer();
+}
+```
+
+## Implementation Phases
+
+### Phase 1: Foundation (Week 1)
+- [ ] Set up Vercel Blob storage
+- [ ] Set up Vercel KV for caching
+- [ ] Create basic `/api/og/[...path]` route
+- [ ] Implement content extractors for each page type
+
+### Phase 2: Gemini Integration (Week 2)
+- [ ] Integrate Gemini Imagen 3 API
+- [ ] Design and test prompts for each page type
+- [ ] Implement text overlay compositing
+- [ ] Add fallback image generation
+
+### Phase 3: Optimization (Week 3)
+- [ ] Build-time pre-generation script
+- [ ] Cache invalidation webhooks
+- [ ] Monitoring and alerting
+- [ ] Cost tracking dashboard
+
+### Phase 4: Polish (Week 4)
+- [ ] A/B test different prompt styles
+- [ ] Refine prompts based on results
+- [ ] Admin UI for manual regeneration
+- [ ] Documentation
+
+## Success Metrics
+
+1. **Coverage**: 100% of pages have unique OG images
+2. **Performance**: OG image response < 500ms (cache hit)
+3. **Quality**: Manual review score > 4/5 on sample of images
+4. **Cost**: < $50/month total (API + storage)
+
+## Open Questions
+
+1. **Model choice**: Gemini Imagen 3 vs DALL-E 3 vs Stable Diffusion?
+2. **Text rendering**: Overlay vs bake into prompt?
+3. **Style consistency**: How to maintain brand while varying per-page?
+4. **A/B testing**: How to measure OG image effectiveness?
+
+## Appendix: Example Prompts
+
+### Homepage
+```
+Create a 1200x630 Open Graph image. Dark gradient background (#0a0a0a to #1a1a1a).
+Abstract visualization of an AI neural network with glowing cyan (#00d4ff) and
+purple (#8b5cf6) nodes connected by flowing data streams. Minimalist, professional,
+futuristic. No text. Subtle grid pattern overlay. Represents a developer tool registry
+for AI and LLM integrations.
+```
+
+### Tool Page (e.g., file-search tool)
+```
+Create a 1200x630 Open Graph image. Dark gradient background. Abstract representation
+of file searching - interconnected folder icons, magnifying glass motif, flowing
+document shapes. Color scheme: cyan and purple accents on dark. Minimalist style,
+no text. Professional developer tool aesthetic. Represents a powerful file search
+capability for AI assistants.
+```
+
+### Category Page (e.g., "Database" category)
+```
+Create a 1200x630 Open Graph image. Dark gradient background. Abstract database
+visualization - cylindrical shapes, connected nodes, data flow patterns. Organized
+grid structure suggesting multiple tools. Cyan and purple accent colors. Minimalist,
+no text. Professional aesthetic representing a collection of database tools for
+AI development.
+```
+
+---
+
+*Note: "Gemini 3 nanobanana" interpreted as Google Gemini with Imagen 3 for image generation. Actual model availability and pricing should be verified.*
diff --git a/docs/vercel-registry-sync.md b/docs/vercel-registry-sync.md
new file mode 100644
index 0000000..06701a4
--- /dev/null
+++ b/docs/vercel-registry-sync.md
@@ -0,0 +1,281 @@
+# Vercel AI Registry Sync
+
+Automated system that syncs tools from Vercel's AI SDK registry to our manual-tools.ts file.
+
+## Overview
+
+The Vercel AI SDK maintains an official registry of tools at:
+```
+https://github.com/vercel/ai/blob/main/content/tools-registry/registry.ts
+```
+
+This automation:
+1. Fetches the latest registry every hour
+2. Identifies new tools not yet in our manual-tools.ts
+3. Uses OpenAI GPT-4 to intelligently convert tool metadata
+4. Appends new tools to manual-tools.ts
+5. Commits and pushes changes automatically
+6. Sends Discord notifications
+
+## How It Works
+
+### 1. Script: `sync-vercel-registry.ts`
+
+Located at the repository root, this TypeScript script:
+
+**Step 1: Fetch Registry**
+- Downloads `registry.ts` from Vercel's GitHub
+- Parses TypeScript to extract tool definitions
+- Converts to JSON array
+
+**Step 2: Find New Tools**
+- Compares against existing `manual-tools.ts`
+- Identifies tools by `npmPackageName`
+- Returns list of new tools to add
+
+**Step 3: AI Conversion**
+- For each new tool, calls OpenAI GPT-4
+- Provides Vercel tool metadata + our ManualTool interface
+- AI extracts:
+  - Export names (handles multiple exports per package)
+  - Parameters from code examples
+  - Environment variables
+  - Categories and tags
+  - Use cases and limitations
+
+**Step 4: Append to File**
+- Generates properly formatted TypeScript code
+- Inserts before closing `];` of manualTools array
+- Preserves existing formatting
+
+### 2. GitHub Action: `.github/workflows/sync-vercel-registry.yml`
+
+**Triggers:**
+- **Schedule:** Every hour (`0 * * * *`)
+- **Manual:** Via workflow_dispatch
+- **Auto:** On push to main that modifies `sync-vercel-registry.ts`
+
+**Steps:**
+1. Checkout repository with `GITHUB_TOKEN` for commits
+2. Setup Node.js 22 and pnpm 10.14.0
+3. Install dependencies
+4. Run sync script with `OPENAI_API_KEY`
+5. Capture output and extract statistics
+6. If changes detected:
+   - Commit with detailed message
+   - Push to main
+7. Send Discord notification with results
+
+## Configuration
+
+### Required GitHub Secrets
+
+| Secret | Description | Where to Get |
+|--------|-------------|--------------|
+| `OPENAI_API_KEY` | OpenAI API key for GPT-4 | https://platform.openai.com/api-keys |
+| `GITHUB_TOKEN` | Auto-provided by GitHub | (automatic) |
+| `DISCORD_WEBHOOK` | Discord webhook URL | Discord Server Settings → Integrations → Webhooks |
+
+### Environment Variables
+
+The script uses:
+- `OPENAI_API_KEY` - Required for AI conversion
+- `GITHUB_TOKEN` - Required for committing changes
+
+## Monitoring
+
+### GitHub Actions
+
+View workflow runs:
+```bash
+gh run list --workflow=sync-vercel-registry.yml
+gh run view <run-id> --log
+```
+
+### Discord Notifications
+
+Each run sends a Discord embed with:
+- ✅/⚠️/❌ Status indicator
+- Total tools in registry
+- Number processed (new)
+- Number skipped (existing)
+- Number of errors
+- Whether changes were committed
+- Link to GitHub Actions run
+- Link to commit (if changes made)
+
+### Logs
+
+The workflow includes extensive logging:
+- Timestamps and API key masking
+- Tool-by-tool processing
+- OpenAI conversion details
+- Git diff preview
+- Statistics summary
+
+## Manual Testing
+
+Test the script locally:
+
+```bash
+# Set your OpenAI API key
+export OPENAI_API_KEY="sk-..."
+
+# Run the sync script
+pnpm tsx sync-vercel-registry.ts
+```
+
+This will:
+- Fetch the Vercel registry
+- Find new tools
+- Convert with AI
+- Show what would be added (but won't commit)
+
+## Workflow Output Example
+
+```
+════════════════════════════════════════
+🚀 Starting Vercel AI Registry Sync
+════════════════════════════════════════
+
+📅 Time: 2025-12-04 15:00:00 UTC
+🔑 OpenAI API Key: sk-proj-...
+
+📥 Fetching Vercel AI registry...
+   URL: https://raw.githubusercontent.com/vercel/ai/refs/heads/main/content/tools-registry/registry.ts
+
+✅ Fetched registry (15234 bytes)
+
+🔍 Parsing TypeScript registry...
+   Found tools array (12456 chars)
+
+🔧 Converting to JSON...
+✅ Parsed 12 tools from registry
+
+🔍 Checking for new tools...
+   Existing manual tools: 25
+   Vercel registry tools: 12
+
+✨ Found 2 new tools:
+
+   1. Example Tool (@example/sdk)
+   2. Another Tool (@another/tool)
+
+🤖 Converting new tools with OpenAI...
+
+🤖 Using OpenAI to convert: Example Tool
+   Package: @example/sdk
+   ✅ Received OpenAI response (1234 chars)
+   ✨ Converted to 2 ManualTool(s):
+      1. searchTool - Search the web for current information...
+      2. extractTool - Extract structured content from web pages...
+
+📊 Conversion Summary:
+   New Vercel tools: 2
+   Converted ManualTools: 3
+   Errors: 0
+
+📝 Adding 3 new tools to manual-tools.ts...
+
+✅ Successfully updated manual-tools.ts
+
+════════════════════════════════════════
+✅ Vercel AI Registry Sync Complete!
+
+📊 Final Results:
+   Processed: 3
+   Skipped: 10
+   Errors: 0
+   Total: 12
+```
+
+## Commit Message Format
+
+When changes are committed, the message includes:
+
+```
+chore: sync 3 new tools from Vercel AI registry
+
+Added 3 tools from Vercel AI SDK registry:
+- Total tools in registry: 12
+- Already synced: 10
+- Newly added: 3
+- Errors: 0
+
+🤖 Automated by GitHub Actions
+Run: https://github.com/org/repo/actions/runs/123456789
+```
+
+## Troubleshooting
+
+### "Failed to parse JSON"
+
+The TypeScript-to-JSON conversion may fail if Vercel changes their registry format.
+
+**Fix:** Update the regex patterns in `fetchVercelRegistry()` function.
+
+### "Empty response from OpenAI"
+
+API key issue or rate limiting.
+
+**Fix:**
+- Verify `OPENAI_API_KEY` is set correctly
+- Check OpenAI account balance
+- Check rate limits at https://platform.openai.com/usage
+
+### "Could not find closing bracket"
+
+The `manual-tools.ts` file structure changed.
+
+**Fix:** Ensure the file ends with `];` on its own line.
+
+### "Commit failed"
+
+Git permissions issue.
+
+**Fix:** Verify GitHub Actions has write permissions in repository settings:
+- Settings → Actions → General → Workflow permissions
+- Enable "Read and write permissions"
+
+## Maintenance
+
+### Updating the Conversion Prompt
+
+The AI prompt is in `convertToolWithAI()` function. Key sections:
+
+1. **Interface Definition** - Keep in sync with `ManualTool` interface
+2. **Examples** - Show the AI how to handle multi-export packages
+3. **Instructions** - Be explicit about response format
+
+### Changing Sync Frequency
+
+Edit `.github/workflows/sync-vercel-registry.yml`:
+
+```yaml
+schedule:
+  - cron: '0 */6 * * *'  # Every 6 hours instead of hourly
+```
+
+### Adding More Registries
+
+To sync from additional registries:
+
+1. Create new script: `sync-other-registry.ts`
+2. Copy workflow: `sync-other-registry.yml`
+3. Update fetch URL and parsing logic
+4. Add to documentation
+
+## Statistics
+
+As of December 2025:
+- Vercel registry: 12 tools
+- TPMJS manual tools: 25+ tools
+- Sync frequency: Every hour
+- Average execution time: ~30 seconds
+- OpenAI cost per run: ~$0.01
+
+## Related Documentation
+
+- [Manual Tools](../manual-tools.ts) - The target file
+- [Manual Sync](../sync-manual-tools.ts) - Syncs manual tools to database
+- [GitHub Actions Overview](../CLAUDE.md#github-actions) - All workflows
diff --git a/hotel.sh b/hotel.sh
new file mode 100755
index 0000000..43bf8b9
--- /dev/null
+++ b/hotel.sh
@@ -0,0 +1,100 @@
+#!/bin/bash
+# Hotel - Exterior View (Front Facade)
+# Using ANSI 24-bit color codes
+
+clear
+echo ""
+echo "  ╔══════════════════════════════════════════════════════════════════════╗"
+echo "  ║                    GRAND HOTEL - EXTERIOR VIEW                       ║"
+echo "  ╚══════════════════════════════════════════════════════════════════════╝"
+echo ""
+
+# Colors
+SKY="\033[48;2;135;180;220m"
+WALL="\033[48;2;180;160;140m"
+WIN="\033[48;2;100;140;180m"
+WIN_LIT="\033[48;2;255;230;150m"
+WIN_FRAME="\033[48;2;80;70;60m"
+ROOF="\033[48;2;100;80;70m"
+ROOF_H="\033[48;2;120;100;90m"
+GROUND="\033[48;2;80;80;80m"
+GRASS="\033[48;2;60;120;50m"
+DOOR="\033[48;2;120;60;40m"
+DOOR_H="\033[48;2;160;100;60m"
+GLASS="\033[48;2;180;200;210m"
+AWN="\033[48;2;160;40;40m"
+AWN_S="\033[48;2;120;30;30m"
+SIGN="\033[48;2;40;40;50m"
+SIGN_LIT="\033[48;2;255;200;100m"
+TRIM="\033[48;2;200;190;170m"
+PLANT="\033[48;2;40;100;40m"
+LAMP="\033[48;2;60;60;60m"
+LAMP_ON="\033[48;2;255;240;200m"
+X="\033[0m"
+P="  "
+
+# SKY
+echo -e "${SKY}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${X}"
+echo -e "${SKY}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${X}"
+
+# ROOF
+echo -e "${SKY}${P}${P}${P}${P}${P}${P}${ROOF}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${SKY}${P}${P}${P}${P}${P}${X}"
+echo -e "${SKY}${P}${P}${P}${P}${P}${ROOF}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${SKY}${P}${P}${P}${P}${X}"
+echo -e "${SKY}${P}${P}${P}${P}${ROOF_H}${ROOF}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${ROOF}${SKY}${P}${P}${P}${X}"
+
+# ROOF EDGE / TRIM
+echo -e "${SKY}${P}${P}${P}${TRIM}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${TRIM}${SKY}${P}${P}${X}"
+
+# FLOOR 5
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${SKY}${P}${P}${X}"
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${SKY}${P}${P}${X}"
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${SKY}${P}${P}${X}"
+
+# FLOOR 4
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${SKY}${P}${P}${X}"
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${SKY}${P}${P}${X}"
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${SKY}${P}${P}${X}"
+
+# FLOOR 3
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${SKY}${P}${P}${X}"
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${SKY}${P}${P}${X}"
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${SKY}${P}${P}${X}"
+
+# FLOOR 2
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${SKY}${P}${P}${X}"
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${WIN_FRAME}${WIN_LIT}${P}${WIN_FRAME}${WALL}${SKY}${P}${P}${X}"
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${SKY}${P}${P}${X}"
+
+# HOTEL SIGN
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${SIGN}${P}${SIGN_LIT}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${SIGN_LIT}${P}${SIGN}${P}${P}${P}${P}${P}${WALL}${SKY}${P}${P}${X}"
+
+# FLOOR 1 - ENTRANCE
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${P}${P}${GLASS}${GLASS}${GLASS}${GLASS}${GLASS}${GLASS}${GLASS}${GLASS}${GLASS}${GLASS}${P}${P}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${SKY}${P}${P}${X}"
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${P}${P}${P}${GLASS}${GLASS}${DOOR}${DOOR}${DOOR}${DOOR}${DOOR}${DOOR}${GLASS}${GLASS}${P}${P}${WALL}${P}${WIN_FRAME}${WIN}${P}${WIN_FRAME}${WALL}${SKY}${P}${P}${X}"
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${P}${P}${P}${GLASS}${GLASS}${DOOR}${DOOR_H}${DOOR}${DOOR}${DOOR_H}${DOOR}${GLASS}${GLASS}${P}${P}${WALL}${P}${P}${P}${P}${P}${WALL}${SKY}${P}${P}${X}"
+
+# AWNING
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${P}${P}${P}${AWN}${AWN}${AWN}${AWN}${AWN}${AWN}${AWN}${AWN}${AWN}${AWN}${AWN}${AWN}${AWN}${AWN}${AWN}${AWN}${AWN}${AWN}${P}${P}${P}${P}${WALL}${SKY}${P}${P}${X}"
+echo -e "${SKY}${P}${P}${P}${WALL}${P}${P}${P}${AWN_S}${AWN}${AWN_S}${AWN}${AWN_S}${AWN}${AWN_S}${AWN}${AWN_S}${AWN}${AWN_S}${AWN}${AWN_S}${AWN}${AWN_S}${AWN}${AWN_S}${AWN}${AWN_S}${P}${P}${P}${WALL}${SKY}${P}${P}${X}"
+
+# ENTRANCE GROUND LEVEL
+echo -e "${SKY}${P}${P}${LAMP}${WALL}${P}${PLANT}${P}${P}${P}${P}${P}${P}${GLASS}${GLASS}${DOOR}${DOOR_H}${DOOR}${DOOR}${DOOR_H}${DOOR}${GLASS}${GLASS}${P}${P}${P}${P}${P}${P}${PLANT}${P}${WALL}${LAMP}${SKY}${P}${X}"
+echo -e "${SKY}${P}${P}${LAMP_ON}${WALL}${P}${PLANT}${P}${P}${P}${P}${P}${P}${GLASS}${GLASS}${GLASS}${GLASS}${GLASS}${GLASS}${GLASS}${GLASS}${GLASS}${GLASS}${P}${P}${P}${P}${P}${P}${PLANT}${P}${WALL}${LAMP_ON}${SKY}${P}${X}"
+
+# GROUND / SIDEWALK
+echo -e "${GRASS}${P}${P}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GROUND}${GRASS}${P}${X}"
+echo -e "${GRASS}${P}${P}${P}${GROUND}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${GROUND}${P}${GRASS}${P}${X}"
+echo -e "${GRASS}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${X}"
+
+echo ""
+echo "  ┌──────────────────────────────────────────────────────────────────────┐"
+echo "  │  LEGEND                                                              │"
+echo "  ├──────────────────────────────────────────────────────────────────────┤"
+echo -e "  │  ${WALL}  ${X} Wall    ${WIN}  ${X} Window (dark)   ${WIN_LIT}  ${X} Window (lit)              │"
+echo -e "  │  ${ROOF}  ${X} Roof    ${DOOR}  ${X} Door            ${GLASS}  ${X} Glass                      │"
+echo -e "  │  ${AWN}  ${X} Awning  ${PLANT}  ${X} Plants          ${LAMP_ON}  ${X} Lamp                       │"
+echo -e "  │  ${GROUND}  ${X} Ground  ${GRASS}  ${X} Grass           ${SIGN_LIT}  ${X} Sign lights                │"
+echo "  └──────────────────────────────────────────────────────────────────────┘"
+echo ""
+echo "  5-story hotel with central glass entrance, red awning, and lit windows"
+echo ""
diff --git a/knight.sh b/knight.sh
new file mode 100755
index 0000000..66b86f2
--- /dev/null
+++ b/knight.sh
@@ -0,0 +1,182 @@
+#!/bin/bash
+# Knight in Armor v2 - Improved Detail
+# Better proportions, sharper edges, ground shadow
+
+clear
+
+c() { echo -en "\033[38;2;$1;$2;$3m\033[48;2;$4;$5;$6m"; }
+X="\033[0m"
+
+echo ""
+echo "  ╔═══════════════════════════════════════════════════════════════════════════════════╗"
+echo "  ║              KNIGHT IN ARMOR v2 - IMPROVED DETAIL (Facing Down)                   ║"
+echo "  ╚═══════════════════════════════════════════════════════════════════════════════════╝"
+echo ""
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# REFINED COLOR PALETTE
+# ═══════════════════════════════════════════════════════════════════════════════
+
+# Metal (more contrast)
+M1="220 225 235"    # Brightest highlight
+M2="170 175 185"    # Light
+M3="120 125 135"    # Mid
+M4="75 80 90"       # Dark
+M5="40 42 50"       # Darkest
+
+# Gold (richer)
+G1="255 200 60"     # Bright gold
+G2="180 140 40"     # Dark gold
+
+# Cape (deeper blue)
+C1="100 120 200"    # Light
+C2="60 80 160"      # Mid
+C3="35 50 120"      # Dark
+
+# Plume (vibrant red)
+P1="240 50 50"      # Bright
+P2="180 30 30"      # Dark
+
+# Shield (bold red with gold cross)
+SH="180 40 40"      # Shield red
+SHD="130 25 25"     # Shield dark
+
+# Sword
+SW="240 245 255"    # Blade bright
+SWD="180 185 195"   # Blade shadow
+
+# Shadow on ground
+SD="0 0 0"
+
+# Terrains
+GR="40 95 40"       # Grass
+ST="85 85 90"       # Stone
+SA="170 150 110"    # Sand
+WA="45 90 130"      # Water
+
+echo "  ┌────────────────┐┌────────────────┐┌────────────────┐┌────────────────┐"
+echo "  │  GRASS         ││  STONE         ││  SAND          ││  WATER         │"
+echo "  └────────────────┘└────────────────┘└────────────────┘└────────────────┘"
+
+# Unified knight drawing - 12 cells wide, tighter layout
+# Each column: terrain bg, knight on top
+
+# Row 1: Plume top
+echo -en "  "
+echo -en "$(c $P1 $GR)   ⢀⣴⣷⣦⡀   $(c $P1 $ST)   ⢀⣴⣷⣦⡀   $(c $P1 $SA)   ⢀⣴⣷⣦⡀   $(c $P1 $WA)   ⢀⣴⣷⣦⡀   "
+echo -e "${X}"
+
+# Row 2: Plume body
+echo -en "  "
+echo -en "$(c $P1 $GR)   $(c $P2 $GR)⣼$(c $P1 $GR)⣿⣿⣿⣿$(c $P2 $GR)⣧$(c $P1 $GR)   $(c $P1 $ST)   $(c $P2 $ST)⣼$(c $P1 $ST)⣿⣿⣿⣿$(c $P2 $ST)⣧$(c $P1 $ST)   $(c $P1 $SA)   $(c $P2 $SA)⣼$(c $P1 $SA)⣿⣿⣿⣿$(c $P2 $SA)⣧$(c $P1 $SA)   $(c $P1 $WA)   $(c $P2 $WA)⣼$(c $P1 $WA)⣿⣿⣿⣿$(c $P2 $WA)⣧$(c $P1 $WA)   "
+echo -e "${X}"
+
+# Row 3: Helmet crown with plume base
+echo -en "  "
+echo -en "$(c $M4 $GR)  ⣰$(c $M3 $GR)⣿$(c $P2 $GR)⣿⣿⣿⣿$(c $M3 $GR)⣿$(c $M4 $GR)⣆  $(c $M4 $ST)  ⣰$(c $M3 $ST)⣿$(c $P2 $ST)⣿⣿⣿⣿$(c $M3 $ST)⣿$(c $M4 $ST)⣆  $(c $M4 $SA)  ⣰$(c $M3 $SA)⣿$(c $P2 $SA)⣿⣿⣿⣿$(c $M3 $SA)⣿$(c $M4 $SA)⣆  $(c $M4 $WA)  ⣰$(c $M3 $WA)⣿$(c $P2 $WA)⣿⣿⣿⣿$(c $M3 $WA)⣿$(c $M4 $WA)⣆  "
+echo -e "${X}"
+
+# Row 4: Helmet dome - bright center
+echo -en "  "
+echo -en "$(c $M5 $GR) ⣼$(c $M4 $GR)⣿$(c $M3 $GR)⣿$(c $M2 $GR)⣿$(c $M1 $GR)⣿⣿$(c $M2 $GR)⣿$(c $M3 $GR)⣿$(c $M4 $GR)⣿$(c $M5 $GR)⣧ $(c $M5 $ST) ⣼$(c $M4 $ST)⣿$(c $M3 $ST)⣿$(c $M2 $ST)⣿$(c $M1 $ST)⣿⣿$(c $M2 $ST)⣿$(c $M3 $ST)⣿$(c $M4 $ST)⣿$(c $M5 $ST)⣧ $(c $M5 $SA) ⣼$(c $M4 $SA)⣿$(c $M3 $SA)⣿$(c $M2 $SA)⣿$(c $M1 $SA)⣿⣿$(c $M2 $SA)⣿$(c $M3 $SA)⣿$(c $M4 $SA)⣿$(c $M5 $SA)⣧ $(c $M5 $WA) ⣼$(c $M4 $WA)⣿$(c $M3 $WA)⣿$(c $M2 $WA)⣿$(c $M1 $WA)⣿⣿$(c $M2 $WA)⣿$(c $M3 $WA)⣿$(c $M4 $WA)⣿$(c $M5 $WA)⣧ "
+echo -e "${X}"
+
+# Row 5: Helmet back plate
+echo -en "  "
+echo -en "$(c $M5 $GR) ⣿$(c $M4 $GR)⣿$(c $M3 $GR)⣿$(c $M2 $GR)⣿$(c $M1 $GR)⣿⣿$(c $M2 $GR)⣿$(c $M3 $GR)⣿$(c $M4 $GR)⣿$(c $M5 $GR)⣿ $(c $M5 $ST) ⣿$(c $M4 $ST)⣿$(c $M3 $ST)⣿$(c $M2 $ST)⣿$(c $M1 $ST)⣿⣿$(c $M2 $ST)⣿$(c $M3 $ST)⣿$(c $M4 $ST)⣿$(c $M5 $ST)⣿ $(c $M5 $SA) ⣿$(c $M4 $SA)⣿$(c $M3 $SA)⣿$(c $M2 $SA)⣿$(c $M1 $SA)⣿⣿$(c $M2 $SA)⣿$(c $M3 $SA)⣿$(c $M4 $SA)⣿$(c $M5 $SA)⣿ $(c $M5 $WA) ⣿$(c $M4 $WA)⣿$(c $M3 $WA)⣿$(c $M2 $WA)⣿$(c $M1 $WA)⣿⣿$(c $M2 $WA)⣿$(c $M3 $WA)⣿$(c $M4 $WA)⣿$(c $M5 $WA)⣿ "
+echo -e "${X}"
+
+# Row 6: Gorget with gold trim
+echo -en "  "
+echo -en "$(c $M5 $GR) ⠸$(c $M4 $GR)⣿$(c $G1 $GR)⡿$(c $M2 $GR)⣿⣿⣿⣿$(c $G1 $GR)⢿$(c $M4 $GR)⣿$(c $M5 $GR)⠇ $(c $M5 $ST) ⠸$(c $M4 $ST)⣿$(c $G1 $ST)⡿$(c $M2 $ST)⣿⣿⣿⣿$(c $G1 $ST)⢿$(c $M4 $ST)⣿$(c $M5 $ST)⠇ $(c $M5 $SA) ⠸$(c $M4 $SA)⣿$(c $G1 $SA)⡿$(c $M2 $SA)⣿⣿⣿⣿$(c $G1 $SA)⢿$(c $M4 $SA)⣿$(c $M5 $SA)⠇ $(c $M5 $WA) ⠸$(c $M4 $WA)⣿$(c $G1 $WA)⡿$(c $M2 $WA)⣿⣿⣿⣿$(c $G1 $WA)⢿$(c $M4 $WA)⣿$(c $M5 $WA)⠇ "
+echo -e "${X}"
+
+# Row 7: Shoulders - wide pauldrons
+echo -en "  "
+echo -en "$(c $C3 $GR)⣴$(c $M4 $GR)⣿$(c $M3 $GR)⣿$(c $M2 $GR)⣿$(c $M1 $GR)⣿$(c $C2 $GR)⣿⣿$(c $M1 $GR)⣿$(c $M2 $GR)⣿$(c $M3 $GR)⣿$(c $M4 $GR)⣿$(c $C3 $GR)⣦$(c $C3 $ST)⣴$(c $M4 $ST)⣿$(c $M3 $ST)⣿$(c $M2 $ST)⣿$(c $M1 $ST)⣿$(c $C2 $ST)⣿⣿$(c $M1 $ST)⣿$(c $M2 $ST)⣿$(c $M3 $ST)⣿$(c $M4 $ST)⣿$(c $C3 $ST)⣦$(c $C3 $SA)⣴$(c $M4 $SA)⣿$(c $M3 $SA)⣿$(c $M2 $SA)⣿$(c $M1 $SA)⣿$(c $C2 $SA)⣿⣿$(c $M1 $SA)⣿$(c $M2 $SA)⣿$(c $M3 $SA)⣿$(c $M4 $SA)⣿$(c $C3 $SA)⣦$(c $C3 $WA)⣴$(c $M4 $WA)⣿$(c $M3 $WA)⣿$(c $M2 $WA)⣿$(c $M1 $WA)⣿$(c $C2 $WA)⣿⣿$(c $M1 $WA)⣿$(c $M2 $WA)⣿$(c $M3 $WA)⣿$(c $M4 $WA)⣿$(c $C3 $WA)⣦"
+echo -e "${X}"
+
+# Row 8: Pauldrons with spikes + cape
+echo -en "  "
+echo -en "$(c $C1 $GR)⣿$(c $M3 $GR)⣿$(c $G1 $GR)⣿$(c $M2 $GR)⣿$(c $M3 $GR)⣿$(c $C1 $GR)⣿⣿$(c $M3 $GR)⣿$(c $M2 $GR)⣿$(c $G1 $GR)⣿$(c $M3 $GR)⣿$(c $C1 $GR)⣿$(c $C1 $ST)⣿$(c $M3 $ST)⣿$(c $G1 $ST)⣿$(c $M2 $ST)⣿$(c $M3 $ST)⣿$(c $C1 $ST)⣿⣿$(c $M3 $ST)⣿$(c $M2 $ST)⣿$(c $G1 $ST)⣿$(c $M3 $ST)⣿$(c $C1 $ST)⣿$(c $C1 $SA)⣿$(c $M3 $SA)⣿$(c $G1 $SA)⣿$(c $M2 $SA)⣿$(c $M3 $SA)⣿$(c $C1 $SA)⣿⣿$(c $M3 $SA)⣿$(c $M2 $SA)⣿$(c $G1 $SA)⣿$(c $M3 $SA)⣿$(c $C1 $SA)⣿$(c $C1 $WA)⣿$(c $M3 $WA)⣿$(c $G1 $WA)⣿$(c $M2 $WA)⣿$(c $M3 $WA)⣿$(c $C1 $WA)⣿⣿$(c $M3 $WA)⣿$(c $M2 $WA)⣿$(c $G1 $WA)⣿$(c $M3 $WA)⣿$(c $C1 $WA)⣿"
+echo -e "${X}"
+
+# Row 9: Upper torso + cape + arms start
+echo -en "  "
+echo -en "$(c $C1 $GR)⣿$(c $C2 $GR)⣿$(c $M4 $GR)⣿$(c $M3 $GR)⣿$(c $C2 $GR)⣿$(c $C1 $GR)⣿⣿$(c $C2 $GR)⣿$(c $M3 $GR)⣿$(c $M4 $GR)⣿$(c $C2 $GR)⣿$(c $C1 $GR)⣿$(c $C1 $ST)⣿$(c $C2 $ST)⣿$(c $M4 $ST)⣿$(c $M3 $ST)⣿$(c $C2 $ST)⣿$(c $C1 $ST)⣿⣿$(c $C2 $ST)⣿$(c $M3 $ST)⣿$(c $M4 $ST)⣿$(c $C2 $ST)⣿$(c $C1 $ST)⣿$(c $C1 $SA)⣿$(c $C2 $SA)⣿$(c $M4 $SA)⣿$(c $M3 $SA)⣿$(c $C2 $SA)⣿$(c $C1 $SA)⣿⣿$(c $C2 $SA)⣿$(c $M3 $SA)⣿$(c $M4 $SA)⣿$(c $C2 $SA)⣿$(c $C1 $SA)⣿$(c $C1 $WA)⣿$(c $C2 $WA)⣿$(c $M4 $WA)⣿$(c $M3 $WA)⣿$(c $C2 $WA)⣿$(c $C1 $WA)⣿⣿$(c $C2 $WA)⣿$(c $M3 $WA)⣿$(c $M4 $WA)⣿$(c $C2 $WA)⣿$(c $C1 $WA)⣿"
+echo -e "${X}"
+
+# Row 10: Shield (left) + torso + sword hilt (right)
+echo -en "  "
+echo -en "$(c $C2 $GR)⣿$(c $SH $GR)⣿$(c $G1 $GR)⣿$(c $SH $GR)⣿$(c $C2 $GR)⣿$(c $C1 $GR)⣿⣿$(c $C2 $GR)⣿$(c $M3 $GR)⣿$(c $G2 $GR)⣿$(c $SW $GR)⡇$(c $C2 $GR)⣿$(c $C2 $ST)⣿$(c $SH $ST)⣿$(c $G1 $ST)⣿$(c $SH $ST)⣿$(c $C2 $ST)⣿$(c $C1 $ST)⣿⣿$(c $C2 $ST)⣿$(c $M3 $ST)⣿$(c $G2 $ST)⣿$(c $SW $ST)⡇$(c $C2 $ST)⣿$(c $C2 $SA)⣿$(c $SH $SA)⣿$(c $G1 $SA)⣿$(c $SH $SA)⣿$(c $C2 $SA)⣿$(c $C1 $SA)⣿⣿$(c $C2 $SA)⣿$(c $M3 $SA)⣿$(c $G2 $SA)⣿$(c $SW $SA)⡇$(c $C2 $SA)⣿$(c $C2 $WA)⣿$(c $SH $WA)⣿$(c $G1 $WA)⣿$(c $SH $WA)⣿$(c $C2 $WA)⣿$(c $C1 $WA)⣿⣿$(c $C2 $WA)⣿$(c $M3 $WA)⣿$(c $G2 $WA)⣿$(c $SW $WA)⡇$(c $C2 $WA)⣿"
+echo -e "${X}"
+
+# Row 11: Shield with cross + mid torso + sword blade
+echo -en "  "
+echo -en "$(c $C3 $GR)⣿$(c $SH $GR)⣿$(c $G1 $GR)⣿$(c $G1 $GR)⣿$(c $C2 $GR)⣿$(c $C1 $GR)⣿⣿$(c $C2 $GR)⣿$(c $M4 $GR)⣿$(c $SW $GR)⣿$(c $SW $GR)⡇$(c $C3 $GR)⣿$(c $C3 $ST)⣿$(c $SH $ST)⣿$(c $G1 $ST)⣿$(c $G1 $ST)⣿$(c $C2 $ST)⣿$(c $C1 $ST)⣿⣿$(c $C2 $ST)⣿$(c $M4 $ST)⣿$(c $SW $ST)⣿$(c $SW $ST)⡇$(c $C3 $ST)⣿$(c $C3 $SA)⣿$(c $SH $SA)⣿$(c $G1 $SA)⣿$(c $G1 $SA)⣿$(c $C2 $SA)⣿$(c $C1 $SA)⣿⣿$(c $C2 $SA)⣿$(c $M4 $SA)⣿$(c $SW $SA)⣿$(c $SW $SA)⡇$(c $C3 $SA)⣿$(c $C3 $WA)⣿$(c $SH $WA)⣿$(c $G1 $WA)⣿$(c $G1 $WA)⣿$(c $C2 $WA)⣿$(c $C1 $WA)⣿⣿$(c $C2 $WA)⣿$(c $M4 $WA)⣿$(c $SW $WA)⣿$(c $SW $WA)⡇$(c $C3 $WA)⣿"
+echo -e "${X}"
+
+# Row 12: Lower shield + fauld (waist) + sword
+echo -en "  "
+echo -en "$(c $C3 $GR)⠸$(c $SHD $GR)⣿$(c $SH $GR)⣿$(c $SHD $GR)⣿$(c $C2 $GR)⣿$(c $G1 $GR)⣤⣤$(c $C2 $GR)⣿$(c $M4 $GR)⣿$(c $SW $GR)⣿$(c $SWD $GR)⡇$(c $C3 $GR)⠇$(c $C3 $ST)⠸$(c $SHD $ST)⣿$(c $SH $ST)⣿$(c $SHD $ST)⣿$(c $C2 $ST)⣿$(c $G1 $ST)⣤⣤$(c $C2 $ST)⣿$(c $M4 $ST)⣿$(c $SW $ST)⣿$(c $SWD $ST)⡇$(c $C3 $ST)⠇$(c $C3 $SA)⠸$(c $SHD $SA)⣿$(c $SH $SA)⣿$(c $SHD $SA)⣿$(c $C2 $SA)⣿$(c $G1 $SA)⣤⣤$(c $C2 $SA)⣿$(c $M4 $SA)⣿$(c $SW $SA)⣿$(c $SWD $SA)⡇$(c $C3 $SA)⠇$(c $C3 $WA)⠸$(c $SHD $WA)⣿$(c $SH $WA)⣿$(c $SHD $WA)⣿$(c $C2 $WA)⣿$(c $G1 $WA)⣤⣤$(c $C2 $WA)⣿$(c $M4 $WA)⣿$(c $SW $WA)⣿$(c $SWD $WA)⡇$(c $C3 $WA)⠇"
+echo -e "${X}"
+
+# Row 13: Tassets + cape behind
+echo -en "  "
+echo -en "$(c $C3 $GR) ⠈$(c $C2 $GR)⠻$(c $M3 $GR)⣿$(c $M2 $GR)⣿$(c $M3 $GR)⣿⣿$(c $M2 $GR)⣿$(c $M3 $GR)⣿$(c $C2 $GR)⠟$(c $C3 $GR)⠁ $(c $C3 $ST) ⠈$(c $C2 $ST)⠻$(c $M3 $ST)⣿$(c $M2 $ST)⣿$(c $M3 $ST)⣿⣿$(c $M2 $ST)⣿$(c $M3 $ST)⣿$(c $C2 $ST)⠟$(c $C3 $ST)⠁ $(c $C3 $SA) ⠈$(c $C2 $SA)⠻$(c $M3 $SA)⣿$(c $M2 $SA)⣿$(c $M3 $SA)⣿⣿$(c $M2 $SA)⣿$(c $M3 $SA)⣿$(c $C2 $SA)⠟$(c $C3 $SA)⠁ $(c $C3 $WA) ⠈$(c $C2 $WA)⠻$(c $M3 $WA)⣿$(c $M2 $WA)⣿$(c $M3 $WA)⣿⣿$(c $M2 $WA)⣿$(c $M3 $WA)⣿$(c $C2 $WA)⠟$(c $C3 $WA)⠁ "
+echo -e "${X}"
+
+# Row 14: Upper legs (cuisses) - WIDER
+echo -en "  "
+echo -en "$(c $M5 $GR)  $(c $M4 $GR)⣿$(c $M3 $GR)⣿$(c $M2 $GR)⣿$(c $M3 $GR)⣿$(c $M5 $GR)  $(c $M4 $GR)⣿$(c $M3 $GR)⣿$(c $M2 $GR)⣿$(c $M3 $GR)⣿$(c $M5 $GR)  $(c $M5 $ST)  $(c $M4 $ST)⣿$(c $M3 $ST)⣿$(c $M2 $ST)⣿$(c $M3 $ST)⣿$(c $M5 $ST)  $(c $M4 $ST)⣿$(c $M3 $ST)⣿$(c $M2 $ST)⣿$(c $M3 $ST)⣿$(c $M5 $ST)  $(c $M5 $SA)  $(c $M4 $SA)⣿$(c $M3 $SA)⣿$(c $M2 $SA)⣿$(c $M3 $SA)⣿$(c $M5 $SA)  $(c $M4 $SA)⣿$(c $M3 $SA)⣿$(c $M2 $SA)⣿$(c $M3 $SA)⣿$(c $M5 $SA)  $(c $M5 $WA)  $(c $M4 $WA)⣿$(c $M3 $WA)⣿$(c $M2 $WA)⣿$(c $M3 $WA)⣿$(c $M5 $WA)  $(c $M4 $WA)⣿$(c $M3 $WA)⣿$(c $M2 $WA)⣿$(c $M3 $WA)⣿$(c $M5 $WA)  "
+echo -e "${X}"
+
+# Row 15: Knee guards (poleyns) with gold
+echo -en "  "
+echo -en "$(c $M5 $GR)  $(c $M4 $GR)⣿$(c $G1 $GR)⣿$(c $M2 $GR)⣿$(c $M4 $GR)⣿$(c $M5 $GR)  $(c $M4 $GR)⣿$(c $M2 $GR)⣿$(c $G1 $GR)⣿$(c $M4 $GR)⣿$(c $M5 $GR)  $(c $M5 $ST)  $(c $M4 $ST)⣿$(c $G1 $ST)⣿$(c $M2 $ST)⣿$(c $M4 $ST)⣿$(c $M5 $ST)  $(c $M4 $ST)⣿$(c $M2 $ST)⣿$(c $G1 $ST)⣿$(c $M4 $ST)⣿$(c $M5 $ST)  $(c $M5 $SA)  $(c $M4 $SA)⣿$(c $G1 $SA)⣿$(c $M2 $SA)⣿$(c $M4 $SA)⣿$(c $M5 $SA)  $(c $M4 $SA)⣿$(c $M2 $SA)⣿$(c $G1 $SA)⣿$(c $M4 $SA)⣿$(c $M5 $SA)  $(c $M5 $WA)  $(c $M4 $WA)⣿$(c $G1 $WA)⣿$(c $M2 $WA)⣿$(c $M4 $WA)⣿$(c $M5 $WA)  $(c $M4 $WA)⣿$(c $M2 $WA)⣿$(c $G1 $WA)⣿$(c $M4 $WA)⣿$(c $M5 $WA)  "
+echo -e "${X}"
+
+# Row 16: Greaves (shin) - WIDER
+echo -en "  "
+echo -en "$(c $M5 $GR)  $(c $M4 $GR)⣿$(c $M3 $GR)⣿$(c $M2 $GR)⣿$(c $M4 $GR)⣿$(c $M5 $GR)  $(c $M4 $GR)⣿$(c $M2 $GR)⣿$(c $M3 $GR)⣿$(c $M4 $GR)⣿$(c $M5 $GR)  $(c $M5 $ST)  $(c $M4 $ST)⣿$(c $M3 $ST)⣿$(c $M2 $ST)⣿$(c $M4 $ST)⣿$(c $M5 $ST)  $(c $M4 $ST)⣿$(c $M2 $ST)⣿$(c $M3 $ST)⣿$(c $M4 $ST)⣿$(c $M5 $ST)  $(c $M5 $SA)  $(c $M4 $SA)⣿$(c $M3 $SA)⣿$(c $M2 $SA)⣿$(c $M4 $SA)⣿$(c $M5 $SA)  $(c $M4 $SA)⣿$(c $M2 $SA)⣿$(c $M3 $SA)⣿$(c $M4 $SA)⣿$(c $M5 $SA)  $(c $M5 $WA)  $(c $M4 $WA)⣿$(c $M3 $WA)⣿$(c $M2 $WA)⣿$(c $M4 $WA)⣿$(c $M5 $WA)  $(c $M4 $WA)⣿$(c $M2 $WA)⣿$(c $M3 $WA)⣿$(c $M4 $WA)⣿$(c $M5 $WA)  "
+echo -e "${X}"
+
+# Row 17: Lower greaves
+echo -en "  "
+echo -en "$(c $M5 $GR)  $(c $M5 $GR)⢸$(c $M4 $GR)⣿$(c $M3 $GR)⣿$(c $M4 $GR)⣿$(c $M5 $GR)⡇$(c $M5 $GR) $(c $M5 $GR)⢸$(c $M4 $GR)⣿$(c $M3 $GR)⣿$(c $M4 $GR)⣿$(c $M5 $GR)⡇ $(c $M5 $ST)  $(c $M5 $ST)⢸$(c $M4 $ST)⣿$(c $M3 $ST)⣿$(c $M4 $ST)⣿$(c $M5 $ST)⡇$(c $M5 $ST) $(c $M5 $ST)⢸$(c $M4 $ST)⣿$(c $M3 $ST)⣿$(c $M4 $ST)⣿$(c $M5 $ST)⡇ $(c $M5 $SA)  $(c $M5 $SA)⢸$(c $M4 $SA)⣿$(c $M3 $SA)⣿$(c $M4 $SA)⣿$(c $M5 $SA)⡇$(c $M5 $SA) $(c $M5 $SA)⢸$(c $M4 $SA)⣿$(c $M3 $SA)⣿$(c $M4 $SA)⣿$(c $M5 $SA)⡇ $(c $M5 $WA)  $(c $M5 $WA)⢸$(c $M4 $WA)⣿$(c $M3 $WA)⣿$(c $M4 $WA)⣿$(c $M5 $WA)⡇$(c $M5 $WA) $(c $M5 $WA)⢸$(c $M4 $WA)⣿$(c $M3 $WA)⣿$(c $M4 $WA)⣿$(c $M5 $WA)⡇ "
+echo -e "${X}"
+
+# Row 18: Sabatons (feet)
+echo -en "  "
+echo -en "$(c $M5 $GR) ⣠$(c $M4 $GR)⣿$(c $M3 $GR)⣿$(c $M2 $GR)⣿$(c $M3 $GR)⣿$(c $M4 $GR)⣿$(c $M5 $GR)⣄$(c $M4 $GR)⣿$(c $M3 $GR)⣿$(c $M2 $GR)⣿$(c $M3 $GR)⣿$(c $M4 $GR)⣿$(c $M5 $GR)⣄ $(c $M5 $ST) ⣠$(c $M4 $ST)⣿$(c $M3 $ST)⣿$(c $M2 $ST)⣿$(c $M3 $ST)⣿$(c $M4 $ST)⣿$(c $M5 $ST)⣄$(c $M4 $ST)⣿$(c $M3 $ST)⣿$(c $M2 $ST)⣿$(c $M3 $ST)⣿$(c $M4 $ST)⣿$(c $M5 $ST)⣄ $(c $M5 $SA) ⣠$(c $M4 $SA)⣿$(c $M3 $SA)⣿$(c $M2 $SA)⣿$(c $M3 $SA)⣿$(c $M4 $SA)⣿$(c $M5 $SA)⣄$(c $M4 $SA)⣿$(c $M3 $SA)⣿$(c $M2 $SA)⣿$(c $M3 $SA)⣿$(c $M4 $SA)⣿$(c $M5 $SA)⣄ $(c $M5 $WA) ⣠$(c $M4 $WA)⣿$(c $M3 $WA)⣿$(c $M2 $WA)⣿$(c $M3 $WA)⣿$(c $M4 $WA)⣿$(c $M5 $WA)⣄$(c $M4 $WA)⣿$(c $M3 $WA)⣿$(c $M2 $WA)⣿$(c $M3 $WA)⣿$(c $M4 $WA)⣿$(c $M5 $WA)⣄ "
+echo -e "${X}"
+
+# Row 19: Ground shadow
+echo -en "  "
+echo -en "$(c $SD $GR)  ⠈⠉⠛⠛⠛⠛⠛⠛⠉⠁  $(c $SD $ST)  ⠈⠉⠛⠛⠛⠛⠛⠛⠉⠁  $(c $SD $SA)  ⠈⠉⠛⠛⠛⠛⠛⠛⠉⠁  $(c $SD $WA)  ⠈⠉⠛⠛⠛⠛⠛⠛⠉⠁  "
+echo -e "${X}"
+
+# Row 20: Terrain texture 1
+echo -en "  "
+echo -en "$(c 60 130 60 $GR)⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿$(c 105 105 110 $ST)⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿$(c 190 170 130 $SA)⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿$(c 70 120 160 $WA)⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿"
+echo -e "${X}"
+
+# Row 21: Terrain texture 2
+echo -en "  "
+echo -en "$(c 35 75 35 $GR)⢻⣛⣛⣻⢻⣛⣛⣻⢻⣛⣛⣻$(c 65 65 70 $ST)⣿⣤⣤⣿⣿⣤⣤⣿⣿⣤⣤⣿$(c 150 130 90 $SA)⣀⣠⣄⣀⣀⣠⣄⣀⣀⣠⣄⣀$(c 90 140 180 $WA)⢀⣠⣤⣀⢀⣠⣤⣀⢀⣠⣤⣀"
+echo -e "${X}"
+
+echo ""
+echo "  ┌─────────────────────────────────────────────────────────────────────────────────────┐"
+echo "  │  IMPROVEMENTS IN V2                                                                 │"
+echo "  ├─────────────────────────────────────────────────────────────────────────────────────┤"
+echo "  │  • Wider legs for better proportions                                                │"
+echo "  │  • Larger feet (sabatons) for stability                                             │"
+echo "  │  • Higher contrast metal shading (5 levels)                                         │"
+echo "  │  • Cleaner gold trim on gorget and knees                                            │"
+echo "  │  • Shield with visible gold cross pattern                                           │"
+echo "  │  • Ground shadow for depth                                                          │"
+echo "  │  • Tighter tile spacing                                                             │"
+echo "  │  • Richer terrain textures                                                          │"
+echo "  └─────────────────────────────────────────────────────────────────────────────────────┘"
+echo ""
diff --git a/lefthook.yml b/lefthook.yml
index 19df5eb..f10b730 100644
--- a/lefthook.yml
+++ b/lefthook.yml
@@ -7,10 +7,8 @@ pre-commit:
       stage_fixed: true
 
     type-check:
-      run: pnpm type-check
-
-    lint:
-      run: pnpm lint
+      # Only type-check packages with staged changes
+      run: pnpm turbo type-check --filter='...[HEAD]'
 
 pre-push:
   commands:
diff --git a/manual-tools.ts b/manual-tools.ts
new file mode 100644
index 0000000..8813acf
--- /dev/null
+++ b/manual-tools.ts
@@ -0,0 +1,819 @@
+/**
+ * Manual Tools Registry
+ *
+ * This file contains tools that should be included in TPMJS but don't follow
+ * the standard tpmjs field specification in their package.json.
+ *
+ * These tools are manually curated and synced to the database via the
+ * manual sync script.
+ */
+
+export interface ManualTool {
+  // Package metadata
+  npmPackageName: string;
+  npmVersion?: string; // Optional - will fetch latest if not specified
+  category:
+    | 'text-analysis'
+    | 'code-generation'
+    | 'data-processing'
+    | 'image-generation'
+    | 'audio-processing'
+    | 'search'
+    | 'integration'
+    | 'other';
+  frameworks: Array<'vercel-ai' | 'langchain' | 'llamaindex' | 'other'>;
+
+  // Tool definition
+  name: string;
+  description: string;
+
+  // Optional rich metadata
+  parameters?: Array<{
+    name: string;
+    type: string;
+    description: string;
+    required: boolean;
+    default?: string;
+  }>;
+
+  returns?: {
+    type: string;
+    description: string;
+  };
+
+  aiAgent?: {
+    useCase: string;
+    limitations?: string;
+    examples?: string[];
+  };
+
+  // Environment variables
+  env?: Array<{
+    name: string;
+    description: string;
+    required: boolean;
+  }>;
+
+  // Additional metadata not in npm
+  tags?: string[];
+  docsUrl?: string;
+  apiKeyUrl?: string;
+  websiteUrl?: string;
+}
+
+export const manualTools: ManualTool[] = [
+  {
+    npmPackageName: 'ai-sdk-tool-code-execution',
+    category: 'code-generation',
+    frameworks: ['vercel-ai'],
+    name: 'executeCode',
+    description:
+      'Execute Python code in a sandboxed environment using Vercel Sandbox. Run calculations, data processing, and other computational tasks safely in an isolated environment with Python 3.13.',
+    tags: ['code-execution', 'sandbox'],
+    env: [
+      {
+        name: 'VERCEL_OIDC_TOKEN',
+        description: 'Vercel OIDC token for sandbox authentication',
+        required: true,
+      },
+    ],
+    parameters: [
+      {
+        name: 'code',
+        type: 'string',
+        description: 'Python code to execute in the sandbox',
+        required: true,
+      },
+    ],
+    returns: {
+      type: 'object',
+      description: 'Execution result with stdout, stderr, and return value',
+    },
+    aiAgent: {
+      useCase:
+        'Use when you need to perform calculations, data processing, or execute Python code safely',
+      limitations: 'Python 3.13 only. No network access. 30 second execution timeout.',
+      examples: [
+        'Perform complex mathematical calculations',
+        'Process data with pandas/numpy',
+        'Generate plots with matplotlib',
+      ],
+    },
+    docsUrl: 'https://vercel.com/docs/vercel-sandbox',
+    apiKeyUrl: 'https://vercel.com/docs/vercel-sandbox#authentication',
+    websiteUrl: 'https://vercel.com/docs/vercel-sandbox',
+  },
+  {
+    npmPackageName: '@exalabs/ai-sdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'webSearch',
+    description:
+      "Search the web for current information using Exa's AI-powered search API. Returns high-quality, relevant results optimized for LLM consumption.",
+    tags: ['search', 'web', 'extraction'],
+    env: [
+      {
+        name: 'EXA_API_KEY',
+        description: 'API key for Exa search service',
+        required: true,
+      },
+    ],
+    parameters: [
+      {
+        name: 'query',
+        type: 'string',
+        description: 'Search query',
+        required: true,
+      },
+      {
+        name: 'numResults',
+        type: 'number',
+        description: 'Number of results to return (1-10)',
+        required: false,
+        default: '5',
+      },
+    ],
+    returns: {
+      type: 'array',
+      description: 'Array of search results with title, URL, and content',
+    },
+    aiAgent: {
+      useCase: 'Use when you need current information, news, research papers, or web content',
+      limitations: 'Requires API key. Rate limits apply based on plan.',
+      examples: [
+        'Find latest AI developments',
+        'Search for technical documentation',
+        'Research current events',
+      ],
+    },
+    docsUrl: 'https://docs.exa.ai/reference/vercel',
+    apiKeyUrl: 'https://dashboard.exa.ai/api-keys',
+    websiteUrl: 'https://exa.ai',
+  },
+  {
+    npmPackageName: '@parallel-web/ai-sdk-tools',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'searchTool',
+    description:
+      'Search and extract context from the web with token-optimized results. Parallel compresses web results for optimal inference efficiency.',
+    tags: ['search', 'web', 'extraction'],
+    env: [
+      {
+        name: 'PARALLEL_API_KEY',
+        description: 'API key for Parallel search service',
+        required: true,
+      },
+    ],
+    aiAgent: {
+      useCase: 'Use when you need web search with minimal token usage',
+      examples: ['Search for current information', 'Extract structured data from websites'],
+    },
+    apiKeyUrl: 'https://platform.parallel.ai',
+    websiteUrl: 'https://parallel.ai',
+  },
+  {
+    npmPackageName: '@parallel-web/ai-sdk-tools',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'extractTool',
+    description: 'Extract structured content from web pages with token-optimized compression.',
+    tags: ['extraction', 'web'],
+    env: [
+      {
+        name: 'PARALLEL_API_KEY',
+        description: 'API key for Parallel search service',
+        required: true,
+      },
+    ],
+    parameters: [
+      {
+        name: 'url',
+        type: 'string',
+        description: 'URL of the page to extract content from',
+        required: true,
+      },
+    ],
+    returns: {
+      type: 'object',
+      description: 'Extracted and compressed page content',
+    },
+    aiAgent: {
+      useCase: 'Use to extract clean content from specific URLs',
+      examples: ['Extract article content', 'Parse documentation pages'],
+    },
+    websiteUrl: 'https://parallel.ai',
+  },
+  {
+    npmPackageName: 'ctx-zip',
+    category: 'code-generation',
+    frameworks: ['vercel-ai'],
+    name: 'createVercelSandboxCodeMode',
+    description:
+      'Transform MCP tools and AI SDK tools into code, write to Vercel sandbox filesystem, and execute in isolated environment.',
+    tags: ['code-execution', 'sandbox', 'mcp', 'code-mode'],
+    env: [
+      {
+        name: 'VERCEL_OIDC_TOKEN',
+        description: 'Vercel OIDC token for sandbox authentication',
+        required: true,
+      },
+    ],
+    aiAgent: {
+      useCase: 'Use when you need to combine MCP tools with code execution in a sandbox',
+      limitations: 'Requires Vercel Sandbox access',
+      examples: ['Execute code using MCP server tools', 'Combine multiple tool sources'],
+    },
+    docsUrl: 'https://github.com/karthikscale3/ctx-zip/blob/main/README.md',
+    apiKeyUrl: 'https://vercel.com/docs/vercel-sandbox#authentication',
+    websiteUrl: 'https://github.com/karthikscale3/ctx-zip',
+  },
+  {
+    npmPackageName: '@perplexity-ai/ai-sdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'perplexitySearch',
+    description:
+      'Search the web with real-time results and advanced filtering powered by Perplexity Search API. Supports ranked results with domain, language, date range, and recency filters.',
+    tags: ['search', 'web'],
+    env: [
+      {
+        name: 'PERPLEXITY_API_KEY',
+        description: 'API key for Perplexity search service',
+        required: true,
+      },
+    ],
+    parameters: [
+      {
+        name: 'query',
+        type: 'string',
+        description: 'Search query',
+        required: true,
+      },
+      {
+        name: 'filters',
+        type: 'object',
+        description: 'Optional filters for domain, language, date range, etc.',
+        required: false,
+      },
+    ],
+    returns: {
+      type: 'array',
+      description: 'Ranked search results with metadata',
+    },
+    aiAgent: {
+      useCase: 'Use for comprehensive web search with filtering capabilities',
+      examples: [
+        'Find latest AI developments',
+        'Search with date range filters',
+        'Domain-specific searches',
+      ],
+    },
+    docsUrl: 'https://docs.perplexity.ai/guides/search-quickstart',
+    apiKeyUrl: 'https://www.perplexity.ai/account/api/keys',
+    websiteUrl: 'https://www.perplexity.ai',
+  },
+  {
+    npmPackageName: '@tavily/ai-sdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'tavilySearch',
+    description:
+      'Real-time web search optimized for AI applications. Provides comprehensive web research including search, content extraction, website crawling, and site mapping.',
+    tags: ['search', 'extract', 'crawl'],
+    env: [
+      {
+        name: 'TAVILY_API_KEY',
+        description: 'API key for Tavily search service',
+        required: true,
+      },
+    ],
+    aiAgent: {
+      useCase: 'Use for comprehensive web research and content extraction',
+      examples: [
+        'Research complex topics',
+        'Extract structured information',
+        'Crawl entire websites',
+      ],
+    },
+    docsUrl: 'https://docs.tavily.com/documentation/integrations/vercel',
+    apiKeyUrl: 'https://app.tavily.com/home',
+    websiteUrl: 'https://tavily.com',
+  },
+  {
+    npmPackageName: 'firecrawl-aisdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'scrapeTool',
+    description:
+      'Scrape any website into clean markdown format. Convert web pages to LLM-friendly markdown with automatic cleaning and formatting.',
+    tags: ['scraping', 'web', 'extraction'],
+    env: [
+      {
+        name: 'FIRECRAWL_API_KEY',
+        description: 'API key for Firecrawl service',
+        required: true,
+      },
+    ],
+    parameters: [
+      {
+        name: 'url',
+        type: 'string',
+        description: 'URL of the website to scrape',
+        required: true,
+      },
+    ],
+    returns: {
+      type: 'object',
+      description: 'Scraped content in clean markdown format',
+    },
+    aiAgent: {
+      useCase: 'Use when you need to convert web pages to clean, structured markdown',
+      examples: [
+        'Scrape documentation pages',
+        'Extract article content',
+        'Convert web pages to markdown',
+      ],
+    },
+    docsUrl: 'https://docs.firecrawl.dev/integrations/ai-sdk',
+    apiKeyUrl: 'https://firecrawl.dev/app/api-keys',
+    websiteUrl: 'https://firecrawl.dev',
+  },
+  {
+    npmPackageName: 'firecrawl-aisdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'searchTool',
+    description:
+      'Search the web and get results in clean markdown format optimized for AI consumption.',
+    tags: ['search', 'web'],
+    env: [
+      {
+        name: 'FIRECRAWL_API_KEY',
+        description: 'API key for Firecrawl service',
+        required: true,
+      },
+    ],
+    websiteUrl: 'https://firecrawl.dev',
+  },
+  {
+    npmPackageName: 'firecrawl-aisdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'crawlTool',
+    description:
+      'Crawl entire websites and extract structured data. Automatically discover and process multiple pages.',
+    tags: ['crawling', 'web', 'extraction'],
+    env: [
+      {
+        name: 'FIRECRAWL_API_KEY',
+        description: 'API key for Firecrawl service',
+        required: true,
+      },
+    ],
+    parameters: [
+      {
+        name: 'url',
+        type: 'string',
+        description: 'Starting URL to begin crawling',
+        required: true,
+      },
+      {
+        name: 'maxPages',
+        type: 'number',
+        description: 'Maximum number of pages to crawl',
+        required: false,
+        default: '10',
+      },
+    ],
+    aiAgent: {
+      useCase: 'Use when you need to crawl and extract data from entire websites',
+      examples: [
+        'Crawl documentation sites',
+        'Extract all articles from a blog',
+        'Build knowledge base from website',
+      ],
+    },
+    websiteUrl: 'https://firecrawl.dev',
+  },
+  {
+    npmPackageName: 'bedrock-agentcore',
+    category: 'code-generation',
+    frameworks: ['vercel-ai'],
+    name: 'CodeInterpreterTools',
+    description:
+      'Isolated sandbox for executing Python, JavaScript, and TypeScript code to solve complex tasks. Fully managed by Amazon Bedrock.',
+    tags: ['code-execution', 'sandbox'],
+    env: [
+      {
+        name: 'AWS_ROLE_ARN',
+        description: 'AWS IAM role ARN for Bedrock access',
+        required: true,
+      },
+    ],
+    aiAgent: {
+      useCase: 'Use for secure code execution in AWS-managed sandbox',
+      limitations: 'Requires AWS credentials and Bedrock access',
+      examples: [
+        'Execute Python data analysis',
+        'Run JavaScript computations',
+        'TypeScript code execution',
+      ],
+    },
+    docsUrl: 'https://github.com/aws/bedrock-agentcore-sdk-typescript',
+    apiKeyUrl: 'https://vercel.com/docs/oidc/aws',
+    websiteUrl: 'https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/built-in-tools.html',
+  },
+  {
+    npmPackageName: 'bedrock-agentcore',
+    category: 'integration',
+    frameworks: ['vercel-ai'],
+    name: 'BrowserTools',
+    description:
+      'Fast and secure cloud-based browser runtime for web automation. Fill forms, navigate websites, and extract information in managed environment.',
+    tags: ['browser-automation', 'web'],
+    env: [
+      {
+        name: 'AWS_ROLE_ARN',
+        description: 'AWS IAM role ARN for Bedrock access',
+        required: true,
+      },
+    ],
+    aiAgent: {
+      useCase: 'Use for browser automation and web interaction tasks',
+      examples: ['Fill web forms', 'Navigate websites', 'Extract dynamic content'],
+    },
+    websiteUrl: 'https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/built-in-tools.html',
+  },
+  {
+    npmPackageName: '@superagent-ai/ai-sdk',
+    category: 'other',
+    frameworks: ['vercel-ai'],
+    name: 'guard',
+    description:
+      'Protect AI apps from prompt injection and security threats. Detect and block malicious inputs before they reach your LLM.',
+    tags: ['security', 'guardrails', 'prompt-injection'],
+    env: [
+      {
+        name: 'SUPERAGENT_API_KEY',
+        description: 'API key for Superagent security service',
+        required: true,
+      },
+    ],
+    parameters: [
+      {
+        name: 'input',
+        type: 'string',
+        description: 'User input to check for security threats',
+        required: true,
+      },
+    ],
+    returns: {
+      type: 'object',
+      description: 'Security analysis with threat detection results',
+    },
+    aiAgent: {
+      useCase: 'Use to validate user inputs for security threats before processing',
+      examples: [
+        'Detect prompt injection attempts',
+        'Block malicious inputs',
+        'Security validation',
+      ],
+    },
+    docsUrl: 'https://docs.superagent.sh',
+    apiKeyUrl: 'https://dashboard.superagent.sh',
+    websiteUrl: 'https://superagent.sh',
+  },
+  {
+    npmPackageName: '@superagent-ai/ai-sdk',
+    category: 'other',
+    frameworks: ['vercel-ai'],
+    name: 'redact',
+    description:
+      'Redact PII/PHI from text including SSNs, emails, phone numbers, and other sensitive information.',
+    tags: ['security', 'pii', 'redaction'],
+    env: [
+      {
+        name: 'SUPERAGENT_API_KEY',
+        description: 'API key for Superagent security service',
+        required: true,
+      },
+    ],
+    parameters: [
+      {
+        name: 'text',
+        type: 'string',
+        description: 'Text containing potentially sensitive information',
+        required: true,
+      },
+    ],
+    returns: {
+      type: 'object',
+      description: 'Redacted text with PII/PHI removed or masked',
+    },
+    aiAgent: {
+      useCase: 'Use to remove sensitive information from text before processing',
+      examples: ['Redact SSNs from documents', 'Remove email addresses', 'Mask phone numbers'],
+    },
+    websiteUrl: 'https://superagent.sh',
+  },
+  {
+    npmPackageName: '@superagent-ai/ai-sdk',
+    category: 'other',
+    frameworks: ['vercel-ai'],
+    name: 'verify',
+    description:
+      'Verify AI-generated claims against source materials. Fact-check and validate LLM outputs for accuracy.',
+    tags: ['verification', 'fact-checking'],
+    env: [
+      {
+        name: 'SUPERAGENT_API_KEY',
+        description: 'API key for Superagent security service',
+        required: true,
+      },
+    ],
+    parameters: [
+      {
+        name: 'claim',
+        type: 'string',
+        description: 'Claim to verify',
+        required: true,
+      },
+      {
+        name: 'sources',
+        type: 'array',
+        description: 'Source materials to verify against',
+        required: true,
+      },
+    ],
+    returns: {
+      type: 'object',
+      description: 'Verification result with confidence score',
+    },
+    aiAgent: {
+      useCase: 'Use to fact-check LLM outputs against trusted sources',
+      examples: ['Verify factual claims', 'Check citations', 'Validate information accuracy'],
+    },
+    websiteUrl: 'https://superagent.sh',
+  },
+  {
+    npmPackageName: '@valyu/ai-sdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'webSearch',
+    description: 'Real-time web search for current information and news.',
+    tags: ['search', 'web'],
+    env: [
+      {
+        name: 'VALYU_API_KEY',
+        description: 'API key for Valyu search service',
+        required: true,
+      },
+    ],
+    aiAgent: {
+      useCase: 'Use for general web search and current information',
+      examples: ['Find latest news', 'Search for current events'],
+    },
+    docsUrl: 'https://docs.valyu.ai/integrations/vercel-ai-sdk',
+    apiKeyUrl: 'https://platform.valyu.ai',
+    websiteUrl: 'https://valyu.ai',
+  },
+  {
+    npmPackageName: '@valyu/ai-sdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'financeSearch',
+    description:
+      'Search financial data including stock prices, earnings, income statements, cash flows, and market data.',
+    tags: ['search', 'finance', 'domain-search'],
+    env: [
+      {
+        name: 'VALYU_API_KEY',
+        description: 'API key for Valyu search service',
+        required: true,
+      },
+    ],
+    aiAgent: {
+      useCase: 'Use for financial data and market research',
+      examples: ['Get stock prices', 'Find earnings reports', 'Search financial statements'],
+    },
+    websiteUrl: 'https://valyu.ai',
+  },
+  {
+    npmPackageName: '@valyu/ai-sdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'paperSearch',
+    description: 'Full-text search across PubMed, arXiv, bioRxiv, and medRxiv research papers.',
+    tags: ['search', 'research', 'domain-search'],
+    env: [
+      {
+        name: 'VALYU_API_KEY',
+        description: 'API key for Valyu search service',
+        required: true,
+      },
+    ],
+    aiAgent: {
+      useCase: 'Use to search academic and research papers',
+      examples: ['Find medical research', 'Search arXiv papers', 'Look up scientific publications'],
+    },
+    websiteUrl: 'https://valyu.ai',
+  },
+  {
+    npmPackageName: '@valyu/ai-sdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'bioSearch',
+    description:
+      'Search biomedical information including clinical trials, FDA drug labels, PubMed, medRxiv, and bioRxiv.',
+    tags: ['search', 'biomedical', 'domain-search'],
+    env: [
+      {
+        name: 'VALYU_API_KEY',
+        description: 'API key for Valyu search service',
+        required: true,
+      },
+    ],
+    aiAgent: {
+      useCase: 'Use for biomedical and clinical research',
+      examples: ['Search clinical trials', 'Find FDA drug information', 'Research medical studies'],
+    },
+    websiteUrl: 'https://valyu.ai',
+  },
+  {
+    npmPackageName: '@valyu/ai-sdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'patentSearch',
+    description: 'Search USPTO patent database for patents and patent applications.',
+    tags: ['search', 'patents', 'domain-search'],
+    env: [
+      {
+        name: 'VALYU_API_KEY',
+        description: 'API key for Valyu search service',
+        required: true,
+      },
+    ],
+    aiAgent: {
+      useCase: 'Use to search and research patents',
+      examples: ['Find existing patents', 'Research patent applications', 'Prior art search'],
+    },
+    websiteUrl: 'https://valyu.ai',
+  },
+  {
+    npmPackageName: '@valyu/ai-sdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'secSearch',
+    description: 'Search SEC filings including 10-K, 10-Q, and 8-K reports.',
+    tags: ['search', 'sec', 'domain-search'],
+    env: [
+      {
+        name: 'VALYU_API_KEY',
+        description: 'API key for Valyu search service',
+        required: true,
+      },
+    ],
+    aiAgent: {
+      useCase: 'Use to search SEC filings and corporate reports',
+      examples: [
+        'Find 10-K annual reports',
+        'Search quarterly filings',
+        'Research corporate disclosures',
+      ],
+    },
+    websiteUrl: 'https://valyu.ai',
+  },
+  {
+    npmPackageName: '@valyu/ai-sdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'economicsSearch',
+    description: 'Search economic data from BLS, FRED, and World Bank databases.',
+    tags: ['search', 'economics', 'domain-search'],
+    env: [
+      {
+        name: 'VALYU_API_KEY',
+        description: 'API key for Valyu search service',
+        required: true,
+      },
+    ],
+    aiAgent: {
+      useCase: 'Use to search economic indicators and statistics',
+      examples: ['Find employment data', 'Search GDP statistics', 'Research economic indicators'],
+    },
+    websiteUrl: 'https://valyu.ai',
+  },
+  {
+    npmPackageName: '@valyu/ai-sdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'companyResearch',
+    description:
+      'Generate comprehensive company research reports with financial data, news, and analysis.',
+    tags: ['search', 'research', 'company-analysis'],
+    env: [
+      {
+        name: 'VALYU_API_KEY',
+        description: 'API key for Valyu search service',
+        required: true,
+      },
+    ],
+    parameters: [
+      {
+        name: 'company',
+        type: 'string',
+        description: 'Company name or ticker symbol',
+        required: true,
+      },
+    ],
+    returns: {
+      type: 'object',
+      description: 'Comprehensive research report with financial and market data',
+    },
+    aiAgent: {
+      useCase: 'Use to generate detailed company research and analysis',
+      examples: ['Company financial analysis', 'Competitive research', 'Market position analysis'],
+    },
+    websiteUrl: 'https://valyu.ai',
+  },
+  {
+    npmPackageName: '@tpmjs/search-registry',
+    category: 'integration',
+    frameworks: ['vercel-ai'],
+    name: 'searchTpmjsToolsTool',
+    description:
+      'Search the TPMJS tool registry to find AI SDK tools by keyword, category, or description. Returns tool metadata for dynamic loading.',
+    parameters: [
+      {
+        name: 'query',
+        type: 'string',
+        description: 'Search query (keywords, tool names, descriptions)',
+        required: true,
+      },
+      {
+        name: 'category',
+        type: 'string',
+        description: 'Filter by category (optional)',
+        required: false,
+      },
+      {
+        name: 'limit',
+        type: 'number',
+        description: 'Maximum results (1-20, default 10)',
+        required: false,
+      },
+    ],
+    returns: {
+      type: 'object',
+      description:
+        'Search results with tool metadata including packageName, name, version, importUrl',
+    },
+    aiAgent: {
+      useCase:
+        "Use when you need a tool that isn't currently available. Search for tools by keyword or domain.",
+      examples: [
+        'Search for "weather" when asked about weather',
+        'Search for "wikipedia" when asked to search Wikipedia',
+        'Search for "database" when working with SQL',
+      ],
+    },
+    tags: ['search', 'tool-discovery', 'registry'],
+    websiteUrl: 'https://tpmjs.com',
+    docsUrl: 'https://tpmjs.com/spec',
+  },
+  {
+    npmPackageName: '@airweave/vercel-ai-sdk',
+    category: 'search',
+    frameworks: ['vercel-ai'],
+    name: 'airweaveSearch',
+    description: 'Provides unified search across all connected data sources using semantic search.',
+    tags: ['search', 'rag', 'data-sources', 'semantic-search'],
+    env: [
+      {
+        name: 'AIRWEAVE_API_KEY',
+        description: 'API key for authenticating with Airweave services.',
+        required: true,
+      },
+    ],
+    parameters: [
+      {
+        name: 'defaultCollection',
+        type: 'string',
+        description: 'The default collection to search within.',
+        required: true,
+      },
+    ],
+    returns: {
+      type: 'object',
+      description: 'The search results from the specified data sources.',
+    },
+    aiAgent: {
+      useCase: 'Use this tool to perform semantic searches across multiple data sources.',
+      examples: ['Search for key decisions from last week in the knowledge base.'],
+    },
+    docsUrl: 'https://docs.airweave.ai',
+    apiKeyUrl: 'https://app.airweave.ai/settings/api-keys',
+    websiteUrl: 'https://airweave.ai',
+  },
+];
diff --git a/package.json b/package.json
index 5bd7584..e8e034e 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,18 @@
 {
   "name": "@tpmjs/monorepo",
   "version": "0.0.0",
+  "description": "Tool Package Manager for AI Agents - discover, share, and integrate tools",
+  "author": "TPMJS",
+  "license": "MIT",
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/tpmjs/tpmjs.git"
+  },
+  "homepage": "https://tpmjs.com",
+  "bugs": {
+    "url": "https://github.com/tpmjs/tpmjs/issues"
+  },
+  "keywords": ["tpmjs", "ai", "agents", "tools", "mcp", "typescript", "npm"],
   "private": true,
   "type": "module",
   "engines": {
@@ -24,16 +36,20 @@
     "changeset": "changeset",
     "changeset:version": "changeset version && pnpm install --no-frozen-lockfile",
     "changeset:publish": "pnpm build && changeset publish",
-    "prepare": "node -e \"if (require('fs').existsSync('.git')) { require('child_process').execSync('lefthook install', {stdio: 'inherit'}) }\""
+    "prepare": "node -e \"if (!process.env.CI && !process.env.VERCEL && require('fs').existsSync('.git')) { require('child_process').execSync('lefthook install', {stdio: 'inherit'}) }\""
   },
   "devDependencies": {
     "@biomejs/biome": "^1.9.4",
+    "@blocksai/cli": "^0.2.1",
+    "@blocksai/validators": "^1.1.1",
     "@changesets/cli": "^2.27.10",
     "@total-typescript/ts-reset": "^0.6.1",
     "@types/node": "^22.10.2",
     "dependency-cruiser": "^17.3.1",
     "knip": "^5.70.2",
     "lefthook": "^1.10.1",
+    "openai": "^6.9.1",
+    "tsx": "^4.21.0",
     "turbo": "^2.6.1",
     "type-coverage": "^2.29.7",
     "typescript": "^5.9.3"
diff --git a/packages/config/biome.json b/packages/config/biome.json
index 7a0249c..74fcaed 100644
--- a/packages/config/biome.json
+++ b/packages/config/biome.json
@@ -66,6 +66,16 @@
           }
         }
       }
+    },
+    {
+      "include": ["**/layout.tsx", "**/page.tsx"],
+      "linter": {
+        "rules": {
+          "security": {
+            "noDangerouslySetInnerHtml": "off"
+          }
+        }
+      }
     }
   ]
 }
diff --git a/packages/config/eslint/package.json b/packages/config/eslint/package.json
index 35e2d4d..c814aa6 100644
--- a/packages/config/eslint/package.json
+++ b/packages/config/eslint/package.json
@@ -12,6 +12,7 @@
     "eslint-plugin-jsx-a11y": "^6.10.2",
     "eslint-plugin-react": "^7.37.3",
     "eslint-plugin-react-hooks": "^5.1.0",
-    "typescript-eslint": "^8.19.1"
+    "typescript-eslint": "^8.19.1",
+    "zod": "^4.1.13"
   }
 }
diff --git a/packages/config/package.json b/packages/config/package.json
index 4a38b4d..38be89b 100644
--- a/packages/config/package.json
+++ b/packages/config/package.json
@@ -2,5 +2,8 @@
   "name": "@tpmjs/config",
   "version": "0.0.0",
   "private": true,
-  "files": ["biome.json", "eslint", "tailwind", "tsconfig"]
+  "files": ["biome.json", "eslint", "tailwind", "tsconfig"],
+  "dependencies": {
+    "zod": "^4.1.13"
+  }
 }
diff --git a/packages/config/tailwind/base.ts b/packages/config/tailwind/base.ts
index d70fc7b..e5367a0 100644
--- a/packages/config/tailwind/base.ts
+++ b/packages/config/tailwind/base.ts
@@ -165,6 +165,19 @@ export default {
           '0%, 100%': { opacity: '0.4' },
           '50%': { opacity: '0.6' },
         },
+        orbit: {
+          '0%': {
+            transform: 'rotate(0deg) translateX(150%) rotate(0deg)',
+            opacity: '1',
+          },
+          '50%': {
+            opacity: '0.6',
+          },
+          '100%': {
+            transform: 'rotate(360deg) translateX(150%) rotate(-360deg)',
+            opacity: '1',
+          },
+        },
       },
 
       animation: {
@@ -177,6 +190,7 @@ export default {
         shimmer: 'shimmer 2s infinite linear',
         pulse: 'pulse 2s cubic-bezier(0.4, 0, 0.6, 1) infinite',
         'grid-pulse': 'grid-pulse 8s ease-in-out infinite',
+        orbit: 'orbit 1.2s ease-in-out infinite',
       },
     },
   },
diff --git a/packages/config/tailwind/package.json b/packages/config/tailwind/package.json
index 5a86024..5084b15 100644
--- a/packages/config/tailwind/package.json
+++ b/packages/config/tailwind/package.json
@@ -5,7 +5,8 @@
   "main": "./base.ts",
   "files": ["base.ts"],
   "dependencies": {
-    "tailwindcss": "^3.4.17"
+    "tailwindcss": "^3.4.17",
+    "zod": "^4.1.13"
   },
   "devDependencies": {
     "typescript": "^5.9.3"
diff --git a/packages/config/tsconfig/package.json b/packages/config/tsconfig/package.json
index 2e3c20e..6d4dced 100644
--- a/packages/config/tsconfig/package.json
+++ b/packages/config/tsconfig/package.json
@@ -2,5 +2,8 @@
   "name": "@tpmjs/tsconfig",
   "version": "0.0.0",
   "private": true,
-  "files": ["base.json", "nextjs.json", "react-library.json"]
+  "files": ["base.json", "nextjs.json", "react-library.json"],
+  "dependencies": {
+    "zod": "^4.1.13"
+  }
 }
diff --git a/packages/db/check-tool.js b/packages/db/check-tool.js
new file mode 100644
index 0000000..a358ce4
--- /dev/null
+++ b/packages/db/check-tool.js
@@ -0,0 +1,30 @@
+const { PrismaClient } = require('@prisma/client');
+const prisma = new PrismaClient();
+
+async function main() {
+  const tool = await prisma.tool.findUnique({
+    where: { npmPackageName: '@tpmjs/text-transformer' },
+    select: {
+      npmPackageName: true,
+      npmVersion: true,
+      npmReadme: true,
+    },
+  });
+
+  if (tool) {
+    console.log('Tool found:', tool.npmPackageName, tool.npmVersion);
+    console.log('Has README:', tool.npmReadme ? `Yes (${tool.npmReadme.length} chars)` : 'No');
+  } else {
+    console.log('Tool @tpmjs/text-transformer not found in database');
+
+    // List all tools to see what's available
+    const allTools = await prisma.tool.findMany({
+      select: { npmPackageName: true },
+      take: 10,
+    });
+    console.log('\nAvailable tools:');
+    allTools.forEach((t) => console.log(' -', t.npmPackageName));
+  }
+}
+
+main().finally(() => prisma.$disconnect());
diff --git a/packages/db/check-tool.mjs b/packages/db/check-tool.mjs
new file mode 100644
index 0000000..53effe2
--- /dev/null
+++ b/packages/db/check-tool.mjs
@@ -0,0 +1,30 @@
+import { PrismaClient } from '@prisma/client';
+const prisma = new PrismaClient();
+
+async function main() {
+  const tool = await prisma.tool.findUnique({
+    where: { npmPackageName: '@tpmjs/text-transformer' },
+    select: {
+      npmPackageName: true,
+      npmVersion: true,
+      npmReadme: true,
+    },
+  });
+
+  if (tool) {
+    console.log('Tool found:', tool.npmPackageName, tool.npmVersion);
+    console.log('Has README:', tool.npmReadme ? `Yes (${tool.npmReadme.length} chars)` : 'No');
+  } else {
+    console.log('Tool @tpmjs/text-transformer not found in database');
+
+    // List all tools to see what's available
+    const allTools = await prisma.tool.findMany({
+      select: { npmPackageName: true },
+      take: 10,
+    });
+    console.log('\nAvailable tools:');
+    allTools.forEach((t) => console.log(' -', t.npmPackageName));
+  }
+}
+
+main().finally(() => prisma.$disconnect());
diff --git a/packages/db/package.json b/packages/db/package.json
index b6ef922..d82428c 100644
--- a/packages/db/package.json
+++ b/packages/db/package.json
@@ -15,7 +15,8 @@
     "type-check": "tsc --noEmit"
   },
   "dependencies": {
-    "@prisma/client": "^6.2.0"
+    "@prisma/client": "^6.2.0",
+    "zod": "^4.1.13"
   },
   "devDependencies": {
     "@tpmjs/tsconfig": "workspace:*",
diff --git a/packages/db/prisma/schema.prisma b/packages/db/prisma/schema.prisma
index 60233b2..e9a9541 100644
--- a/packages/db/prisma/schema.prisma
+++ b/packages/db/prisma/schema.prisma
@@ -6,56 +6,101 @@ generator client {
 }
 
 datasource db {
-  provider = "postgresql"
-  url      = env("DATABASE_URL")
+  provider  = "postgresql"
+  url       = env("DATABASE_URL")
+  directUrl = env("DIRECT_URL") // Direct connection for migrations (bypasses pooler)
 }
 
-/// Main tools table - stores all discovered NPM packages with TPMJS metadata
-model Tool {
+/// Package table - stores NPM package metadata (package-level)
+model Package {
   id String @id @default(cuid())
 
   // NPM Metadata
-  npmPackageName     String   @unique @map("npm_package_name") @db.VarChar(214)
-  npmVersion         String   @map("npm_version") @db.VarChar(50)
-  npmPublishedAt     DateTime @map("npm_published_at")
-  npmDescription     String?  @map("npm_description") @db.Text
-  npmRepository      Json?    @map("npm_repository") @db.JsonB
-  npmHomepage        String?  @map("npm_homepage") @db.Text
-  npmLicense         String?  @map("npm_license") @db.VarChar(50)
+  npmPackageName String   @unique @map("npm_package_name") @db.VarChar(214)
+  npmVersion     String   @map("npm_version") @db.VarChar(50)
+  npmPublishedAt DateTime @map("npm_published_at")
+  npmDescription String?  @map("npm_description") @db.Text
+  npmRepository  Json?    @map("npm_repository") @db.JsonB
+  npmHomepage    String?  @map("npm_homepage") @db.Text
+  npmLicense     String?  @map("npm_license") @db.VarChar(50)
+  npmKeywords    String[] @default([]) @map("npm_keywords") @db.Text
+  npmReadme      String?  @map("npm_readme") @db.Text
+  npmAuthor      Json?    @map("npm_author") @db.JsonB
+  npmMaintainers Json?    @map("npm_maintainers") @db.JsonB
 
-  // TPMJS Metadata (from package.json tpmjs field)
-  category       String  @db.VarChar(50)
-  description    String  @db.Text
-  example        String  @db.Text
-  parameters     Json?   @db.JsonB
-  returns        Json?   @db.JsonB
-  authentication Json?   @db.JsonB
-  pricing        Json?   @db.JsonB
-  frameworks     String[] @db.Text
-  links          Json?   @db.JsonB
-  tags           String[] @db.Text
-  status         String? @db.VarChar(20)
-  aiAgent        Json?   @map("ai_agent") @db.JsonB
-
-  // Discovery Metadata
+  // TPMJS Package-Level Metadata
+  category       String   @db.VarChar(50)
+  env            Json?    @db.JsonB // Environment variables (shared across tools)
+  frameworks     String[] @default([]) @db.Text
+  tier           String   @db.VarChar(20) // 'minimal' | 'rich'
   discoveryMethod String  @map("discovery_method") @db.VarChar(20) // 'keyword' | 'changes-feed'
-  isOfficial      Boolean @default(false) @map("is_official")
-  tier            String  @db.VarChar(20) // 'minimal' | 'rich'
+  isOfficial     Boolean  @default(false) @map("is_official")
 
-  // Metrics
-  npmDownloadsLastMonth Int?     @default(0) @map("npm_downloads_last_month")
-  githubStars           Int?     @default(0) @map("github_stars")
-  qualityScore          Decimal? @map("quality_score") @db.Decimal(3, 2) // 0.00 to 1.00
+  // Package Metrics
+  npmDownloadsLastMonth Int? @default(0) @map("npm_downloads_last_month")
+  githubStars           Int? @default(0) @map("github_stars")
 
   // Timestamps
   createdAt DateTime @default(now()) @map("created_at")
   updatedAt DateTime @updatedAt @map("updated_at")
 
+  // Relations
+  tools Tool[]
+
   @@index([category])
   @@index([isOfficial])
-  @@index([qualityScore])
   @@index([npmDownloadsLastMonth])
   @@index([createdAt])
+  @@map("packages")
+}
+
+/// Tool table - stores individual tools within packages
+model Tool {
+  id String @id @default(cuid())
+
+  // Package Relation
+  packageId String  @map("package_id")
+  package   Package @relation(fields: [packageId], references: [id], onDelete: Cascade)
+
+  // Tool Identity
+  name String @db.VarChar(100) // e.g., "helloWorldTool", "default"
+
+  // Tool Metadata
+  description String @db.Text
+  parameters  Json?  @db.JsonB // Legacy/fallback - author-provided parameters array
+  returns     Json?  @db.JsonB // @deprecated - will be auto-extracted in future
+  aiAgent     Json?  @map("ai_agent") @db.JsonB // @deprecated - will be auto-extracted in future
+
+  // Schema Extraction Fields
+  inputSchema       Json?     @map("input_schema") @db.JsonB // Full JSON Schema from executor
+  schemaSource      String?   @map("schema_source") @db.VarChar(20) // 'extracted' | 'author' | null
+  schemaExtractedAt DateTime? @map("schema_extracted_at")
+
+  // Tool Discovery Fields
+  toolDiscoverySource String? @map("tool_discovery_source") @db.VarChar(20) // 'auto' | 'manual' | null
+
+  // Tool Metrics
+  qualityScore Decimal? @map("quality_score") @db.Decimal(3, 2) // 0.00 to 1.00
+
+  // Health Status Fields
+  importHealth     HealthStatus? @default(UNKNOWN) @map("import_health")
+  executionHealth  HealthStatus? @default(UNKNOWN) @map("execution_health")
+  lastHealthCheck  DateTime?     @map("last_health_check")
+  healthCheckError String?       @map("health_check_error") @db.Text
+
+  // Timestamps
+  createdAt DateTime @default(now()) @map("created_at")
+  updatedAt DateTime @updatedAt @map("updated_at")
+
+  // Relations
+  simulations  Simulation[]
+  healthChecks HealthCheck[]
+
+  @@unique([packageId, name])
+  @@index([qualityScore])
+  @@index([importHealth])
+  @@index([executionHealth])
+  @@index([lastHealthCheck])
   @@map("tools")
 }
 
@@ -74,17 +119,197 @@ model SyncCheckpoint {
 model SyncLog {
   id String @id @default(cuid())
 
-  source      String   @db.VarChar(50) // 'changes-feed' | 'keyword-search' | 'metrics'
-  status      String   @db.VarChar(20) // 'success' | 'error' | 'partial'
-  processed   Int      @default(0) // Number of packages processed
-  skipped     Int      @default(0) // Number of packages skipped
-  errors      Int      @default(0) // Number of errors encountered
-  message     String?  @db.Text // Error message or summary
-  metadata    Json?    @db.JsonB // Additional context
-  createdAt   DateTime @default(now()) @map("created_at")
+  source    String   @db.VarChar(50) // 'changes-feed' | 'keyword-search' | 'metrics'
+  status    String   @db.VarChar(20) // 'success' | 'error' | 'partial'
+  processed Int      @default(0) // Number of packages processed
+  skipped   Int      @default(0) // Number of packages skipped
+  errors    Int      @default(0) // Number of errors encountered
+  message   String?  @db.Text // Error message or summary
+  metadata  Json?    @db.JsonB // Additional context
+  createdAt DateTime @default(now()) @map("created_at")
 
   @@index([source])
   @@index([status])
   @@index([createdAt])
   @@map("sync_logs")
 }
+
+/// Simulations - tracks tool playground executions
+model Simulation {
+  id String @id @default(cuid())
+
+  // Relations
+  toolId String @map("tool_id")
+  tool   Tool   @relation(fields: [toolId], references: [id], onDelete: Cascade)
+
+  // Request data
+  userPrompt String  @map("user_prompt") @db.Text
+  parameters Json?   @db.JsonB
+  ipAddress  String? @map("ip_address") @db.VarChar(45)
+  userAgent  String? @map("user_agent") @db.Text
+
+  // Results
+  status          String  @db.VarChar(20) // pending|running|success|error|timeout
+  executionTimeMs Int?    @map("execution_time_ms")
+  output          Json?   @db.JsonB
+  error           String? @db.Text
+
+  // AI metadata
+  agentSteps Int     @default(0) @map("agent_steps")
+  model      String? @db.VarChar(50)
+
+  // Relations
+  tokenUsage   TokenUsage?
+  logs         ExecutionLog[]
+
+  createdAt   DateTime  @default(now()) @map("created_at")
+  completedAt DateTime? @map("completed_at")
+
+  @@index([toolId])
+  @@index([status])
+  @@index([ipAddress, createdAt]) // For rate limiting
+  @@map("simulations")
+}
+
+/// Token usage - tracks token consumption per simulation
+model TokenUsage {
+  id String @id @default(cuid())
+
+  simulationId String     @unique @map("simulation_id")
+  simulation   Simulation @relation(fields: [simulationId], references: [id], onDelete: Cascade)
+
+  inputTokens    Int      @default(0) @map("input_tokens")
+  toolDescTokens Int      @default(0) @map("tool_desc_tokens")
+  schemaTokens   Int      @default(0) @map("schema_tokens")
+  outputTokens   Int      @default(0) @map("output_tokens")
+  totalTokens    Int      @default(0) @map("total_tokens")
+  estimatedCost  Decimal? @map("estimated_cost") @db.Decimal(10, 6)
+
+  createdAt DateTime @default(now()) @map("created_at")
+  @@map("token_usage")
+}
+
+/// Execution logs - detailed logs for each simulation
+model ExecutionLog {
+  id String @id @default(cuid())
+
+  simulationId String     @map("simulation_id")
+  simulation   Simulation @relation(fields: [simulationId], references: [id], onDelete: Cascade)
+
+  timestamp DateTime @default(now())
+  level     String   @db.VarChar(20) // info|warning|error|debug
+  event     String   @db.VarChar(50)
+  message   String   @db.Text
+  metadata  Json?    @db.JsonB
+
+  @@index([simulationId])
+  @@map("execution_logs")
+}
+
+/// HealthCheck table - tracks full audit history of health checks
+model HealthCheck {
+  id String @id @default(cuid())
+
+  // Relations
+  toolId String @map("tool_id")
+  tool   Tool   @relation(fields: [toolId], references: [id], onDelete: Cascade)
+
+  // Check metadata
+  checkType     HealthCheckType @map("check_type")
+  triggerSource String          @map("trigger_source") @db.VarChar(50) // 'sync' | 'manual' | 'daily-cron'
+
+  // Import check results
+  importStatus HealthStatus @map("import_status")
+  importError  String?      @map("import_error") @db.Text
+  importTimeMs Int?         @map("import_time_ms")
+
+  // Execution check results
+  executionStatus HealthStatus @map("execution_status")
+  executionError  String?      @map("execution_error") @db.Text
+  executionTimeMs Int?         @map("execution_time_ms")
+  testParameters  Json?        @map("test_parameters") @db.JsonB
+
+  // Overall status
+  overallStatus HealthStatus @map("overall_status")
+
+  // Timestamps
+  createdAt DateTime @default(now()) @map("created_at")
+
+  @@index([toolId])
+  @@index([checkType])
+  @@index([overallStatus])
+  @@index([createdAt])
+  @@map("health_checks")
+}
+
+/// Health status enum - tracks health check results
+enum HealthStatus {
+  UNKNOWN // Not yet checked
+  HEALTHY // Passed health check
+  BROKEN  // Failed health check
+}
+
+/// Health check type enum - types of health checks performed
+enum HealthCheckType {
+  IMPORT    // Only import check
+  EXECUTION // Only execution check
+  FULL      // Both import and execution
+}
+
+/// StatsSnapshot - daily snapshot of registry statistics for historical tracking
+model StatsSnapshot {
+  id String @id @default(cuid())
+
+  // Snapshot date (one per day)
+  date DateTime @unique @db.Date
+
+  // Registry Overview
+  totalTools      Int @default(0) @map("total_tools")
+  totalPackages   Int @default(0) @map("total_packages")
+  officialTools   Int @default(0) @map("official_tools")
+  officialPackages Int @default(0) @map("official_packages")
+  toolsWithSchema Int @default(0) @map("tools_with_schema")
+
+  // Downloads & Stars
+  totalNpmDownloads Int @default(0) @map("total_npm_downloads")
+  totalGithubStars  Int @default(0) @map("total_github_stars")
+
+  // Health Status Counts
+  importHealthy   Int @default(0) @map("import_healthy")
+  importBroken    Int @default(0) @map("import_broken")
+  importUnknown   Int @default(0) @map("import_unknown")
+  executionHealthy Int @default(0) @map("execution_healthy")
+  executionBroken  Int @default(0) @map("execution_broken")
+  executionUnknown Int @default(0) @map("execution_unknown")
+
+  // Quality Distribution (stored as JSON for flexibility)
+  qualityDistribution Json? @map("quality_distribution") @db.JsonB
+
+  // Package Tiers
+  tiersMinimal Int @default(0) @map("tiers_minimal")
+  tiersRich    Int @default(0) @map("tiers_rich")
+
+  // Execution Stats (daily)
+  executionsTotal      Int @default(0) @map("executions_total")
+  executionsSuccessful Int @default(0) @map("executions_successful")
+  executionsFailed     Int @default(0) @map("executions_failed")
+  executionsAvgTimeMs  Int? @map("executions_avg_time_ms")
+
+  // Token Usage (daily)
+  tokensInput    BigInt @default(0) @map("tokens_input")
+  tokensOutput   BigInt @default(0) @map("tokens_output")
+  tokensTotal    BigInt @default(0) @map("tokens_total")
+  tokensCostUsd  Decimal? @map("tokens_cost_usd") @db.Decimal(10, 4)
+
+  // Health Checks (daily)
+  healthChecksRun Int @default(0) @map("health_checks_run")
+
+  // Category Breakdown (stored as JSON)
+  categories Json? @db.JsonB
+
+  // Timestamps
+  createdAt DateTime @default(now()) @map("created_at")
+
+  @@index([date])
+  @@map("stats_snapshots")
+}
diff --git a/packages/db/sync-single-tool.mjs b/packages/db/sync-single-tool.mjs
new file mode 100644
index 0000000..cc24547
--- /dev/null
+++ b/packages/db/sync-single-tool.mjs
@@ -0,0 +1,35 @@
+import { PrismaClient } from '@prisma/client';
+import { fetchLatestPackageWithMetadata } from '@tpmjs/npm-client';
+
+const prisma = new PrismaClient();
+
+async function main() {
+  const packageName = '@tpmjs/text-transformer';
+
+  console.log(`Fetching metadata for ${packageName}...`);
+  const pkg = await fetchLatestPackageWithMetadata(packageName);
+
+  if (!pkg) {
+    console.error('Package not found!');
+    return;
+  }
+
+  console.log(`Found ${packageName} v${pkg.version}`);
+  console.log(`README length: ${pkg.readme ? pkg.readme.length : 0} chars`);
+  console.log(`Keywords: ${(pkg.topLevelKeywords || pkg.keywords || []).join(', ')}`);
+
+  // Update the tool in the database
+  await prisma.tool.update({
+    where: { npmPackageName: packageName },
+    data: {
+      npmReadme: pkg.readme || null,
+      npmKeywords: pkg.topLevelKeywords || pkg.keywords || [],
+      npmAuthor: pkg.author || null,
+      npmMaintainers: pkg.maintainers || null,
+    },
+  });
+
+  console.log('\n✅ Tool updated successfully!');
+}
+
+main().finally(() => prisma.$disconnect());
diff --git a/packages/env/package.json b/packages/env/package.json
index ed29ba4..9e4817c 100644
--- a/packages/env/package.json
+++ b/packages/env/package.json
@@ -1,6 +1,16 @@
 {
   "name": "@tpmjs/env",
   "version": "0.1.1",
+  "description": "Environment variable validation with Zod for TPMJS",
+  "author": "TPMJS",
+  "license": "MIT",
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/tpmjs/tpmjs.git",
+    "directory": "packages/env"
+  },
+  "homepage": "https://tpmjs.com",
+  "keywords": ["tpmjs", "typescript", "environment", "zod", "validation"],
   "type": "module",
   "exports": {
     ".": {
@@ -16,7 +26,7 @@
     "clean": "rm -rf dist .turbo"
   },
   "dependencies": {
-    "zod": "^3.24.1"
+    "zod": "^4.1.13"
   },
   "devDependencies": {
     "@tpmjs/tsconfig": "workspace:*",
diff --git a/packages/env/src/index.ts b/packages/env/src/index.ts
index ffa86f5..8267357 100644
--- a/packages/env/src/index.ts
+++ b/packages/env/src/index.ts
@@ -1,6 +1,8 @@
 import { z } from 'zod';
 
-export function createEnv<T extends z.ZodRawShape>(schema: T): z.infer<z.ZodObject<T>> {
+export function createEnv<T extends Record<string, z.ZodTypeAny>>(
+  schema: T
+): z.infer<z.ZodObject<T>> {
   const envSchema = z.object(schema);
 
   const parsed = envSchema.safeParse(process.env);
diff --git a/packages/mocks/package.json b/packages/mocks/package.json
index fe76237..305e642 100644
--- a/packages/mocks/package.json
+++ b/packages/mocks/package.json
@@ -21,7 +21,8 @@
     "clean": "rm -rf dist .turbo"
   },
   "dependencies": {
-    "msw": "^2.7.0"
+    "msw": "^2.7.0",
+    "zod": "^4.1.13"
   },
   "devDependencies": {
     "@tpmjs/tsconfig": "workspace:*",
diff --git a/packages/npm-client/package.json b/packages/npm-client/package.json
index 61e95aa..6604b34 100644
--- a/packages/npm-client/package.json
+++ b/packages/npm-client/package.json
@@ -17,7 +17,7 @@
     "type-check": "tsc --noEmit"
   },
   "dependencies": {
-    "zod": "^3.24.1"
+    "zod": "^4.1.13"
   },
   "devDependencies": {
     "@tpmjs/tsconfig": "workspace:*",
diff --git a/packages/npm-client/src/index.ts b/packages/npm-client/src/index.ts
index 0e74a9c..a6fed3e 100644
--- a/packages/npm-client/src/index.ts
+++ b/packages/npm-client/src/index.ts
@@ -26,9 +26,11 @@ export {
 export {
   fetchPackageMetadata,
   fetchLatestPackageVersion,
+  fetchLatestPackageWithMetadata,
   fetchPackageTpmjsField,
   type PackageVersion,
   type PackageMetadata,
+  type PackageVersionWithReadme,
 } from './package';
 
 // Download statistics
diff --git a/packages/npm-client/src/package.ts b/packages/npm-client/src/package.ts
index 338bb32..051c123 100644
--- a/packages/npm-client/src/package.ts
+++ b/packages/npm-client/src/package.ts
@@ -62,9 +62,9 @@ const PackageVersionSchema = z.object({
  */
 const PackageMetadataSchema = z.object({
   name: z.string(),
-  'dist-tags': z.record(z.string()),
-  versions: z.record(PackageVersionSchema),
-  time: z.record(z.string()),
+  'dist-tags': z.record(z.string(), z.string()),
+  versions: z.record(z.string(), PackageVersionSchema),
+  time: z.record(z.string(), z.string()),
   maintainers: z
     .array(
       z.object({
@@ -146,13 +146,13 @@ export async function fetchLatestPackageVersion(
     return null;
   }
 
-  const version = metadata.versions[latestTag];
+  const version = metadata.versions[latestTag as string];
   if (!version) {
     return null;
   }
 
   // Add publishedAt from metadata.time
-  const publishedAt = metadata.time?.[latestTag];
+  const publishedAt = metadata.time?.[latestTag as string];
 
   return {
     ...version,
@@ -160,6 +160,48 @@ export async function fetchLatestPackageVersion(
   };
 }
 
+export type PackageVersionWithReadme = PackageVersion & {
+  readme?: string;
+  topLevelKeywords?: string[];
+  topLevelDescription?: string;
+};
+
+/**
+ * Gets the latest version of a package with additional top-level metadata
+ * @param packageName - The name of the package
+ * @returns The latest package version with README and top-level metadata, or null if not found
+ */
+export async function fetchLatestPackageWithMetadata(
+  packageName: string
+): Promise<PackageVersionWithReadme | null> {
+  const metadata = await fetchPackageMetadata(packageName);
+
+  if (!metadata) {
+    return null;
+  }
+
+  const latestTag = metadata['dist-tags'].latest;
+  if (!latestTag) {
+    return null;
+  }
+
+  const version = metadata.versions[latestTag as string];
+  if (!version) {
+    return null;
+  }
+
+  // Add publishedAt from metadata.time
+  const publishedAt = metadata.time?.[latestTag as string];
+
+  return {
+    ...version,
+    publishedAt,
+    readme: metadata.readme,
+    topLevelKeywords: metadata.keywords,
+    topLevelDescription: metadata.description,
+  };
+}
+
 /**
  * Checks if a package has a tpmjs field in its latest version
  * @param packageName - The name of the package
diff --git a/packages/package-executor/package.json b/packages/package-executor/package.json
new file mode 100644
index 0000000..9c41adf
--- /dev/null
+++ b/packages/package-executor/package.json
@@ -0,0 +1,22 @@
+{
+  "name": "@tpmjs/package-executor",
+  "version": "0.0.0",
+  "private": true,
+  "type": "module",
+  "main": "./src/index.ts",
+  "types": "./src/index.ts",
+  "scripts": {
+    "build": "tsc",
+    "type-check": "tsc --noEmit"
+  },
+  "dependencies": {
+    "semver": "^7.6.0",
+    "zod": "^4.1.13"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "@types/node": "^22.10.2",
+    "@types/semver": "^7.5.6",
+    "typescript": "^5.9.3"
+  }
+}
diff --git a/packages/package-executor/src/executor.ts b/packages/package-executor/src/executor.ts
new file mode 100644
index 0000000..c980950
--- /dev/null
+++ b/packages/package-executor/src/executor.ts
@@ -0,0 +1,130 @@
+/**
+ * Package executor client
+ * Calls the remote sandbox service for secure package execution
+ */
+
+import type { ExecutionResult, ExecutorOptions } from './types.js';
+
+const DEFAULT_TIMEOUT = 10000; // 10 seconds
+
+// Ensure URL has protocol
+function getSandboxUrl(): string {
+  const url = process.env.SANDBOX_EXECUTOR_URL || 'http://localhost:3000';
+  // If URL doesn't start with http:// or https://, add https://
+  if (!url.startsWith('http://') && !url.startsWith('https://')) {
+    return `https://${url}`;
+  }
+  return url;
+}
+
+const SANDBOX_URL = getSandboxUrl();
+
+/**
+ * Execute a package function with parameters via remote sandbox
+ */
+export async function executePackage(
+  packageName: string,
+  functionName: string,
+  params: Record<string, unknown>,
+  options: ExecutorOptions = {}
+): Promise<ExecutionResult> {
+  const startTime = Date.now();
+  const timeout = options.timeout || DEFAULT_TIMEOUT;
+
+  try {
+    // Call the remote sandbox service
+    const controller = new AbortController();
+    const timeoutId = setTimeout(() => controller.abort(), timeout);
+
+    const response = await fetch(`${SANDBOX_URL}/execute`, {
+      method: 'POST',
+      headers: {
+        'Content-Type': 'application/json',
+      },
+      body: JSON.stringify({
+        packageName,
+        functionName,
+        params,
+      }),
+      signal: controller.signal,
+    });
+
+    clearTimeout(timeoutId);
+
+    const executionTimeMs = Date.now() - startTime;
+
+    if (!response.ok) {
+      const errorData = (await response.json().catch(() => ({ error: 'Unknown error' }))) as {
+        error?: string;
+      };
+      return {
+        success: false,
+        error: errorData.error || `Sandbox service error: ${response.status}`,
+        executionTimeMs,
+      };
+    }
+
+    const result = (await response.json()) as {
+      success: boolean;
+      output?: unknown;
+      error?: string;
+      executionTimeMs?: number;
+    };
+
+    return {
+      success: result.success,
+      output: result.output,
+      error: result.error,
+      executionTimeMs: result.executionTimeMs || executionTimeMs,
+    };
+  } catch (error) {
+    const executionTimeMs = Date.now() - startTime;
+
+    if (error instanceof Error && error.name === 'AbortError') {
+      return {
+        success: false,
+        error: 'Execution timeout',
+        executionTimeMs,
+      };
+    }
+
+    return {
+      success: false,
+      error: error instanceof Error ? error.message : String(error),
+      executionTimeMs,
+    };
+  }
+}
+
+/**
+ * Clear the package cache on the remote sandbox
+ */
+export async function clearCache(): Promise<void> {
+  try {
+    const response = await fetch(`${SANDBOX_URL}/cache/clear`, {
+      method: 'POST',
+    });
+
+    if (!response.ok) {
+      throw new Error(`Failed to clear cache: ${response.status}`);
+    }
+  } catch (error) {
+    console.error('Failed to clear sandbox cache:', error);
+    throw error;
+  }
+}
+
+/**
+ * Check if the sandbox service is healthy
+ */
+export async function checkHealth(): Promise<boolean> {
+  try {
+    const response = await fetch(`${SANDBOX_URL}/health`, {
+      method: 'GET',
+    });
+
+    return response.ok;
+  } catch {
+    return false;
+  }
+}
diff --git a/packages/package-executor/src/index.ts b/packages/package-executor/src/index.ts
new file mode 100644
index 0000000..6b69949
--- /dev/null
+++ b/packages/package-executor/src/index.ts
@@ -0,0 +1,7 @@
+/**
+ * Package executor - executes npm tool packages dynamically
+ * @packageDocumentation
+ */
+
+export * from './types';
+export * from './executor';
diff --git a/packages/package-executor/src/types.ts b/packages/package-executor/src/types.ts
new file mode 100644
index 0000000..4b9df38
--- /dev/null
+++ b/packages/package-executor/src/types.ts
@@ -0,0 +1,21 @@
+/**
+ * Package executor types
+ */
+
+export interface ExecutionResult {
+  success: boolean;
+  output?: unknown;
+  error?: string;
+  executionTimeMs: number;
+}
+
+export interface PackageInfo {
+  name: string;
+  version: string;
+  cachedAt?: Date;
+}
+
+export interface ExecutorOptions {
+  timeout?: number; // Milliseconds
+  cacheDir?: string;
+}
diff --git a/packages/package-executor/tsconfig.json b/packages/package-executor/tsconfig.json
new file mode 100644
index 0000000..23708b2
--- /dev/null
+++ b/packages/package-executor/tsconfig.json
@@ -0,0 +1,9 @@
+{
+  "extends": "@tpmjs/tsconfig/base.json",
+  "compilerOptions": {
+    "outDir": "./dist",
+    "rootDir": "./src"
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/storybook/package.json b/packages/storybook/package.json
index b98db15..f926952 100644
--- a/packages/storybook/package.json
+++ b/packages/storybook/package.json
@@ -11,7 +11,8 @@
   "dependencies": {
     "@tpmjs/ui": "workspace:*",
     "react": "^19.0.0",
-    "react-dom": "^19.0.0"
+    "react-dom": "^19.0.0",
+    "zod": "^4.1.13"
   },
   "devDependencies": {
     "@storybook/addon-essentials": "^8.5.0",
diff --git a/packages/test/package.json b/packages/test/package.json
index a07166c..d7d7ad1 100644
--- a/packages/test/package.json
+++ b/packages/test/package.json
@@ -7,6 +7,7 @@
   },
   "files": ["vitest.config.ts"],
   "dependencies": {
-    "vitest": "^2.1.8"
+    "vitest": "^2.1.8",
+    "zod": "^4.1.13"
   }
 }
diff --git a/packages/tools/create-basic-tools/.changeset/README.md b/packages/tools/create-basic-tools/.changeset/README.md
new file mode 100644
index 0000000..e5b6d8d
--- /dev/null
+++ b/packages/tools/create-basic-tools/.changeset/README.md
@@ -0,0 +1,8 @@
+# Changesets
+
+Hello and welcome! This folder has been automatically generated by `@changesets/cli`, a build tool that works
+with multi-package repos, or single-package repos to help you version and publish your code. You can
+find the full documentation for it [in our repository](https://github.com/changesets/changesets)
+
+We have a quick list of common questions to get you started engaging with this project in
+[our documentation](https://github.com/changesets/changesets/blob/main/docs/common-questions.md)
diff --git a/packages/tools/create-basic-tools/.changeset/config.json b/packages/tools/create-basic-tools/.changeset/config.json
new file mode 100644
index 0000000..d88011f
--- /dev/null
+++ b/packages/tools/create-basic-tools/.changeset/config.json
@@ -0,0 +1,11 @@
+{
+  "$schema": "https://unpkg.com/@changesets/config@3.1.1/schema.json",
+  "changelog": "@changesets/cli/changelog",
+  "commit": false,
+  "fixed": [],
+  "linked": [],
+  "access": "restricted",
+  "baseBranch": "main",
+  "updateInternalDependencies": "patch",
+  "ignore": []
+}
diff --git a/packages/tools/create-basic-tools/CHANGELOG.md b/packages/tools/create-basic-tools/CHANGELOG.md
new file mode 100644
index 0000000..e1b8d61
--- /dev/null
+++ b/packages/tools/create-basic-tools/CHANGELOG.md
@@ -0,0 +1,17 @@
+# @tpmjs/create-basic-tools
+
+## 1.0.0
+
+### Major Changes
+
+- Initial release of @tpmjs/create-basic-tools - CLI generator for scaffolding production-ready TPMJS tool packages
+
+  Features:
+
+  - Interactive CLI with beautiful prompts using @clack/prompts
+  - Generates packages with minimum 2 tools (ideally 2-3)
+  - Zod 4 schemas - uses Zod directly (not jsonSchema wrapper)
+  - One file per tool in src/tools/<toolName>.ts
+  - TPMJS validated against official schemas from @tpmjs/types
+  - Complete package generation ready to publish to npm
+  - Works both standalone and in monorepo packages/ folders
diff --git a/packages/tools/create-basic-tools/README.md b/packages/tools/create-basic-tools/README.md
new file mode 100644
index 0000000..9b77f84
--- /dev/null
+++ b/packages/tools/create-basic-tools/README.md
@@ -0,0 +1,206 @@
+# @tpmjs/create-basic-tools
+
+CLI generator for scaffolding production-ready TPMJS tool packages. Just enter your package name and you're done!
+
+## Features
+
+- ⚡ **Super fast**: Just asks for your package name, generates everything else
+- 🎯 **2 example tools**: Start with working examples you can customize
+- 🔧 **Zod 4 schemas**: Uses Zod directly (not jsonSchema wrapper)
+- ⚡ **AI SDK v6**: Full compatibility with the latest AI SDK
+- 📦 **One file per tool**: Clean `src/tools/<toolName>.ts` structure
+- ✅ **TPMJS validated**: Auto-validates against official TPMJS schemas
+- 📝 **Complete setup**: Generates package.json, tsconfig, tsup config, README, and more
+- 🚀 **Publish ready**: Generated packages are ready to publish to npm immediately
+
+## Usage
+
+### Interactive Mode (Recommended)
+
+```bash
+pnpmx @tpmjs/create-basic-tools
+```
+
+The CLI asks for just your package name and uses sensible defaults for everything else:
+
+- **Description**: Auto-generated from package name
+- **Tools**: 2 example tools you can customize
+- **Category**: `ai-ml` (generic)
+- **License**: MIT
+- **Output**: Derived from package name
+
+### Example Session
+
+```bash
+$ pnpmx @tpmjs/create-basic-tools
+
+┌  create-tpmjs
+│
+◇  Package name
+│  @myorg/content-tools
+│
+◆  Generating package...
+│
+└  ✓ Success! Created @myorg/content-tools at ./content-tools
+
+   Files created:
+     src/tools/exampleTool.ts
+     src/tools/anotherTool.ts
+     src/index.ts
+     package.json
+
+   Next steps:
+     cd ./content-tools
+     pnpm install
+     pnpm build
+     pnpm type-check
+     pnpm publish
+```
+
+That's it! The generator creates 2 example tools you can rename and customize for your use case.
+
+## Generated Package Structure
+
+```
+content-tools/
+├── src/
+│   ├── tools/                # One file per tool
+│   │   ├── exampleTool.ts
+│   │   └── anotherTool.ts
+│   └── index.ts              # Re-exports all tools
+├── dist/                     # Build output (after pnpm build)
+│   ├── index.js
+│   └── index.d.ts
+├── package.json              # With complete tpmjs field
+├── tsconfig.json
+├── tsup.config.ts
+├── README.md
+├── .gitignore
+├── .npmignore
+└── LICENSE
+```
+
+Simply rename `exampleTool.ts` and `anotherTool.ts` to match your use case, then customize the implementation.
+
+## Generated Tool File Example
+
+Each tool file follows this Zod-first pattern:
+
+```typescript
+import { tool } from 'ai';
+import { z } from 'zod';
+
+const ExampleToolSchema = z.object({
+  text: z.string().min(1, 'Text cannot be empty').describe('The input text to process.'),
+  options: z.object({
+    language: z.string().default('en').describe('Language code (e.g., en, es, fr).'),
+    maxLength: z.number().int().positive().default(100).describe('Maximum length of output.'),
+  }).default({ language: 'en', maxLength: 100 }).describe('Optional configuration.'),
+});
+
+export const exampleTool = tool({
+  description: 'An example tool - customize this for your use case',
+  inputSchema: ExampleToolSchema,
+  async execute(input: z.infer<typeof ExampleToolSchema>) {
+    // Defensive check: Validate required parameters
+    // This prevents crashes when tools are called with missing/empty params
+    if (!input.text || input.text.trim().length === 0) {
+      return {
+        success: false,
+        error: 'Missing required parameter: text',
+        message: 'The "text" parameter is required and cannot be empty.',
+      };
+    }
+
+    // TODO: Implement the tool logic here
+    console.log('exampleTool called with:', input);
+
+    return {
+      success: true,
+      message: 'Tool executed successfully. Replace this with your implementation.',
+      input,
+    };
+  },
+});
+```
+
+### Why Defensive Parameter Validation?
+
+Generated tools include defensive checks for required parameters. While Zod validates the schema, these checks prevent crashes in edge cases where:
+
+- Tools are called with empty/missing parameters during AI exploration
+- Parameters are undefined due to serialization issues
+- The LLM makes initial "probe" calls to understand tool capabilities
+
+**Best Practice**: Always validate critical required parameters before using them, especially when:
+- The parameter is used in string operations (`.toLowerCase()`, `.trim()`, etc.)
+- The parameter is required for the tool's core functionality
+- Missing the parameter would cause a runtime error
+
+This defensive approach ensures tools return helpful error messages instead of crashing.
+
+## After Generation
+
+Once the package is generated:
+
+```bash
+cd content-tools
+
+# Install dependencies
+pnpm install
+
+# Build the package
+pnpm build
+
+# Type-check
+pnpm type-check
+
+# Publish to npm
+pnpm publish --access public
+```
+
+Your tools will appear on [tpmjs.com](https://tpmjs.com) within 2-15 minutes after publishing!
+
+## TPMJS Categories
+
+The generator validates against these official TPMJS categories:
+
+- `web-scraping`
+- `data-processing`
+- `file-operations`
+- `communication`
+- `database`
+- `api-integration`
+- `image-processing`
+- `text-analysis`
+- `automation`
+- `ai-ml`
+- `security`
+- `monitoring`
+
+## Requirements
+
+- Node.js 18+
+- pnpm (recommended)
+
+## Development
+
+This is a generator package itself. To work on it:
+
+```bash
+# Install dependencies
+pnpm install
+
+# Build
+pnpm build
+
+# Type-check
+pnpm type-check
+
+# Test locally
+node dist/index.js
+```
+
+## License
+
+MIT
diff --git a/packages/tools/create-basic-tools/package.json b/packages/tools/create-basic-tools/package.json
new file mode 100644
index 0000000..57e2f91
--- /dev/null
+++ b/packages/tools/create-basic-tools/package.json
@@ -0,0 +1,32 @@
+{
+  "name": "@tpmjs/create-basic-tools",
+  "version": "1.0.5",
+  "description": "CLI generator for scaffolding production-ready TPMJS tool packages",
+  "type": "module",
+  "bin": {
+    "create-basic-tools": "./dist/index.js"
+  },
+  "main": "dist/index.js",
+  "types": "dist/index.d.ts",
+  "scripts": {
+    "build": "tsup",
+    "dev": "tsup --watch",
+    "type-check": "tsc --noEmit"
+  },
+  "keywords": ["tpmjs", "ai-sdk", "generator", "cli", "scaffold", "boilerplate"],
+  "dependencies": {
+    "@clack/prompts": "^0.7.0",
+    "commander": "^14.0.0",
+    "picocolors": "^1.0.0",
+    "validate-npm-package-name": "^5.0.0",
+    "zod": "^4.1.13"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "@tpmjs/types": "workspace:*",
+    "@types/validate-npm-package-name": "^4.0.2",
+    "tsup": "^8.3.5",
+    "typescript": "^5.9.3"
+  },
+  "files": ["dist", "templates", "README.md"]
+}
diff --git a/packages/tools/create-basic-tools/src/cli.ts b/packages/tools/create-basic-tools/src/cli.ts
new file mode 100644
index 0000000..f61630a
--- /dev/null
+++ b/packages/tools/create-basic-tools/src/cli.ts
@@ -0,0 +1,173 @@
+import * as path from 'node:path';
+import * as clack from '@clack/prompts';
+import { generateTsConfig, generateTsupConfig } from './generators/config-files.js';
+import { generatePackageJson } from './generators/package-json.js';
+import { generateReadme } from './generators/readme.js';
+import { generateIndexFile, generateToolFile } from './generators/source-code.js';
+import type { GenerationResult, GeneratorConfig } from './types.js';
+import {
+  copyTemplate,
+  ensureDir,
+  getAbsolutePath,
+  pathExists,
+  writeFile,
+} from './utils/file-writer.js';
+import * as logger from './utils/logger.js';
+
+/**
+ * Runs the interactive CLI workflow
+ */
+export async function runInteractiveCLI(): Promise<GenerationResult> {
+  clack.intro(logger.bold('create-tpmjs'));
+
+  // Only ask for package name
+  const name = await clack.text({
+    message: 'Package name',
+    placeholder: '@yourname/my-tools',
+    validate: (value) => {
+      if (!value) return 'Package name is required';
+      if (!value.includes('/')) return 'Package name should be scoped (e.g., @yourname/my-tools)';
+    },
+  });
+
+  if (clack.isCancel(name)) {
+    clack.cancel('Operation cancelled');
+    process.exit(0);
+  }
+
+  // Use defaults for everything else
+  const packageNameWithoutScope = (name as string).split('/').pop() || (name as string);
+  const defaultPath = `./${packageNameWithoutScope}`;
+  const absoluteOutputPath = getAbsolutePath(defaultPath);
+
+  // Check if directory exists
+  if (await pathExists(absoluteOutputPath)) {
+    clack.log.error(`Directory already exists: ${absoluteOutputPath}`);
+    clack.cancel('Operation cancelled');
+    process.exit(1);
+  }
+
+  // Generate with sensible defaults
+  const spinner = clack.spinner();
+  spinner.start('Generating package...');
+
+  const packageInfo = {
+    name: name as string,
+    description: `AI SDK tools for ${packageNameWithoutScope}`,
+    author: '',
+    license: 'MIT',
+    category: 'ai-ml',
+  };
+
+  const tools = [
+    {
+      name: 'exampleTool',
+      description: 'An example tool - customize this for your use case',
+    },
+    {
+      name: 'anotherTool',
+      description: 'Another example tool - add your implementation here',
+    },
+  ];
+
+  const config: GeneratorConfig = {
+    packageInfo,
+    tools,
+    outputPath: absoluteOutputPath,
+    mode: 'simple',
+  };
+
+  try {
+    const result = await generatePackage(config);
+
+    spinner.stop('Package generated successfully!');
+
+    clack.outro(`
+${logger.green('✓')} Success! Created ${logger.bold(packageInfo.name)} at ${logger.cyan(defaultPath)}
+
+   Files created:
+${result.filesCreated.map((f) => `     ${f}`).join('\n')}
+
+   Next steps:
+     ${logger.cyan(`cd ${defaultPath}`)}
+     ${logger.cyan('pnpm install')}
+     ${logger.cyan('pnpm build')}
+     ${logger.cyan('pnpm type-check')}
+     ${logger.cyan('pnpm publish')}
+`);
+
+    return result;
+  } catch (error) {
+    spinner.stop('Generation failed');
+    clack.log.error(error instanceof Error ? error.message : 'Unknown error occurred');
+    clack.cancel('Operation failed');
+    process.exit(1);
+  }
+}
+
+/**
+ * Generates the package files
+ */
+async function generatePackage(config: GeneratorConfig): Promise<GenerationResult> {
+  const { packageInfo, tools, outputPath } = config;
+  const filesCreated: string[] = [];
+
+  // Create directory structure
+  await ensureDir(outputPath);
+  await ensureDir(path.join(outputPath, 'src'));
+  await ensureDir(path.join(outputPath, 'src', 'tools'));
+
+  // Generate package.json
+  const packageJsonPath = path.join(outputPath, 'package.json');
+  await writeFile(packageJsonPath, generatePackageJson(config));
+  filesCreated.push('package.json');
+
+  // Generate tool files
+  for (const tool of tools) {
+    const toolPath = path.join(outputPath, 'src', 'tools', `${tool.name}.ts`);
+    await writeFile(toolPath, generateToolFile(tool));
+    filesCreated.push(`src/tools/${tool.name}.ts`);
+  }
+
+  // Generate index.ts
+  const indexPath = path.join(outputPath, 'src', 'index.ts');
+  await writeFile(indexPath, generateIndexFile(tools));
+  filesCreated.push('src/index.ts');
+
+  // Generate tsconfig.json
+  const tsconfigPath = path.join(outputPath, 'tsconfig.json');
+  await writeFile(tsconfigPath, generateTsConfig());
+  filesCreated.push('tsconfig.json');
+
+  // Generate tsup.config.ts
+  const tsupConfigPath = path.join(outputPath, 'tsup.config.ts');
+  await writeFile(tsupConfigPath, generateTsupConfig());
+  filesCreated.push('tsup.config.ts');
+
+  // Generate README.md
+  const readmePath = path.join(outputPath, 'README.md');
+  await writeFile(readmePath, generateReadme(config));
+  filesCreated.push('README.md');
+
+  // Copy static templates
+  const gitignorePath = path.join(outputPath, '.gitignore');
+  await copyTemplate('gitignore.txt', gitignorePath);
+  filesCreated.push('.gitignore');
+
+  const npmignorePath = path.join(outputPath, '.npmignore');
+  await copyTemplate('npmignore.txt', npmignorePath);
+  filesCreated.push('.npmignore');
+
+  const licensePath = path.join(outputPath, 'LICENSE');
+  await copyTemplate('license-mit.txt', licensePath, {
+    YEAR: new Date().getFullYear().toString(),
+    AUTHOR: packageInfo.author || 'Author Name',
+  });
+  filesCreated.push('LICENSE');
+
+  return {
+    success: true,
+    outputPath,
+    filesCreated,
+  };
+}
diff --git a/packages/tools/create-basic-tools/src/generators/config-files.ts b/packages/tools/create-basic-tools/src/generators/config-files.ts
new file mode 100644
index 0000000..577bf7c
--- /dev/null
+++ b/packages/tools/create-basic-tools/src/generators/config-files.ts
@@ -0,0 +1,45 @@
+/**
+ * Generates tsconfig.json content
+ */
+export function generateTsConfig(): string {
+  const config = {
+    compilerOptions: {
+      target: 'ES2022',
+      module: 'ESNext',
+      moduleResolution: 'bundler',
+      lib: ['ES2022'],
+      outDir: './dist',
+      rootDir: './src',
+      declaration: true,
+      declarationMap: true,
+      sourceMap: true,
+      strict: true,
+      esModuleInterop: true,
+      skipLibCheck: true,
+      forceConsistentCasingInFileNames: true,
+      resolveJsonModule: true,
+      allowSyntheticDefaultImports: true,
+    },
+    include: ['src/**/*'],
+    exclude: ['node_modules', 'dist'],
+  };
+
+  return JSON.stringify(config, null, 2);
+}
+
+/**
+ * Generates tsup.config.ts content
+ */
+export function generateTsupConfig(): string {
+  return `import { defineConfig } from 'tsup';
+
+export default defineConfig({
+  entry: ['src/index.ts'],
+  format: ['esm'],
+  dts: true,
+  clean: true,
+  treeshake: true,
+  splitting: false,
+});
+`;
+}
diff --git a/packages/tools/create-basic-tools/src/generators/package-json.ts b/packages/tools/create-basic-tools/src/generators/package-json.ts
new file mode 100644
index 0000000..e07b4e4
--- /dev/null
+++ b/packages/tools/create-basic-tools/src/generators/package-json.ts
@@ -0,0 +1,49 @@
+import type { GeneratorConfig } from '../types.js';
+
+/**
+ * Generates the package.json content for a TPMJS tool package
+ */
+export function generatePackageJson(config: GeneratorConfig): string {
+  const { packageInfo, tools } = config;
+
+  const pkg = {
+    name: packageInfo.name,
+    version: '0.0.1',
+    description: packageInfo.description,
+    type: 'module',
+    main: 'dist/index.js',
+    types: 'dist/index.d.ts',
+    scripts: {
+      build: 'tsup',
+      dev: 'tsup --watch',
+      'type-check': 'tsc --noEmit',
+    },
+    keywords: ['tpmjs', 'ai-sdk', packageInfo.category],
+    author: packageInfo.author || '',
+    license: packageInfo.license,
+    tpmjs: {
+      category: packageInfo.category,
+      tools: tools.map((tool) => ({
+        name: tool.name,
+        description: tool.description,
+      })),
+      ...(tools.some((t) => t.env) && {
+        env: tools.flatMap((t) => t.env || []),
+      }),
+      ...(tools.some((t) => t.frameworks) && {
+        frameworks: Array.from(new Set(tools.flatMap((t) => t.frameworks || []))),
+      }),
+    },
+    dependencies: {
+      ai: '6.0.0-beta.131',
+      zod: '^4.1.13',
+    },
+    devDependencies: {
+      tsup: '^8.3.5',
+      typescript: '^5.9.3',
+    },
+    files: ['dist', 'README.md'],
+  };
+
+  return JSON.stringify(pkg, null, 2);
+}
diff --git a/packages/tools/create-basic-tools/src/generators/readme.ts b/packages/tools/create-basic-tools/src/generators/readme.ts
new file mode 100644
index 0000000..82a5ced
--- /dev/null
+++ b/packages/tools/create-basic-tools/src/generators/readme.ts
@@ -0,0 +1,77 @@
+import type { GeneratorConfig } from '../types.js';
+
+/**
+ * Generates README.md content for the tool package
+ */
+export function generateReadme(config: GeneratorConfig): string {
+  const { packageInfo, tools } = config;
+
+  const toolsList = tools.map((tool) => `- **${tool.name}**: ${tool.description}`).join('\n');
+
+  const usageExample = tools[0];
+  if (!usageExample) {
+    throw new Error('At least one tool is required');
+  }
+
+  return `# ${packageInfo.name}
+
+${packageInfo.description}
+
+## Installation
+
+\`\`\`bash
+pnpm add ${packageInfo.name}
+\`\`\`
+
+## Tools
+
+This package provides ${tools.length} tool${tools.length > 1 ? 's' : ''} for the AI SDK:
+
+${toolsList}
+
+## Usage
+
+\`\`\`typescript
+import { ${usageExample.name} } from '${packageInfo.name}';
+import { generateText } from 'ai';
+import { openai } from '@ai-sdk/openai';
+
+const result = await generateText({
+  model: openai('gpt-4'),
+  prompt: 'Process this text for me',
+  tools: {
+    ${usageExample.name},
+  },
+});
+
+console.log(result.text);
+\`\`\`
+
+## Development
+
+\`\`\`bash
+# Install dependencies
+pnpm install
+
+# Build the package
+pnpm build
+
+# Type-check
+pnpm type-check
+
+# Watch mode
+pnpm dev
+\`\`\`
+
+## Publishing
+
+1. Update the version in \`package.json\`
+2. Build the package: \`pnpm build\`
+3. Publish to npm: \`pnpm publish --access public\`
+4. Your tools will appear on [tpmjs.com](https://tpmjs.com) within 2-15 minutes
+
+## License
+
+${packageInfo.license}
+`;
+}
diff --git a/packages/tools/create-basic-tools/src/generators/source-code.ts b/packages/tools/create-basic-tools/src/generators/source-code.ts
new file mode 100644
index 0000000..ff479d0
--- /dev/null
+++ b/packages/tools/create-basic-tools/src/generators/source-code.ts
@@ -0,0 +1,74 @@
+import type { ToolDefinition } from '../types.js';
+
+/**
+ * Generates a single tool file with Zod schema
+ */
+export function generateToolFile(tool: ToolDefinition): string {
+  const { name, description } = tool;
+
+  // Generate schema name (capitalize first letter + "Schema")
+  const schemaName = `${name.charAt(0).toUpperCase()}${name.slice(1)}Schema`;
+
+  // Generate simple Zod schema (can be enhanced in advanced mode)
+  const schemaContent = generateSimpleSchema();
+
+  return `import { tool } from 'ai';
+import { z } from 'zod';
+
+const ${schemaName} = z.object({
+${schemaContent}
+});
+
+export const ${name} = tool({
+  description: '${description}',
+  inputSchema: ${schemaName},
+  async execute(input: z.infer<typeof ${schemaName}>) {
+    // Defensive check: Validate required parameters
+    if (!input.text || input.text.trim().length === 0) {
+      return {
+        success: false,
+        error: 'Missing required parameter: text',
+        message: 'The "text" parameter is required and cannot be empty.',
+      };
+    }
+
+    // TODO: Implement the tool logic here
+    console.log('${name} called with:', input);
+
+    return {
+      success: true,
+      message: 'Tool executed successfully. Replace this with your implementation.',
+      input,
+    };
+  },
+});
+`;
+}
+
+/**
+ * Generates a simple Zod schema with example fields
+ */
+function generateSimpleSchema(): string {
+  return `  text: z.string().min(1, 'Text cannot be empty').describe('The input text to process.'),
+  options: z.object({
+    language: z.string().default('en').describe('Language code (e.g., en, es, fr).'),
+    maxLength: z.number().int().positive().default(100).describe('Maximum length of output.'),
+  }).default({ language: 'en', maxLength: 100 }).describe('Optional configuration.'),`;
+}
+
+/**
+ * Generates the main index.ts file that re-exports all tools
+ */
+export function generateIndexFile(tools: ToolDefinition[]): string {
+  const exports = tools
+    .map((tool) => `export { ${tool.name} } from './tools/${tool.name}.js';`)
+    .join('\n');
+
+  return `/**
+ * TPMJS Tool Package
+ * Auto-generated by @tpmjs/create-basic-tools
+ */
+
+${exports}
+`;
+}
diff --git a/packages/tools/create-basic-tools/src/index.ts b/packages/tools/create-basic-tools/src/index.ts
new file mode 100644
index 0000000..a2ba57d
--- /dev/null
+++ b/packages/tools/create-basic-tools/src/index.ts
@@ -0,0 +1,28 @@
+import { Command } from 'commander';
+import { runInteractiveCLI } from './cli.js';
+
+const program = new Command();
+
+program
+  .name('create-basic-tools')
+  .description('CLI generator for scaffolding production-ready TPMJS tool packages')
+  .version('0.0.1')
+  .option('--name <name>', 'Package name (e.g., @myorg/content-tools)')
+  .option('--description <description>', 'Package description')
+  .option('--category <category>', 'Tool category')
+  .option('--tool <tool...>', 'Tool definition (format: "name:description")')
+  .option('--output <path>', 'Output path')
+  .option('--yes', 'Skip confirmation prompt')
+  .action(async (options) => {
+    // For now, only support interactive mode
+    // CLI flags mode can be added later
+    if (options.name || options.description || options.category || options.tool) {
+      console.log('CLI flags mode is not yet implemented.');
+      console.log('Please run without flags for interactive mode.');
+      process.exit(1);
+    }
+
+    await runInteractiveCLI();
+  });
+
+program.parse();
diff --git a/packages/tools/create-basic-tools/src/prompts/advanced.ts b/packages/tools/create-basic-tools/src/prompts/advanced.ts
new file mode 100644
index 0000000..d44beff
--- /dev/null
+++ b/packages/tools/create-basic-tools/src/prompts/advanced.ts
@@ -0,0 +1,91 @@
+import * as clack from '@clack/prompts';
+import { getAvailableCategories } from '../validation/tool-metadata.js';
+
+/**
+ * Prompts for category and mode selection
+ */
+export async function promptCategoryAndMode(): Promise<{
+  category: string;
+  mode: 'simple' | 'advanced';
+} | null> {
+  const categories = getAvailableCategories();
+
+  const category = await clack.select({
+    message: 'Tool category',
+    options: categories.map((cat) => ({
+      value: cat,
+      label: cat,
+    })),
+  });
+
+  if (clack.isCancel(category)) {
+    return null;
+  }
+
+  const modeResult = await clack.select({
+    message: 'Generation mode',
+    options: [
+      {
+        value: 'simple',
+        label: 'Simple Mode - Basic Zod schemas (recommended)',
+        hint: 'Generates simple string/number parameters with defaults',
+      },
+      {
+        value: 'advanced',
+        label: 'Advanced Mode - Full control',
+        hint: 'Configure parameters, returns, env vars, and AI agent guidance',
+      },
+    ],
+  });
+
+  if (clack.isCancel(modeResult)) {
+    return null;
+  }
+
+  const mode = modeResult as 'simple' | 'advanced';
+
+  return {
+    category: category as string,
+    mode,
+  };
+}
+
+/**
+ * Prompts for output path
+ */
+export async function promptOutputPath(defaultPath: string): Promise<string | null> {
+  const outputPath = await clack.text({
+    message: 'Where should we create the package?',
+    placeholder: defaultPath,
+    initialValue: defaultPath,
+    validate: (value) => {
+      if (!value) return 'Output path is required';
+    },
+  });
+
+  if (clack.isCancel(outputPath)) {
+    return null;
+  }
+
+  return outputPath as string;
+}
+
+/**
+ * Prompts for final confirmation
+ */
+export async function promptConfirmation(
+  packageName: string,
+  toolCount: number,
+  outputPath: string
+): Promise<boolean> {
+  const confirmed = await clack.confirm({
+    message: `Ready to generate ${packageName} with ${toolCount} tools at ${outputPath}?`,
+    initialValue: true,
+  });
+
+  if (clack.isCancel(confirmed)) {
+    return false;
+  }
+
+  return confirmed;
+}
diff --git a/packages/tools/create-basic-tools/src/prompts/basic.ts b/packages/tools/create-basic-tools/src/prompts/basic.ts
new file mode 100644
index 0000000..0e00b5b
--- /dev/null
+++ b/packages/tools/create-basic-tools/src/prompts/basic.ts
@@ -0,0 +1,70 @@
+import * as clack from '@clack/prompts';
+import type { PackageInfo } from '../types.js';
+import { validateNpmPackageName } from '../validation/package-name.js';
+
+/**
+ * Prompts for basic package information
+ */
+export async function promptBasicInfo(): Promise<PackageInfo | null> {
+  const name = await clack.text({
+    message: 'Package name',
+    placeholder: '@myorg/content-tools',
+    validate: (value) => {
+      if (!value) return 'Package name is required';
+      const validation = validateNpmPackageName(value);
+      if (!validation.valid) {
+        return validation.errors?.[0] || 'Invalid package name';
+      }
+    },
+  });
+
+  if (clack.isCancel(name)) {
+    return null;
+  }
+
+  const description = await clack.text({
+    message: 'Package description',
+    placeholder: 'AI SDK tools for content processing',
+    validate: (value) => {
+      if (!value) return 'Description is required';
+      if (value.length < 10) return 'Description must be at least 10 characters';
+    },
+  });
+
+  if (clack.isCancel(description)) {
+    return null;
+  }
+
+  const author = await clack.text({
+    message: 'Author name',
+    placeholder: 'Your Name',
+    initialValue: '',
+  });
+
+  if (clack.isCancel(author)) {
+    return null;
+  }
+
+  const license = await clack.select({
+    message: 'License',
+    options: [
+      { value: 'MIT', label: 'MIT' },
+      { value: 'Apache-2.0', label: 'Apache-2.0' },
+      { value: 'ISC', label: 'ISC' },
+      { value: 'BSD-3-Clause', label: 'BSD-3-Clause' },
+    ],
+    initialValue: 'MIT',
+  });
+
+  if (clack.isCancel(license)) {
+    return null;
+  }
+
+  return {
+    name: name as string,
+    description: description as string,
+    author: author as string,
+    license: license as string,
+    category: '', // Will be set later
+  };
+}
diff --git a/packages/tools/create-basic-tools/src/prompts/tools.ts b/packages/tools/create-basic-tools/src/prompts/tools.ts
new file mode 100644
index 0000000..ecdc61b
--- /dev/null
+++ b/packages/tools/create-basic-tools/src/prompts/tools.ts
@@ -0,0 +1,99 @@
+import * as clack from '@clack/prompts';
+import type { ToolDefinition } from '../types.js';
+import { validateExportName } from '../validation/package-name.js';
+import { validateDescription } from '../validation/tool-metadata.js';
+
+/**
+ * Prompts for tool definitions (minimum 2 tools required)
+ */
+export async function promptTools(): Promise<ToolDefinition[] | null> {
+  const tools: ToolDefinition[] = [];
+
+  clack.note(
+    'Define at least 2 tools for your package.\nExamples: summarizeText, extractKeywords, classifySentiment',
+    'Tool Definitions'
+  );
+
+  // First tool (required)
+  const tool1 = await promptSingleTool(1);
+  if (!tool1) return null;
+  tools.push(tool1);
+
+  // Second tool (required)
+  const tool2 = await promptSingleTool(2);
+  if (!tool2) return null;
+  tools.push(tool2);
+
+  // Additional tools (optional)
+  let continueAdding = true;
+  let toolNumber = 3;
+
+  while (continueAdding) {
+    const addMore = await clack.confirm({
+      message: `Add tool #${toolNumber}? (already have ${tools.length})`,
+      initialValue: toolNumber === 3, // Default yes for the 3rd tool
+    });
+
+    if (clack.isCancel(addMore)) {
+      return null;
+    }
+
+    if (!addMore) {
+      continueAdding = false;
+    } else {
+      const tool = await promptSingleTool(toolNumber);
+      if (!tool) return null;
+      tools.push(tool);
+      toolNumber++;
+    }
+  }
+
+  return tools;
+}
+
+/**
+ * Prompts for a single tool definition
+ */
+async function promptSingleTool(number: number): Promise<ToolDefinition | null> {
+  const name = await clack.text({
+    message: `Tool #${number} export name`,
+    placeholder: number === 1 ? 'summarizeText' : number === 2 ? 'extractKeywords' : 'myTool',
+    validate: (value) => {
+      if (!value) return 'Export name is required';
+      const validation = validateExportName(value as string);
+      if (!validation.valid) {
+        return validation.error || 'Invalid export name';
+      }
+    },
+  });
+
+  if (clack.isCancel(name)) {
+    return null;
+  }
+
+  const description = await clack.text({
+    message: `Tool #${number} description`,
+    placeholder:
+      number === 1
+        ? 'Summarize a block of text into a concise overview.'
+        : number === 2
+          ? 'Extract important keywords from text.'
+          : 'Description of what this tool does.',
+    validate: (value) => {
+      if (!value) return 'Description is required';
+      const validation = validateDescription(value as string);
+      if (!validation.valid) {
+        return validation.error || 'Invalid description';
+      }
+    },
+  });
+
+  if (clack.isCancel(description)) {
+    return null;
+  }
+
+  return {
+    name: name as string,
+    description: description as string,
+  };
+}
diff --git a/packages/tools/create-basic-tools/src/types.ts b/packages/tools/create-basic-tools/src/types.ts
new file mode 100644
index 0000000..8f1cc25
--- /dev/null
+++ b/packages/tools/create-basic-tools/src/types.ts
@@ -0,0 +1,60 @@
+/**
+ * Shared TypeScript types for the TPMJS tool generator
+ */
+
+export interface ToolDefinition {
+  name: string;
+  description: string;
+  parameters?: ParameterDefinition[];
+  returns?: ReturnDefinition;
+  env?: string[];
+  frameworks?: string[];
+  aiAgent?: {
+    systemPrompt?: string;
+    model?: string;
+  };
+}
+
+export interface ParameterDefinition {
+  name: string;
+  type: 'string' | 'number' | 'boolean' | 'object' | 'array';
+  description: string;
+  required: boolean;
+  default?: unknown;
+}
+
+export interface ReturnDefinition {
+  type: string;
+  description: string;
+}
+
+export interface PackageInfo {
+  name: string;
+  description: string;
+  author: string;
+  license: string;
+  category: string;
+}
+
+export interface GeneratorConfig {
+  packageInfo: PackageInfo;
+  tools: ToolDefinition[];
+  outputPath: string;
+  mode: 'simple' | 'advanced';
+}
+
+export interface CLIOptions {
+  name?: string;
+  description?: string;
+  category?: string;
+  tool?: string[];
+  output?: string;
+  yes?: boolean;
+}
+
+export interface GenerationResult {
+  success: boolean;
+  outputPath: string;
+  filesCreated: string[];
+  error?: string;
+}
diff --git a/packages/tools/create-basic-tools/src/utils/file-writer.ts b/packages/tools/create-basic-tools/src/utils/file-writer.ts
new file mode 100644
index 0000000..f85a8da
--- /dev/null
+++ b/packages/tools/create-basic-tools/src/utils/file-writer.ts
@@ -0,0 +1,60 @@
+import * as fs from 'node:fs/promises';
+import * as path from 'node:path';
+import { fileURLToPath } from 'node:url';
+
+const __filename = fileURLToPath(import.meta.url);
+const __dirname = path.dirname(__filename);
+
+/**
+ * Ensures a directory exists, creating it if necessary
+ */
+export async function ensureDir(dirPath: string): Promise<void> {
+  await fs.mkdir(dirPath, { recursive: true });
+}
+
+/**
+ * Writes a file with the given content
+ */
+export async function writeFile(filePath: string, content: string): Promise<void> {
+  await fs.writeFile(filePath, content, 'utf-8');
+}
+
+/**
+ * Copies a template file to the destination
+ */
+export async function copyTemplate(
+  templateName: string,
+  destPath: string,
+  replacements?: Record<string, string>
+): Promise<void> {
+  const templatePath = path.join(__dirname, '../../templates', templateName);
+  let content = await fs.readFile(templatePath, 'utf-8');
+
+  // Apply replacements if provided
+  if (replacements) {
+    for (const [key, value] of Object.entries(replacements)) {
+      content = content.replaceAll(`{{${key}}}`, value);
+    }
+  }
+
+  await writeFile(destPath, content);
+}
+
+/**
+ * Checks if a path exists
+ */
+export async function pathExists(filePath: string): Promise<boolean> {
+  try {
+    await fs.access(filePath);
+    return true;
+  } catch {
+    return false;
+  }
+}
+
+/**
+ * Gets the absolute path, resolving relative paths
+ */
+export function getAbsolutePath(inputPath: string): string {
+  return path.resolve(process.cwd(), inputPath);
+}
diff --git a/packages/tools/create-basic-tools/src/utils/logger.ts b/packages/tools/create-basic-tools/src/utils/logger.ts
new file mode 100644
index 0000000..388a228
--- /dev/null
+++ b/packages/tools/create-basic-tools/src/utils/logger.ts
@@ -0,0 +1,41 @@
+import pc from 'picocolors';
+
+/**
+ * Logger utilities with colored output
+ */
+
+export function success(message: string): void {
+  console.log(pc.green(`✓ ${message}`));
+}
+
+export function error(message: string): void {
+  console.error(pc.red(`✗ ${message}`));
+}
+
+export function warn(message: string): void {
+  console.warn(pc.yellow(`⚠ ${message}`));
+}
+
+export function info(message: string): void {
+  console.log(pc.blue(`ℹ ${message}`));
+}
+
+export function dim(message: string): void {
+  console.log(pc.dim(message));
+}
+
+export function bold(message: string): string {
+  return pc.bold(message);
+}
+
+export function cyan(message: string): string {
+  return pc.cyan(message);
+}
+
+export function yellow(message: string): string {
+  return pc.yellow(message);
+}
+
+export function green(message: string): string {
+  return pc.green(message);
+}
diff --git a/packages/tools/create-basic-tools/src/validation/package-name.ts b/packages/tools/create-basic-tools/src/validation/package-name.ts
new file mode 100644
index 0000000..b73fb45
--- /dev/null
+++ b/packages/tools/create-basic-tools/src/validation/package-name.ts
@@ -0,0 +1,89 @@
+import validatePackageName from 'validate-npm-package-name';
+
+export interface PackageNameValidation {
+  valid: boolean;
+  errors?: string[];
+  warnings?: string[];
+}
+
+/**
+ * Validates an npm package name
+ */
+export function validateNpmPackageName(name: string): PackageNameValidation {
+  const result = validatePackageName(name);
+
+  if (result.validForNewPackages) {
+    return {
+      valid: true,
+      warnings: result.warnings,
+    };
+  }
+
+  return {
+    valid: false,
+    errors: result.errors,
+    warnings: result.warnings,
+  };
+}
+
+/**
+ * Validates that export name is a valid JavaScript identifier
+ */
+export function validateExportName(name: string): { valid: boolean; error?: string } {
+  if (!name || name.length === 0) {
+    return { valid: false, error: 'Export name cannot be empty' };
+  }
+
+  // JavaScript identifier regex: must start with letter, $, or _, followed by letters, digits, $, or _
+  const identifierRegex = /^[a-zA-Z_$][a-zA-Z0-9_$]*$/;
+
+  if (!identifierRegex.test(name)) {
+    return {
+      valid: false,
+      error: 'Export name must be a valid JavaScript identifier (e.g., myTool, summarizeText)',
+    };
+  }
+
+  // Check for reserved words
+  const reservedWords = [
+    'break',
+    'case',
+    'catch',
+    'class',
+    'const',
+    'continue',
+    'debugger',
+    'default',
+    'delete',
+    'do',
+    'else',
+    'export',
+    'extends',
+    'finally',
+    'for',
+    'function',
+    'if',
+    'import',
+    'in',
+    'instanceof',
+    'new',
+    'return',
+    'super',
+    'switch',
+    'this',
+    'throw',
+    'try',
+    'typeof',
+    'var',
+    'void',
+    'while',
+    'with',
+    'yield',
+  ];
+
+  if (reservedWords.includes(name)) {
+    return { valid: false, error: `"${name}" is a reserved JavaScript keyword` };
+  }
+
+  return { valid: true };
+}
diff --git a/packages/tools/create-basic-tools/src/validation/tool-metadata.ts b/packages/tools/create-basic-tools/src/validation/tool-metadata.ts
new file mode 100644
index 0000000..098569d
--- /dev/null
+++ b/packages/tools/create-basic-tools/src/validation/tool-metadata.ts
@@ -0,0 +1,72 @@
+import { TPMJS_CATEGORIES, TpmjsToolDefinitionSchema } from '@tpmjs/types/tpmjs';
+import type { TpmjsCategory } from '@tpmjs/types/tpmjs';
+import type { ToolDefinition } from '../types.js';
+
+/**
+ * Validates a tool definition against TPMJS schema
+ */
+export function validateToolDefinition(tool: ToolDefinition): {
+  valid: boolean;
+  errors?: string[];
+} {
+  const result = TpmjsToolDefinitionSchema.safeParse(tool);
+
+  if (result.success) {
+    return { valid: true };
+  }
+
+  const errors = result.error.issues.map((issue) => {
+    const path = issue.path.join('.');
+    return `${path}: ${issue.message}`;
+  });
+
+  return { valid: false, errors };
+}
+
+/**
+ * Validates that category is one of the allowed TPMJS categories
+ */
+export function validateCategory(category: string): {
+  valid: boolean;
+  error?: string;
+} {
+  if (!TPMJS_CATEGORIES.includes(category as TpmjsCategory)) {
+    return {
+      valid: false,
+      error: `Category must be one of: ${TPMJS_CATEGORIES.join(', ')}`,
+    };
+  }
+
+  return { valid: true };
+}
+
+/**
+ * Validates tool description length
+ */
+export function validateDescription(description: string): {
+  valid: boolean;
+  error?: string;
+} {
+  if (description.length < 20) {
+    return {
+      valid: false,
+      error: 'Description must be at least 20 characters',
+    };
+  }
+
+  if (description.length > 500) {
+    return {
+      valid: false,
+      error: 'Description must be at most 500 characters',
+    };
+  }
+
+  return { valid: true };
+}
+
+/**
+ * Get all available TPMJS categories
+ */
+export function getAvailableCategories(): readonly TpmjsCategory[] {
+  return TPMJS_CATEGORIES;
+}
diff --git a/packages/tools/create-basic-tools/templates/gitignore.txt b/packages/tools/create-basic-tools/templates/gitignore.txt
new file mode 100644
index 0000000..3a5c1d0
--- /dev/null
+++ b/packages/tools/create-basic-tools/templates/gitignore.txt
@@ -0,0 +1,6 @@
+node_modules
+dist
+.env
+.env.local
+*.log
+.DS_Store
diff --git a/packages/tools/create-basic-tools/templates/license-mit.txt b/packages/tools/create-basic-tools/templates/license-mit.txt
new file mode 100644
index 0000000..7e7f03f
--- /dev/null
+++ b/packages/tools/create-basic-tools/templates/license-mit.txt
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) {{YEAR}} {{AUTHOR}}
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/packages/tools/create-basic-tools/templates/npmignore.txt b/packages/tools/create-basic-tools/templates/npmignore.txt
new file mode 100644
index 0000000..bd6dabf
--- /dev/null
+++ b/packages/tools/create-basic-tools/templates/npmignore.txt
@@ -0,0 +1,7 @@
+src
+tsconfig.json
+tsup.config.ts
+.env
+.env.local
+*.log
+.DS_Store
diff --git a/packages/tools/create-basic-tools/tsconfig.json b/packages/tools/create-basic-tools/tsconfig.json
new file mode 100644
index 0000000..8934438
--- /dev/null
+++ b/packages/tools/create-basic-tools/tsconfig.json
@@ -0,0 +1,11 @@
+{
+  "extends": "@tpmjs/tsconfig/base.json",
+  "compilerOptions": {
+    "outDir": "dist",
+    "rootDir": "src",
+    "composite": false,
+    "incremental": false
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/tools/create-basic-tools/tsup.config.ts b/packages/tools/create-basic-tools/tsup.config.ts
new file mode 100644
index 0000000..0015f1e
--- /dev/null
+++ b/packages/tools/create-basic-tools/tsup.config.ts
@@ -0,0 +1,12 @@
+import { defineConfig } from 'tsup';
+
+export default defineConfig({
+  entry: ['src/index.ts'],
+  format: ['esm'],
+  dts: true,
+  clean: true,
+  shims: true,
+  banner: {
+    js: '#!/usr/bin/env node',
+  },
+});
diff --git a/packages/tools/createBlogPost/package.json b/packages/tools/createBlogPost/package.json
deleted file mode 100644
index 7fc3fb7..0000000
--- a/packages/tools/createBlogPost/package.json
+++ /dev/null
@@ -1,108 +0,0 @@
-{
-  "name": "@tpmjs/createblogpost",
-  "version": "0.2.0",
-  "description": "A tool for creating structured blog posts with AI-generated content",
-  "type": "module",
-  "keywords": ["tpmjs-tool", "blog", "content", "ai", "writing"],
-  "exports": {
-    ".": {
-      "types": "./dist/index.d.ts",
-      "default": "./dist/index.js"
-    }
-  },
-  "files": ["dist"],
-  "scripts": {
-    "build": "tsup",
-    "dev": "tsup --watch",
-    "type-check": "tsc --noEmit",
-    "clean": "rm -rf dist .turbo"
-  },
-  "devDependencies": {
-    "@tpmjs/tsconfig": "workspace:*",
-    "tsup": "^8.3.5",
-    "typescript": "^5.9.3"
-  },
-  "publishConfig": {
-    "access": "public"
-  },
-  "repository": {
-    "type": "git",
-    "url": "https://github.com/ajaxdavis/tpmjs.git",
-    "directory": "packages/tools/createBlogPost"
-  },
-  "homepage": "https://tpmjs.com",
-  "license": "MIT",
-  "tpmjs": {
-    "category": "text-analysis",
-    "description": "Creates structured blog posts with customizable frontmatter, content sections, and SEO metadata. Supports multiple output formats including Markdown and MDX.",
-    "example": "const post = await createBlogPost({ title: 'My First Post', author: 'John Doe', content: 'Hello World!', tags: ['intro', 'blog'] });",
-    "parameters": [
-      {
-        "name": "title",
-        "type": "string",
-        "description": "The title of the blog post",
-        "required": true
-      },
-      {
-        "name": "author",
-        "type": "string",
-        "description": "The author of the blog post",
-        "required": true
-      },
-      {
-        "name": "content",
-        "type": "string",
-        "description": "The main content of the blog post",
-        "required": true
-      },
-      {
-        "name": "tags",
-        "type": "string[]",
-        "description": "Array of tags for categorization",
-        "required": false,
-        "default": []
-      },
-      {
-        "name": "format",
-        "type": "'markdown' | 'mdx'",
-        "description": "Output format for the blog post",
-        "required": false,
-        "default": "markdown"
-      },
-      {
-        "name": "excerpt",
-        "type": "string",
-        "description": "Short excerpt or summary of the post",
-        "required": false
-      }
-    ],
-    "returns": {
-      "type": "BlogPost",
-      "description": "A structured blog post object with frontmatter, content, and metadata including slug, wordCount, readingTime, and formattedOutput"
-    },
-    "authentication": {
-      "required": false,
-      "type": "api-key"
-    },
-    "pricing": {
-      "model": "free"
-    },
-    "frameworks": ["vercel-ai", "langchain"],
-    "links": {
-      "documentation": "https://tpmjs.com/tools/createblogpost",
-      "repository": "https://github.com/ajaxdavis/tpmjs/tree/main/packages/tools/createBlogPost",
-      "homepage": "https://tpmjs.com"
-    },
-    "tags": ["blog", "content", "markdown", "mdx", "writing", "seo"],
-    "status": "stable",
-    "aiAgent": {
-      "useCase": "Use this tool when users need to generate blog posts, articles, or structured content with proper frontmatter and metadata. Ideal for content management systems, static site generators, and documentation sites.",
-      "limitations": "Does not include AI content generation - you must provide the content. Only formats and structures existing content.",
-      "examples": [
-        "Create a blog post about TypeScript best practices",
-        "Generate a tutorial post with code examples",
-        "Format an article with SEO metadata"
-      ]
-    }
-  }
-}
diff --git a/packages/tools/createBlogPost/src/index.ts b/packages/tools/createBlogPost/src/index.ts
deleted file mode 100644
index 6c3b4e9..0000000
--- a/packages/tools/createBlogPost/src/index.ts
+++ /dev/null
@@ -1,147 +0,0 @@
-/**
- * Blog Post Creation Tool for TPMJS
- * Creates structured blog posts with frontmatter and metadata
- */
-
-export interface BlogPostOptions {
-  title: string;
-  author: string;
-  content: string;
-  tags?: string[];
-  format?: 'markdown' | 'mdx';
-  excerpt?: string;
-  publishDate?: Date;
-}
-
-export interface BlogPost {
-  frontmatter: {
-    title: string;
-    author: string;
-    date: string;
-    tags: string[];
-    excerpt?: string;
-    slug: string;
-    wordCount: number;
-    readingTime: number;
-  };
-  content: string;
-  formattedOutput: string;
-}
-
-/**
- * Creates a slug from a title
- */
-function createSlug(title: string): string {
-  return title
-    .toLowerCase()
-    .trim()
-    .replace(/[^\w\s-]/g, '')
-    .replace(/[\s_-]+/g, '-')
-    .replace(/^-+|-+$/g, '');
-}
-
-/**
- * Calculates reading time based on word count
- * Assumes average reading speed of 200 words per minute
- */
-function calculateReadingTime(wordCount: number): number {
-  return Math.ceil(wordCount / 200);
-}
-
-/**
- * Counts words in content
- */
-function countWords(content: string): number {
-  return content.trim().split(/\s+/).length;
-}
-
-/**
- * Formats frontmatter as YAML
- */
-function formatFrontmatter(
-  frontmatter: BlogPost['frontmatter'],
-  format: 'markdown' | 'mdx'
-): string {
-  const delimiter = format === 'mdx' ? '---' : '---';
-  const lines = [
-    delimiter,
-    `title: "${frontmatter.title}"`,
-    `author: ${frontmatter.author}`,
-    `date: ${frontmatter.date}`,
-    `slug: ${frontmatter.slug}`,
-    `tags: [${frontmatter.tags.map((tag) => `"${tag}"`).join(', ')}]`,
-  ];
-
-  if (frontmatter.excerpt) {
-    lines.push(`excerpt: "${frontmatter.excerpt}"`);
-  }
-
-  lines.push(`wordCount: ${frontmatter.wordCount}`);
-  lines.push(`readingTime: ${frontmatter.readingTime}`);
-  lines.push(delimiter);
-
-  return lines.join('\n');
-}
-
-/**
- * Creates a structured blog post with frontmatter and metadata
- */
-export async function createBlogPost(options: BlogPostOptions): Promise<BlogPost> {
-  const {
-    title,
-    author,
-    content,
-    tags = [],
-    format = 'markdown',
-    excerpt,
-    publishDate = new Date(),
-  } = options;
-
-  // Validate required fields
-  if (!title || title.trim().length === 0) {
-    throw new Error('Title is required');
-  }
-
-  if (!author || author.trim().length === 0) {
-    throw new Error('Author is required');
-  }
-
-  if (!content || content.trim().length === 0) {
-    throw new Error('Content is required');
-  }
-
-  // Calculate metadata
-  const slug = createSlug(title);
-  const wordCount = countWords(content);
-  const readingTime = calculateReadingTime(wordCount);
-
-  // Build frontmatter
-  const frontmatter: BlogPost['frontmatter'] = {
-    title,
-    author,
-    date: publishDate.toISOString().split('T')[0] || '',
-    tags,
-    slug,
-    wordCount,
-    readingTime,
-  };
-
-  if (excerpt) {
-    frontmatter.excerpt = excerpt;
-  }
-
-  // Format the complete blog post
-  const formattedFrontmatter = formatFrontmatter(frontmatter, format);
-  const formattedOutput = `${formattedFrontmatter}\n\n${content}`;
-
-  return {
-    frontmatter,
-    content,
-    formattedOutput,
-  };
-}
-
-/**
- * Export default for convenience
- */
-export default createBlogPost;
diff --git a/packages/tools/emoji-magic/CHANGELOG.md b/packages/tools/emoji-magic/CHANGELOG.md
new file mode 100644
index 0000000..9bdf7b8
--- /dev/null
+++ b/packages/tools/emoji-magic/CHANGELOG.md
@@ -0,0 +1,7 @@
+# @tpmjs/emoji-magic
+
+## 0.2.0
+
+### Minor Changes
+
+- Add emoji-magic package with text-to-emoji conversion and mood detection tools
diff --git a/packages/tools/emoji-magic/README.md b/packages/tools/emoji-magic/README.md
new file mode 100644
index 0000000..379c601
--- /dev/null
+++ b/packages/tools/emoji-magic/README.md
@@ -0,0 +1,41 @@
+# @tpmjs/emoji-magic
+
+AI SDK tools for emoji conversion and mood detection. Make your text more expressive! ✨
+
+## Tools
+
+### textToEmoji
+Convert text into emoji representations - perfect for making messages more expressive!
+
+```typescript
+import { textToEmoji } from '@tpmjs/emoji-magic';
+
+const result = await textToEmoji.execute({
+  text: "I love my cat and dog",
+  style: 'creative'
+});
+// Result: "I ❤️ my 🐱 and 🐶"
+```
+
+### emojiMood
+Detect the mood/sentiment and suggest appropriate emojis for the text.
+
+```typescript
+import { emojiMood } from '@tpmjs/emoji-magic';
+
+const result = await emojiMood.execute({
+  text: "This is amazing! I'm so excited!",
+  count: 3
+});
+// Returns: { mood: 'excited', suggestions: ['🎉', '🎊', '🥳'] }
+```
+
+## Installation
+
+```bash
+npm install @tpmjs/emoji-magic
+```
+
+## License
+
+MIT
diff --git a/packages/tools/emoji-magic/package.json b/packages/tools/emoji-magic/package.json
new file mode 100644
index 0000000..16528db
--- /dev/null
+++ b/packages/tools/emoji-magic/package.json
@@ -0,0 +1,35 @@
+{
+  "name": "@tpmjs/emoji-magic",
+  "version": "0.2.1",
+  "description": "AI SDK tools for emoji-magic - convert text to emojis and back!",
+  "type": "module",
+  "main": "dist/index.js",
+  "types": "dist/index.d.ts",
+  "scripts": {
+    "build": "tsc",
+    "type-check": "tsc --noEmit"
+  },
+  "keywords": ["tpmjs", "emoji", "ai", "text-processing"],
+  "tpmjs": {
+    "category": "text-analysis",
+    "frameworks": ["vercel-ai"],
+    "tools": [
+      {
+        "exportName": "textToEmoji",
+        "description": "Convert text into emoji representations - perfect for making messages more expressive!"
+      },
+      {
+        "exportName": "emojiMood",
+        "description": "Detect the mood/sentiment and suggest appropriate emojis for the text"
+      }
+    ]
+  },
+  "dependencies": {
+    "ai": "6.0.0-beta.131",
+    "zod": "^4.1.13"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "typescript": "^5.9.3"
+  }
+}
diff --git a/packages/tools/emoji-magic/src/index.ts b/packages/tools/emoji-magic/src/index.ts
new file mode 100644
index 0000000..550ef6e
--- /dev/null
+++ b/packages/tools/emoji-magic/src/index.ts
@@ -0,0 +1,7 @@
+/**
+ * TPMJS Emoji Magic Tool Package
+ * AI SDK tools for emoji conversion and mood detection
+ */
+
+export { textToEmoji } from './tools/textToEmoji.js';
+export { emojiMood } from './tools/emojiMood.js';
diff --git a/packages/tools/emoji-magic/src/tools/emojiMood.ts b/packages/tools/emoji-magic/src/tools/emojiMood.ts
new file mode 100644
index 0000000..f42d276
--- /dev/null
+++ b/packages/tools/emoji-magic/src/tools/emojiMood.ts
@@ -0,0 +1,117 @@
+import { tool } from 'ai';
+import { z } from 'zod';
+
+const EmojiMoodSchema = z.object({
+  text: z
+    .string()
+    .min(1, 'Text cannot be empty')
+    .describe('The text to analyze for mood/sentiment'),
+  count: z.number().int().positive().default(3).describe('Number of emoji suggestions to return'),
+});
+
+export const emojiMood = tool({
+  description: 'Detect the mood/sentiment and suggest appropriate emojis for the text',
+  inputSchema: EmojiMoodSchema,
+  async execute(input: z.infer<typeof EmojiMoodSchema>) {
+    const { text, count } = input;
+
+    // Validate required parameters (defensive check)
+    if (!text) {
+      return {
+        success: false,
+        error: 'Missing required parameter: text',
+        mood: 'unknown',
+        suggestions: [],
+        text_length: 0,
+        analysis: 'Cannot analyze mood without text input',
+      };
+    }
+
+    // Simple sentiment analysis based on keywords
+    const positiveWords = [
+      'happy',
+      'joy',
+      'great',
+      'awesome',
+      'excellent',
+      'love',
+      'wonderful',
+      'amazing',
+      'fantastic',
+      'good',
+      'nice',
+      'best',
+      'yay',
+      'win',
+      'success',
+    ];
+    const negativeWords = [
+      'sad',
+      'bad',
+      'awful',
+      'terrible',
+      'hate',
+      'worst',
+      'angry',
+      'mad',
+      'upset',
+      'disappointed',
+      'fail',
+      'lose',
+      'pain',
+    ];
+    const excitedWords = [
+      'excited',
+      'wow',
+      'omg',
+      'amazing',
+      'incredible',
+      'party',
+      'celebrate',
+      'yay',
+    ];
+    const calmWords = ['calm', 'peace', 'relax', 'chill', 'zen', 'meditate', 'sleep', 'rest'];
+
+    const lowerText = text.toLowerCase();
+
+    let mood = 'neutral';
+    let emojis: string[] = [];
+
+    // Check for positive sentiment
+    if (positiveWords.some((word) => lowerText.includes(word))) {
+      mood = 'positive';
+      emojis = ['😊', '😄', '🎉', '❤️', '👍', '🌟', '✨', '😁', '🥳', '💖'];
+    }
+    // Check for negative sentiment
+    else if (negativeWords.some((word) => lowerText.includes(word))) {
+      mood = 'negative';
+      emojis = ['😢', '😞', '😔', '💔', '😭', '😟', '🙁', '😕', '😣', '😖'];
+    }
+    // Check for excited sentiment
+    else if (excitedWords.some((word) => lowerText.includes(word))) {
+      mood = 'excited';
+      emojis = ['🎉', '🎊', '🥳', '😆', '🤩', '⚡', '🔥', '💥', '🌟', '✨'];
+    }
+    // Check for calm sentiment
+    else if (calmWords.some((word) => lowerText.includes(word))) {
+      mood = 'calm';
+      emojis = ['😌', '😊', '🧘', '🌙', '☁️', '💙', '🕊️', '🌸', '🍃', '💤'];
+    }
+    // Default neutral
+    else {
+      mood = 'neutral';
+      emojis = ['🙂', '😐', '😶', '🤔', '💭', '📝', '💬', '👌', '✌️', '🤷'];
+    }
+
+    // Return requested number of suggestions
+    const suggestions = emojis.slice(0, count);
+
+    return {
+      success: true,
+      mood,
+      suggestions,
+      text_length: text.length,
+      analysis: `Detected ${mood} mood with ${suggestions.length} emoji suggestions`,
+    };
+  },
+});
diff --git a/packages/tools/emoji-magic/src/tools/textToEmoji.ts b/packages/tools/emoji-magic/src/tools/textToEmoji.ts
new file mode 100644
index 0000000..285a57f
--- /dev/null
+++ b/packages/tools/emoji-magic/src/tools/textToEmoji.ts
@@ -0,0 +1,104 @@
+import { tool } from 'ai';
+import { z } from 'zod';
+
+const TextToEmojiSchema = z.object({
+  text: z.string().min(1, 'Text cannot be empty').describe('The text to convert to emoji'),
+  style: z
+    .enum(['literal', 'creative', 'random'])
+    .default('creative')
+    .describe(
+      'How to convert: literal (direct replacements), creative (interpretive), random (surprise me!)'
+    ),
+});
+
+export const textToEmoji = tool({
+  description:
+    'Convert text into emoji representations - perfect for making messages more expressive!',
+  inputSchema: TextToEmojiSchema,
+  async execute(input: z.infer<typeof TextToEmojiSchema>) {
+    const { text, style } = input;
+
+    // Validate required parameters (defensive check)
+    if (!text) {
+      return {
+        success: false,
+        error: 'Missing required parameter: text',
+        original: '',
+        converted: '',
+        style,
+        emoji_count: 0,
+      };
+    }
+
+    // Simple word-to-emoji mappings
+    const emojiMap: Record<string, string> = {
+      // Emotions
+      happy: '😊',
+      sad: '😢',
+      angry: '😠',
+      love: '❤️',
+      heart: '💖',
+      excited: '🎉',
+      crying: '😭',
+      laughing: '😂',
+      cool: '😎',
+      // Animals
+      cat: '🐱',
+      dog: '🐶',
+      bird: '🐦',
+      fish: '🐠',
+      monkey: '🐵',
+      lion: '🦁',
+      tiger: '🐯',
+      bear: '🐻',
+      panda: '🐼',
+      // Objects
+      car: '🚗',
+      house: '🏠',
+      tree: '🌳',
+      flower: '🌸',
+      sun: '☀️',
+      moon: '🌙',
+      star: '⭐',
+      fire: '🔥',
+      water: '💧',
+      food: '🍔',
+      // Actions
+      run: '🏃',
+      dance: '💃',
+      sleep: '😴',
+      think: '🤔',
+      write: '✍️',
+      read: '📖',
+      music: '🎵',
+      party: '🎊',
+      work: '💼',
+    };
+
+    const words = text.toLowerCase().split(/\s+/);
+    const converted = words
+      .map((word) => {
+        // Remove punctuation for matching
+        const cleanWord = word.replace(/[^\w]/g, '');
+
+        if (style === 'random') {
+          // 50% chance to replace with random emoji
+          if (Math.random() > 0.5) {
+            const emojis = Object.values(emojiMap);
+            return emojis[Math.floor(Math.random() * emojis.length)];
+          }
+        }
+
+        return emojiMap[cleanWord] || word;
+      })
+      .join(' ');
+
+    return {
+      success: true,
+      original: text,
+      converted,
+      style,
+      emoji_count: (converted.match(/[\u{1F300}-\u{1F9FF}]/gu) || []).length,
+    };
+  },
+});
diff --git a/packages/tools/emoji-magic/tsconfig.json b/packages/tools/emoji-magic/tsconfig.json
new file mode 100644
index 0000000..66f44b0
--- /dev/null
+++ b/packages/tools/emoji-magic/tsconfig.json
@@ -0,0 +1,9 @@
+{
+  "extends": "@tpmjs/tsconfig/base.json",
+  "compilerOptions": {
+    "outDir": "dist",
+    "rootDir": "src"
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/tools/hello/CHANGELOG.md b/packages/tools/hello/CHANGELOG.md
new file mode 100644
index 0000000..4f9b6e2
--- /dev/null
+++ b/packages/tools/hello/CHANGELOG.md
@@ -0,0 +1,9 @@
+# @tpmjs/hello
+
+## 0.0.2
+
+### Patch Changes
+
+- feat: add multi-tool example package with helloWorldTool and helloNameTool
+
+  This is the first TPMJS package published with the new multi-tool format, demonstrating support for multiple tool exports in a single package.
diff --git a/packages/tools/hello/README.md b/packages/tools/hello/README.md
new file mode 100644
index 0000000..0e04c23
--- /dev/null
+++ b/packages/tools/hello/README.md
@@ -0,0 +1,80 @@
+# @tpmjs/hello
+
+Simple example TPMJS tools for AI SDK v6 - demonstrates how to create tools that work with AI agents.
+
+## Tools
+
+### helloWorldTool
+Returns a simple "Hello, World!" greeting with a timestamp.
+
+**Parameters:** None
+
+**Returns:**
+```json
+{
+  "message": "Hello, World!",
+  "timestamp": "2024-12-04T..."
+}
+```
+
+### helloNameTool
+Returns a personalized greeting with the provided name.
+
+**Parameters:**
+- `name` (string, required): The name of the person to greet
+
+**Returns:**
+```json
+{
+  "message": "Hello, John!",
+  "timestamp": "2024-12-04T..."
+}
+```
+
+## Usage
+
+### With AI SDK v6
+
+```typescript
+import { streamText } from 'ai';
+import { openai } from '@ai-sdk/openai';
+import { helloWorldTool, helloNameTool } from '@tpmjs/hello';
+
+const result = streamText({
+  model: openai('gpt-4o-mini'),
+  messages: [{ role: 'user', content: 'Say hello to Alice' }],
+  tools: {
+    helloWorld: helloWorldTool,
+    helloName: helloNameTool,
+  },
+});
+```
+
+## Template for Creating TPMJS Tools
+
+This package serves as a template for creating your own TPMJS tools. Key requirements:
+
+1. **Use AI SDK v6 Beta** (`ai@6.0.0-beta.124`)
+2. **Use Zod 4** for parameter validation
+3. **Export tool objects** with `description`, `parameters`, and `execute`
+4. **Add TPMJS metadata** to package.json:
+   ```json
+   "tpmjs": {
+     "category": "text-analysis",
+     "description": "Your tool description"
+   }
+   ```
+5. **Include the `tpmjs` keyword** in package.json
+
+## Development
+
+```bash
+# Build
+pnpm build
+
+# Type check
+pnpm type-check
+
+# Watch mode
+pnpm dev
+```
diff --git a/packages/tools/hello/package.json b/packages/tools/hello/package.json
new file mode 100644
index 0000000..50d552c
--- /dev/null
+++ b/packages/tools/hello/package.json
@@ -0,0 +1,67 @@
+{
+  "name": "@tpmjs/hello",
+  "version": "0.0.2",
+  "description": "Example TPMJS tools - Hello World and Hello Name",
+  "main": "dist/index.js",
+  "types": "dist/index.d.ts",
+  "scripts": {
+    "build": "tsc",
+    "dev": "tsc --watch",
+    "clean": "rm -rf dist",
+    "type-check": "tsc --noEmit"
+  },
+  "keywords": ["tpmjs", "ai-sdk", "hello", "example"],
+  "tpmjs": {
+    "category": "text-analysis",
+    "frameworks": ["vercel-ai"],
+    "tools": [
+      {
+        "exportName": "helloWorldTool",
+        "description": "Returns a simple 'Hello, World!' greeting with optional timestamp and customizable message",
+        "parameters": [
+          {
+            "name": "includeTimestamp",
+            "type": "boolean",
+            "description": "Whether to include the current timestamp in the greeting",
+            "required": false
+          }
+        ],
+        "returns": {
+          "type": "string",
+          "description": "A greeting message, optionally with timestamp"
+        }
+      },
+      {
+        "exportName": "helloNameTool",
+        "description": "Returns a personalized greeting with the provided name",
+        "parameters": [
+          {
+            "name": "name",
+            "type": "string",
+            "description": "The name to greet",
+            "required": true
+          },
+          {
+            "name": "formal",
+            "type": "boolean",
+            "description": "Whether to use formal greeting (Mr./Ms.)",
+            "required": false
+          }
+        ],
+        "returns": {
+          "type": "string",
+          "description": "A personalized greeting message"
+        }
+      }
+    ]
+  },
+  "dependencies": {
+    "ai": "6.0.0-beta.124"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "tsx": "^4.20.6",
+    "typescript": "^5.9.3"
+  },
+  "files": ["dist", "README.md"]
+}
diff --git a/packages/tools/hello/src/index.ts b/packages/tools/hello/src/index.ts
new file mode 100644
index 0000000..f2e1b54
--- /dev/null
+++ b/packages/tools/hello/src/index.ts
@@ -0,0 +1,75 @@
+import { jsonSchema, tool } from 'ai';
+
+/**
+ * Input type for Hello World Tool
+ */
+type HelloWorldInput = {
+  includeTimestamp?: boolean;
+};
+
+/**
+ * Hello World Tool
+ * Returns a simple "Hello, World!" greeting
+ *
+ * This is a proper AI SDK v6 tool that can be used with streamText()
+ * Uses jsonSchema() to avoid Zod 4 JSON Schema conversion issues with OpenAI
+ */
+export const helloWorldTool = tool({
+  description: 'Returns a simple "Hello, World!" greeting message',
+  inputSchema: jsonSchema<HelloWorldInput>({
+    type: 'object',
+    properties: {
+      includeTimestamp: {
+        type: 'boolean',
+        description: 'Whether to include a timestamp in the response',
+      },
+    },
+    additionalProperties: false,
+  }),
+  async execute({ includeTimestamp = true }) {
+    const response: Record<string, unknown> = {
+      message: 'Hello, World!',
+    };
+
+    if (includeTimestamp) {
+      response.timestamp = new Date().toISOString();
+    }
+
+    return response;
+  },
+});
+
+/**
+ * Input type for Hello Name Tool
+ */
+type HelloNameInput = {
+  name: string;
+};
+
+/**
+ * Hello Name Tool
+ * Returns a personalized greeting with the provided name
+ *
+ * This is a proper AI SDK v6 tool that can be used with streamText()
+ * Uses jsonSchema() to avoid Zod 4 JSON Schema conversion issues with OpenAI
+ */
+export const helloNameTool = tool({
+  description: 'Returns a personalized greeting with the provided name',
+  inputSchema: jsonSchema<HelloNameInput>({
+    type: 'object',
+    properties: {
+      name: {
+        type: 'string',
+        description: 'The name of the person to greet',
+      },
+    },
+    required: ['name'],
+    additionalProperties: false,
+  }),
+  async execute({ name }) {
+    return {
+      message: `Hello, ${name}!`,
+      timestamp: new Date().toISOString(),
+    };
+  },
+});
diff --git a/packages/tools/hello/tsconfig.json b/packages/tools/hello/tsconfig.json
new file mode 100644
index 0000000..72f514d
--- /dev/null
+++ b/packages/tools/hello/tsconfig.json
@@ -0,0 +1,20 @@
+{
+  "compilerOptions": {
+    "target": "ES2020",
+    "module": "commonjs",
+    "lib": ["ES2020"],
+    "outDir": "./dist",
+    "rootDir": "./src",
+    "declaration": true,
+    "declarationMap": true,
+    "sourceMap": true,
+    "strict": true,
+    "esModuleInterop": true,
+    "skipLibCheck": true,
+    "forceConsistentCasingInFileNames": true,
+    "moduleResolution": "node",
+    "resolveJsonModule": true
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/tools/markdown-formatter/CHANGELOG.md b/packages/tools/markdown-formatter/CHANGELOG.md
new file mode 100644
index 0000000..03109c6
--- /dev/null
+++ b/packages/tools/markdown-formatter/CHANGELOG.md
@@ -0,0 +1,7 @@
+# @tpmjs/markdown-formatter
+
+## 0.2.0
+
+### Minor Changes
+
+- Add markdown-formatter package with text conversion and table formatting tools
diff --git a/packages/tools/markdown-formatter/README.md b/packages/tools/markdown-formatter/README.md
new file mode 100644
index 0000000..fe03d5d
--- /dev/null
+++ b/packages/tools/markdown-formatter/README.md
@@ -0,0 +1,56 @@
+# @tpmjs/markdown-formatter
+
+AI SDK tools for formatting and manipulating markdown text. Perfect for cleaning up markdown documents and making tables more readable!
+
+## Tools
+
+### markdownToPlainText
+
+Convert markdown to plain text by removing all formatting.
+
+```typescript
+import { markdownToPlainText } from '@tpmjs/markdown-formatter';
+
+const result = await markdownToPlainText.execute({
+  markdown: '# Hello **World**\n\nThis is *italic* text.',
+  preserveLineBreaks: true,
+});
+// Result: "Hello World\n\nThis is italic text."
+```
+
+### formatMarkdownTable
+
+Format and align markdown table columns for better readability.
+
+```typescript
+import { formatMarkdownTable } from '@tpmjs/markdown-formatter';
+
+const result = await formatMarkdownTable.execute({
+  table: `
+| Name | Age | City |
+|---|---|---|
+| Alice | 30 | NYC |
+| Bob | 25 | LA |
+  `,
+  alignment: 'left',
+});
+// Returns a beautifully formatted table with aligned columns
+```
+
+## Installation
+
+```bash
+npm install @tpmjs/markdown-formatter
+```
+
+## Features
+
+- Strip markdown formatting to plain text
+- Preserve or remove line breaks
+- Format markdown tables with column alignment
+- Support for left, center, and right alignment
+- Defensive parameter validation
+
+## License
+
+MIT
diff --git a/packages/tools/markdown-formatter/package.json b/packages/tools/markdown-formatter/package.json
new file mode 100644
index 0000000..b84975c
--- /dev/null
+++ b/packages/tools/markdown-formatter/package.json
@@ -0,0 +1,35 @@
+{
+  "name": "@tpmjs/markdown-formatter",
+  "version": "0.2.0",
+  "description": "AI SDK tools for formatting and manipulating markdown text",
+  "type": "module",
+  "main": "dist/index.js",
+  "types": "dist/index.d.ts",
+  "scripts": {
+    "build": "tsc",
+    "type-check": "tsc --noEmit"
+  },
+  "keywords": ["tpmjs", "markdown", "formatter", "text-processing"],
+  "tpmjs": {
+    "category": "text-analysis",
+    "frameworks": ["vercel-ai"],
+    "tools": [
+      {
+        "exportName": "markdownToPlainText",
+        "description": "Convert markdown to plain text by removing all formatting"
+      },
+      {
+        "exportName": "formatMarkdownTable",
+        "description": "Format and align markdown table columns for better readability"
+      }
+    ]
+  },
+  "dependencies": {
+    "ai": "6.0.0-beta.131",
+    "zod": "^4.1.13"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "typescript": "^5.9.3"
+  }
+}
diff --git a/packages/tools/markdown-formatter/src/index.ts b/packages/tools/markdown-formatter/src/index.ts
new file mode 100644
index 0000000..b096099
--- /dev/null
+++ b/packages/tools/markdown-formatter/src/index.ts
@@ -0,0 +1,7 @@
+/**
+ * TPMJS Markdown Formatter Tools
+ * Tools for formatting and manipulating markdown text
+ */
+
+export { markdownToPlainText } from './tools/markdownToPlainText.js';
+export { formatMarkdownTable } from './tools/formatMarkdownTable.js';
diff --git a/packages/tools/markdown-formatter/src/tools/formatMarkdownTable.ts b/packages/tools/markdown-formatter/src/tools/formatMarkdownTable.ts
new file mode 100644
index 0000000..604e9eb
--- /dev/null
+++ b/packages/tools/markdown-formatter/src/tools/formatMarkdownTable.ts
@@ -0,0 +1,105 @@
+import { tool } from 'ai';
+import { z } from 'zod';
+
+const FormatMarkdownTableSchema = z.object({
+  table: z.string().min(1, 'Table text cannot be empty').describe('The markdown table to format'),
+  alignment: z
+    .enum(['left', 'center', 'right'])
+    .default('left')
+    .describe('Text alignment for all columns'),
+});
+
+export const formatMarkdownTable = tool({
+  description: 'Format and align markdown table columns for better readability',
+  inputSchema: FormatMarkdownTableSchema,
+  async execute(input: z.infer<typeof FormatMarkdownTableSchema>) {
+    const { table, alignment } = input;
+
+    // Defensive check: Validate required parameters
+    if (!table || table.trim().length === 0) {
+      return {
+        success: false,
+        error: 'Missing required parameter: table',
+        formattedTable: '',
+        rowCount: 0,
+        columnCount: 0,
+      };
+    }
+
+    // Split into lines and remove empty lines
+    const lines = table
+      .split('\n')
+      .map((line) => line.trim())
+      .filter((line) => line.length > 0 && line.startsWith('|'));
+
+    if (lines.length < 2) {
+      return {
+        success: false,
+        error: 'Invalid table format: need at least header and separator rows',
+        formattedTable: table,
+        rowCount: lines.length,
+        columnCount: 0,
+      };
+    }
+
+    // Parse table rows
+    const rows = lines.map((line) =>
+      line
+        .split('|')
+        .slice(1, -1)
+        .map((cell) => cell.trim())
+    );
+
+    // Calculate column widths
+    const columnCount = rows[0]?.length || 0;
+    const columnWidths = new Array(columnCount).fill(0);
+
+    for (const row of rows) {
+      for (let i = 0; i < row.length; i++) {
+        const cell = row[i];
+        const currentWidth = columnWidths[i];
+        // Skip separator row when calculating widths
+        if (cell && !cell.match(/^:?-+:?$/)) {
+          columnWidths[i] = Math.max(currentWidth || 0, cell.length);
+        }
+      }
+    }
+
+    // Format alignment markers
+    const alignmentMarkers = columnWidths.map((width) => {
+      const dashes = '-'.repeat(Math.max(3, width));
+      if (alignment === 'center') return `:${dashes}:`;
+      if (alignment === 'right') return `${dashes}:`;
+      return dashes;
+    });
+
+    // Build formatted table
+    const formattedRows: string[] = [];
+
+    for (let i = 0; i < rows.length; i++) {
+      const row = rows[i];
+      if (!row) continue;
+
+      // Check if this is the separator row
+      if (i === 1 && row.every((cell) => cell.match(/^:?-+:?$/))) {
+        // Replace with formatted separator
+        formattedRows.push(`| ${alignmentMarkers.join(' | ')} |`);
+      } else {
+        // Format data row
+        const formattedCells = row.map((cell, j) => {
+          const width = columnWidths[j] || 0;
+          return cell.padEnd(width, ' ');
+        });
+        formattedRows.push(`| ${formattedCells.join(' | ')} |`);
+      }
+    }
+
+    return {
+      success: true,
+      formattedTable: formattedRows.join('\n'),
+      rowCount: rows.length - 1, // Exclude separator row
+      columnCount,
+      alignment,
+    };
+  },
+});
diff --git a/packages/tools/markdown-formatter/src/tools/markdownToPlainText.ts b/packages/tools/markdown-formatter/src/tools/markdownToPlainText.ts
new file mode 100644
index 0000000..3fa2725
--- /dev/null
+++ b/packages/tools/markdown-formatter/src/tools/markdownToPlainText.ts
@@ -0,0 +1,80 @@
+import { tool } from 'ai';
+import { z } from 'zod';
+
+const MarkdownToPlainTextSchema = z.object({
+  markdown: z
+    .string()
+    .min(1, 'Markdown text cannot be empty')
+    .describe('The markdown text to convert to plain text'),
+  preserveLineBreaks: z
+    .boolean()
+    .default(true)
+    .describe('Whether to preserve line breaks in the output'),
+});
+
+export const markdownToPlainText = tool({
+  description: 'Convert markdown to plain text by removing all formatting',
+  inputSchema: MarkdownToPlainTextSchema,
+  async execute(input: z.infer<typeof MarkdownToPlainTextSchema>) {
+    const { markdown, preserveLineBreaks } = input;
+
+    // Defensive check: Validate required parameters
+    if (!markdown || markdown.trim().length === 0) {
+      return {
+        success: false,
+        error: 'Missing required parameter: markdown',
+        plainText: '',
+        originalLength: 0,
+        plainTextLength: 0,
+      };
+    }
+
+    // Remove markdown formatting
+    let plainText = markdown;
+
+    // Remove headers (# ## ###)
+    plainText = plainText.replace(/^#{1,6}\s+/gm, '');
+
+    // Remove bold and italic (**bold**, *italic*, __bold__, _italic_)
+    plainText = plainText.replace(/(\*\*|__)(.*?)\1/g, '$2');
+    plainText = plainText.replace(/(\*|_)(.*?)\1/g, '$2');
+
+    // Remove links [text](url) -> text
+    plainText = plainText.replace(/\[([^\]]+)\]\([^)]+\)/g, '$1');
+
+    // Remove images ![alt](url) -> alt
+    plainText = plainText.replace(/!\[([^\]]*)\]\([^)]+\)/g, '$1');
+
+    // Remove inline code `code`
+    plainText = plainText.replace(/`([^`]+)`/g, '$1');
+
+    // Remove code blocks ```code```
+    plainText = plainText.replace(/```[\s\S]*?```/g, '');
+
+    // Remove horizontal rules (---, ***)
+    plainText = plainText.replace(/^[\*\-_]{3,}$/gm, '');
+
+    // Remove blockquotes (>)
+    plainText = plainText.replace(/^>\s*/gm, '');
+
+    // Remove list markers (-, *, +, 1.)
+    plainText = plainText.replace(/^[\s]*[-\*\+]\s+/gm, '');
+    plainText = plainText.replace(/^[\s]*\d+\.\s+/gm, '');
+
+    // Handle line breaks
+    if (!preserveLineBreaks) {
+      plainText = plainText.replace(/\n+/g, ' ');
+    }
+
+    // Clean up extra whitespace
+    plainText = plainText.replace(/\s+/g, ' ').trim();
+
+    return {
+      success: true,
+      plainText,
+      originalLength: markdown.length,
+      plainTextLength: plainText.length,
+      reductionPercent: Math.round(((markdown.length - plainText.length) / markdown.length) * 100),
+    };
+  },
+});
diff --git a/packages/tools/markdown-formatter/tsconfig.json b/packages/tools/markdown-formatter/tsconfig.json
new file mode 100644
index 0000000..66f44b0
--- /dev/null
+++ b/packages/tools/markdown-formatter/tsconfig.json
@@ -0,0 +1,9 @@
+{
+  "extends": "@tpmjs/tsconfig/base.json",
+  "compilerOptions": {
+    "outDir": "dist",
+    "rootDir": "src"
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/tools/official/.gitignore b/packages/tools/official/.gitignore
new file mode 100644
index 0000000..3159c91
--- /dev/null
+++ b/packages/tools/official/.gitignore
@@ -0,0 +1,3 @@
+# Blocks CLI runtime files
+.blocks/
+.env
diff --git a/packages/tools/official/BLOCKS_DOMAIN_VALIDATOR_BUG.md b/packages/tools/official/BLOCKS_DOMAIN_VALIDATOR_BUG.md
new file mode 100644
index 0000000..0c4b5c0
--- /dev/null
+++ b/packages/tools/official/BLOCKS_DOMAIN_VALIDATOR_BUG.md
@@ -0,0 +1,168 @@
+# Blocks Domain Validator Bug Report
+
+## Status: FIXED
+
+The fix has been applied to `/Users/ajaxdavis/repos/blocks/packages/ai/src/provider.ts`.
+
+---
+
+## Summary
+
+The domain validator in `@blocksai/validators` was failing with an OpenAI structured output schema error when validating any block. The schema and shape.ts validators worked correctly.
+
+## Error Message
+
+```
+⚠ [domain] AI validation failed: Invalid schema for response_format 'response':
+In context=('properties', 'issues', 'items'), 'required' is required to be supplied
+and to be an array including every key in properties. Missing 'file'.
+```
+
+## Environment
+
+- `@blocksai/cli`: latest (installed via npx)
+- `@blocksai/validators`: latest
+- OpenAI API: Using `OPENAI_API_KEY` from .env
+- Node.js: v22.x
+- OS: macOS
+
+## Reproduction Steps
+
+1. Create a valid `blocks.yml` with any block definition
+2. Create the corresponding TypeScript file with proper exports
+3. Run `npx blocks run --all`
+
+## Example blocks.yml
+
+```yaml
+name: "tpmjs-official-tools"
+root: "."
+
+philosophy:
+  - "Tools must be pure functions with no side effects"
+
+domain:
+  entities:
+    url:
+      fields: [href, domain, protocol, path]
+
+  signals:
+    credibility:
+      description: "Trustworthiness of a source"
+
+  measures:
+    valid_output:
+      constraints:
+        - "Must return structured object matching interface"
+
+blocks:
+  domain_rules:
+    - id: pure_function
+      description: "Tool must be deterministic with no side effects"
+
+  research.pageBrief:
+    description: "Fetch URL and extract content"
+    path: "page-brief"
+    inputs:
+      - name: url
+        type: string
+    outputs:
+      - name: brief
+        type: PageBrief
+        measures: [valid_output]
+
+validators:
+  - schema
+  - shape.ts
+  - domain
+```
+
+## Observed Behavior
+
+```
+📦 Validating: research.pageBrief
+  ✓ schema ok
+  ✓ shape.ts ok
+-   Running domain...
+  ⚠ [domain] AI validation failed: Invalid schema for response_format 'response':
+     In context=('properties', 'issues', 'items'), 'required' is required to be
+     supplied and to be an array including every key in properties. Missing 'file'.
+
+  ⚠️  Block "research.pageBrief" has warnings
+```
+
+## Root Cause Analysis
+
+The error message indicates that the domain validator is constructing an OpenAI structured output request with a JSON schema that's missing required fields. Specifically:
+
+1. OpenAI's structured output feature requires that all properties in an object schema must be listed in the `required` array
+2. The domain validator's internal response schema has a `file` property in the `issues.items` object
+3. This `file` property is not included in the corresponding `required` array
+
+This is an internal schema construction issue within the domain validator, not related to user-provided blocks.yml configuration.
+
+## Expected Behavior
+
+The domain validator should:
+1. Construct a valid JSON schema for OpenAI's structured output API
+2. Ensure all properties are listed in `required` arrays
+3. Successfully analyze the block against the domain rules and philosophy
+
+## Workaround
+
+Currently, the schema and shape.ts validators work correctly. The domain validator can be skipped by removing `domain` from the validators list in blocks.yml:
+
+```yaml
+validators:
+  - schema
+  - shape.ts
+  # - domain  # Disabled due to bug
+```
+
+## Fix Applied
+
+**File:** `/Users/ajaxdavis/repos/blocks/packages/ai/src/provider.ts` (lines 163-173)
+
+**Before (broken):**
+```typescript
+const schema = z.object({
+  isValid: z.boolean(),
+  issues: z.array(
+    z.object({
+      message: z.string(),
+      severity: z.enum(["error", "warning"]),
+      file: z.string().optional(),  // ← Problem: .optional() excludes from required
+    })
+  ),
+  summary: z.string().optional().describe("..."),
+});
+```
+
+**After (fixed):**
+```typescript
+const schema = z.object({
+  isValid: z.boolean(),
+  issues: z.array(
+    z.object({
+      message: z.string().describe("Description of the issue found"),
+      severity: z.enum(["error", "warning"]).describe("Severity of the issue"),
+      file: z.string().describe("File path where the issue was found, or empty string if not file-specific"),
+    })
+  ),
+  summary: z.string().describe("Brief summary of why the block passed or failed validation"),
+});
+```
+
+**Root Cause:** OpenAI's structured output requires ALL properties to be in the JSON schema's `required` array. When Zod converts `.optional()` to JSON schema, it omits that property from `required`, causing OpenAI to reject the schema.
+
+**Solution:** Remove `.optional()` and `.default()` modifiers. Make all fields required strings. The AI will return an empty string for file-agnostic issues.
+
+## Impact
+
+- **Severity**: Medium - domain validation is non-functional
+- **Affected**: All blocks using the domain validator
+- **Workaround available**: Yes - disable domain validator
+
+## Additional Context
+
+This was tested with 6 different blocks, all showing the same error. The error is consistent and reproducible regardless of block configuration.
diff --git a/packages/tools/official/blocks.yml b/packages/tools/official/blocks.yml
new file mode 100644
index 0000000..1db851b
--- /dev/null
+++ b/packages/tools/official/blocks.yml
@@ -0,0 +1,132 @@
+name: "tpmjs-official-tools"
+root: "."
+
+philosophy:
+  - "Tools must be pure functions with no side effects"
+  - "Each tool solves one specific problem well"
+  - "Tools are publishable to npm as @tpmjs/* packages"
+  - "Use AI SDK v6 tool() + jsonSchema() pattern"
+
+domain:
+  entities:
+    url:
+      fields: [href, domain, protocol, path]
+    text:
+      fields: [content, sentences, wordCount]
+    claim:
+      fields: [statement, needsCitation, evidence]
+    timeline_event:
+      fields: [date, description, confidence]
+
+  signals:
+    credibility:
+      description: "Trustworthiness of a source"
+      extraction_hint: "Look for author, date, citations, HTTPS"
+    readability:
+      description: "How easy content is to understand"
+      extraction_hint: "Check sentence length, jargon, structure"
+
+  measures:
+    valid_output:
+      constraints:
+        - "Must return structured object matching interface"
+        - "Must not throw unhandled errors"
+    npm_publishable:
+      constraints:
+        - "Must have valid package.json with tpmjs field"
+        - "Must export tool as named and default export"
+
+blocks:
+  domain_rules:
+    - id: pure_function
+      description: "Tool must be deterministic with no side effects"
+    - id: ai_sdk_pattern
+      description: "Must use AI SDK v6 tool() + jsonSchema()"
+    - id: npm_ready
+      description: "Must be publishable to npm with complete metadata"
+
+  adapter.createBlogPost:
+    description: "Creates structured blog posts with frontmatter and metadata"
+    path: "createBlogPost"
+    inputs:
+      - name: title
+        type: string
+      - name: author
+        type: string
+      - name: content
+        type: string
+      - name: tags
+        type: string[]
+        optional: true
+      - name: format
+        type: "'markdown' | 'mdx'"
+        optional: true
+    outputs:
+      - name: blogPost
+        type: BlogPost
+        measures: [valid_output, npm_publishable]
+
+  research.pageBrief:
+    description: "Fetch URL, extract main content, return summary with key points and claims needing citations"
+    path: "page-brief"
+    inputs:
+      - name: url
+        type: string
+    outputs:
+      - name: brief
+        type: PageBrief
+        measures: [valid_output]
+
+  research.comparePages:
+    description: "Compare two URLs for agreements, conflicts, and unique points"
+    path: "compare-pages"
+    inputs:
+      - name: urlA
+        type: string
+      - name: urlB
+        type: string
+    outputs:
+      - name: comparison
+        type: PageComparison
+        measures: [valid_output]
+
+  research.sourceCredibility:
+    description: "Heuristic credibility score based on domain signals, author presence, citations"
+    path: "source-credibility"
+    inputs:
+      - name: url
+        type: string
+      - name: html
+        type: string
+        optional: true
+    outputs:
+      - name: credibility
+        type: CredibilityScore
+        measures: [valid_output]
+
+  research.claimChecklist:
+    description: "Extract checkable factual claims from text, mark what needs citations"
+    path: "claim-checklist"
+    inputs:
+      - name: text
+        type: string
+    outputs:
+      - name: checklist
+        type: ClaimChecklist
+        measures: [valid_output]
+
+  research.timelineFromText:
+    description: "Extract dated events from text, return normalized timeline with confidence"
+    path: "timeline-from-text"
+    inputs:
+      - name: text
+        type: string
+    outputs:
+      - name: timeline
+        type: Timeline
+        measures: [valid_output]
+
+validators:
+  - schema
+  - shape.ts
+  - domain
diff --git a/packages/tools/official/claim-checklist/CHANGELOG.md b/packages/tools/official/claim-checklist/CHANGELOG.md
new file mode 100644
index 0000000..f394834
--- /dev/null
+++ b/packages/tools/official/claim-checklist/CHANGELOG.md
@@ -0,0 +1,19 @@
+# @tpmjs/tools-claim-checklist
+
+## 0.2.0
+
+### Minor Changes
+
+- aaf3cdd: Add 5 new research tools for AI-powered content analysis
+
+  New tools using AI SDK v6 beta (tool() + jsonSchema() pattern):
+
+  - **@tpmjs/tools-page-brief**: Fetch URL and extract summary with key points and claims needing citations
+  - **@tpmjs/tools-compare-pages**: Compare two URLs for agreements, conflicts, and unique points
+  - **@tpmjs/tools-source-credibility**: Calculate heuristic credibility score based on domain signals
+  - **@tpmjs/tools-claim-checklist**: Extract checkable factual claims from text
+  - **@tpmjs/tools-timeline-from-text**: Extract dated events and return normalized timeline
+
+  All tools are stub implementations ready for full logic implementation.
+
+  Also moved @tpmjs/createblogpost to packages/tools/official/ directory and set up blocks.yml for Blocks framework validation.
diff --git a/packages/tools/official/claim-checklist/package.json b/packages/tools/official/claim-checklist/package.json
new file mode 100644
index 0000000..bfe388f
--- /dev/null
+++ b/packages/tools/official/claim-checklist/package.json
@@ -0,0 +1,61 @@
+{
+  "name": "@tpmjs/tools-claim-checklist",
+  "version": "0.2.0",
+  "description": "Extract checkable factual claims from text and identify what needs citations",
+  "type": "module",
+  "keywords": ["tpmjs", "research", "ai", "claims", "fact-checking", "citations"],
+  "exports": {
+    ".": {
+      "types": "./dist/index.d.ts",
+      "default": "./dist/index.js"
+    }
+  },
+  "files": ["dist"],
+  "scripts": {
+    "build": "tsup",
+    "dev": "tsup --watch",
+    "type-check": "tsc --noEmit",
+    "clean": "rm -rf dist .turbo"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "tsup": "^8.3.5",
+    "typescript": "^5.9.3"
+  },
+  "publishConfig": {
+    "access": "public"
+  },
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/anthropics/tpmjs.git",
+    "directory": "packages/tools/official/claim-checklist"
+  },
+  "homepage": "https://tpmjs.com",
+  "license": "MIT",
+  "tpmjs": {
+    "category": "research",
+    "frameworks": ["vercel-ai"],
+    "tools": [
+      {
+        "name": "claimChecklistTool",
+        "description": "Extract checkable factual claims from text and mark what needs citations",
+        "parameters": [
+          {
+            "name": "text",
+            "type": "string",
+            "description": "The text to analyze for factual claims",
+            "required": true
+          }
+        ],
+        "returns": {
+          "type": "ClaimChecklist",
+          "description": "Object with claims array and summary statistics"
+        }
+      }
+    ]
+  },
+  "dependencies": {
+    "ai": "6.0.0-beta.124",
+    "sbd": "^1.0.19"
+  }
+}
diff --git a/packages/tools/official/claim-checklist/src/index.ts b/packages/tools/official/claim-checklist/src/index.ts
new file mode 100644
index 0000000..d369e78
--- /dev/null
+++ b/packages/tools/official/claim-checklist/src/index.ts
@@ -0,0 +1,56 @@
+import { jsonSchema, tool } from 'ai';
+
+export interface ClaimChecklist {
+  originalText: string;
+  claims: Array<{
+    claim: string;
+    needsCitation: boolean;
+    evidenceType: 'statistic' | 'fact' | 'quote' | 'opinion' | 'common-knowledge';
+    suggestedEvidence: string;
+    sentenceIndex: number;
+  }>;
+  summary: {
+    totalClaims: number;
+    needingCitation: number;
+    verified: number;
+  };
+}
+
+type ClaimChecklistInput = {
+  text: string;
+};
+
+export const claimChecklistTool = tool({
+  description:
+    'Extract checkable factual claims from text, mark what needs citations, and suggest what evidence would support each claim',
+  inputSchema: jsonSchema<ClaimChecklistInput>({
+    type: 'object',
+    properties: {
+      text: {
+        type: 'string',
+        description: 'The text to analyze for factual claims',
+      },
+    },
+    required: ['text'],
+    additionalProperties: false,
+  }),
+  async execute({ text }): Promise<ClaimChecklist> {
+    // TODO: Implement with:
+    // 1. Split text into sentences with sbd
+    // 2. Rule-based claim extraction (numbers, dates, proper nouns)
+    // 3. Classify claim types
+    // 4. Determine if citation needed based on type
+
+    return {
+      originalText: text,
+      claims: [],
+      summary: {
+        totalClaims: 0,
+        needingCitation: 0,
+        verified: 0,
+      },
+    };
+  },
+});
+
+export default claimChecklistTool;
diff --git a/packages/tools/createBlogPost/tsconfig.json b/packages/tools/official/claim-checklist/tsconfig.json
similarity index 100%
rename from packages/tools/createBlogPost/tsconfig.json
rename to packages/tools/official/claim-checklist/tsconfig.json
diff --git a/packages/tools/createBlogPost/tsup.config.ts b/packages/tools/official/claim-checklist/tsup.config.ts
similarity index 100%
rename from packages/tools/createBlogPost/tsup.config.ts
rename to packages/tools/official/claim-checklist/tsup.config.ts
diff --git a/packages/tools/official/compare-pages/CHANGELOG.md b/packages/tools/official/compare-pages/CHANGELOG.md
new file mode 100644
index 0000000..88c5e00
--- /dev/null
+++ b/packages/tools/official/compare-pages/CHANGELOG.md
@@ -0,0 +1,19 @@
+# @tpmjs/tools-compare-pages
+
+## 0.2.0
+
+### Minor Changes
+
+- aaf3cdd: Add 5 new research tools for AI-powered content analysis
+
+  New tools using AI SDK v6 beta (tool() + jsonSchema() pattern):
+
+  - **@tpmjs/tools-page-brief**: Fetch URL and extract summary with key points and claims needing citations
+  - **@tpmjs/tools-compare-pages**: Compare two URLs for agreements, conflicts, and unique points
+  - **@tpmjs/tools-source-credibility**: Calculate heuristic credibility score based on domain signals
+  - **@tpmjs/tools-claim-checklist**: Extract checkable factual claims from text
+  - **@tpmjs/tools-timeline-from-text**: Extract dated events and return normalized timeline
+
+  All tools are stub implementations ready for full logic implementation.
+
+  Also moved @tpmjs/createblogpost to packages/tools/official/ directory and set up blocks.yml for Blocks framework validation.
diff --git a/packages/tools/official/compare-pages/package.json b/packages/tools/official/compare-pages/package.json
new file mode 100644
index 0000000..26706bb
--- /dev/null
+++ b/packages/tools/official/compare-pages/package.json
@@ -0,0 +1,67 @@
+{
+  "name": "@tpmjs/tools-compare-pages",
+  "version": "0.2.0",
+  "description": "Compare two URLs for agreements, conflicts, and unique points for cross-source validation",
+  "type": "module",
+  "keywords": ["tpmjs", "research", "ai", "comparison", "fact-checking"],
+  "exports": {
+    ".": {
+      "types": "./dist/index.d.ts",
+      "default": "./dist/index.js"
+    }
+  },
+  "files": ["dist"],
+  "scripts": {
+    "build": "tsup",
+    "dev": "tsup --watch",
+    "type-check": "tsc --noEmit",
+    "clean": "rm -rf dist .turbo"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "tsup": "^8.3.5",
+    "typescript": "^5.9.3"
+  },
+  "publishConfig": {
+    "access": "public"
+  },
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/anthropics/tpmjs.git",
+    "directory": "packages/tools/official/compare-pages"
+  },
+  "homepage": "https://tpmjs.com",
+  "license": "MIT",
+  "tpmjs": {
+    "category": "research",
+    "frameworks": ["vercel-ai"],
+    "tools": [
+      {
+        "name": "comparePagesTool",
+        "description": "Compare two URLs for agreements, conflicts, and unique points",
+        "parameters": [
+          {
+            "name": "urlA",
+            "type": "string",
+            "description": "First URL to compare",
+            "required": true
+          },
+          {
+            "name": "urlB",
+            "type": "string",
+            "description": "Second URL to compare",
+            "required": true
+          }
+        ],
+        "returns": {
+          "type": "PageComparison",
+          "description": "Object with agreements, conflicts, uniqueToA, and uniqueToB arrays"
+        }
+      }
+    ]
+  },
+  "dependencies": {
+    "ai": "6.0.0-beta.124",
+    "natural": "^8.0.0"
+  }
+}
diff --git a/packages/tools/official/compare-pages/src/index.ts b/packages/tools/official/compare-pages/src/index.ts
new file mode 100644
index 0000000..b011766
--- /dev/null
+++ b/packages/tools/official/compare-pages/src/index.ts
@@ -0,0 +1,57 @@
+import { jsonSchema, tool } from 'ai';
+
+export interface PageComparison {
+  urlA: string;
+  urlB: string;
+  agreements: string[];
+  conflicts: Array<{
+    topic: string;
+    pageAPosition: string;
+    pageBPosition: string;
+  }>;
+  uniqueToA: string[];
+  uniqueToB: string[];
+}
+
+type ComparePagesInput = {
+  urlA: string;
+  urlB: string;
+};
+
+export const comparePagesTool = tool({
+  description:
+    'Compare two URLs for agreements, conflicts, and unique points to help with cross-source validation',
+  inputSchema: jsonSchema<ComparePagesInput>({
+    type: 'object',
+    properties: {
+      urlA: {
+        type: 'string',
+        description: 'First URL to compare',
+      },
+      urlB: {
+        type: 'string',
+        description: 'Second URL to compare',
+      },
+    },
+    required: ['urlA', 'urlB'],
+    additionalProperties: false,
+  }),
+  async execute({ urlA, urlB }): Promise<PageComparison> {
+    // TODO: Implement with:
+    // 1. Call pageBriefTool on both URLs
+    // 2. Extract key points from both
+    // 3. Use TF-IDF (natural) for semantic matching
+    // 4. Identify agreements, conflicts, and unique points
+
+    return {
+      urlA,
+      urlB,
+      agreements: [],
+      conflicts: [],
+      uniqueToA: [],
+      uniqueToB: [],
+    };
+  },
+});
+
+export default comparePagesTool;
diff --git a/packages/tools/official/compare-pages/tsconfig.json b/packages/tools/official/compare-pages/tsconfig.json
new file mode 100644
index 0000000..6521d56
--- /dev/null
+++ b/packages/tools/official/compare-pages/tsconfig.json
@@ -0,0 +1,11 @@
+{
+  "extends": "@tpmjs/tsconfig/base.json",
+  "compilerOptions": {
+    "outDir": "dist",
+    "rootDir": "src",
+    "incremental": false,
+    "composite": false
+  },
+  "include": ["src"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/tools/official/compare-pages/tsup.config.ts b/packages/tools/official/compare-pages/tsup.config.ts
new file mode 100644
index 0000000..a242871
--- /dev/null
+++ b/packages/tools/official/compare-pages/tsup.config.ts
@@ -0,0 +1,10 @@
+import { defineConfig } from 'tsup';
+
+export default defineConfig({
+  entry: ['src/index.ts'],
+  format: ['esm'],
+  dts: true,
+  clean: true,
+  treeshake: true,
+  splitting: false,
+});
diff --git a/packages/tools/createBlogPost/CHANGELOG.md b/packages/tools/official/createBlogPost/CHANGELOG.md
similarity index 85%
rename from packages/tools/createBlogPost/CHANGELOG.md
rename to packages/tools/official/createBlogPost/CHANGELOG.md
index 14a165b..2a84ec6 100644
--- a/packages/tools/createBlogPost/CHANGELOG.md
+++ b/packages/tools/official/createBlogPost/CHANGELOG.md
@@ -10,4 +10,4 @@
   - Supports both Markdown and MDX formats
   - Automatic slug generation, word count, and reading time calculation
   - Rich TPMJS metadata including parameters, authentication, pricing, and AI agent guidance
-  - Tagged with 'tpmjs-tool' keyword for NPM registry discovery
+  - Tagged with 'tpmjs' keyword for NPM registry discovery
diff --git a/packages/tools/createBlogPost/README.md b/packages/tools/official/createBlogPost/README.md
similarity index 100%
rename from packages/tools/createBlogPost/README.md
rename to packages/tools/official/createBlogPost/README.md
diff --git a/packages/tools/official/createBlogPost/package.json b/packages/tools/official/createBlogPost/package.json
new file mode 100644
index 0000000..57b88c1
--- /dev/null
+++ b/packages/tools/official/createBlogPost/package.json
@@ -0,0 +1,99 @@
+{
+  "name": "@tpmjs/createblogpost",
+  "version": "0.3.0",
+  "description": "A tool for creating structured blog posts with AI-generated content",
+  "type": "module",
+  "keywords": ["tpmjs", "blog", "content", "ai", "writing"],
+  "exports": {
+    ".": {
+      "types": "./dist/index.d.ts",
+      "default": "./dist/index.js"
+    }
+  },
+  "files": ["dist"],
+  "scripts": {
+    "build": "tsup",
+    "dev": "tsup --watch",
+    "type-check": "tsc --noEmit",
+    "clean": "rm -rf dist .turbo"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "tsup": "^8.3.5",
+    "typescript": "^5.9.3"
+  },
+  "publishConfig": {
+    "access": "public"
+  },
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/ajaxdavis/tpmjs.git",
+    "directory": "packages/tools/official/createBlogPost"
+  },
+  "homepage": "https://tpmjs.com",
+  "license": "MIT",
+  "tpmjs": {
+    "category": "text-analysis",
+    "frameworks": ["vercel-ai"],
+    "tools": [
+      {
+        "exportName": "createBlogPostTool",
+        "description": "Creates structured blog posts with customizable frontmatter, content sections, and SEO metadata. Supports multiple output formats including Markdown and MDX.",
+        "parameters": [
+          {
+            "name": "title",
+            "type": "string",
+            "description": "The title of the blog post",
+            "required": true
+          },
+          {
+            "name": "author",
+            "type": "string",
+            "description": "The author of the blog post",
+            "required": true
+          },
+          {
+            "name": "content",
+            "type": "string",
+            "description": "The main content of the blog post",
+            "required": true
+          },
+          {
+            "name": "tags",
+            "type": "string[]",
+            "description": "Array of tags for categorization",
+            "required": false
+          },
+          {
+            "name": "format",
+            "type": "'markdown' | 'mdx'",
+            "description": "Output format for the blog post",
+            "required": false
+          },
+          {
+            "name": "excerpt",
+            "type": "string",
+            "description": "Short excerpt or summary of the post",
+            "required": false
+          }
+        ],
+        "returns": {
+          "type": "BlogPost",
+          "description": "A structured blog post object with frontmatter, content, and metadata including slug, wordCount, readingTime, and formattedOutput"
+        },
+        "aiAgent": {
+          "useCase": "Use this tool when users need to generate blog posts, articles, or structured content with proper frontmatter and metadata. Ideal for content management systems, static site generators, and documentation sites.",
+          "limitations": "Does not include AI content generation - you must provide the content. Only formats and structures existing content.",
+          "examples": [
+            "Create a blog post about TypeScript best practices",
+            "Generate a tutorial post with code examples",
+            "Format an article with SEO metadata"
+          ]
+        }
+      }
+    ]
+  },
+  "dependencies": {
+    "ai": "6.0.0-beta.124"
+  }
+}
diff --git a/packages/tools/official/createBlogPost/src/index.ts b/packages/tools/official/createBlogPost/src/index.ts
new file mode 100644
index 0000000..1e6dd6f
--- /dev/null
+++ b/packages/tools/official/createBlogPost/src/index.ts
@@ -0,0 +1,185 @@
+/**
+ * Blog Post Creation Tool for TPMJS
+ * Creates structured blog posts with frontmatter and metadata
+ *
+ * This is a proper AI SDK v6 tool that can be used with streamText()
+ * Uses jsonSchema() to avoid Zod 4 JSON Schema conversion issues with OpenAI
+ */
+
+import { jsonSchema, tool } from 'ai';
+
+export interface BlogPost {
+  frontmatter: {
+    title: string;
+    author: string;
+    date: string;
+    tags: string[];
+    excerpt?: string;
+    slug: string;
+    wordCount: number;
+    readingTime: number;
+  };
+  content: string;
+  formattedOutput: string;
+}
+
+/**
+ * Input type for Create Blog Post Tool
+ */
+type CreateBlogPostInput = {
+  title: string;
+  author: string;
+  content: string;
+  tags?: string[];
+  format?: 'markdown' | 'mdx';
+  excerpt?: string;
+};
+
+/**
+ * Creates a slug from a title
+ */
+function createSlug(title: string): string {
+  return title
+    .toLowerCase()
+    .trim()
+    .replace(/[^\w\s-]/g, '')
+    .replace(/[\s_-]+/g, '-')
+    .replace(/^-+|-+$/g, '');
+}
+
+/**
+ * Calculates reading time based on word count
+ * Assumes average reading speed of 200 words per minute
+ */
+function calculateReadingTime(wordCount: number): number {
+  return Math.ceil(wordCount / 200);
+}
+
+/**
+ * Counts words in content
+ */
+function countWords(content: string): number {
+  return content.trim().split(/\s+/).length;
+}
+
+/**
+ * Formats frontmatter as YAML
+ */
+function formatFrontmatter(
+  frontmatter: BlogPost['frontmatter'],
+  format: 'markdown' | 'mdx'
+): string {
+  const delimiter = format === 'mdx' ? '---' : '---';
+  const lines = [
+    delimiter,
+    `title: "${frontmatter.title}"`,
+    `author: ${frontmatter.author}`,
+    `date: ${frontmatter.date}`,
+    `slug: ${frontmatter.slug}`,
+    `tags: [${frontmatter.tags.map((tag) => `"${tag}"`).join(', ')}]`,
+  ];
+
+  if (frontmatter.excerpt) {
+    lines.push(`excerpt: "${frontmatter.excerpt}"`);
+  }
+
+  lines.push(`wordCount: ${frontmatter.wordCount}`);
+  lines.push(`readingTime: ${frontmatter.readingTime}`);
+  lines.push(delimiter);
+
+  return lines.join('\n');
+}
+
+/**
+ * Create Blog Post Tool
+ * Creates a structured blog post with frontmatter and metadata
+ *
+ * This is a proper AI SDK v6 tool that can be used with streamText()
+ */
+export const createBlogPostTool = tool({
+  description:
+    'Creates a structured blog post with frontmatter, metadata, slug, word count, and reading time. Outputs in Markdown or MDX format.',
+  inputSchema: jsonSchema<CreateBlogPostInput>({
+    type: 'object',
+    properties: {
+      title: {
+        type: 'string',
+        description: 'The title of the blog post',
+      },
+      author: {
+        type: 'string',
+        description: 'The author of the blog post',
+      },
+      content: {
+        type: 'string',
+        description: 'The main content of the blog post',
+      },
+      tags: {
+        type: 'array',
+        items: { type: 'string' },
+        description: 'Array of tags for categorization',
+      },
+      format: {
+        type: 'string',
+        enum: ['markdown', 'mdx'],
+        description: 'Output format for the blog post (default: markdown)',
+      },
+      excerpt: {
+        type: 'string',
+        description: 'Short excerpt or summary of the post',
+      },
+    },
+    required: ['title', 'author', 'content'],
+    additionalProperties: false,
+  }),
+  async execute({ title, author, content, tags = [], format = 'markdown', excerpt }) {
+    // Validate required fields
+    if (!title || title.trim().length === 0) {
+      throw new Error('Title is required');
+    }
+
+    if (!author || author.trim().length === 0) {
+      throw new Error('Author is required');
+    }
+
+    if (!content || content.trim().length === 0) {
+      throw new Error('Content is required');
+    }
+
+    // Calculate metadata
+    const slug = createSlug(title);
+    const wordCount = countWords(content);
+    const readingTime = calculateReadingTime(wordCount);
+    const publishDate = new Date();
+
+    // Build frontmatter
+    const frontmatter: BlogPost['frontmatter'] = {
+      title,
+      author,
+      date: publishDate.toISOString().split('T')[0] || '',
+      tags,
+      slug,
+      wordCount,
+      readingTime,
+    };
+
+    if (excerpt) {
+      frontmatter.excerpt = excerpt;
+    }
+
+    // Format the complete blog post
+    const formattedFrontmatter = formatFrontmatter(frontmatter, format);
+    const formattedOutput = `${formattedFrontmatter}\n\n${content}`;
+
+    return {
+      frontmatter,
+      content,
+      formattedOutput,
+    };
+  },
+});
+
+/**
+ * Export default for convenience
+ */
+export default createBlogPostTool;
diff --git a/packages/tools/official/createBlogPost/tsconfig.json b/packages/tools/official/createBlogPost/tsconfig.json
new file mode 100644
index 0000000..6521d56
--- /dev/null
+++ b/packages/tools/official/createBlogPost/tsconfig.json
@@ -0,0 +1,11 @@
+{
+  "extends": "@tpmjs/tsconfig/base.json",
+  "compilerOptions": {
+    "outDir": "dist",
+    "rootDir": "src",
+    "incremental": false,
+    "composite": false
+  },
+  "include": ["src"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/tools/official/createBlogPost/tsup.config.ts b/packages/tools/official/createBlogPost/tsup.config.ts
new file mode 100644
index 0000000..a242871
--- /dev/null
+++ b/packages/tools/official/createBlogPost/tsup.config.ts
@@ -0,0 +1,10 @@
+import { defineConfig } from 'tsup';
+
+export default defineConfig({
+  entry: ['src/index.ts'],
+  format: ['esm'],
+  dts: true,
+  clean: true,
+  treeshake: true,
+  splitting: false,
+});
diff --git a/packages/tools/official/page-brief/CHANGELOG.md b/packages/tools/official/page-brief/CHANGELOG.md
new file mode 100644
index 0000000..784b938
--- /dev/null
+++ b/packages/tools/official/page-brief/CHANGELOG.md
@@ -0,0 +1,19 @@
+# @tpmjs/tools-page-brief
+
+## 0.2.0
+
+### Minor Changes
+
+- aaf3cdd: Add 5 new research tools for AI-powered content analysis
+
+  New tools using AI SDK v6 beta (tool() + jsonSchema() pattern):
+
+  - **@tpmjs/tools-page-brief**: Fetch URL and extract summary with key points and claims needing citations
+  - **@tpmjs/tools-compare-pages**: Compare two URLs for agreements, conflicts, and unique points
+  - **@tpmjs/tools-source-credibility**: Calculate heuristic credibility score based on domain signals
+  - **@tpmjs/tools-claim-checklist**: Extract checkable factual claims from text
+  - **@tpmjs/tools-timeline-from-text**: Extract dated events and return normalized timeline
+
+  All tools are stub implementations ready for full logic implementation.
+
+  Also moved @tpmjs/createblogpost to packages/tools/official/ directory and set up blocks.yml for Blocks framework validation.
diff --git a/packages/tools/official/page-brief/package.json b/packages/tools/official/page-brief/package.json
new file mode 100644
index 0000000..54c9bc1
--- /dev/null
+++ b/packages/tools/official/page-brief/package.json
@@ -0,0 +1,63 @@
+{
+  "name": "@tpmjs/tools-page-brief",
+  "version": "0.2.0",
+  "description": "Fetch a URL, extract main content, and return a brief with summary, key points, and claims needing citations",
+  "type": "module",
+  "keywords": ["tpmjs", "research", "ai", "readability", "web-scraping"],
+  "exports": {
+    ".": {
+      "types": "./dist/index.d.ts",
+      "default": "./dist/index.js"
+    }
+  },
+  "files": ["dist"],
+  "scripts": {
+    "build": "tsup",
+    "dev": "tsup --watch",
+    "type-check": "tsc --noEmit",
+    "clean": "rm -rf dist .turbo"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "tsup": "^8.3.5",
+    "typescript": "^5.9.3"
+  },
+  "publishConfig": {
+    "access": "public"
+  },
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/anthropics/tpmjs.git",
+    "directory": "packages/tools/official/page-brief"
+  },
+  "homepage": "https://tpmjs.com",
+  "license": "MIT",
+  "tpmjs": {
+    "category": "research",
+    "frameworks": ["vercel-ai"],
+    "tools": [
+      {
+        "name": "pageBriefTool",
+        "description": "Fetch a URL, extract main content, and return a brief with summary, key points, and claims needing citations",
+        "parameters": [
+          {
+            "name": "url",
+            "type": "string",
+            "description": "The URL to fetch and analyze",
+            "required": true
+          }
+        ],
+        "returns": {
+          "type": "PageBrief",
+          "description": "Object with url, title, summary, keyPoints array, and claimsNeedingCitation array"
+        }
+      }
+    ]
+  },
+  "dependencies": {
+    "ai": "6.0.0-beta.124",
+    "@mozilla/readability": "^0.5.0",
+    "jsdom": "^26.0.0",
+    "sbd": "^1.0.19"
+  }
+}
diff --git a/packages/tools/official/page-brief/src/index.ts b/packages/tools/official/page-brief/src/index.ts
new file mode 100644
index 0000000..7f84231
--- /dev/null
+++ b/packages/tools/official/page-brief/src/index.ts
@@ -0,0 +1,50 @@
+import { jsonSchema, tool } from 'ai';
+
+export interface PageBrief {
+  url: string;
+  title: string;
+  summary: string;
+  keyPoints: string[];
+  claimsNeedingCitation: Array<{
+    claim: string;
+    suggestedEvidence: string;
+  }>;
+}
+
+type PageBriefInput = {
+  url: string;
+};
+
+export const pageBriefTool = tool({
+  description:
+    'Fetch a URL, extract main content using readability, and return a brief with summary, key points, and claims that need citations',
+  inputSchema: jsonSchema<PageBriefInput>({
+    type: 'object',
+    properties: {
+      url: {
+        type: 'string',
+        description: 'The URL to fetch and analyze',
+      },
+    },
+    required: ['url'],
+    additionalProperties: false,
+  }),
+  async execute({ url }): Promise<PageBrief> {
+    // TODO: Implement with fetch + @mozilla/readability + jsdom + sbd
+    // 1. Fetch the URL
+    // 2. Parse HTML with jsdom
+    // 3. Extract main content with Readability
+    // 4. Split into sentences with sbd
+    // 5. Identify claims that need citations
+
+    return {
+      url,
+      title: 'Not implemented',
+      summary: 'This is a stub implementation. Real implementation will use @mozilla/readability.',
+      keyPoints: [],
+      claimsNeedingCitation: [],
+    };
+  },
+});
+
+export default pageBriefTool;
diff --git a/packages/tools/official/page-brief/tsconfig.json b/packages/tools/official/page-brief/tsconfig.json
new file mode 100644
index 0000000..6521d56
--- /dev/null
+++ b/packages/tools/official/page-brief/tsconfig.json
@@ -0,0 +1,11 @@
+{
+  "extends": "@tpmjs/tsconfig/base.json",
+  "compilerOptions": {
+    "outDir": "dist",
+    "rootDir": "src",
+    "incremental": false,
+    "composite": false
+  },
+  "include": ["src"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/tools/official/page-brief/tsup.config.ts b/packages/tools/official/page-brief/tsup.config.ts
new file mode 100644
index 0000000..a242871
--- /dev/null
+++ b/packages/tools/official/page-brief/tsup.config.ts
@@ -0,0 +1,10 @@
+import { defineConfig } from 'tsup';
+
+export default defineConfig({
+  entry: ['src/index.ts'],
+  format: ['esm'],
+  dts: true,
+  clean: true,
+  treeshake: true,
+  splitting: false,
+});
diff --git a/packages/tools/official/source-credibility/CHANGELOG.md b/packages/tools/official/source-credibility/CHANGELOG.md
new file mode 100644
index 0000000..3c6133f
--- /dev/null
+++ b/packages/tools/official/source-credibility/CHANGELOG.md
@@ -0,0 +1,19 @@
+# @tpmjs/tools-source-credibility
+
+## 0.2.0
+
+### Minor Changes
+
+- aaf3cdd: Add 5 new research tools for AI-powered content analysis
+
+  New tools using AI SDK v6 beta (tool() + jsonSchema() pattern):
+
+  - **@tpmjs/tools-page-brief**: Fetch URL and extract summary with key points and claims needing citations
+  - **@tpmjs/tools-compare-pages**: Compare two URLs for agreements, conflicts, and unique points
+  - **@tpmjs/tools-source-credibility**: Calculate heuristic credibility score based on domain signals
+  - **@tpmjs/tools-claim-checklist**: Extract checkable factual claims from text
+  - **@tpmjs/tools-timeline-from-text**: Extract dated events and return normalized timeline
+
+  All tools are stub implementations ready for full logic implementation.
+
+  Also moved @tpmjs/createblogpost to packages/tools/official/ directory and set up blocks.yml for Blocks framework validation.
diff --git a/packages/tools/official/source-credibility/package.json b/packages/tools/official/source-credibility/package.json
new file mode 100644
index 0000000..36721e1
--- /dev/null
+++ b/packages/tools/official/source-credibility/package.json
@@ -0,0 +1,68 @@
+{
+  "name": "@tpmjs/tools-source-credibility",
+  "version": "0.2.0",
+  "description": "Calculate heuristic credibility score based on domain signals, author presence, and citations",
+  "type": "module",
+  "keywords": ["tpmjs", "research", "ai", "credibility", "fact-checking"],
+  "exports": {
+    ".": {
+      "types": "./dist/index.d.ts",
+      "default": "./dist/index.js"
+    }
+  },
+  "files": ["dist"],
+  "scripts": {
+    "build": "tsup",
+    "dev": "tsup --watch",
+    "type-check": "tsc --noEmit",
+    "clean": "rm -rf dist .turbo"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "tsup": "^8.3.5",
+    "typescript": "^5.9.3"
+  },
+  "publishConfig": {
+    "access": "public"
+  },
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/anthropics/tpmjs.git",
+    "directory": "packages/tools/official/source-credibility"
+  },
+  "homepage": "https://tpmjs.com",
+  "license": "MIT",
+  "tpmjs": {
+    "category": "research",
+    "frameworks": ["vercel-ai"],
+    "tools": [
+      {
+        "name": "sourceCredibilityTool",
+        "description": "Calculate heuristic credibility score based on domain signals",
+        "parameters": [
+          {
+            "name": "url",
+            "type": "string",
+            "description": "URL to analyze for credibility",
+            "required": true
+          },
+          {
+            "name": "html",
+            "type": "string",
+            "description": "Optional pre-fetched HTML content",
+            "required": false
+          }
+        ],
+        "returns": {
+          "type": "CredibilityScore",
+          "description": "Object with score (0-1), signals breakdown, and detailed analysis"
+        }
+      }
+    ]
+  },
+  "dependencies": {
+    "ai": "6.0.0-beta.124",
+    "tldts": "^6.1.0",
+    "cheerio": "^1.0.0"
+  }
+}
diff --git a/packages/tools/official/source-credibility/src/index.ts b/packages/tools/official/source-credibility/src/index.ts
new file mode 100644
index 0000000..3a85dce
--- /dev/null
+++ b/packages/tools/official/source-credibility/src/index.ts
@@ -0,0 +1,75 @@
+import { jsonSchema, tool } from 'ai';
+
+export interface CredibilityScore {
+  url: string;
+  score: number; // 0.0 to 1.0
+  signals: {
+    hasHttps: boolean;
+    hasAuthor: boolean;
+    hasPublishDate: boolean;
+    hasCitations: boolean;
+    domainAge?: string;
+    isKnownSource: boolean;
+  };
+  breakdown: Array<{
+    signal: string;
+    weight: number;
+    present: boolean;
+  }>;
+}
+
+type SourceCredibilityInput = {
+  url: string;
+  html?: string;
+};
+
+export const sourceCredibilityTool = tool({
+  description:
+    'Calculate a heuristic credibility score based on domain signals, author presence, date, citations density, and HTTPS',
+  inputSchema: jsonSchema<SourceCredibilityInput>({
+    type: 'object',
+    properties: {
+      url: {
+        type: 'string',
+        description: 'URL to analyze for credibility',
+      },
+      html: {
+        type: 'string',
+        description: 'Optional: pre-fetched HTML content to analyze',
+      },
+    },
+    required: ['url'],
+    additionalProperties: false,
+  }),
+  async execute({ url, html: _html }): Promise<CredibilityScore> {
+    // TODO: Implement with:
+    // 1. Parse URL with tldts for domain info
+    // 2. If no HTML provided, fetch the page
+    // 3. Parse HTML with cheerio for meta signals
+    // 4. Check for author, date, citations
+    // 5. Calculate weighted score
+
+    const isHttps = url.startsWith('https://');
+
+    return {
+      url,
+      score: 0.5, // Stub score
+      signals: {
+        hasHttps: isHttps,
+        hasAuthor: false,
+        hasPublishDate: false,
+        hasCitations: false,
+        isKnownSource: false,
+      },
+      breakdown: [
+        { signal: 'https', weight: 0.1, present: isHttps },
+        { signal: 'author', weight: 0.2, present: false },
+        { signal: 'publishDate', weight: 0.2, present: false },
+        { signal: 'citations', weight: 0.3, present: false },
+        { signal: 'knownSource', weight: 0.2, present: false },
+      ],
+    };
+  },
+});
+
+export default sourceCredibilityTool;
diff --git a/packages/tools/official/source-credibility/tsconfig.json b/packages/tools/official/source-credibility/tsconfig.json
new file mode 100644
index 0000000..6521d56
--- /dev/null
+++ b/packages/tools/official/source-credibility/tsconfig.json
@@ -0,0 +1,11 @@
+{
+  "extends": "@tpmjs/tsconfig/base.json",
+  "compilerOptions": {
+    "outDir": "dist",
+    "rootDir": "src",
+    "incremental": false,
+    "composite": false
+  },
+  "include": ["src"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/tools/official/source-credibility/tsup.config.ts b/packages/tools/official/source-credibility/tsup.config.ts
new file mode 100644
index 0000000..a242871
--- /dev/null
+++ b/packages/tools/official/source-credibility/tsup.config.ts
@@ -0,0 +1,10 @@
+import { defineConfig } from 'tsup';
+
+export default defineConfig({
+  entry: ['src/index.ts'],
+  format: ['esm'],
+  dts: true,
+  clean: true,
+  treeshake: true,
+  splitting: false,
+});
diff --git a/packages/tools/official/timeline-from-text/CHANGELOG.md b/packages/tools/official/timeline-from-text/CHANGELOG.md
new file mode 100644
index 0000000..8933ed7
--- /dev/null
+++ b/packages/tools/official/timeline-from-text/CHANGELOG.md
@@ -0,0 +1,19 @@
+# @tpmjs/tools-timeline-from-text
+
+## 0.2.0
+
+### Minor Changes
+
+- aaf3cdd: Add 5 new research tools for AI-powered content analysis
+
+  New tools using AI SDK v6 beta (tool() + jsonSchema() pattern):
+
+  - **@tpmjs/tools-page-brief**: Fetch URL and extract summary with key points and claims needing citations
+  - **@tpmjs/tools-compare-pages**: Compare two URLs for agreements, conflicts, and unique points
+  - **@tpmjs/tools-source-credibility**: Calculate heuristic credibility score based on domain signals
+  - **@tpmjs/tools-claim-checklist**: Extract checkable factual claims from text
+  - **@tpmjs/tools-timeline-from-text**: Extract dated events and return normalized timeline
+
+  All tools are stub implementations ready for full logic implementation.
+
+  Also moved @tpmjs/createblogpost to packages/tools/official/ directory and set up blocks.yml for Blocks framework validation.
diff --git a/packages/tools/official/timeline-from-text/package.json b/packages/tools/official/timeline-from-text/package.json
new file mode 100644
index 0000000..17a23e6
--- /dev/null
+++ b/packages/tools/official/timeline-from-text/package.json
@@ -0,0 +1,62 @@
+{
+  "name": "@tpmjs/tools-timeline-from-text",
+  "version": "0.2.0",
+  "description": "Extract dated events from text and return a normalized timeline with confidence scores",
+  "type": "module",
+  "keywords": ["tpmjs", "research", "ai", "timeline", "dates", "events"],
+  "exports": {
+    ".": {
+      "types": "./dist/index.d.ts",
+      "default": "./dist/index.js"
+    }
+  },
+  "files": ["dist"],
+  "scripts": {
+    "build": "tsup",
+    "dev": "tsup --watch",
+    "type-check": "tsc --noEmit",
+    "clean": "rm -rf dist .turbo"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "tsup": "^8.3.5",
+    "typescript": "^5.9.3"
+  },
+  "publishConfig": {
+    "access": "public"
+  },
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/anthropics/tpmjs.git",
+    "directory": "packages/tools/official/timeline-from-text"
+  },
+  "homepage": "https://tpmjs.com",
+  "license": "MIT",
+  "tpmjs": {
+    "category": "research",
+    "frameworks": ["vercel-ai"],
+    "tools": [
+      {
+        "name": "timelineFromTextTool",
+        "description": "Extract dated events from text and return normalized timeline",
+        "parameters": [
+          {
+            "name": "text",
+            "type": "string",
+            "description": "The text to extract timeline events from",
+            "required": true
+          }
+        ],
+        "returns": {
+          "type": "Timeline",
+          "description": "Object with events array and optional date range"
+        }
+      }
+    ]
+  },
+  "dependencies": {
+    "ai": "6.0.0-beta.124",
+    "chrono-node": "^2.7.0",
+    "sbd": "^1.0.19"
+  }
+}
diff --git a/packages/tools/official/timeline-from-text/src/index.ts b/packages/tools/official/timeline-from-text/src/index.ts
new file mode 100644
index 0000000..c67de5f
--- /dev/null
+++ b/packages/tools/official/timeline-from-text/src/index.ts
@@ -0,0 +1,50 @@
+import { jsonSchema, tool } from 'ai';
+
+export interface Timeline {
+  originalText: string;
+  events: Array<{
+    date: string; // ISO format
+    description: string;
+    confidence: number; // 0.0 to 1.0
+    originalMention: string;
+  }>;
+  dateRange?: {
+    earliest: string;
+    latest: string;
+  };
+}
+
+type TimelineFromTextInput = {
+  text: string;
+};
+
+export const timelineFromTextTool = tool({
+  description:
+    'Extract dated events from text and return a normalized timeline with confidence scores per event',
+  inputSchema: jsonSchema<TimelineFromTextInput>({
+    type: 'object',
+    properties: {
+      text: {
+        type: 'string',
+        description: 'The text to extract timeline events from',
+      },
+    },
+    required: ['text'],
+    additionalProperties: false,
+  }),
+  async execute({ text }): Promise<Timeline> {
+    // TODO: Implement with:
+    // 1. Use chrono-node to parse dates from text
+    // 2. Extract sentence context around each date
+    // 3. Normalize dates to ISO format
+    // 4. Assign confidence based on date specificity
+
+    return {
+      originalText: text,
+      events: [],
+      dateRange: undefined,
+    };
+  },
+});
+
+export default timelineFromTextTool;
diff --git a/packages/tools/official/timeline-from-text/tsconfig.json b/packages/tools/official/timeline-from-text/tsconfig.json
new file mode 100644
index 0000000..6521d56
--- /dev/null
+++ b/packages/tools/official/timeline-from-text/tsconfig.json
@@ -0,0 +1,11 @@
+{
+  "extends": "@tpmjs/tsconfig/base.json",
+  "compilerOptions": {
+    "outDir": "dist",
+    "rootDir": "src",
+    "incremental": false,
+    "composite": false
+  },
+  "include": ["src"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/tools/official/timeline-from-text/tsup.config.ts b/packages/tools/official/timeline-from-text/tsup.config.ts
new file mode 100644
index 0000000..a242871
--- /dev/null
+++ b/packages/tools/official/timeline-from-text/tsup.config.ts
@@ -0,0 +1,10 @@
+import { defineConfig } from 'tsup';
+
+export default defineConfig({
+  entry: ['src/index.ts'],
+  format: ['esm'],
+  dts: true,
+  clean: true,
+  treeshake: true,
+  splitting: false,
+});
diff --git a/packages/tools/package.json b/packages/tools/package.json
new file mode 100644
index 0000000..65ffcca
--- /dev/null
+++ b/packages/tools/package.json
@@ -0,0 +1,23 @@
+{
+  "name": "@tpmjs/tools",
+  "version": "0.0.0",
+  "private": true,
+  "description": "Example TPMJS tools for AI SDK v6",
+  "main": "dist/index.js",
+  "types": "dist/index.d.ts",
+  "scripts": {
+    "build": "tsc",
+    "dev": "tsc --watch",
+    "clean": "rm -rf dist",
+    "type-check": "tsc --noEmit"
+  },
+  "keywords": ["tpmjs", "ai-sdk", "example"],
+  "dependencies": {
+    "ai": "6.0.0-beta.124",
+    "zod": "^4.0.0"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "typescript": "^5.9.3"
+  }
+}
diff --git a/packages/tools/registryExecute/CHANGELOG.md b/packages/tools/registryExecute/CHANGELOG.md
new file mode 100644
index 0000000..cfe8d5a
--- /dev/null
+++ b/packages/tools/registryExecute/CHANGELOG.md
@@ -0,0 +1,18 @@
+# @tpmjs/registryExecute
+
+## 0.2.0
+
+### Minor Changes
+
+- Add @tpmjs/registrySearch and @tpmjs/registryExecute SDK packages
+
+  These packages allow any AI SDK agent to dynamically discover and execute tools from the TPMJS registry:
+
+  - `@tpmjs/registrySearch`: Search the registry for tools by query, category, etc.
+  - `@tpmjs/registryExecute`: Execute any tool from the registry in a secure sandbox
+
+  Features:
+
+  - Works with AI SDK v4+ (Vercel AI SDK)
+  - Self-hosted registry support via environment variables
+  - Secure sandboxed execution via executor.tpmjs.com
diff --git a/packages/tools/registryExecute/README.md b/packages/tools/registryExecute/README.md
new file mode 100644
index 0000000..c0a2503
--- /dev/null
+++ b/packages/tools/registryExecute/README.md
@@ -0,0 +1,171 @@
+# @tpmjs/registry-execute
+
+Execute tools from the TPMJS registry in any AI SDK agent. Tools run in a secure sandbox - no local installation required.
+
+## Installation
+
+```bash
+npm install @tpmjs/registry-execute
+# or
+pnpm add @tpmjs/registry-execute
+```
+
+## Usage
+
+```typescript
+import { streamText } from 'ai';
+import { anthropic } from '@ai-sdk/anthropic';
+import { registrySearchTool } from '@tpmjs/registry-search';
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+
+const result = streamText({
+  model: anthropic('claude-sonnet-4-20250514'),
+  tools: {
+    registrySearch: registrySearchTool,
+    registryExecute: registryExecuteTool,
+  },
+  system: `You have access to the TPMJS tool registry.
+Use registrySearch to find tools, then registryExecute to run them.`,
+  prompt: 'Search for web scraping tools and scrape https://example.com',
+});
+
+// The agent can now:
+// 1. Search for tools: registrySearch({ query: "web scraping" })
+// 2. Execute found tools: registryExecute({ toolId: "@firecrawl/ai-sdk::scrapeTool", params: { url: "..." } })
+```
+
+## Tool: registryExecuteTool
+
+Execute a tool from the TPMJS registry by its toolId.
+
+### Parameters
+
+| Name | Type | Required | Description |
+|------|------|----------|-------------|
+| `toolId` | string | Yes | Tool identifier (format: `package::exportName`) |
+| `params` | object | Yes | Parameters to pass to the tool |
+| `env` | object | No | Environment variables (API keys) if required |
+
+### Example
+
+```typescript
+// Execute a web search tool
+const result = await registryExecuteTool.execute({
+  toolId: '@exalabs/ai-sdk::webSearch',
+  params: { query: 'latest AI news' },
+  env: { EXA_API_KEY: 'your-api-key' },
+});
+
+// Result:
+// {
+//   toolId: '@exalabs/ai-sdk::webSearch',
+//   executionTimeMs: 1234,
+//   output: { results: [...] }
+// }
+```
+
+### Returns
+
+```json
+{
+  "toolId": "@exalabs/ai-sdk::webSearch",
+  "executionTimeMs": 1234,
+  "output": { ... }
+}
+```
+
+## Environment Variables
+
+| Variable | Default | Description |
+|----------|---------|-------------|
+| `TPMJS_API_URL` | `https://tpmjs.com` | Base URL for the registry API |
+| `TPMJS_EXECUTOR_URL` | `https://executor.tpmjs.com` | URL for the sandbox executor |
+
+### Self-Hosted Registry
+
+To use your own TPMJS registry and executor:
+
+```bash
+export TPMJS_API_URL=https://registry.mycompany.com
+export TPMJS_EXECUTOR_URL=https://executor.mycompany.com
+```
+
+## Passing API Keys to Tools
+
+Many tools require API keys to function (e.g., web scraping tools need a Firecrawl key, search tools need an Exa key). The recommended approach is to wrap `registryExecuteTool` with your pre-configured keys.
+
+### Recommended: Create a Wrapper
+
+```typescript
+import { tool } from 'ai';
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+
+// Pre-configure your API keys
+const API_KEYS: Record<string, string> = {
+  FIRECRAWL_API_KEY: process.env.FIRECRAWL_API_KEY!,
+  EXA_API_KEY: process.env.EXA_API_KEY!,
+};
+
+// Create a wrapped version that auto-injects keys
+export const registryExecute = tool({
+  description: registryExecuteTool.description,
+  parameters: registryExecuteTool.parameters,
+  execute: async ({ toolId, params }) => {
+    return registryExecuteTool.execute({ toolId, params, env: API_KEYS });
+  },
+});
+```
+
+Now use the wrapped tool in your agent:
+
+```typescript
+import { streamText } from 'ai';
+import { anthropic } from '@ai-sdk/anthropic';
+import { registrySearchTool } from '@tpmjs/registry-search';
+import { registryExecute } from './tools';  // Your wrapped version
+
+const result = streamText({
+  model: anthropic('claude-sonnet-4-20250514'),
+  tools: {
+    registrySearch: registrySearchTool,
+    registryExecute,  // Keys are auto-injected
+  },
+  system: `You have access to the TPMJS tool registry.
+Use registrySearch to find tools, then registryExecute to run them.`,
+  prompt: 'Scrape https://example.com and summarize the content',
+});
+```
+
+### How It Works
+
+1. **Search returns required keys**: When you search for a tool, the response includes `requiredEnvVars`:
+   ```json
+   {
+     "toolId": "@firecrawl/ai-sdk::scrapeTool",
+     "requiredEnvVars": ["FIRECRAWL_API_KEY"]
+   }
+   ```
+
+2. **Your wrapper injects keys**: The wrapped tool automatically passes your configured keys to the executor.
+
+3. **Keys are injected into sandbox**: The executor injects these as environment variables in the isolated Deno runtime where the tool runs.
+
+### Tools Without Required Keys
+
+Some tools don't require any API keys (like `@tpmjs/createblogpost`). They work with or without the wrapper.
+
+## Security
+
+- All tools run in a sandboxed Deno environment on Railway
+- API keys are passed per-request, never stored
+- Keys are isolated to the specific tool execution
+- Only registered tools can be executed (no arbitrary code)
+
+## Related
+
+- [@tpmjs/registry-search](https://www.npmjs.com/package/@tpmjs/registry-search) - Find tools to execute
+- [TPMJS Registry](https://tpmjs.com) - Browse all available tools
+
+## License
+
+MIT
diff --git a/packages/tools/registryExecute/package.json b/packages/tools/registryExecute/package.json
new file mode 100644
index 0000000..61acc2a
--- /dev/null
+++ b/packages/tools/registryExecute/package.json
@@ -0,0 +1,72 @@
+{
+  "name": "@tpmjs/registry-execute",
+  "version": "0.1.3",
+  "description": "Execute tools from the TPMJS registry in any AI SDK agent",
+  "main": "dist/index.js",
+  "types": "dist/index.d.ts",
+  "scripts": {
+    "build": "tsc",
+    "dev": "tsc --watch",
+    "type-check": "tsc --noEmit"
+  },
+  "keywords": ["tpmjs", "ai-sdk", "vercel-ai", "registry", "execute"],
+  "dependencies": {
+    "ai": "6.0.0-beta.124"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "typescript": "^5.7.2"
+  },
+  "files": ["dist", "README.md"],
+  "publishConfig": {
+    "access": "public"
+  },
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/ajaxdavis/tpmjs.git",
+    "directory": "packages/tools/registryExecute"
+  },
+  "homepage": "https://tpmjs.com",
+  "license": "MIT",
+  "tpmjs": {
+    "category": "api-integration",
+    "frameworks": ["vercel-ai"],
+    "tools": [
+      {
+        "exportName": "registryExecuteTool",
+        "description": "Execute a tool from the TPMJS registry by toolId. Use registrySearchTool first to find toolIds.",
+        "parameters": [
+          {
+            "name": "toolId",
+            "type": "string",
+            "description": "Tool identifier from registrySearchTool (format: 'package::exportName')",
+            "required": true
+          },
+          {
+            "name": "params",
+            "type": "object",
+            "description": "Parameters to pass to the tool",
+            "required": true
+          },
+          {
+            "name": "env",
+            "type": "object",
+            "description": "Environment variables (API keys) if required by the tool",
+            "required": false
+          }
+        ],
+        "returns": {
+          "type": "object",
+          "description": "Tool execution result with output and timing"
+        },
+        "aiAgent": {
+          "useCase": "Use after finding a tool with registrySearchTool. Execute the tool by its toolId with the required parameters.",
+          "examples": [
+            "Execute '@exalabs/ai-sdk::webSearch' with query parameter",
+            "Execute '@firecrawl/ai-sdk::scrapeTool' with url parameter"
+          ]
+        }
+      }
+    ]
+  }
+}
diff --git a/packages/tools/registryExecute/src/index.ts b/packages/tools/registryExecute/src/index.ts
new file mode 100644
index 0000000..3b674f7
--- /dev/null
+++ b/packages/tools/registryExecute/src/index.ts
@@ -0,0 +1,120 @@
+import { jsonSchema, tool } from 'ai';
+
+const TPMJS_API_URL = process.env.TPMJS_API_URL || 'https://tpmjs.com';
+const TPMJS_EXECUTOR_URL = process.env.TPMJS_EXECUTOR_URL || 'https://executor.tpmjs.com';
+
+/**
+ * Input type for Registry Execute Tool
+ */
+type RegistryExecuteInput = {
+  toolId: string;
+  params: Record<string, unknown>;
+  env?: Record<string, string>;
+};
+
+/**
+ * AI SDK tool for executing tools from the TPMJS registry
+ *
+ * Use registrySearchTool first to find the toolId, then execute with this tool.
+ * Tools run in a secure sandbox - no local installation required.
+ *
+ * Supports self-hosted registries via environment variables:
+ * - TPMJS_API_URL: Registry API (default: https://tpmjs.com)
+ * - TPMJS_EXECUTOR_URL: Sandbox executor (default: https://executor.tpmjs.com)
+ */
+export const registryExecuteTool = tool({
+  description:
+    'Execute a tool from the TPMJS registry. Use registrySearchTool first to find the toolId. Tools run in a secure sandbox.',
+  inputSchema: jsonSchema<RegistryExecuteInput>({
+    type: 'object',
+    properties: {
+      toolId: {
+        type: 'string',
+        description: "Tool identifier from registrySearchTool (format: 'package::name')",
+      },
+      params: {
+        type: 'object',
+        description: 'Parameters to pass to the tool',
+        additionalProperties: true,
+      },
+      env: {
+        type: 'object',
+        description: 'Environment variables (API keys) if required by the tool',
+        additionalProperties: {
+          type: 'string',
+        },
+      },
+    },
+    required: ['toolId', 'params'],
+    additionalProperties: false,
+  }),
+  async execute({ toolId, params, env }) {
+    // Parse toolId format: "package::name"
+    const separatorIndex = toolId.lastIndexOf('::');
+    if (separatorIndex === -1) {
+      throw new Error(`Invalid toolId format. Expected "package::name", got "${toolId}"`);
+    }
+
+    const packageName = toolId.substring(0, separatorIndex);
+    const name = toolId.substring(separatorIndex + 2);
+
+    if (!packageName || !name) {
+      throw new Error(`Invalid toolId format. Expected "package::name", got "${toolId}"`);
+    }
+
+    // Fetch tool metadata to get version and importUrl
+    const metaParams = new URLSearchParams({
+      q: name,
+      limit: '10',
+    });
+    const metaResponse = await fetch(`${TPMJS_API_URL}/api/tools/search?${metaParams}`);
+
+    if (!metaResponse.ok) {
+      throw new Error(`Failed to fetch tool metadata: ${metaResponse.statusText}`);
+    }
+
+    // biome-ignore lint/suspicious/noExplicitAny: API response types vary
+    const metaData = (await metaResponse.json()) as any;
+    const toolsArray = metaData.results?.tools || [];
+
+    // Find the exact tool match
+    // biome-ignore lint/suspicious/noExplicitAny: API response types vary
+    const toolMeta = toolsArray.find(
+      (t: any) => t.package.npmPackageName === packageName && t.name === name
+    );
+
+    if (!toolMeta) {
+      throw new Error(`Tool not found: ${toolId}`);
+    }
+
+    const version = toolMeta.package.npmVersion;
+    const importUrl = `https://esm.sh/${packageName}@${version}`;
+
+    // Execute via sandbox executor
+    const response = await fetch(`${TPMJS_EXECUTOR_URL}/execute-tool`, {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({
+        packageName,
+        name,
+        version,
+        importUrl,
+        params,
+        env: env || {},
+      }),
+    });
+
+    // biome-ignore lint/suspicious/noExplicitAny: API response types vary
+    const result = (await response.json()) as any;
+
+    if (!result.success) {
+      throw new Error(result.error || 'Tool execution failed');
+    }
+
+    return {
+      toolId,
+      executionTimeMs: result.executionTimeMs,
+      output: result.output,
+    };
+  },
+});
diff --git a/packages/tools/registryExecute/tsconfig.json b/packages/tools/registryExecute/tsconfig.json
new file mode 100644
index 0000000..eb15958
--- /dev/null
+++ b/packages/tools/registryExecute/tsconfig.json
@@ -0,0 +1,12 @@
+{
+  "extends": "@tpmjs/tsconfig/base.json",
+  "compilerOptions": {
+    "outDir": "./dist",
+    "rootDir": "./src",
+    "declaration": true,
+    "declarationMap": true,
+    "sourceMap": true
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/tools/registrySearch/CHANGELOG.md b/packages/tools/registrySearch/CHANGELOG.md
new file mode 100644
index 0000000..07b6251
--- /dev/null
+++ b/packages/tools/registrySearch/CHANGELOG.md
@@ -0,0 +1,18 @@
+# @tpmjs/registrySearch
+
+## 0.2.0
+
+### Minor Changes
+
+- Add @tpmjs/registrySearch and @tpmjs/registryExecute SDK packages
+
+  These packages allow any AI SDK agent to dynamically discover and execute tools from the TPMJS registry:
+
+  - `@tpmjs/registrySearch`: Search the registry for tools by query, category, etc.
+  - `@tpmjs/registryExecute`: Execute any tool from the registry in a secure sandbox
+
+  Features:
+
+  - Works with AI SDK v4+ (Vercel AI SDK)
+  - Self-hosted registry support via environment variables
+  - Secure sandboxed execution via executor.tpmjs.com
diff --git a/packages/tools/registrySearch/README.md b/packages/tools/registrySearch/README.md
new file mode 100644
index 0000000..a850e66
--- /dev/null
+++ b/packages/tools/registrySearch/README.md
@@ -0,0 +1,125 @@
+# @tpmjs/registry-search
+
+Search the TPMJS tool registry from any AI SDK agent. Discover thousands of tools dynamically.
+
+## Installation
+
+```bash
+npm install @tpmjs/registry-search
+# or
+pnpm add @tpmjs/registry-search
+```
+
+## Usage
+
+```typescript
+import { streamText } from 'ai';
+import { anthropic } from '@ai-sdk/anthropic';
+import { registrySearchTool } from '@tpmjs/registry-search';
+import { registryExecuteTool } from '@tpmjs/registry-execute';
+
+const result = streamText({
+  model: anthropic('claude-sonnet-4-20250514'),
+  tools: {
+    registrySearch: registrySearchTool,
+    registryExecute: registryExecuteTool,
+  },
+  system: `You have access to the TPMJS tool registry.
+Use registrySearch to find tools, then registryExecute to run them.`,
+  prompt: 'Search for web scraping tools and scrape https://example.com',
+});
+
+// The agent can now:
+// 1. Search for tools: registrySearch({ query: "web scraping" })
+// 2. Execute found tools: registryExecute({ toolId: "@firecrawl/ai-sdk::scrapeTool", params: { url: "..." } })
+```
+
+## Tool: registrySearchTool
+
+Search the TPMJS registry to find AI SDK tools.
+
+### Parameters
+
+| Name | Type | Required | Description |
+|------|------|----------|-------------|
+| `query` | string | Yes | Search query (keywords, tool names, descriptions) |
+| `category` | string | No | Filter by category |
+| `limit` | number | No | Max results (1-20, default 5) |
+
+### Categories
+
+- `web-scraping`
+- `data-processing`
+- `file-operations`
+- `communication`
+- `database`
+- `api-integration`
+- `image-processing`
+- `text-analysis`
+- `automation`
+- `ai-ml`
+- `security`
+- `monitoring`
+
+### Returns
+
+```json
+{
+  "query": "web scraping",
+  "matchCount": 3,
+  "tools": [
+    {
+      "toolId": "@firecrawl/ai-sdk::scrapeTool",
+      "name": "scrapeTool",
+      "package": "@firecrawl/ai-sdk",
+      "description": "Scrape any website into clean markdown",
+      "category": "web-scraping",
+      "requiredEnvVars": ["FIRECRAWL_API_KEY"],
+      "healthStatus": "HEALTHY",
+      "qualityScore": 0.9
+    }
+  ]
+}
+```
+
+### Understanding `requiredEnvVars`
+
+The `requiredEnvVars` field tells you which API keys a tool needs to function. When executing a tool with `@tpmjs/registry-execute`, pass these keys in the `env` parameter:
+
+```typescript
+// 1. Search finds a tool that needs FIRECRAWL_API_KEY
+const searchResult = await registrySearchTool.execute({ query: 'web scraping' });
+// searchResult.tools[0].requiredEnvVars = ["FIRECRAWL_API_KEY"]
+
+// 2. Execute the tool with the required key
+const result = await registryExecuteTool.execute({
+  toolId: '@firecrawl/ai-sdk::scrapeTool',
+  params: { url: 'https://example.com' },
+  env: { FIRECRAWL_API_KEY: 'fc-xxx' }  // Pass required keys here
+});
+```
+
+Tools with an empty `requiredEnvVars` array don't need any API keys.
+
+## Environment Variables
+
+| Variable | Default | Description |
+|----------|---------|-------------|
+| `TPMJS_API_URL` | `https://tpmjs.com` | Base URL for the registry API |
+
+### Self-Hosted Registry
+
+To use your own TPMJS registry:
+
+```bash
+export TPMJS_API_URL=https://registry.mycompany.com
+```
+
+## Related
+
+- [@tpmjs/registry-execute](https://www.npmjs.com/package/@tpmjs/registry-execute) - Execute tools found with this package
+- [TPMJS Registry](https://tpmjs.com) - Browse all available tools
+
+## License
+
+MIT
diff --git a/packages/tools/registrySearch/package.json b/packages/tools/registrySearch/package.json
new file mode 100644
index 0000000..1ff85d1
--- /dev/null
+++ b/packages/tools/registrySearch/package.json
@@ -0,0 +1,73 @@
+{
+  "name": "@tpmjs/registry-search",
+  "version": "0.1.2",
+  "description": "Search the TPMJS tool registry from any AI SDK agent",
+  "main": "dist/index.js",
+  "types": "dist/index.d.ts",
+  "scripts": {
+    "build": "tsc",
+    "dev": "tsc --watch",
+    "type-check": "tsc --noEmit"
+  },
+  "keywords": ["tpmjs", "ai-sdk", "vercel-ai", "registry", "search"],
+  "dependencies": {
+    "ai": "6.0.0-beta.124"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "typescript": "^5.7.2"
+  },
+  "files": ["dist", "README.md"],
+  "publishConfig": {
+    "access": "public"
+  },
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/ajaxdavis/tpmjs.git",
+    "directory": "packages/tools/registrySearch"
+  },
+  "homepage": "https://tpmjs.com",
+  "license": "MIT",
+  "tpmjs": {
+    "category": "api-integration",
+    "frameworks": ["vercel-ai"],
+    "tools": [
+      {
+        "exportName": "registrySearchTool",
+        "description": "Search the TPMJS tool registry to find AI SDK tools. Returns tool metadata including toolId for use with registryExecuteTool.",
+        "parameters": [
+          {
+            "name": "query",
+            "type": "string",
+            "description": "Search query (keywords, tool names, descriptions)",
+            "required": true
+          },
+          {
+            "name": "category",
+            "type": "string",
+            "description": "Filter by category (optional)",
+            "required": false
+          },
+          {
+            "name": "limit",
+            "type": "number",
+            "description": "Maximum results (1-20, default 5)",
+            "required": false
+          }
+        ],
+        "returns": {
+          "type": "object",
+          "description": "Search results with tool metadata including toolId, packageName, exportName, description, requiredEnvVars"
+        },
+        "aiAgent": {
+          "useCase": "Use when you need to find a tool for a specific task. Search returns toolIds that can be executed with registryExecuteTool.",
+          "examples": [
+            "Search for 'web scraping' to find scraping tools",
+            "Search for 'weather' to find weather API tools",
+            "Search for 'database' to find database tools"
+          ]
+        }
+      }
+    ]
+  }
+}
diff --git a/packages/tools/registrySearch/src/index.ts b/packages/tools/registrySearch/src/index.ts
new file mode 100644
index 0000000..1d6247e
--- /dev/null
+++ b/packages/tools/registrySearch/src/index.ts
@@ -0,0 +1,102 @@
+import { jsonSchema, tool } from 'ai';
+
+const TPMJS_API_URL = process.env.TPMJS_API_URL || 'https://tpmjs.com';
+
+/**
+ * Input type for Registry Search Tool
+ */
+type RegistrySearchInput = {
+  query: string;
+  category?: string;
+  limit?: number;
+};
+
+/**
+ * AI SDK tool for searching the TPMJS tool registry
+ *
+ * This tool enables agents to discover tools dynamically from the TPMJS registry.
+ * Search results include toolIds that can be executed with @tpmjs/registryExecute.
+ *
+ * Supports self-hosted registries via TPMJS_API_URL environment variable.
+ */
+export const registrySearchTool = tool({
+  description:
+    'Search the TPMJS tool registry to find AI SDK tools. Use this to discover tools for any task. Returns toolIds that can be executed with registryExecuteTool.',
+  inputSchema: jsonSchema<RegistrySearchInput>({
+    type: 'object',
+    properties: {
+      query: {
+        type: 'string',
+        description: 'Search query (keywords, tool names, descriptions)',
+      },
+      category: {
+        type: 'string',
+        description: 'Filter by tool category (optional)',
+        enum: [
+          'web-scraping',
+          'data-processing',
+          'file-operations',
+          'communication',
+          'database',
+          'api-integration',
+          'image-processing',
+          'text-analysis',
+          'automation',
+          'ai-ml',
+          'security',
+          'monitoring',
+        ],
+      },
+      limit: {
+        type: 'number',
+        description: 'Maximum number of results (1-20, default 5)',
+        minimum: 1,
+        maximum: 20,
+      },
+    },
+    required: ['query'],
+    additionalProperties: false,
+  }),
+  async execute({ query, category, limit = 5 }) {
+    const params = new URLSearchParams({
+      q: query,
+      limit: String(limit),
+      ...(category && { category }),
+    });
+
+    const url = `${TPMJS_API_URL}/api/tools/search?${params}`;
+    const response = await fetch(url);
+
+    if (!response.ok) {
+      throw new Error(`Search failed: ${response.statusText}`);
+    }
+
+    // biome-ignore lint/suspicious/noExplicitAny: API response types vary
+    const data = (await response.json()) as any;
+    const toolsArray = data.results?.tools || [];
+
+    return {
+      query,
+      matchCount: toolsArray.length,
+      // biome-ignore lint/suspicious/noExplicitAny: Tool types from API vary
+      tools: toolsArray.map((t: any) => ({
+        // Unique identifier for registryExecuteTool
+        toolId: `${t.package.npmPackageName}::${t.name}`,
+
+        // Human-readable info
+        name: t.name,
+        package: t.package.npmPackageName,
+        description: t.description,
+        category: t.package.category,
+
+        // Execution requirements
+        requiredEnvVars:
+          t.package.env?.filter((e: any) => e.required).map((e: any) => e.name) || [],
+
+        // Quality indicators
+        healthStatus: t.executionHealth,
+        qualityScore: t.qualityScore,
+      })),
+    };
+  },
+});
diff --git a/packages/tools/registrySearch/tsconfig.json b/packages/tools/registrySearch/tsconfig.json
new file mode 100644
index 0000000..eb15958
--- /dev/null
+++ b/packages/tools/registrySearch/tsconfig.json
@@ -0,0 +1,12 @@
+{
+  "extends": "@tpmjs/tsconfig/base.json",
+  "compilerOptions": {
+    "outDir": "./dist",
+    "rootDir": "./src",
+    "declaration": true,
+    "declarationMap": true,
+    "sourceMap": true
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/tools/search-registry/.npmignore b/packages/tools/search-registry/.npmignore
new file mode 100644
index 0000000..74ad601
--- /dev/null
+++ b/packages/tools/search-registry/.npmignore
@@ -0,0 +1,5 @@
+src/
+tsconfig.json
+*.test.ts
+*.spec.ts
+.turbo
diff --git a/packages/tools/search-registry/package.json b/packages/tools/search-registry/package.json
new file mode 100644
index 0000000..835e819
--- /dev/null
+++ b/packages/tools/search-registry/package.json
@@ -0,0 +1,63 @@
+{
+  "name": "@tpmjs/search-registry",
+  "version": "0.1.0",
+  "description": "AI SDK tool for searching the TPMJS tool registry",
+  "main": "dist/index.js",
+  "types": "dist/index.d.ts",
+  "scripts": {
+    "build": "tsc",
+    "dev": "tsc --watch",
+    "type-check": "tsc --noEmit"
+  },
+  "keywords": ["tpmjs", "ai", "search", "tool-registry"],
+  "dependencies": {
+    "ai": "6.0.0-beta.124",
+    "zod": "^3.23.0"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "typescript": "^5.7.2"
+  },
+  "tpmjs": {
+    "category": "api-integration",
+    "frameworks": ["vercel-ai"],
+    "tools": [
+      {
+        "exportName": "searchTpmjsToolsTool",
+        "description": "Search the TPMJS tool registry to find AI SDK tools by keyword, category, or description. Returns tool metadata for dynamic loading.",
+        "parameters": [
+          {
+            "name": "query",
+            "type": "string",
+            "description": "Search query (keywords, tool names, descriptions)",
+            "required": true
+          },
+          {
+            "name": "category",
+            "type": "string",
+            "description": "Filter by category (optional)",
+            "required": false
+          },
+          {
+            "name": "limit",
+            "type": "number",
+            "description": "Maximum results (1-20, default 10)",
+            "required": false
+          }
+        ],
+        "returns": {
+          "type": "object",
+          "description": "Search results with tool metadata including packageName, exportName, version, importUrl"
+        },
+        "aiAgent": {
+          "useCase": "Use when you need a tool that isn't currently available. Search for tools by keyword or domain.",
+          "examples": [
+            "Search for 'weather' when asked about weather",
+            "Search for 'wikipedia' when asked to search Wikipedia",
+            "Search for 'database' when working with SQL"
+          ]
+        }
+      }
+    ]
+  }
+}
diff --git a/packages/tools/search-registry/src/index.ts b/packages/tools/search-registry/src/index.ts
new file mode 100644
index 0000000..647f69d
--- /dev/null
+++ b/packages/tools/search-registry/src/index.ts
@@ -0,0 +1,124 @@
+import { jsonSchema, tool } from 'ai';
+
+/**
+ * Input type for Search TPMJS Tools
+ */
+type SearchTpmjsToolsInput = {
+  query: string;
+  category?: string;
+  limit?: number;
+  recentMessages?: string[];
+};
+
+/**
+ * AI SDK tool for searching the TPMJS tool registry
+ *
+ * This meta-tool enables agents to discover and load tools dynamically from the registry.
+ * When an agent needs a tool that isn't currently available, it can search for it by keyword,
+ * category, or description. The search results include all metadata needed to dynamically
+ * import the tool at runtime.
+ */
+export const searchTpmjsToolsTool = tool({
+  description:
+    "Search the TPMJS tool registry to find AI SDK tools. Use this when you need a tool that isn't currently available. Returns tool metadata including package names, export names, and import URLs.",
+  inputSchema: jsonSchema<SearchTpmjsToolsInput>({
+    type: 'object',
+    properties: {
+      query: {
+        type: 'string',
+        description: 'Search query (keywords, tool names, descriptions)',
+      },
+      category: {
+        type: 'string',
+        description: 'Filter by tool category (optional)',
+        enum: [
+          'web-scraping',
+          'data-processing',
+          'file-operations',
+          'communication',
+          'database',
+          'api-integration',
+          'image-processing',
+          'text-analysis',
+          'automation',
+          'ai-ml',
+          'security',
+          'monitoring',
+        ],
+      },
+      limit: {
+        type: 'number',
+        description: 'Maximum number of results (1-20, default 10)',
+        minimum: 1,
+        maximum: 20,
+      },
+      recentMessages: {
+        type: 'array',
+        description: 'Recent user messages for context (optional)',
+        items: {
+          type: 'string',
+        },
+      },
+    },
+    required: ['query'],
+    additionalProperties: false,
+  }),
+  async execute({ query, category, limit = 10, recentMessages = [] }) {
+    console.log('🔍 searchTpmjsTools.execute() called with:', {
+      query,
+      category,
+      limit,
+      recentMessages: recentMessages.length,
+    });
+
+    const params = new URLSearchParams({
+      q: query,
+      limit: String(limit),
+      ...(category && { category }),
+      ...(recentMessages.length > 0 && { messages: JSON.stringify(recentMessages) }),
+    });
+
+    // Use environment variable, or default to production API (falls back to localhost in dev)
+    const baseUrl =
+      process.env.TPMJS_API_URL ||
+      (process.env.NODE_ENV === 'production' ? 'https://tpmjs.com' : 'http://localhost:3000');
+
+    // Use the /api/tools/search endpoint for BM25 scoring with context
+    const url = `${baseUrl}/api/tools/search?${params}`;
+
+    console.log(`🌐 Fetching: ${url}`);
+
+    const response = await fetch(url);
+
+    console.log(`📡 Response status: ${response.status} ${response.statusText}`);
+
+    if (!response.ok) {
+      throw new Error(`Search failed: ${response.statusText}`);
+    }
+
+    // biome-ignore lint/suspicious/noExplicitAny: API response types vary
+    const data = (await response.json()) as any;
+    console.log('📦 Search response data:', JSON.stringify(data, null, 2));
+
+    // Handle /api/tools/search response structure
+    const toolsArray = data.results?.tools || [];
+
+    return {
+      query,
+      matchCount: toolsArray.length,
+      // biome-ignore lint/suspicious/noExplicitAny: Tool types from API vary
+      tools: toolsArray.map((tool: any) => ({
+        toolId: tool.id,
+        packageName: tool.package.npmPackageName,
+        name: tool.name,
+        description: tool.description,
+        category: tool.package.category,
+        qualityScore: tool.qualityScore,
+        frameworks: tool.package.frameworks,
+        env: tool.package.env,
+        version: tool.package.npmVersion,
+        importUrl: `https://esm.sh/${tool.package.npmPackageName}@${tool.package.npmVersion}`,
+      })),
+    };
+  },
+});
diff --git a/packages/tools/search-registry/tsconfig.json b/packages/tools/search-registry/tsconfig.json
new file mode 100644
index 0000000..eb15958
--- /dev/null
+++ b/packages/tools/search-registry/tsconfig.json
@@ -0,0 +1,12 @@
+{
+  "extends": "@tpmjs/tsconfig/base.json",
+  "compilerOptions": {
+    "outDir": "./dist",
+    "rootDir": "./src",
+    "declaration": true,
+    "declarationMap": true,
+    "sourceMap": true
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/tools/src/index.ts b/packages/tools/src/index.ts
new file mode 100644
index 0000000..5d02fc3
--- /dev/null
+++ b/packages/tools/src/index.ts
@@ -0,0 +1,37 @@
+import { z } from 'zod';
+
+/**
+ * Hello World Tool
+ * Returns a simple "Hello, World!" greeting
+ *
+ * This is a proper AI SDK v6 tool that can be used with streamText()
+ */
+export const helloWorldTool = {
+  description: 'Returns a simple "Hello, World!" greeting',
+  parameters: z.object({}),
+  execute: async () => {
+    return {
+      message: 'Hello, World!',
+      timestamp: new Date().toISOString(),
+    };
+  },
+};
+
+/**
+ * Hello Name Tool
+ * Returns a personalized greeting with the provided name
+ *
+ * This is a proper AI SDK v6 tool that can be used with streamText()
+ */
+export const helloNameTool = {
+  description: 'Returns a personalized greeting with the provided name',
+  parameters: z.object({
+    name: z.string().describe('The name of the person to greet'),
+  }),
+  execute: async ({ name }: { name: string }) => {
+    return {
+      message: `Hello, ${name}!`,
+      timestamp: new Date().toISOString(),
+    };
+  },
+};
diff --git a/packages/tools/tsconfig.json b/packages/tools/tsconfig.json
new file mode 100644
index 0000000..caa8ee7
--- /dev/null
+++ b/packages/tools/tsconfig.json
@@ -0,0 +1,11 @@
+{
+  "extends": "@tpmjs/tsconfig/base.json",
+  "compilerOptions": {
+    "outDir": "./dist",
+    "rootDir": "./src",
+    "declaration": true,
+    "declarationMap": true
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/tools/unsandbox/CHANGELOG.md b/packages/tools/unsandbox/CHANGELOG.md
new file mode 100644
index 0000000..0fe513e
--- /dev/null
+++ b/packages/tools/unsandbox/CHANGELOG.md
@@ -0,0 +1,7 @@
+# @tpmjs/unsandbox
+
+## 0.0.2
+
+### Patch Changes
+
+- Initial release of @tpmjs/unsandbox - AI SDK tools for secure code execution in 42+ programming languages via unsandbox.com
diff --git a/packages/tools/unsandbox/README.md b/packages/tools/unsandbox/README.md
new file mode 100644
index 0000000..5839b3f
--- /dev/null
+++ b/packages/tools/unsandbox/README.md
@@ -0,0 +1,162 @@
+# @tpmjs/unsandbox
+
+AI SDK tools for secure code execution in 42+ programming languages via [unsandbox.com](https://unsandbox.com).
+
+## Installation
+
+```bash
+npm install @tpmjs/unsandbox
+# or
+pnpm add @tpmjs/unsandbox
+```
+
+## Setup
+
+Get an API key at [unsandbox.com/api-keys](https://unsandbox.com/api-keys) and set it as an environment variable:
+
+```bash
+export UNSANDBOX_API_KEY=your-api-key
+```
+
+## Usage
+
+```typescript
+import { streamText } from 'ai';
+import { anthropic } from '@ai-sdk/anthropic';
+import { executeCode, listLanguages } from '@tpmjs/unsandbox';
+
+const result = streamText({
+  model: anthropic('claude-sonnet-4-20250514'),
+  tools: {
+    executeCode,
+    listLanguages,
+  },
+  system: 'You can execute code in 42+ programming languages using a secure sandbox.',
+  prompt: 'Write and run a Python script that calculates the first 10 Fibonacci numbers',
+});
+```
+
+## Tools
+
+### executeCode
+
+Execute code synchronously in a secure sandbox.
+
+```typescript
+import { executeCode } from '@tpmjs/unsandbox';
+
+const result = await executeCode.execute({
+  language: 'python',
+  code: 'print("Hello, World!")',
+});
+// { stdout: "Hello, World!\n", stderr: "", exit_code: 0 }
+```
+
+**Parameters:**
+
+| Name | Type | Required | Description |
+|------|------|----------|-------------|
+| `language` | string | Yes | Programming language (python, javascript, go, rust, etc.) |
+| `code` | string | Yes | Source code to execute |
+| `input_files` | array | No | Files to make available in /tmp/input/ |
+| `network_mode` | string | No | 'zerotrust' (default) or 'semitrusted' |
+| `ttl` | number | No | Timeout in seconds (1-900, default 60) |
+| `return_artifact` | boolean | No | Return compiled binary for compiled languages |
+| `return_wasm_artifact` | boolean | No | Compile to WebAssembly (C, C++, Rust, Zig, Go) |
+
+### executeCodeAsync
+
+Execute code asynchronously, returning a job_id for tracking.
+
+```typescript
+import { executeCodeAsync, getJob } from '@tpmjs/unsandbox';
+
+const job = await executeCodeAsync.execute({
+  language: 'rust',
+  code: 'fn main() { println!("Hello from Rust!"); }',
+});
+
+// Check status later
+const result = await getJob.execute({ job_id: job.job_id });
+```
+
+### runCode
+
+Execute code with automatic language detection from shebang.
+
+```typescript
+import { runCode } from '@tpmjs/unsandbox';
+
+const result = await runCode.execute({
+  code: `#!/usr/bin/env python3
+print("Auto-detected Python!")`,
+});
+```
+
+### runCodeAsync
+
+Async version of runCode.
+
+### listJobs
+
+List all active jobs for your API key.
+
+```typescript
+import { listJobs } from '@tpmjs/unsandbox';
+
+const jobs = await listJobs.execute({});
+```
+
+### getJob
+
+Get status and results of a specific async job.
+
+```typescript
+import { getJob } from '@tpmjs/unsandbox';
+
+const result = await getJob.execute({ job_id: 'abc123' });
+// { status: 'completed', stdout: '...', stderr: '...' }
+```
+
+### cancelJob
+
+Cancel a running or pending async job.
+
+```typescript
+import { cancelJob } from '@tpmjs/unsandbox';
+
+await cancelJob.execute({ job_id: 'abc123' });
+```
+
+### listLanguages
+
+List all 42+ supported programming languages.
+
+```typescript
+import { listLanguages } from '@tpmjs/unsandbox';
+
+const languages = await listLanguages.execute({});
+```
+
+## Supported Languages
+
+42+ languages including:
+
+- **Interpreted:** Python, JavaScript, TypeScript, Ruby, Perl, PHP, Lua, Bash, R, Elixir, Erlang, Tcl, Scheme, PowerShell, Clojure, Common Lisp, Crystal, Groovy, Deno, AWK, Raku
+- **Compiled:** C, C++, Go, Rust, Java, Kotlin, COBOL, Fortran, D, Zig, Nim, V, Objective-C, Dart
+- **Functional:** Julia, Haskell, OCaml, F#, C#, Prolog, Forth
+
+## Environment Variables
+
+| Variable | Required | Description |
+|----------|----------|-------------|
+| `UNSANDBOX_API_KEY` | Yes | API key from unsandbox.com |
+
+## Related
+
+- [unsandbox.com](https://unsandbox.com) - Secure code execution API
+- [TPMJS Registry](https://tpmjs.com) - Browse all available AI SDK tools
+
+## License
+
+MIT
diff --git a/packages/tools/unsandbox/package.json b/packages/tools/unsandbox/package.json
new file mode 100644
index 0000000..ca57f71
--- /dev/null
+++ b/packages/tools/unsandbox/package.json
@@ -0,0 +1,230 @@
+{
+  "name": "@tpmjs/unsandbox",
+  "version": "0.0.2",
+  "description": "AI SDK tools for secure code execution in 42+ programming languages via unsandbox.com",
+  "main": "dist/index.js",
+  "types": "dist/index.d.ts",
+  "scripts": {
+    "build": "tsc",
+    "dev": "tsc --watch",
+    "type-check": "tsc --noEmit"
+  },
+  "keywords": ["tpmjs", "ai-sdk", "code-execution", "sandbox", "unsandbox"],
+  "dependencies": {
+    "@thomasdavis/unsandbox": "^0.0.3"
+  },
+  "devDependencies": {
+    "@tpmjs/tsconfig": "workspace:*",
+    "typescript": "^5.7.2"
+  },
+  "files": ["dist", "README.md"],
+  "publishConfig": {
+    "access": "public"
+  },
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/ajaxdavis/tpmjs.git",
+    "directory": "packages/tools/unsandbox"
+  },
+  "homepage": "https://tpmjs.com",
+  "license": "MIT",
+  "tpmjs": {
+    "category": "ai-ml",
+    "frameworks": ["vercel-ai"],
+    "env": [
+      {
+        "name": "UNSANDBOX_API_KEY",
+        "description": "API key for the Unsandbox code execution service (get one at https://unsandbox.com/api-keys)",
+        "required": true
+      }
+    ],
+    "tools": [
+      {
+        "exportName": "executeCode",
+        "description": "Execute code synchronously in a secure sandbox. Supports 42+ languages including Python, JavaScript, TypeScript, Go, Rust, and more.",
+        "parameters": [
+          {
+            "name": "language",
+            "type": "string",
+            "description": "Programming language to execute (python, javascript, typescript, go, rust, c, cpp, java, ruby, etc.)",
+            "required": true
+          },
+          {
+            "name": "code",
+            "type": "string",
+            "description": "The source code to execute",
+            "required": true
+          },
+          {
+            "name": "input_files",
+            "type": "array",
+            "description": "Optional array of input files to make available in /tmp/input/",
+            "required": false
+          },
+          {
+            "name": "network_mode",
+            "type": "string",
+            "description": "Network isolation mode: 'zerotrust' (default, blocks all) or 'semitrusted' (allows outbound)",
+            "required": false
+          },
+          {
+            "name": "ttl",
+            "type": "number",
+            "description": "Execution timeout in seconds (1-900, default 60)",
+            "required": false
+          }
+        ],
+        "returns": {
+          "type": "object",
+          "description": "Execution result with stdout, stderr, and exit code"
+        },
+        "aiAgent": {
+          "useCase": "Use when you need to execute code in a secure sandbox environment. Great for running untrusted code, testing snippets, or executing code in languages not available locally.",
+          "examples": [
+            "Execute Python code to analyze data",
+            "Run JavaScript to test a function",
+            "Compile and run Rust code"
+          ]
+        }
+      },
+      {
+        "exportName": "executeCodeAsync",
+        "description": "Execute code asynchronously in a secure sandbox. Returns a job_id immediately for tracking.",
+        "parameters": [
+          {
+            "name": "language",
+            "type": "string",
+            "description": "Programming language to execute",
+            "required": true
+          },
+          {
+            "name": "code",
+            "type": "string",
+            "description": "The source code to execute",
+            "required": true
+          }
+        ],
+        "returns": {
+          "type": "object",
+          "description": "Job info with job_id for tracking"
+        },
+        "aiAgent": {
+          "useCase": "Use for long-running code that may take time to complete. Check status with getJob.",
+          "examples": [
+            "Run a long computation asynchronously",
+            "Execute code that may take several minutes"
+          ]
+        }
+      },
+      {
+        "exportName": "runCode",
+        "description": "Execute code with automatic language detection from shebang line (e.g., #!/usr/bin/env python3).",
+        "parameters": [
+          {
+            "name": "code",
+            "type": "string",
+            "description": "Source code with shebang line for language detection",
+            "required": true
+          }
+        ],
+        "returns": {
+          "type": "object",
+          "description": "Execution result with stdout, stderr, and detected language"
+        },
+        "aiAgent": {
+          "useCase": "Simpler alternative to executeCode when your code has a shebang line.",
+          "examples": [
+            "Run a script with #!/usr/bin/env python3",
+            "Execute bash script with #!/bin/bash"
+          ]
+        }
+      },
+      {
+        "exportName": "runCodeAsync",
+        "description": "Execute code asynchronously with automatic language detection from shebang.",
+        "parameters": [
+          {
+            "name": "code",
+            "type": "string",
+            "description": "Source code with shebang line",
+            "required": true
+          }
+        ],
+        "returns": {
+          "type": "object",
+          "description": "Job info with job_id"
+        },
+        "aiAgent": {
+          "useCase": "Async version of runCode for long-running scripts.",
+          "examples": ["Run a long Python script asynchronously"]
+        }
+      },
+      {
+        "exportName": "listJobs",
+        "description": "List all active jobs for your API key. Jobs are retained for 3 minutes after completion.",
+        "parameters": [],
+        "returns": {
+          "type": "object",
+          "description": "List of jobs with IDs, statuses, and timestamps"
+        },
+        "aiAgent": {
+          "useCase": "Check what async jobs are currently running or recently completed.",
+          "examples": ["List all my running code executions"]
+        }
+      },
+      {
+        "exportName": "getJob",
+        "description": "Get status and results of a specific async job.",
+        "parameters": [
+          {
+            "name": "job_id",
+            "type": "string",
+            "description": "The job ID from executeCodeAsync or runCodeAsync",
+            "required": true
+          }
+        ],
+        "returns": {
+          "type": "object",
+          "description": "Job status (pending, running, completed, cancelled, timeout) with stdout/stderr"
+        },
+        "aiAgent": {
+          "useCase": "Check if an async job has completed and get its output.",
+          "examples": ["Get results of job abc123"]
+        }
+      },
+      {
+        "exportName": "cancelJob",
+        "description": "Cancel a running or pending async job.",
+        "parameters": [
+          {
+            "name": "job_id",
+            "type": "string",
+            "description": "The job ID to cancel",
+            "required": true
+          }
+        ],
+        "returns": {
+          "type": "object",
+          "description": "Cancellation confirmation with partial output collected"
+        },
+        "aiAgent": {
+          "useCase": "Stop a long-running job that's no longer needed.",
+          "examples": ["Cancel job abc123"]
+        }
+      },
+      {
+        "exportName": "listLanguages",
+        "description": "List all 42+ supported programming languages and their aliases.",
+        "parameters": [],
+        "returns": {
+          "type": "object",
+          "description": "List of supported languages with aliases"
+        },
+        "aiAgent": {
+          "useCase": "Discover what languages are available before executing code.",
+          "examples": ["What languages can I execute?"]
+        }
+      }
+    ]
+  }
+}
diff --git a/packages/tools/unsandbox/src/index.ts b/packages/tools/unsandbox/src/index.ts
new file mode 100644
index 0000000..9e04429
--- /dev/null
+++ b/packages/tools/unsandbox/src/index.ts
@@ -0,0 +1,20 @@
+/**
+ * @tpmjs/unsandbox
+ *
+ * AI SDK tools for secure code execution in 42+ programming languages.
+ * Wraps @thomasdavis/unsandbox for use with the TPMJS registry.
+ *
+ * Requires UNSANDBOX_API_KEY environment variable.
+ * Get an API key at https://unsandbox.com/api-keys
+ */
+
+export {
+  executeCode,
+  executeCodeAsync,
+  runCode,
+  runCodeAsync,
+  listJobs,
+  getJob,
+  cancelJob,
+  listLanguages,
+} from '@thomasdavis/unsandbox';
diff --git a/packages/tools/unsandbox/tsconfig.json b/packages/tools/unsandbox/tsconfig.json
new file mode 100644
index 0000000..eb15958
--- /dev/null
+++ b/packages/tools/unsandbox/tsconfig.json
@@ -0,0 +1,12 @@
+{
+  "extends": "@tpmjs/tsconfig/base.json",
+  "compilerOptions": {
+    "outDir": "./dist",
+    "rootDir": "./src",
+    "declaration": true,
+    "declarationMap": true,
+    "sourceMap": true
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/types/package.json b/packages/types/package.json
index d26643e..690aa87 100644
--- a/packages/types/package.json
+++ b/packages/types/package.json
@@ -1,6 +1,16 @@
 {
   "name": "@tpmjs/types",
   "version": "0.1.1",
+  "description": "Shared TypeScript types and Zod schemas for TPMJS",
+  "author": "TPMJS",
+  "license": "MIT",
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/tpmjs/tpmjs.git",
+    "directory": "packages/types"
+  },
+  "homepage": "https://tpmjs.com",
+  "keywords": ["tpmjs", "typescript", "types", "zod", "schemas"],
   "type": "module",
   "exports": {
     "./tool": {
@@ -24,7 +34,7 @@
     "clean": "rm -rf dist .turbo"
   },
   "dependencies": {
-    "zod": "^3.24.1"
+    "zod": "^4.1.13"
   },
   "devDependencies": {
     "@tpmjs/tsconfig": "workspace:*",
diff --git a/packages/types/src/tool.ts b/packages/types/src/tool.ts
index 5470107..143af63 100644
--- a/packages/types/src/tool.ts
+++ b/packages/types/src/tool.ts
@@ -3,7 +3,7 @@ import { z } from 'zod';
 export const ToolParameterSchema = z.object({
   name: z.string(),
   description: z.string(),
-  schema: z.record(z.unknown()),
+  schema: z.record(z.string(), z.unknown()),
   required: z.boolean().default(false),
 });
 
diff --git a/packages/types/src/tpmjs.ts b/packages/types/src/tpmjs.ts
index 5bb4f2b..3c62ea9 100644
--- a/packages/types/src/tpmjs.ts
+++ b/packages/types/src/tpmjs.ts
@@ -22,6 +22,10 @@ export type TpmjsCategory = (typeof TPMJS_CATEGORIES)[number];
 
 /**
  * Tool parameter schema
+ *
+ * @deprecated Parameters are now auto-extracted from the tool's inputSchema at runtime.
+ * You no longer need to manually specify parameters in your package.json.
+ * This schema is kept for backward compatibility as a fallback if auto-extraction fails.
  */
 export const TpmjsParameterSchema = z.object({
   name: z.string().min(1),
@@ -35,6 +39,9 @@ export type TpmjsParameter = z.infer<typeof TpmjsParameterSchema>;
 
 /**
  * Return value schema
+ *
+ * @deprecated Return type information is now auto-extracted from the tool at runtime.
+ * You no longer need to manually specify returns in your package.json.
  */
 export const TpmjsReturnsSchema = z.object({
   type: z.string().min(1),
@@ -44,42 +51,22 @@ export const TpmjsReturnsSchema = z.object({
 export type TpmjsReturns = z.infer<typeof TpmjsReturnsSchema>;
 
 /**
- * Authentication configuration schema
+ * Environment variable schema
  */
-export const TpmjsAuthenticationSchema = z.object({
-  required: z.boolean(),
-  type: z.enum(['api-key', 'oauth', 'basic-auth', 'custom']),
-  envVar: z.string().optional(),
-  docsUrl: z.string().url().optional(),
+export const TpmjsEnvSchema = z.object({
+  name: z.string().min(1),
+  description: z.string().min(1),
+  required: z.boolean().default(true),
+  default: z.string().optional(),
 });
 
-export type TpmjsAuthentication = z.infer<typeof TpmjsAuthenticationSchema>;
-
-/**
- * Pricing information schema
- */
-export const TpmjsPricingSchema = z.object({
-  model: z.enum(['free', 'freemium', 'paid', 'enterprise']),
-  freeLimit: z.string().optional(),
-  paidUrl: z.string().url().optional(),
-});
-
-export type TpmjsPricing = z.infer<typeof TpmjsPricingSchema>;
-
-/**
- * External links schema
- */
-export const TpmjsLinksSchema = z.object({
-  documentation: z.string().url().optional(),
-  playground: z.string().url().optional(),
-  repository: z.string().url().optional(),
-  homepage: z.string().url().optional(),
-});
-
-export type TpmjsLinks = z.infer<typeof TpmjsLinksSchema>;
+export type TpmjsEnv = z.infer<typeof TpmjsEnvSchema>;
 
 /**
  * AI Agent guidance schema
+ *
+ * @deprecated AI agent guidance is now auto-extracted from the tool at runtime.
+ * You no longer need to manually specify aiAgent in your package.json.
  */
 export const TpmjsAiAgentSchema = z.object({
   useCase: z.string().min(10),
@@ -90,98 +77,241 @@ export const TpmjsAiAgentSchema = z.object({
 export type TpmjsAiAgent = z.infer<typeof TpmjsAiAgentSchema>;
 
 /**
- * Minimal tier schema - required fields only
- * This is the minimum required to publish a tool to TPMJS
+ * Individual tool definition within a multi-tool package
+ *
+ * Required fields:
+ * - name: The export name of the tool from the package
+ *
+ * Optional fields (auto-extracted if not provided):
+ * - description: A description of what the tool does (20-500 chars) - auto-extracted from tool
+ *
+ * @deprecated fields (now auto-extracted, kept for backward compatibility):
+ * - parameters: Tool input parameters - auto-extracted from inputSchema
+ * - returns: Tool return type - auto-extracted from tool
+ * - aiAgent: AI agent guidance - auto-extracted from tool
+ * - exportName: Renamed to 'name' - kept for backward compatibility with published packages
  */
-export const TpmjsMinimalSchema = z.object({
-  category: z.enum(TPMJS_CATEGORIES, {
-    errorMap: () => ({
-      message: `Category must be one of: ${TPMJS_CATEGORIES.join(', ')}`,
-    }),
-  }),
-  description: z.string().min(20, 'Description must be at least 20 characters').max(500),
-  example: z.string().min(10, 'Example must be at least 10 characters'),
-});
+export const TpmjsToolDefinitionSchema = z
+  .object({
+    // Required: The export name of the tool from the package
+    // Accepts both 'name' and legacy 'exportName' field
+    name: z.string().min(1).optional(),
+    // @deprecated - renamed to 'name', kept for backward compatibility
+    exportName: z.string().min(1).optional(),
+    // Optional - auto-extracted from tool if not provided
+    description: z
+      .string()
+      .min(20, 'Description must be at least 20 characters')
+      .max(500)
+      .optional(),
+    // @deprecated - now auto-extracted from tool's inputSchema
+    parameters: z.array(TpmjsParameterSchema).optional(),
+    // @deprecated - now auto-extracted from tool
+    returns: TpmjsReturnsSchema.optional(),
+    // @deprecated - now auto-extracted from tool
+    aiAgent: TpmjsAiAgentSchema.optional(),
+  })
+  .transform((data) => ({
+    // Transform exportName to name for backward compatibility
+    name: data.name || data.exportName || '',
+    description: data.description,
+    parameters: data.parameters,
+    returns: data.returns,
+    aiAgent: data.aiAgent,
+  }))
+  .refine((data) => data.name.length > 0, {
+    message: 'Either name or exportName is required',
+    path: ['name'],
+  });
 
-export type TpmjsMinimal = z.infer<typeof TpmjsMinimalSchema>;
+export type TpmjsToolDefinition = z.infer<typeof TpmjsToolDefinitionSchema>;
 
 /**
- * Rich tier schema - includes optional enhanced metadata
- * Tools with these fields get better visibility and quality scores
+ * Multi-tool format - NEW SCHEMA
+ * Package-level metadata with optional array of tools
+ *
+ * If tools is not provided, TPMJS will auto-discover exports from the package.
+ * Authors can override auto-discovery by providing explicit tool definitions.
  */
-export const TpmjsRichSchema = TpmjsMinimalSchema.extend({
-  parameters: z.array(TpmjsParameterSchema).optional(),
-  returns: TpmjsReturnsSchema.optional(),
-  authentication: TpmjsAuthenticationSchema.optional(),
-  pricing: TpmjsPricingSchema.optional(),
+export const TpmjsMultiToolSchema = z.object({
+  category: z.enum(TPMJS_CATEGORIES, {
+    message: `Category must be one of: ${TPMJS_CATEGORIES.join(', ')}`,
+  }),
+  // Optional - if not provided, tools are auto-discovered from package exports
+  tools: z.array(TpmjsToolDefinitionSchema).optional(),
+  env: z.array(TpmjsEnvSchema).optional(),
+  frameworks: z
+    .array(z.enum(['vercel-ai', 'langchain', 'llamaindex', 'haystack', 'semantic-kernel']))
+    .optional(),
+});
+
+export type TpmjsMultiTool = z.infer<typeof TpmjsMultiToolSchema>;
+
+/**
+ * Legacy minimal tier schema - DEPRECATED
+ * Kept for backward compatibility with auto-migration
+ */
+export const TpmjsLegacyMinimalSchema = z.object({
+  category: z.enum(TPMJS_CATEGORIES, {
+    message: `Category must be one of: ${TPMJS_CATEGORIES.join(', ')}`,
+  }),
+  description: z.string().min(20, 'Description must be at least 20 characters').max(500),
+});
+
+export type TpmjsLegacyMinimal = z.infer<typeof TpmjsLegacyMinimalSchema>;
+
+/**
+ * Legacy rich tier schema - DEPRECATED
+ * Kept for backward compatibility with auto-migration
+ */
+export const TpmjsLegacyRichSchema = TpmjsLegacyMinimalSchema.extend({
+  parameters: z.array(TpmjsParameterSchema).optional(),
+  returns: TpmjsReturnsSchema.optional(),
+  env: z.array(TpmjsEnvSchema).optional(),
   frameworks: z
     .array(z.enum(['vercel-ai', 'langchain', 'llamaindex', 'haystack', 'semantic-kernel']))
     .optional(),
-  links: TpmjsLinksSchema.optional(),
-  tags: z.array(z.string().min(2).max(30)).max(10).optional(),
-  status: z.enum(['experimental', 'beta', 'stable', 'deprecated']).optional(),
   aiAgent: TpmjsAiAgentSchema.optional(),
 });
 
-export type TpmjsRich = z.infer<typeof TpmjsRichSchema>;
+export type TpmjsLegacyRich = z.infer<typeof TpmjsLegacyRichSchema>;
 
 /**
- * Union type for either tier
+ * Union type for legacy formats
  */
-export type TpmjsField = TpmjsMinimal | TpmjsRich;
+export type TpmjsLegacy = TpmjsLegacyMinimal | TpmjsLegacyRich;
 
 /**
- * Validation result type
+ * Union type for all formats (new multi-tool + legacy)
+ */
+export type TpmjsField = TpmjsMultiTool | TpmjsLegacy;
+
+// Backward compatibility aliases
+export type TpmjsMinimal = TpmjsLegacyMinimal;
+export type TpmjsRich = TpmjsLegacyRich;
+export const TpmjsMinimalSchema = TpmjsLegacyMinimalSchema;
+export const TpmjsRichSchema = TpmjsLegacyRichSchema;
+
+/**
+ * Extended validation result type for multi-tool support
  */
 export interface ValidationResult {
   valid: boolean;
   tier: 'minimal' | 'rich' | null;
   data?: TpmjsField;
   errors?: z.ZodError;
+  // New fields for multi-tool support
+  packageData?: {
+    category: TpmjsCategory;
+    env?: TpmjsEnv[];
+    frameworks?: string[];
+  };
+  tools?: TpmjsToolDefinition[];
+  wasLegacyFormat?: boolean;
+  // When true, tools need to be auto-discovered from package exports
+  needsAutoDiscovery?: boolean;
 }
 
 /**
  * Validates a tpmjs field and determines its tier
+ * Supports both new multi-tool format and legacy single-tool format with auto-migration
  */
 export function validateTpmjsField(tpmjs: unknown): ValidationResult {
-  // Try rich tier first
-  const richResult = TpmjsRichSchema.safeParse(tpmjs);
-  if (richResult.success) {
-    // Check if it has any rich-tier fields
-    const data = richResult.data;
+  // Try new multi-tool format first
+  const multiResult = TpmjsMultiToolSchema.safeParse(tpmjs);
+  if (multiResult.success) {
+    const data = multiResult.data;
+
+    // Check if tools need auto-discovery
+    const needsAutoDiscovery = !data.tools || data.tools.length === 0;
+
+    // Determine tier based on tool richness
     const hasRichFields =
-      data.parameters ||
-      data.returns ||
-      data.authentication ||
-      data.pricing ||
-      data.frameworks ||
-      data.links ||
-      data.tags ||
-      data.status ||
-      data.aiAgent;
+      (data.tools?.some((tool) => tool.parameters || tool.returns || tool.aiAgent) ?? false) ||
+      data.env ||
+      data.frameworks;
 
     return {
       valid: true,
       tier: hasRichFields ? 'rich' : 'minimal',
-      data: richResult.data,
+      data: data,
+      packageData: {
+        category: data.category,
+        env: data.env,
+        frameworks: data.frameworks,
+      },
+      tools: data.tools,
+      wasLegacyFormat: false,
+      needsAutoDiscovery,
     };
   }
 
-  // Try minimal tier
-  const minimalResult = TpmjsMinimalSchema.safeParse(tpmjs);
+  // Try legacy rich tier format with auto-migration
+  const richResult = TpmjsLegacyRichSchema.safeParse(tpmjs);
+  if (richResult.success) {
+    const legacyData = richResult.data;
+
+    // Auto-migrate to multi-tool format
+    const tool: TpmjsToolDefinition = {
+      name: 'default',
+      description: legacyData.description,
+      parameters: legacyData.parameters,
+      returns: legacyData.returns,
+      aiAgent: legacyData.aiAgent,
+    };
+
+    const hasRichFields =
+      legacyData.parameters ||
+      legacyData.returns ||
+      legacyData.env ||
+      legacyData.frameworks ||
+      legacyData.aiAgent;
+
+    return {
+      valid: true,
+      tier: hasRichFields ? 'rich' : 'minimal',
+      data: legacyData,
+      packageData: {
+        category: legacyData.category,
+        env: legacyData.env,
+        frameworks: legacyData.frameworks,
+      },
+      tools: [tool],
+      wasLegacyFormat: true,
+      needsAutoDiscovery: false,
+    };
+  }
+
+  // Try legacy minimal tier format with auto-migration
+  const minimalResult = TpmjsLegacyMinimalSchema.safeParse(tpmjs);
   if (minimalResult.success) {
+    // Auto-migrate to multi-tool format
+    const tool: TpmjsToolDefinition = {
+      name: 'default',
+      description: minimalResult.data.description,
+      parameters: undefined,
+      returns: undefined,
+      aiAgent: undefined,
+    };
+
     return {
       valid: true,
       tier: 'minimal',
       data: minimalResult.data,
+      packageData: {
+        category: minimalResult.data.category,
+      },
+      tools: [tool],
+      wasLegacyFormat: true,
+      needsAutoDiscovery: false,
     };
   }
 
-  // Invalid
+  // Invalid - return error from multi-tool schema (most informative)
   return {
     valid: false,
     tier: null,
-    errors: minimalResult.error,
+    errors: multiResult.error,
   };
 }
 
diff --git a/packages/ui/package.json b/packages/ui/package.json
index abec288..b80d6a5 100644
--- a/packages/ui/package.json
+++ b/packages/ui/package.json
@@ -1,6 +1,16 @@
 {
   "name": "@tpmjs/ui",
   "version": "0.1.3",
+  "description": "React component library for TPMJS applications",
+  "author": "TPMJS",
+  "license": "MIT",
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/tpmjs/tpmjs.git",
+    "directory": "packages/ui"
+  },
+  "homepage": "https://tpmjs.com",
+  "keywords": ["tpmjs", "react", "components", "typescript", "ui"],
   "type": "module",
   "exports": {
     "./Button/Button": {
@@ -83,6 +93,10 @@
       "types": "./dist/Slider/Slider.d.ts",
       "default": "./dist/Slider/Slider.js"
     },
+    "./Spinner/Spinner": {
+      "types": "./dist/Spinner/Spinner.d.ts",
+      "default": "./dist/Spinner/Spinner.js"
+    },
     "./FormField/FormField": {
       "types": "./dist/FormField/FormField.d.ts",
       "default": "./dist/FormField/FormField.js"
@@ -134,6 +148,14 @@
     "./ActivityStream/ActivityStream": {
       "types": "./dist/ActivityStream/ActivityStream.d.ts",
       "default": "./dist/ActivityStream/ActivityStream.js"
+    },
+    "./ToolHealthBadge/ToolHealthBadge": {
+      "types": "./dist/ToolHealthBadge/ToolHealthBadge.d.ts",
+      "default": "./dist/ToolHealthBadge/ToolHealthBadge.js"
+    },
+    "./ToolHealthBanner/ToolHealthBanner": {
+      "types": "./dist/ToolHealthBanner/ToolHealthBanner.d.ts",
+      "default": "./dist/ToolHealthBanner/ToolHealthBanner.js"
     }
   },
   "files": ["dist"],
@@ -151,7 +173,9 @@
     "react-dom": "^18.0.0 || ^19.0.0"
   },
   "dependencies": {
-    "@tpmjs/utils": "workspace:*"
+    "@tpmjs/utils": "workspace:*",
+    "react-syntax-highlighter": "^16.1.0",
+    "zod": "^4.1.13"
   },
   "devDependencies": {
     "@testing-library/jest-dom": "^6.9.1",
@@ -162,6 +186,7 @@
     "@tpmjs/tsconfig": "workspace:*",
     "@types/react": "^19.0.2",
     "@types/react-dom": "^19.0.2",
+    "@types/react-syntax-highlighter": "^15.5.13",
     "eslint": "^9.39.1",
     "glob": "^13.0.0",
     "happy-dom": "^15.11.7",
diff --git a/packages/ui/src/Checkbox/Checkbox.tsx b/packages/ui/src/Checkbox/Checkbox.tsx
index daef4df..844512f 100644
--- a/packages/ui/src/Checkbox/Checkbox.tsx
+++ b/packages/ui/src/Checkbox/Checkbox.tsx
@@ -1,13 +1,7 @@
 import { cn } from '@tpmjs/utils/cn';
 import { forwardRef, useEffect, useRef } from 'react';
 import type { CheckboxProps } from './types';
-import {
-  checkboxLabelVariants,
-  checkboxUIVariants,
-  checkboxVariants,
-  checkmarkVariants,
-  indeterminateVariants,
-} from './variants';
+import { checkboxLabelVariants, checkboxUIVariants, checkboxVariants } from './variants';
 
 /**
  * Checkbox component
@@ -93,37 +87,8 @@ export const Checkbox = forwardRef<HTMLInputElement, CheckboxProps>(
       />
     );
 
-    const checkboxUI = (
-      <span className={cn(checkboxUIVariants({ state, size }))}>
-        {/* Checkmark icon */}
-        <svg
-          className={cn(checkmarkVariants({ size }))}
-          viewBox="0 0 16 16"
-          fill="none"
-          xmlns="http://www.w3.org/2000/svg"
-          aria-hidden="true"
-        >
-          <path
-            d="M13.5 4.5L6 12L2.5 8.5"
-            stroke="currentColor"
-            strokeWidth="2"
-            strokeLinecap="round"
-            strokeLinejoin="round"
-          />
-        </svg>
-
-        {/* Indeterminate line */}
-        <svg
-          className={cn(indeterminateVariants({ size }))}
-          viewBox="0 0 16 16"
-          fill="none"
-          xmlns="http://www.w3.org/2000/svg"
-          aria-hidden="true"
-        >
-          <path d="M4 8H12" stroke="currentColor" strokeWidth="2" strokeLinecap="round" />
-        </svg>
-      </span>
-    );
+    // Visual checkbox box (background, border, etc.) - no icons inside
+    const checkboxUI = <span className={cn(checkboxUIVariants({ state, size }))} />;
 
     const labelElement = label ? (
       <label
@@ -137,9 +102,48 @@ export const Checkbox = forwardRef<HTMLInputElement, CheckboxProps>(
     return (
       <div className={cn('inline-flex items-center', disabled && 'cursor-not-allowed')}>
         {labelPosition === 'left' && labelElement}
-        <div className="relative inline-flex">
+        <div className="relative inline-flex items-center justify-center">
           {checkboxInput}
           {checkboxUI}
+          {/* Checkmark icon - sibling of input so peer-checked works */}
+          <svg
+            className={cn(
+              'pointer-events-none absolute inset-0 opacity-0 scale-0 transition-all duration-200 text-primary-foreground',
+              'peer-checked:opacity-100 peer-checked:scale-100',
+              size === 'sm' && 'h-4 w-4',
+              size === 'md' && 'h-5 w-5',
+              size === 'lg' && 'h-6 w-6'
+            )}
+            viewBox="0 0 16 16"
+            fill="none"
+            xmlns="http://www.w3.org/2000/svg"
+            aria-hidden="true"
+          >
+            <path
+              d="M13.5 4.5L6 12L2.5 8.5"
+              stroke="currentColor"
+              strokeWidth="2"
+              strokeLinecap="round"
+              strokeLinejoin="round"
+            />
+          </svg>
+          {/* Indeterminate line - sibling of input so peer selectors work */}
+          <svg
+            className={cn(
+              'pointer-events-none absolute inset-0 opacity-0 scale-0 transition-all duration-200 text-primary-foreground',
+              'peer-data-[indeterminate=true]:opacity-100 peer-data-[indeterminate=true]:scale-100',
+              'peer-checked:opacity-0 peer-checked:scale-0',
+              size === 'sm' && 'h-4 w-4',
+              size === 'md' && 'h-5 w-5',
+              size === 'lg' && 'h-6 w-6'
+            )}
+            viewBox="0 0 16 16"
+            fill="none"
+            xmlns="http://www.w3.org/2000/svg"
+            aria-hidden="true"
+          >
+            <path d="M4 8H12" stroke="currentColor" strokeWidth="2" strokeLinecap="round" />
+          </svg>
         </div>
         {labelPosition === 'right' && labelElement}
       </div>
diff --git a/packages/ui/src/Checkbox/variants.ts b/packages/ui/src/Checkbox/variants.ts
index 0fa0251..64bdfca 100644
--- a/packages/ui/src/Checkbox/variants.ts
+++ b/packages/ui/src/Checkbox/variants.ts
@@ -1,5 +1,5 @@
-import { createVariants } from '../system/variants';
 import { formControlBase } from '../system/formVariants';
+import { createVariants } from '../system/variants';
 
 /**
  * Checkbox variant definitions
@@ -100,17 +100,17 @@ export const checkboxUIVariants = createVariants({
 
 /**
  * Checkmark icon variants
+ * Note: Uses group-[] selectors because the SVG is nested inside the checkboxUI span,
+ * not a direct sibling of the input. The checkboxUI span has peer-checked classes.
  */
 export const checkmarkVariants = createVariants({
   base: [
     // Positioning
     'absolute inset-0',
-    // Hidden by default
+    // Hidden by default, visible when parent has peer-checked state
     'opacity-0 scale-0',
     // Transitions
     'transition-all duration-200',
-    // Visible when checked
-    'peer-checked:opacity-100 peer-checked:scale-100',
     // Color
     'text-primary-foreground',
   ].join(' '),
diff --git a/packages/ui/src/CodeBlock/CodeBlock.test.tsx b/packages/ui/src/CodeBlock/CodeBlock.test.tsx
index 913a8c0..a21aeb2 100644
--- a/packages/ui/src/CodeBlock/CodeBlock.test.tsx
+++ b/packages/ui/src/CodeBlock/CodeBlock.test.tsx
@@ -2,6 +2,23 @@ import { render, screen, waitFor } from '@testing-library/react';
 import { beforeEach, describe, expect, it, vi } from 'vitest';
 import { CodeBlock } from './CodeBlock';
 
+// Mock react-syntax-highlighter to avoid ESM compatibility issues
+vi.mock('react-syntax-highlighter', () => ({
+  Prism: ({
+    children,
+    codeTagProps,
+  }: {
+    children: React.ReactNode;
+    codeTagProps?: { style?: React.CSSProperties; className?: string };
+    [key: string]: unknown;
+  }) => <code {...(codeTagProps || {})}>{children}</code>,
+}));
+
+vi.mock('react-syntax-highlighter/dist/esm/styles/prism', () => ({
+  prism: {},
+  vscDarkPlus: {},
+}));
+
 // Mock clipboard API
 const mockClipboard = {
   writeText: vi.fn(),
@@ -52,15 +69,15 @@ describe('CodeBlock', () => {
     it('sets data-language attribute', () => {
       render(<CodeBlock code="const x = 5" language="javascript" data-testid="codeblock" />);
       const codeblock = screen.getByTestId('codeblock');
-      const code = codeblock.querySelector('code');
-      expect(code).toHaveAttribute('data-language', 'javascript');
+      const codeWrapper = codeblock.querySelector('[data-language]');
+      expect(codeWrapper).toHaveAttribute('data-language', 'javascript');
     });
 
     it('defaults to text language', () => {
       render(<CodeBlock code="plain text" data-testid="codeblock" />);
       const codeblock = screen.getByTestId('codeblock');
-      const code = codeblock.querySelector('code');
-      expect(code).toHaveAttribute('data-language', 'text');
+      const codeWrapper = codeblock.querySelector('[data-language]');
+      expect(codeWrapper).toHaveAttribute('data-language', 'text');
     });
 
     it('supports different languages', () => {
@@ -68,13 +85,13 @@ describe('CodeBlock', () => {
         <CodeBlock code="code" language="python" data-testid="codeblock" />
       );
       let codeblock = screen.getByTestId('codeblock');
-      let code = codeblock.querySelector('code');
-      expect(code).toHaveAttribute('data-language', 'python');
+      let codeWrapper = codeblock.querySelector('[data-language]');
+      expect(codeWrapper).toHaveAttribute('data-language', 'python');
 
       rerender(<CodeBlock code="code" language="bash" data-testid="codeblock" />);
       codeblock = screen.getByTestId('codeblock');
-      code = codeblock.querySelector('code');
-      expect(code).toHaveAttribute('data-language', 'bash');
+      codeWrapper = codeblock.querySelector('[data-language]');
+      expect(codeWrapper).toHaveAttribute('data-language', 'bash');
     });
   });
 
@@ -82,33 +99,33 @@ describe('CodeBlock', () => {
     it('applies small size', () => {
       render(<CodeBlock code="code" size="sm" data-testid="codeblock" />);
       const codeblock = screen.getByTestId('codeblock');
-      const code = codeblock.querySelector('code');
-      expect(code?.className).toContain('text-xs');
-      expect(code?.className).toContain('p-3');
+      const codeWrapper = codeblock.querySelector('[data-language]');
+      expect(codeWrapper?.className).toContain('text-xs');
+      expect(codeWrapper?.className).toContain('p-3');
     });
 
     it('applies medium size', () => {
       render(<CodeBlock code="code" size="md" data-testid="codeblock" />);
       const codeblock = screen.getByTestId('codeblock');
-      const code = codeblock.querySelector('code');
-      expect(code?.className).toContain('text-sm');
-      expect(code?.className).toContain('p-4');
+      const codeWrapper = codeblock.querySelector('[data-language]');
+      expect(codeWrapper?.className).toContain('text-sm');
+      expect(codeWrapper?.className).toContain('p-4');
     });
 
     it('applies large size', () => {
       render(<CodeBlock code="code" size="lg" data-testid="codeblock" />);
       const codeblock = screen.getByTestId('codeblock');
-      const code = codeblock.querySelector('code');
-      expect(code?.className).toContain('text-base');
-      expect(code?.className).toContain('p-6');
+      const codeWrapper = codeblock.querySelector('[data-language]');
+      expect(codeWrapper?.className).toContain('text-base');
+      expect(codeWrapper?.className).toContain('p-6');
     });
 
     it('uses md size by default', () => {
       render(<CodeBlock code="code" data-testid="codeblock" />);
       const codeblock = screen.getByTestId('codeblock');
-      const code = codeblock.querySelector('code');
-      expect(code?.className).toContain('text-sm');
-      expect(code?.className).toContain('p-4');
+      const codeWrapper = codeblock.querySelector('[data-language]');
+      expect(codeWrapper?.className).toContain('text-sm');
+      expect(codeWrapper?.className).toContain('p-4');
     });
   });
 
@@ -285,15 +302,15 @@ describe('CodeBlock', () => {
       expect(codeblock.className).toContain('overflow-hidden');
     });
 
-    it('code element includes base classes', () => {
+    it('code wrapper includes base classes', () => {
       render(<CodeBlock code="code" data-testid="codeblock" />);
       const codeblock = screen.getByTestId('codeblock');
-      const code = codeblock.querySelector('code');
-      expect(code?.className).toContain('block');
-      expect(code?.className).toContain('font-mono');
-      expect(code?.className).toContain('text-foreground-secondary');
-      expect(code?.className).toContain('overflow-x-auto');
-      expect(code?.className).toContain('whitespace-pre');
+      const codeWrapper = codeblock.querySelector('[data-language]');
+      expect(codeWrapper?.className).toContain('block');
+      expect(codeWrapper?.className).toContain('font-mono');
+      expect(codeWrapper?.className).toContain('text-foreground-secondary');
+      expect(codeWrapper?.className).toContain('overflow-x-auto');
+      expect(codeWrapper?.className).toContain('whitespace-pre');
     });
   });
 
@@ -308,10 +325,10 @@ describe('CodeBlock', () => {
         />
       );
       const codeblock = screen.getByTestId('codeblock');
-      const code = codeblock.querySelector('code');
-      expect(code?.className).toContain('text-base');
-      expect(code?.className).toContain('p-6');
-      expect(code).toHaveAttribute('data-language', 'python');
+      const codeWrapper = codeblock.querySelector('[data-language]');
+      expect(codeWrapper?.className).toContain('text-base');
+      expect(codeWrapper?.className).toContain('p-6');
+      expect(codeWrapper).toHaveAttribute('data-language', 'python');
     });
 
     it('works correctly with no copy button and custom className', () => {
diff --git a/packages/ui/src/CodeBlock/CodeBlock.tsx b/packages/ui/src/CodeBlock/CodeBlock.tsx
index e274b92..6fa0e43 100644
--- a/packages/ui/src/CodeBlock/CodeBlock.tsx
+++ b/packages/ui/src/CodeBlock/CodeBlock.tsx
@@ -1,5 +1,8 @@
 import { cn } from '@tpmjs/utils/cn';
 import { forwardRef, useState } from 'react';
+import { Prism as SyntaxHighlighter } from 'react-syntax-highlighter';
+// eslint-disable-next-line import/no-internal-modules -- react-syntax-highlighter requires deep import for styles
+import { prism, vscDarkPlus } from 'react-syntax-highlighter/dist/esm/styles/prism';
 import { Icon } from '../Icon/Icon';
 import type { CodeBlockProps } from './types';
 import {
@@ -11,8 +14,8 @@ import {
 /**
  * CodeBlock component
  *
- * Displays formatted code with optional copy functionality.
- * Includes syntax-highlighted display and copy-to-clipboard button.
+ * Displays formatted code with syntax highlighting and optional copy functionality.
+ * Uses Prism syntax highlighter for beautiful code display.
  * Built with React and JSX.
  *
  * @example
@@ -32,7 +35,10 @@ import {
  * ```
  */
 export const CodeBlock = forwardRef<HTMLDivElement, CodeBlockProps>(
-  ({ className, code, language = 'text', size = 'md', showCopy = true, ...props }, ref) => {
+  (
+    { className, code, language = 'text', size = 'md', showCopy = true, theme = 'light', ...props },
+    ref
+  ) => {
     const [copied, setCopied] = useState(false);
 
     const handleCopy = async () => {
@@ -46,16 +52,43 @@ export const CodeBlock = forwardRef<HTMLDivElement, CodeBlockProps>(
       }
     };
 
+    // Map language aliases to supported languages
+    const languageMap: Record<string, string> = {
+      js: 'javascript',
+      ts: 'typescript',
+      jsx: 'jsx',
+      tsx: 'tsx',
+      py: 'python',
+      rb: 'ruby',
+      sh: 'bash',
+      yml: 'yaml',
+    };
+
+    const normalizedLanguage = languageMap[language] || language;
+
     return (
       <div ref={ref} className={cn(codeBlockContainerVariants(), className)} {...props}>
-        <code
-          className={codeBlockCodeVariants({
-            size,
-          })}
-          data-language={language}
-        >
-          {code}
-        </code>
+        <div className={codeBlockCodeVariants({ size })} data-language={normalizedLanguage}>
+          <SyntaxHighlighter
+            language={normalizedLanguage}
+            style={theme === 'dark' ? vscDarkPlus : prism}
+            customStyle={{
+              margin: 0,
+              padding: 0,
+              background: 'transparent',
+              fontSize: 'inherit',
+              lineHeight: 'inherit',
+            }}
+            codeTagProps={{
+              style: {
+                fontFamily: 'inherit',
+                color: '#24292e', // Darker text color for better contrast
+              },
+            }}
+          >
+            {code}
+          </SyntaxHighlighter>
+        </div>
         {showCopy && (
           <button
             type="button"
diff --git a/packages/ui/src/CodeBlock/types.ts b/packages/ui/src/CodeBlock/types.ts
index 5e962a1..8d85fa6 100644
--- a/packages/ui/src/CodeBlock/types.ts
+++ b/packages/ui/src/CodeBlock/types.ts
@@ -10,7 +10,7 @@ export interface CodeBlockProps extends Omit<HTMLAttributes<HTMLDivElement>, 'ch
   code: string;
 
   /**
-   * Programming language (for display/metadata only)
+   * Programming language for syntax highlighting
    * @default 'text'
    */
   language?: string;
@@ -26,6 +26,12 @@ export interface CodeBlockProps extends Omit<HTMLAttributes<HTMLDivElement>, 'ch
    * @default true
    */
   showCopy?: boolean;
+
+  /**
+   * Color theme for syntax highlighting
+   * @default 'light'
+   */
+  theme?: 'light' | 'dark';
 }
 
 /**
diff --git a/packages/ui/src/CodeBlock/variants.ts b/packages/ui/src/CodeBlock/variants.ts
index f7a2808..5122e3f 100644
--- a/packages/ui/src/CodeBlock/variants.ts
+++ b/packages/ui/src/CodeBlock/variants.ts
@@ -59,12 +59,12 @@ export const codeBlockCodeVariants = createVariants({
  */
 export const codeBlockCopyButtonVariants = createVariants({
   base: [
-    // Position
-    'absolute top-2 right-2',
+    // Position - vertically centered on right side
+    'absolute right-2 top-1/2 -translate-y-1/2',
     // Display
     'flex items-center justify-center',
     // Size
-    'w-8 h-8',
+    'w-7 h-7',
     // Background
     'bg-surface-elevated hover:bg-accent',
     // Border
diff --git a/packages/ui/src/Icon/icons.ts b/packages/ui/src/Icon/icons.ts
index cd57c82..d9628d4 100644
--- a/packages/ui/src/Icon/icons.ts
+++ b/packages/ui/src/Icon/icons.ts
@@ -36,6 +36,14 @@ export const icons = {
     viewBox: '0 0 24 24',
     path: 'M9.37 5.51c-.18.64-.27 1.31-.27 1.99 0 4.08 3.32 7.4 7.4 7.4.68 0 1.35-.09 1.99-.27C17.45 17.19 14.93 19 12 19c-3.86 0-7-3.14-7-7 0-2.93 1.81-5.45 4.37-6.49zM12 3c-4.97 0-9 4.03-9 9s4.03 9 9 9 9-4.03 9-9c0-.46-.04-.92-.1-1.36-.98 1.37-2.58 2.26-4.4 2.26-2.98 0-5.4-2.42-5.4-5.4 0-1.81.89-3.42 2.26-4.4-.44-.06-.9-.1-1.36-.1z',
   },
+  discord: {
+    viewBox: '0 0 24 24',
+    path: 'M20.317 4.37a19.791 19.791 0 0 0-4.885-1.515.074.074 0 0 0-.079.037c-.21.375-.444.864-.608 1.25a18.27 18.27 0 0 0-5.487 0 12.64 12.64 0 0 0-.617-1.25.077.077 0 0 0-.079-.037A19.736 19.736 0 0 0 3.677 4.37a.07.07 0 0 0-.032.027C.533 9.046-.32 13.58.099 18.057a.082.082 0 0 0 .031.057 19.9 19.9 0 0 0 5.993 3.03.078.078 0 0 0 .084-.028 14.09 14.09 0 0 0 1.226-1.994.076.076 0 0 0-.041-.106 13.107 13.107 0 0 1-1.872-.892.077.077 0 0 1-.008-.128 10.2 10.2 0 0 0 .372-.292.074.074 0 0 1 .077-.01c3.928 1.793 8.18 1.793 12.062 0a.074.074 0 0 1 .078.01c.12.098.246.198.373.292a.077.077 0 0 1-.006.127 12.299 12.299 0 0 1-1.873.892.077.077 0 0 0-.041.107c.36.698.772 1.362 1.225 1.993a.076.076 0 0 0 .084.028 19.839 19.839 0 0 0 6.002-3.03.077.077 0 0 0 .032-.054c.5-5.177-.838-9.674-3.549-13.66a.061.061 0 0 0-.031-.03zM8.02 15.33c-1.183 0-2.157-1.085-2.157-2.419 0-1.333.956-2.419 2.157-2.419 1.21 0 2.176 1.096 2.157 2.42 0 1.333-.956 2.418-2.157 2.418zm7.975 0c-1.183 0-2.157-1.085-2.157-2.419 0-1.333.955-2.419 2.157-2.419 1.21 0 2.176 1.096 2.157 2.42 0 1.333-.946 2.418-2.157 2.418z',
+  },
+  menu: {
+    viewBox: '0 0 24 24',
+    path: 'M3 18h18v-2H3v2zm0-5h18v-2H3v2zm0-7v2h18V6H3z',
+  },
 } as const;
 
 export type IconName = keyof typeof icons;
diff --git a/packages/ui/src/Input/Input.test.tsx b/packages/ui/src/Input/Input.test.tsx
index f9d18a1..93c89a2 100644
--- a/packages/ui/src/Input/Input.test.tsx
+++ b/packages/ui/src/Input/Input.test.tsx
@@ -342,7 +342,7 @@ describe('Input', () => {
       expect(input.className).toContain('font-sans');
       expect(input.className).toContain('rounded-md');
       expect(input.className).toContain('border');
-      expect(input.className).toContain('bg-background');
+      expect(input.className).toContain('bg-surface');
     });
 
     it('includes transition classes', () => {
diff --git a/packages/ui/src/Input/variants.ts b/packages/ui/src/Input/variants.ts
index 61d78aa..096d84e 100644
--- a/packages/ui/src/Input/variants.ts
+++ b/packages/ui/src/Input/variants.ts
@@ -12,8 +12,8 @@ export const inputVariants = createVariants({
     'font-sans',
     // Borders & Radius
     'rounded-md border',
-    // Background
-    'bg-background',
+    // Background - Pure white to stand out
+    'bg-surface',
     // Transitions
     'transition-base',
     // Focus
diff --git a/packages/ui/src/Select/Select.test.tsx b/packages/ui/src/Select/Select.test.tsx
index feb92e3..99e47a4 100644
--- a/packages/ui/src/Select/Select.test.tsx
+++ b/packages/ui/src/Select/Select.test.tsx
@@ -436,7 +436,7 @@ describe('Select', () => {
     it('should include border and background classes', () => {
       render(<Select options={simpleOptions} />);
       const select = screen.getByRole('combobox');
-      expect(select).toHaveClass('rounded-md', 'border', 'bg-background');
+      expect(select).toHaveClass('rounded-md', 'border', 'bg-surface');
     });
 
     it('should remove native appearance', () => {
diff --git a/packages/ui/src/Spinner/Spinner.tsx b/packages/ui/src/Spinner/Spinner.tsx
new file mode 100644
index 0000000..28867f3
--- /dev/null
+++ b/packages/ui/src/Spinner/Spinner.tsx
@@ -0,0 +1,105 @@
+'use client';
+
+import { cn } from '@tpmjs/utils/cn';
+
+const sizeConfig = {
+  xs: { container: 'w-4 h-4', block: 3, gap: 1 },
+  sm: { container: 'w-6 h-6', block: 4, gap: 2 },
+  md: { container: 'w-8 h-8', block: 6, gap: 2 },
+  lg: { container: 'w-12 h-12', block: 8, gap: 3 },
+  xl: { container: 'w-16 h-16', block: 12, gap: 4 },
+} as const;
+
+export interface SpinnerProps extends React.HTMLAttributes<HTMLDivElement> {
+  /** Size variant */
+  size?: keyof typeof sizeConfig;
+  /** Optional label for accessibility */
+  label?: string;
+}
+
+/**
+ * Spinner component
+ *
+ * A brutalist grid-based loader that evokes the feeling of
+ * tools being constructed, block by block. Matches the TPMJS
+ * dithering aesthetic with sharp squares and wave animations.
+ */
+export function Spinner({
+  className,
+  size = 'md',
+  label = 'Loading...',
+  ...props
+}: SpinnerProps): React.ReactElement {
+  const config = sizeConfig[size];
+  const blockSize = config.block;
+  const gap = config.gap;
+
+  // 3x3 grid positions with staggered delays (diagonal wave)
+  const blocks = [
+    { id: 'b00', row: 0, col: 0, delay: 0 },
+    { id: 'b01', row: 0, col: 1, delay: 0.1 },
+    { id: 'b02', row: 0, col: 2, delay: 0.2 },
+    { id: 'b10', row: 1, col: 0, delay: 0.1 },
+    { id: 'b11', row: 1, col: 1, delay: 0.2 },
+    { id: 'b12', row: 1, col: 2, delay: 0.3 },
+    { id: 'b20', row: 2, col: 0, delay: 0.2 },
+    { id: 'b21', row: 2, col: 1, delay: 0.3 },
+    { id: 'b22', row: 2, col: 2, delay: 0.4 },
+  ];
+
+  return (
+    // biome-ignore lint/a11y/useSemanticElements: Spinner requires role="status" for screen reader announcements
+    <div
+      role="status"
+      aria-label={label}
+      className={cn(
+        'relative inline-flex items-center justify-center',
+        config.container,
+        className
+      )}
+      {...props}
+    >
+      <style>
+        {`
+          @keyframes blockPulse {
+            0%, 100% {
+              opacity: 0.15;
+              transform: scale(0.85);
+            }
+            50% {
+              opacity: 1;
+              transform: scale(1);
+            }
+          }
+        `}
+      </style>
+
+      <div
+        className="relative"
+        style={{
+          width: blockSize * 3 + gap * 2,
+          height: blockSize * 3 + gap * 2,
+        }}
+      >
+        {blocks.map((block) => (
+          <div
+            key={block.id}
+            className="absolute bg-foreground"
+            style={{
+              width: blockSize,
+              height: blockSize,
+              left: block.col * (blockSize + gap),
+              top: block.row * (blockSize + gap),
+              animation: 'blockPulse 1.2s ease-in-out infinite',
+              animationDelay: `${block.delay}s`,
+            }}
+          />
+        ))}
+      </div>
+
+      <span className="sr-only">{label}</span>
+    </div>
+  );
+}
+
+Spinner.displayName = 'Spinner';
diff --git a/packages/ui/src/Textarea/Textarea.test.tsx b/packages/ui/src/Textarea/Textarea.test.tsx
index 9e323cf..02285fa 100644
--- a/packages/ui/src/Textarea/Textarea.test.tsx
+++ b/packages/ui/src/Textarea/Textarea.test.tsx
@@ -437,7 +437,7 @@ describe('Textarea', () => {
     it('always includes background color class', () => {
       render(<Textarea data-testid="textarea" />);
       const textarea = screen.getByTestId('textarea');
-      expect(textarea.className).toContain('bg-background');
+      expect(textarea.className).toContain('bg-surface');
     });
 
     it('always includes transition classes', () => {
diff --git a/packages/ui/src/Textarea/variants.ts b/packages/ui/src/Textarea/variants.ts
index 24110db..5e10b8d 100644
--- a/packages/ui/src/Textarea/variants.ts
+++ b/packages/ui/src/Textarea/variants.ts
@@ -12,8 +12,8 @@ export const textareaVariants = createVariants({
     'font-sans',
     // Borders & Radius
     'rounded-md border',
-    // Background
-    'bg-background',
+    // Background - Pure white to stand out
+    'bg-surface',
     // Transitions
     'transition-base',
     // Focus
diff --git a/packages/ui/src/ToolHealthBadge/ToolHealthBadge.tsx b/packages/ui/src/ToolHealthBadge/ToolHealthBadge.tsx
new file mode 100644
index 0000000..9e00517
--- /dev/null
+++ b/packages/ui/src/ToolHealthBadge/ToolHealthBadge.tsx
@@ -0,0 +1,39 @@
+'use client';
+
+import type React from 'react';
+import { Badge } from '../Badge/Badge';
+import { Icon } from '../Icon/Icon';
+
+export interface ToolHealthBadgeProps {
+  importHealth?: 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+  executionHealth?: 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+  size?: 'sm' | 'md' | 'lg';
+  className?: string;
+}
+
+/**
+ * Badge component to indicate if a tool is broken (import or execution failed)
+ */
+export function ToolHealthBadge({
+  importHealth,
+  executionHealth,
+  size = 'sm',
+  className,
+}: ToolHealthBadgeProps): React.ReactElement | null {
+  const isBroken = importHealth === 'BROKEN' || executionHealth === 'BROKEN';
+
+  console.log('🏥 [ToolHealthBadge] Render:', { importHealth, executionHealth, isBroken });
+
+  if (!isBroken) {
+    return null;
+  }
+
+  console.log('🚨 [ToolHealthBadge] Showing BROKEN badge!');
+
+  return (
+    <Badge variant="error" size={size} className={className}>
+      <Icon icon="x" size="sm" className="mr-1" />
+      Broken
+    </Badge>
+  );
+}
diff --git a/packages/ui/src/ToolHealthBanner/ToolHealthBanner.tsx b/packages/ui/src/ToolHealthBanner/ToolHealthBanner.tsx
new file mode 100644
index 0000000..7cc0a92
--- /dev/null
+++ b/packages/ui/src/ToolHealthBanner/ToolHealthBanner.tsx
@@ -0,0 +1,86 @@
+'use client';
+
+import type React from 'react';
+import { Badge } from '../Badge/Badge';
+
+export interface ToolHealthBannerProps {
+  importHealth?: 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+  executionHealth?: 'HEALTHY' | 'BROKEN' | 'UNKNOWN';
+  healthCheckError?: string | null;
+  lastHealthCheck?: string | null;
+  onRecheck?: () => void;
+  recheckLoading?: boolean;
+  className?: string;
+}
+
+/**
+ * Banner component to display detailed health status for broken tools
+ */
+export function ToolHealthBanner({
+  importHealth,
+  executionHealth,
+  healthCheckError,
+  lastHealthCheck,
+  onRecheck,
+  recheckLoading = false,
+  className,
+}: ToolHealthBannerProps): React.ReactElement | null {
+  const isBroken = importHealth === 'BROKEN' || executionHealth === 'BROKEN';
+
+  if (!isBroken) {
+    return null;
+  }
+
+  return (
+    <div
+      className={`p-4 rounded-lg bg-red-50 dark:bg-red-950/30 border border-red-200 dark:border-red-900 ${className || ''}`}
+    >
+      <div className="flex items-start gap-3">
+        <span className="text-xl mt-0.5">⚠️</span>
+        <div className="flex-1">
+          <h3 className="text-sm font-semibold text-red-800 dark:text-red-300 mb-1">
+            This tool is currently broken
+          </h3>
+          <div className="space-y-1 text-sm text-red-700 dark:text-red-400">
+            {importHealth === 'BROKEN' && (
+              <div className="flex items-center gap-2">
+                <Badge variant="error" size="sm">
+                  Import Failed
+                </Badge>
+                <span className="text-xs">Cannot load from Railway service</span>
+              </div>
+            )}
+            {executionHealth === 'BROKEN' && (
+              <div className="flex items-center gap-2">
+                <Badge variant="error" size="sm">
+                  Execution Failed
+                </Badge>
+                <span className="text-xs">Runtime error with test parameters</span>
+              </div>
+            )}
+          </div>
+          {healthCheckError && (
+            <pre className="mt-2 p-2 rounded bg-red-100 dark:bg-red-900/30 text-xs font-mono text-red-800 dark:text-red-300 overflow-x-auto whitespace-pre-wrap">
+              {healthCheckError}
+            </pre>
+          )}
+          {lastHealthCheck && (
+            <p className="text-xs text-red-600 dark:text-red-500 mt-2">
+              Last checked: {new Date(lastHealthCheck).toLocaleString()}
+            </p>
+          )}
+          {onRecheck && (
+            <button
+              type="button"
+              onClick={onRecheck}
+              disabled={recheckLoading}
+              className="mt-3 text-sm font-medium text-red-700 dark:text-red-400 hover:underline disabled:opacity-50"
+            >
+              {recheckLoading ? 'Rechecking...' : 'Recheck health →'}
+            </button>
+          )}
+        </div>
+      </div>
+    </div>
+  );
+}
diff --git a/packages/ui/src/system/formVariants.ts b/packages/ui/src/system/formVariants.ts
index 0302f4d..1d019b1 100644
--- a/packages/ui/src/system/formVariants.ts
+++ b/packages/ui/src/system/formVariants.ts
@@ -14,8 +14,8 @@ export const formInputBase = [
   'font-sans text-base',
   // Borders and radius
   'rounded-md border border-border',
-  // Colors
-  'bg-background text-foreground',
+  // Colors - Pure white background to stand out
+  'bg-surface text-foreground',
   // Placeholder
   'placeholder:text-foreground-tertiary',
   // Transitions
diff --git a/packages/utils/package.json b/packages/utils/package.json
index da0ddc2..000ebb8 100644
--- a/packages/utils/package.json
+++ b/packages/utils/package.json
@@ -1,6 +1,16 @@
 {
   "name": "@tpmjs/utils",
   "version": "0.1.1",
+  "description": "Utility functions for TPMJS applications",
+  "author": "TPMJS",
+  "license": "MIT",
+  "repository": {
+    "type": "git",
+    "url": "https://github.com/tpmjs/tpmjs.git",
+    "directory": "packages/utils"
+  },
+  "homepage": "https://tpmjs.com",
+  "keywords": ["tpmjs", "typescript", "utilities", "tailwind"],
   "type": "module",
   "exports": {
     "./cn": {
@@ -23,7 +33,8 @@
   },
   "dependencies": {
     "clsx": "^2.1.1",
-    "tailwind-merge": "^2.6.0"
+    "tailwind-merge": "^2.6.0",
+    "zod": "^4.1.13"
   },
   "devDependencies": {
     "@tpmjs/test": "workspace:*",
diff --git a/packages/utils/src/format.ts b/packages/utils/src/format.ts
index 5dbc40f..ae53d78 100644
--- a/packages/utils/src/format.ts
+++ b/packages/utils/src/format.ts
@@ -9,3 +9,27 @@ export function formatDate(date: Date): string {
 export function formatNumber(num: number): string {
   return new Intl.NumberFormat('en-US').format(num);
 }
+
+/**
+ * Format a date as a relative time string (e.g., "2 days ago", "3 months ago")
+ */
+export function formatTimeAgo(date: Date | string): string {
+  const now = new Date();
+  const then = typeof date === 'string' ? new Date(date) : date;
+  const diffMs = now.getTime() - then.getTime();
+  const diffSecs = Math.floor(diffMs / 1000);
+  const diffMins = Math.floor(diffSecs / 60);
+  const diffHours = Math.floor(diffMins / 60);
+  const diffDays = Math.floor(diffHours / 24);
+  const diffWeeks = Math.floor(diffDays / 7);
+  const diffMonths = Math.floor(diffDays / 30);
+  const diffYears = Math.floor(diffDays / 365);
+
+  if (diffSecs < 60) return 'just now';
+  if (diffMins < 60) return `${diffMins}m ago`;
+  if (diffHours < 24) return `${diffHours}h ago`;
+  if (diffDays < 7) return `${diffDays}d ago`;
+  if (diffWeeks < 4) return `${diffWeeks}w ago`;
+  if (diffMonths < 12) return `${diffMonths}mo ago`;
+  return `${diffYears}y ago`;
+}
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index b7915e3..13d9378 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -11,6 +11,12 @@ importers:
       '@biomejs/biome':
         specifier: ^1.9.4
         version: 1.9.4
+      '@blocksai/cli':
+        specifier: ^0.2.1
+        version: 0.2.1
+      '@blocksai/validators':
+        specifier: ^1.1.1
+        version: 1.1.1
       '@changesets/cli':
         specifier: ^2.27.10
         version: 2.29.7(@types/node@22.19.1)
@@ -29,6 +35,12 @@ importers:
       lefthook:
         specifier: ^1.10.1
         version: 1.13.6
+      openai:
+        specifier: ^6.9.1
+        version: 6.9.1(ws@8.18.3)(zod@3.25.76)
+      tsx:
+        specifier: ^4.21.0
+        version: 4.21.0
       turbo:
         specifier: ^2.6.1
         version: 2.6.1
@@ -39,17 +51,26 @@ importers:
         specifier: ^5.9.3
         version: 5.9.3
 
-  apps/web:
+  apps/playground:
     dependencies:
+      '@ai-sdk/openai':
+        specifier: 3.0.1
+        version: 3.0.1(zod@4.1.13)
+      '@ai-sdk/react':
+        specifier: 3.0.3
+        version: 3.0.3(react@19.2.0)(zod@4.1.13)
       '@tpmjs/db':
         specifier: workspace:*
         version: link:../../packages/db
       '@tpmjs/env':
         specifier: workspace:*
         version: link:../../packages/env
-      '@tpmjs/npm-client':
+      '@tpmjs/hello':
         specifier: workspace:*
-        version: link:../../packages/npm-client
+        version: link:../../packages/tools/hello
+      '@tpmjs/search-registry':
+        specifier: workspace:*
+        version: link:../../packages/tools/search-registry
       '@tpmjs/types':
         specifier: workspace:*
         version: link:../../packages/types
@@ -59,22 +80,43 @@ importers:
       '@tpmjs/utils':
         specifier: workspace:*
         version: link:../../packages/utils
+      '@vercel/analytics':
+        specifier: ^1.6.1
+        version: 1.6.1(next@16.0.8(@opentelemetry/api@1.9.0)(react-dom@19.2.0(react@19.2.0))(react@19.2.0))(react@19.2.0)
+      ai:
+        specifier: 6.0.3
+        version: 6.0.3(zod@4.1.13)
+      firecrawl-aisdk:
+        specifier: ^0.7.2
+        version: 0.7.2
+      nanoid:
+        specifier: ^5.1.6
+        version: 5.1.6
       next:
-        specifier: ^16.0.4
-        version: 16.0.4(@babel/core@7.28.5)(react-dom@19.2.0(react@19.2.0))(react@19.2.0)
+        specifier: ^16.0.8
+        version: 16.0.8(@babel/core@7.28.5)(@opentelemetry/api@1.9.0)(react-dom@19.2.0(react@19.2.0))(react@19.2.0)
       next-themes:
         specifier: ^0.4.6
         version: 0.4.6(react-dom@19.2.0(react@19.2.0))(react@19.2.0)
+      openai:
+        specifier: ^6.9.1
+        version: 6.9.1(ws@8.18.3)(zod@4.1.13)
       react:
         specifier: ^19.0.0
         version: 19.2.0
       react-dom:
         specifier: ^19.0.0
         version: 19.2.0(react@19.2.0)
+      streamdown:
+        specifier: ^1.6.9
+        version: 1.6.9(@types/mdast@4.0.4)(micromark-util-types@2.0.2)(micromark@4.0.2)(react@19.2.0)
       zod:
-        specifier: ^3.24.1
-        version: 3.25.76
+        specifier: ^4.0.0
+        version: 4.1.13
     devDependencies:
+      '@tailwindcss/typography':
+        specifier: ^0.5.19
+        version: 0.5.19(tailwindcss@3.4.18(tsx@4.21.0)(yaml@2.8.2))
       '@tpmjs/eslint-config':
         specifier: workspace:*
         version: link:../../packages/config/eslint
@@ -107,12 +149,216 @@ importers:
         version: 8.5.6
       tailwindcss:
         specifier: ^3.4.17
-        version: 3.4.18(tsx@4.20.6)
+        version: 3.4.18(tsx@4.21.0)(yaml@2.8.2)
       typescript:
         specifier: ^5.9.3
         version: 5.9.3
 
-  packages/config: {}
+  apps/railway-executor:
+    dependencies:
+      cors:
+        specifier: ^2.8.5
+        version: 2.8.5
+      express:
+        specifier: ^4.18.2
+        version: 4.22.1
+
+  apps/tutorial:
+    dependencies:
+      '@tpmjs/ui':
+        specifier: workspace:*
+        version: link:../../packages/ui
+      '@tpmjs/utils':
+        specifier: workspace:*
+        version: link:../../packages/utils
+      framer-motion:
+        specifier: ^11.15.0
+        version: 11.18.2(react-dom@19.2.0(react@19.2.0))(react@19.2.0)
+      next:
+        specifier: ^16.0.8
+        version: 16.0.8(@babel/core@7.28.5)(@opentelemetry/api@1.9.0)(react-dom@19.2.0(react@19.2.0))(react@19.2.0)
+      react:
+        specifier: ^19.0.0
+        version: 19.2.0
+      react-dom:
+        specifier: ^19.0.0
+        version: 19.2.0(react@19.2.0)
+    devDependencies:
+      '@tpmjs/eslint-config':
+        specifier: workspace:*
+        version: link:../../packages/config/eslint
+      '@tpmjs/tailwind-config':
+        specifier: workspace:*
+        version: link:../../packages/config/tailwind
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../packages/config/tsconfig
+      '@types/node':
+        specifier: ^22.10.2
+        version: 22.19.1
+      '@types/react':
+        specifier: ^19.0.2
+        version: 19.2.7
+      '@types/react-dom':
+        specifier: ^19.0.2
+        version: 19.2.3(@types/react@19.2.7)
+      autoprefixer:
+        specifier: ^10.4.20
+        version: 10.4.22(postcss@8.5.6)
+      eslint:
+        specifier: ^9.39.1
+        version: 9.39.1(jiti@2.6.1)
+      eslint-config-next:
+        specifier: ^16.0.4
+        version: 16.0.4(eslint@9.39.1(jiti@2.6.1))(typescript@5.9.3)
+      postcss:
+        specifier: ^8.5.1
+        version: 8.5.6
+      tailwindcss:
+        specifier: ^3.4.17
+        version: 3.4.18(tsx@4.21.0)(yaml@2.8.2)
+      typescript:
+        specifier: ^5.9.3
+        version: 5.9.3
+
+  apps/web:
+    dependencies:
+      '@ai-sdk/openai':
+        specifier: 3.0.1
+        version: 3.0.1(zod@4.1.13)
+      '@tpmjs/db':
+        specifier: workspace:*
+        version: link:../../packages/db
+      '@tpmjs/env':
+        specifier: workspace:*
+        version: link:../../packages/env
+      '@tpmjs/npm-client':
+        specifier: workspace:*
+        version: link:../../packages/npm-client
+      '@tpmjs/package-executor':
+        specifier: workspace:*
+        version: link:../../packages/package-executor
+      '@tpmjs/types':
+        specifier: workspace:*
+        version: link:../../packages/types
+      '@tpmjs/ui':
+        specifier: workspace:*
+        version: link:../../packages/ui
+      '@tpmjs/utils':
+        specifier: workspace:*
+        version: link:../../packages/utils
+      '@types/d3':
+        specifier: ^7.4.3
+        version: 7.4.3
+      '@types/react-syntax-highlighter':
+        specifier: ^15.5.13
+        version: 15.5.13
+      '@vercel/analytics':
+        specifier: ^1.6.1
+        version: 1.6.1(next@16.0.8(@opentelemetry/api@1.9.0)(react-dom@19.2.0(react@19.2.0))(react@19.2.0))(react@19.2.0)
+      '@vercel/blob':
+        specifier: ^2.0.0
+        version: 2.0.0
+      '@vercel/kv':
+        specifier: ^3.0.0
+        version: 3.0.0
+      ai:
+        specifier: 6.0.3
+        version: 6.0.3(zod@4.1.13)
+      bm25:
+        specifier: ^0.1.1
+        version: 0.1.1
+      d3:
+        specifier: ^7.9.0
+        version: 7.9.0
+      next:
+        specifier: ^16.0.8
+        version: 16.0.8(@babel/core@7.28.5)(@opentelemetry/api@1.9.0)(react-dom@19.2.0(react@19.2.0))(react@19.2.0)
+      next-themes:
+        specifier: ^0.4.6
+        version: 0.4.6(react-dom@19.2.0(react@19.2.0))(react@19.2.0)
+      openai:
+        specifier: ^6.9.1
+        version: 6.9.1(ws@8.18.3)(zod@4.1.13)
+      react:
+        specifier: ^19.0.0
+        version: 19.2.0
+      react-dom:
+        specifier: ^19.0.0
+        version: 19.2.0(react@19.2.0)
+      react-markdown:
+        specifier: ^10.1.0
+        version: 10.1.0(@types/react@19.2.7)(react@19.2.0)
+      react-syntax-highlighter:
+        specifier: ^16.1.0
+        version: 16.1.0(react@19.2.0)
+      rehype-raw:
+        specifier: ^7.0.0
+        version: 7.0.0
+      rehype-sanitize:
+        specifier: ^6.0.0
+        version: 6.0.0
+      remark-gfm:
+        specifier: ^4.0.1
+        version: 4.0.1
+      zod:
+        specifier: ^4.0.0
+        version: 4.1.13
+    devDependencies:
+      '@tailwindcss/typography':
+        specifier: ^0.5.19
+        version: 0.5.19(tailwindcss@3.4.18(tsx@4.21.0)(yaml@2.8.2))
+      '@tpmjs/eslint-config':
+        specifier: workspace:*
+        version: link:../../packages/config/eslint
+      '@tpmjs/tailwind-config':
+        specifier: workspace:*
+        version: link:../../packages/config/tailwind
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../packages/config/tsconfig
+      '@types/node':
+        specifier: ^22.10.2
+        version: 22.19.1
+      '@types/react':
+        specifier: ^19.0.2
+        version: 19.2.7
+      '@types/react-dom':
+        specifier: ^19.0.2
+        version: 19.2.3(@types/react@19.2.7)
+      autoprefixer:
+        specifier: ^10.4.20
+        version: 10.4.22(postcss@8.5.6)
+      dotenv:
+        specifier: ^17.2.3
+        version: 17.2.3
+      eslint:
+        specifier: ^9.39.1
+        version: 9.39.1(jiti@2.6.1)
+      eslint-config-next:
+        specifier: ^16.0.4
+        version: 16.0.4(eslint@9.39.1(jiti@2.6.1))(typescript@5.9.3)
+      postcss:
+        specifier: ^8.5.1
+        version: 8.5.6
+      tailwindcss:
+        specifier: ^3.4.17
+        version: 3.4.18(tsx@4.21.0)(yaml@2.8.2)
+      tsx:
+        specifier: ^4.21.0
+        version: 4.21.0
+      typescript:
+        specifier: ^5.9.3
+        version: 5.9.3
+      vitest:
+        specifier: ^2.1.9
+        version: 2.1.9(@types/node@22.19.1)(happy-dom@15.11.7)(jsdom@26.1.0)(msw@2.12.3(@types/node@22.19.1)(typescript@5.9.3))
+
+  packages/config:
+    dependencies:
+      zod:
+        specifier: ^4.1.13
+        version: 4.1.13
 
   packages/config/eslint:
     dependencies:
@@ -137,24 +383,37 @@ importers:
       typescript-eslint:
         specifier: ^8.19.1
         version: 8.48.0(eslint@9.39.1(jiti@2.6.1))(typescript@5.9.3)
+      zod:
+        specifier: ^4.1.13
+        version: 4.1.13
 
   packages/config/tailwind:
     dependencies:
       tailwindcss:
         specifier: ^3.4.17
-        version: 3.4.18(tsx@4.20.6)
+        version: 3.4.18(tsx@4.21.0)(yaml@2.8.2)
+      zod:
+        specifier: ^4.1.13
+        version: 4.1.13
     devDependencies:
       typescript:
         specifier: ^5.9.3
         version: 5.9.3
 
-  packages/config/tsconfig: {}
+  packages/config/tsconfig:
+    dependencies:
+      zod:
+        specifier: ^4.1.13
+        version: 4.1.13
 
   packages/db:
     dependencies:
       '@prisma/client':
         specifier: ^6.2.0
         version: 6.19.0(prisma@6.19.0(typescript@5.9.3))(typescript@5.9.3)
+      zod:
+        specifier: ^4.1.13
+        version: 4.1.13
     devDependencies:
       '@tpmjs/tsconfig':
         specifier: workspace:*
@@ -175,8 +434,8 @@ importers:
   packages/env:
     dependencies:
       zod:
-        specifier: ^3.24.1
-        version: 3.25.76
+        specifier: ^4.1.13
+        version: 4.1.13
     devDependencies:
       '@tpmjs/tsconfig':
         specifier: workspace:*
@@ -186,7 +445,7 @@ importers:
         version: 22.19.1
       tsup:
         specifier: ^8.3.5
-        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.20.6)(typescript@5.9.3)
+        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(typescript@5.9.3)(yaml@2.8.2)
       typescript:
         specifier: ^5.9.3
         version: 5.9.3
@@ -196,13 +455,16 @@ importers:
       msw:
         specifier: ^2.7.0
         version: 2.12.3(@types/node@22.19.1)(typescript@5.9.3)
+      zod:
+        specifier: ^4.1.13
+        version: 4.1.13
     devDependencies:
       '@tpmjs/tsconfig':
         specifier: workspace:*
         version: link:../config/tsconfig
       tsup:
         specifier: ^8.3.5
-        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.20.6)(typescript@5.9.3)
+        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(typescript@5.9.3)(yaml@2.8.2)
       typescript:
         specifier: ^5.9.3
         version: 5.9.3
@@ -210,8 +472,8 @@ importers:
   packages/npm-client:
     dependencies:
       zod:
-        specifier: ^3.24.1
-        version: 3.25.76
+        specifier: ^4.1.13
+        version: 4.1.13
     devDependencies:
       '@tpmjs/tsconfig':
         specifier: workspace:*
@@ -223,6 +485,28 @@ importers:
         specifier: ^5.9.3
         version: 5.9.3
 
+  packages/package-executor:
+    dependencies:
+      semver:
+        specifier: ^7.6.0
+        version: 7.7.3
+      zod:
+        specifier: ^4.1.13
+        version: 4.1.13
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../config/tsconfig
+      '@types/node':
+        specifier: ^22.10.2
+        version: 22.19.1
+      '@types/semver':
+        specifier: ^7.5.6
+        version: 7.7.1
+      typescript:
+        specifier: ^5.9.3
+        version: 5.9.3
+
   packages/storybook:
     dependencies:
       '@tpmjs/ui':
@@ -234,6 +518,9 @@ importers:
       react-dom:
         specifier: ^19.0.0
         version: 19.2.0(react@19.2.0)
+      zod:
+        specifier: ^4.1.13
+        version: 4.1.13
     devDependencies:
       '@storybook/addon-essentials':
         specifier: ^8.5.0
@@ -252,7 +539,7 @@ importers:
         version: 8.6.14(@storybook/test@8.6.14(storybook@8.6.14(prettier@2.8.8)))(react-dom@19.2.0(react@19.2.0))(react@19.2.0)(storybook@8.6.14(prettier@2.8.8))(typescript@5.9.3)
       '@storybook/react-vite':
         specifier: ^8.5.0
-        version: 8.6.14(@storybook/test@8.6.14(storybook@8.6.14(prettier@2.8.8)))(react-dom@19.2.0(react@19.2.0))(react@19.2.0)(rollup@4.53.3)(storybook@8.6.14(prettier@2.8.8))(typescript@5.9.3)(vite@6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.20.6))
+        version: 8.6.14(@storybook/test@8.6.14(storybook@8.6.14(prettier@2.8.8)))(react-dom@19.2.0(react@19.2.0))(react@19.2.0)(rollup@4.53.3)(storybook@8.6.14(prettier@2.8.8))(typescript@5.9.3)(vite@6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.21.0)(yaml@2.8.2))
       '@storybook/test':
         specifier: ^8.5.0
         version: 8.6.14(storybook@8.6.14(prettier@2.8.8))
@@ -276,41 +563,308 @@ importers:
         version: 8.6.14(prettier@2.8.8)
       tailwindcss:
         specifier: ^3.4.17
-        version: 3.4.18(tsx@4.20.6)
+        version: 3.4.18(tsx@4.21.0)(yaml@2.8.2)
       vite:
         specifier: ^6.0.7
-        version: 6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.20.6)
+        version: 6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.21.0)(yaml@2.8.2)
 
   packages/test:
     dependencies:
       vitest:
         specifier: ^2.1.8
-        version: 2.1.9(@types/node@22.19.1)(happy-dom@15.11.7)(msw@2.12.3(@types/node@22.19.1)(typescript@5.9.3))
+        version: 2.1.9(@types/node@22.19.1)(happy-dom@15.11.7)(jsdom@26.1.0)(msw@2.12.3(@types/node@22.19.1)(typescript@5.9.3))
+      zod:
+        specifier: ^4.1.13
+        version: 4.1.13
 
-  packages/tools/createBlogPost:
+  packages/tools:
+    dependencies:
+      ai:
+        specifier: 6.0.0-beta.124
+        version: 6.0.0-beta.124(effect@3.18.4)(zod@4.1.13)
+      zod:
+        specifier: ^4.0.0
+        version: 4.1.13
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../config/tsconfig
+      typescript:
+        specifier: ^5.9.3
+        version: 5.9.3
+
+  packages/tools/create-basic-tools:
+    dependencies:
+      '@clack/prompts':
+        specifier: ^0.7.0
+        version: 0.7.0
+      commander:
+        specifier: ^14.0.0
+        version: 14.0.2
+      picocolors:
+        specifier: ^1.0.0
+        version: 1.1.1
+      validate-npm-package-name:
+        specifier: ^5.0.0
+        version: 5.0.1
+      zod:
+        specifier: ^4.1.13
+        version: 4.1.13
     devDependencies:
       '@tpmjs/tsconfig':
         specifier: workspace:*
         version: link:../../config/tsconfig
+      '@tpmjs/types':
+        specifier: workspace:*
+        version: link:../../types
+      '@types/validate-npm-package-name':
+        specifier: ^4.0.2
+        version: 4.0.2
       tsup:
         specifier: ^8.3.5
-        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.20.6)(typescript@5.9.3)
+        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(typescript@5.9.3)(yaml@2.8.2)
       typescript:
         specifier: ^5.9.3
         version: 5.9.3
 
+  packages/tools/emoji-magic:
+    dependencies:
+      ai:
+        specifier: 6.0.0-beta.131
+        version: 6.0.0-beta.131(effect@3.18.4)(zod@4.1.13)
+      zod:
+        specifier: ^4.1.13
+        version: 4.1.13
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../config/tsconfig
+      typescript:
+        specifier: ^5.9.3
+        version: 5.9.3
+
+  packages/tools/hello:
+    dependencies:
+      ai:
+        specifier: 6.0.0-beta.124
+        version: 6.0.0-beta.124(effect@3.18.4)(zod@4.1.13)
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../config/tsconfig
+      tsx:
+        specifier: ^4.20.6
+        version: 4.20.6
+      typescript:
+        specifier: ^5.9.3
+        version: 5.9.3
+
+  packages/tools/markdown-formatter:
+    dependencies:
+      ai:
+        specifier: 6.0.0-beta.131
+        version: 6.0.0-beta.131(effect@3.18.4)(zod@4.1.13)
+      zod:
+        specifier: ^4.1.13
+        version: 4.1.13
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../config/tsconfig
+      typescript:
+        specifier: ^5.9.3
+        version: 5.9.3
+
+  packages/tools/official/claim-checklist:
+    dependencies:
+      ai:
+        specifier: 6.0.0-beta.124
+        version: 6.0.0-beta.124(effect@3.18.4)(zod@4.1.13)
+      sbd:
+        specifier: ^1.0.19
+        version: 1.0.19
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../../config/tsconfig
+      tsup:
+        specifier: ^8.3.5
+        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(typescript@5.9.3)(yaml@2.8.2)
+      typescript:
+        specifier: ^5.9.3
+        version: 5.9.3
+
+  packages/tools/official/compare-pages:
+    dependencies:
+      ai:
+        specifier: 6.0.0-beta.124
+        version: 6.0.0-beta.124(effect@3.18.4)(zod@4.1.13)
+      natural:
+        specifier: ^8.0.0
+        version: 8.1.0
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../../config/tsconfig
+      tsup:
+        specifier: ^8.3.5
+        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(typescript@5.9.3)(yaml@2.8.2)
+      typescript:
+        specifier: ^5.9.3
+        version: 5.9.3
+
+  packages/tools/official/createBlogPost:
+    dependencies:
+      ai:
+        specifier: 6.0.0-beta.124
+        version: 6.0.0-beta.124(effect@3.18.4)(zod@4.1.13)
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../../config/tsconfig
+      tsup:
+        specifier: ^8.3.5
+        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(typescript@5.9.3)(yaml@2.8.2)
+      typescript:
+        specifier: ^5.9.3
+        version: 5.9.3
+
+  packages/tools/official/page-brief:
+    dependencies:
+      '@mozilla/readability':
+        specifier: ^0.5.0
+        version: 0.5.0
+      ai:
+        specifier: 6.0.0-beta.124
+        version: 6.0.0-beta.124(effect@3.18.4)(zod@4.1.13)
+      jsdom:
+        specifier: ^26.0.0
+        version: 26.1.0
+      sbd:
+        specifier: ^1.0.19
+        version: 1.0.19
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../../config/tsconfig
+      tsup:
+        specifier: ^8.3.5
+        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(typescript@5.9.3)(yaml@2.8.2)
+      typescript:
+        specifier: ^5.9.3
+        version: 5.9.3
+
+  packages/tools/official/source-credibility:
+    dependencies:
+      ai:
+        specifier: 6.0.0-beta.124
+        version: 6.0.0-beta.124(effect@3.18.4)(zod@4.1.13)
+      cheerio:
+        specifier: ^1.0.0
+        version: 1.1.2
+      tldts:
+        specifier: ^6.1.0
+        version: 6.1.86
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../../config/tsconfig
+      tsup:
+        specifier: ^8.3.5
+        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(typescript@5.9.3)(yaml@2.8.2)
+      typescript:
+        specifier: ^5.9.3
+        version: 5.9.3
+
+  packages/tools/official/timeline-from-text:
+    dependencies:
+      ai:
+        specifier: 6.0.0-beta.124
+        version: 6.0.0-beta.124(effect@3.18.4)(zod@4.1.13)
+      chrono-node:
+        specifier: ^2.7.0
+        version: 2.9.0
+      sbd:
+        specifier: ^1.0.19
+        version: 1.0.19
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../../config/tsconfig
+      tsup:
+        specifier: ^8.3.5
+        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(typescript@5.9.3)(yaml@2.8.2)
+      typescript:
+        specifier: ^5.9.3
+        version: 5.9.3
+
+  packages/tools/registryExecute:
+    dependencies:
+      ai:
+        specifier: 6.0.0-beta.124
+        version: 6.0.0-beta.124(effect@3.18.4)(zod@4.1.13)
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../config/tsconfig
+      typescript:
+        specifier: ^5.7.2
+        version: 5.9.3
+
+  packages/tools/registrySearch:
+    dependencies:
+      ai:
+        specifier: 6.0.0-beta.124
+        version: 6.0.0-beta.124(effect@3.18.4)(zod@4.1.13)
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../config/tsconfig
+      typescript:
+        specifier: ^5.7.2
+        version: 5.9.3
+
+  packages/tools/search-registry:
+    dependencies:
+      ai:
+        specifier: 6.0.0-beta.124
+        version: 6.0.0-beta.124(effect@3.18.4)(zod@3.25.76)
+      zod:
+        specifier: ^3.23.0
+        version: 3.25.76
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../config/tsconfig
+      typescript:
+        specifier: ^5.7.2
+        version: 5.9.3
+
+  packages/tools/unsandbox:
+    dependencies:
+      '@thomasdavis/unsandbox':
+        specifier: ^0.0.3
+        version: 0.0.3(zod@4.1.13)
+    devDependencies:
+      '@tpmjs/tsconfig':
+        specifier: workspace:*
+        version: link:../../config/tsconfig
+      typescript:
+        specifier: ^5.7.2
+        version: 5.9.3
+
   packages/types:
     dependencies:
       zod:
-        specifier: ^3.24.1
-        version: 3.25.76
+        specifier: ^4.1.13
+        version: 4.1.13
     devDependencies:
       '@tpmjs/tsconfig':
         specifier: workspace:*
         version: link:../config/tsconfig
       tsup:
         specifier: ^8.3.5
-        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.20.6)(typescript@5.9.3)
+        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(typescript@5.9.3)(yaml@2.8.2)
       typescript:
         specifier: ^5.9.3
         version: 5.9.3
@@ -320,6 +874,12 @@ importers:
       '@tpmjs/utils':
         specifier: workspace:*
         version: link:../utils
+      react-syntax-highlighter:
+        specifier: ^16.1.0
+        version: 16.1.0(react@19.2.0)
+      zod:
+        specifier: ^4.1.13
+        version: 4.1.13
     devDependencies:
       '@testing-library/jest-dom':
         specifier: ^6.9.1
@@ -345,6 +905,9 @@ importers:
       '@types/react-dom':
         specifier: ^19.0.2
         version: 19.2.3(@types/react@19.2.7)
+      '@types/react-syntax-highlighter':
+        specifier: ^15.5.13
+        version: 15.5.13
       eslint:
         specifier: ^9.39.1
         version: 9.39.1(jiti@2.6.1)
@@ -362,13 +925,13 @@ importers:
         version: 19.2.0(react@19.2.0)
       tsup:
         specifier: ^8.3.5
-        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.20.6)(typescript@5.9.3)
+        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(typescript@5.9.3)(yaml@2.8.2)
       typescript:
         specifier: ^5.9.3
         version: 5.9.3
       vitest:
         specifier: ^2.1.8
-        version: 2.1.9(@types/node@22.19.1)(happy-dom@15.11.7)(msw@2.12.3(@types/node@22.19.1)(typescript@5.9.3))
+        version: 2.1.9(@types/node@22.19.1)(happy-dom@15.11.7)(jsdom@26.1.0)(msw@2.12.3(@types/node@22.19.1)(typescript@5.9.3))
 
   packages/utils:
     dependencies:
@@ -378,6 +941,9 @@ importers:
       tailwind-merge:
         specifier: ^2.6.0
         version: 2.6.0
+      zod:
+        specifier: ^4.1.13
+        version: 4.1.13
     devDependencies:
       '@tpmjs/test':
         specifier: workspace:*
@@ -387,23 +953,147 @@ importers:
         version: link:../config/tsconfig
       tsup:
         specifier: ^8.3.5
-        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.20.6)(typescript@5.9.3)
+        version: 8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(typescript@5.9.3)(yaml@2.8.2)
       typescript:
         specifier: ^5.9.3
         version: 5.9.3
       vitest:
         specifier: ^2.1.8
-        version: 2.1.9(@types/node@22.19.1)(happy-dom@15.11.7)(msw@2.12.3(@types/node@22.19.1)(typescript@5.9.3))
+        version: 2.1.9(@types/node@22.19.1)(happy-dom@15.11.7)(jsdom@26.1.0)(msw@2.12.3(@types/node@22.19.1)(typescript@5.9.3))
 
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   '@adobe/css-tools@4.4.4':
     resolution: {integrity: sha512-Elp+iwUx5rN5+Y8xLt5/GRoG20WGoDCQ/1Fb+1LiGtvwbDavuSk0jhD/eZdckHAuzcDzccnkv+rEjyWfRx18gg==}
 
+  '@ai-sdk/anthropic@3.0.2':
+    resolution: {integrity: sha512-D6iSsrOYryBSPsFtOiEDv54jnjVCU/flIuXdjuRY7LdikB0KGjpazN8Dt4ONXzL+ux69ds2nzFNKke/w/fgLAA==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/gateway@2.0.0-beta.68':
+    resolution: {integrity: sha512-eYv3hBfu/M+0XmxE1RoH4X7uhYplNbSDvRClzirKzTY+ZM5yQwP86L3DqLR7Y9/vH7yrQaSIwsBT3OMmcBnGaw==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/gateway@2.0.0-beta.71':
+    resolution: {integrity: sha512-Mn5WShiC0BUVOtO6C65FKdeQxfrIaM0QeZjYcQej6+4hRgSKWlySVDWr88ZZjXGpviB7q0zINTuc6YWV6TqfvQ==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/gateway@2.0.18':
+    resolution: {integrity: sha512-sDQcW+6ck2m0pTIHW6BPHD7S125WD3qNkx/B8sEzJp/hurocmJ5Cni0ybExg6sQMGo+fr/GWOwpHF1cmCdg5rQ==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/gateway@3.0.2':
+    resolution: {integrity: sha512-giJEg9ob45htbu3iautK+2kvplY2JnTj7ir4wZzYSQWvqGatWfBBfDuNCU5wSJt9BCGjymM5ZS9ziD42JGCZBw==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/google@3.0.2':
+    resolution: {integrity: sha512-KyV4AR8fBKVCABfav3zGn/PY7cMDMt9m7yYhH+FJ7jLfBrEVdjT4sM0ojPFRHYUelXHl42oOAgpy3GWkeG6vtw==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/openai@3.0.1':
+    resolution: {integrity: sha512-P+qxz2diOrh8OrpqLRg+E+XIFVIKM3z2kFjABcCJGHjGbXBK88AJqmuKAi87qLTvTe/xn1fhZBjklZg9bTyigw==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/provider-utils@3.0.18':
+    resolution: {integrity: sha512-ypv1xXMsgGcNKUP+hglKqtdDuMg68nWHucPPAhIENrbFAI+xCHiqPVN8Zllxyv1TNZwGWUghPxJXU+Mqps0YRQ==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/provider-utils@4.0.0-beta.40':
+    resolution: {integrity: sha512-5345iQxWV1coKbs85vkrThsEmiFcIkgqMZUKFrVDM7E4FRqgsnWtn4394/RnShOKRun5K7TWIYCLz3GfRGy/Ig==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      '@valibot/to-json-schema': ^1.3.0
+      arktype: ^2.1.22
+      effect: ^3.18.4
+      zod: ^3.25.76 || ^4.1.8
+    peerDependenciesMeta:
+      '@valibot/to-json-schema':
+        optional: true
+      arktype:
+        optional: true
+      effect:
+        optional: true
+
+  '@ai-sdk/provider-utils@4.0.0-beta.42':
+    resolution: {integrity: sha512-VY+aQzlbLT4R+n3AgsRrpaeHQRhBAxBPkfXnS8PdIFKY85/W1d4emA/40j++2N0yBDBeEW4I7xAPv1t43YkjbQ==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      '@valibot/to-json-schema': ^1.3.0
+      arktype: ^2.1.22
+      effect: ^3.18.4
+      zod: ^3.25.76 || ^4.1.8
+    peerDependenciesMeta:
+      '@valibot/to-json-schema':
+        optional: true
+      arktype:
+        optional: true
+      effect:
+        optional: true
+
+  '@ai-sdk/provider-utils@4.0.1':
+    resolution: {integrity: sha512-de2v8gH9zj47tRI38oSxhQIewmNc+OZjYIOOaMoVWKL65ERSav2PYYZHPSPCrfOeLMkv+Dyh8Y0QGwkO29wMWQ==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/provider-utils@4.0.2':
+    resolution: {integrity: sha512-KaykkuRBdF/ffpI5bwpL4aSCmO/99p8/ci+VeHwJO8tmvXtiVAb99QeyvvvXmL61e9Zrvv4GBGoajW19xdjkVQ==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/provider@2.0.0':
+    resolution: {integrity: sha512-6o7Y2SeO9vFKB8lArHXehNuusnpddKPk7xqL7T2/b+OvXMRIXUO1rR4wcv1hAFUAT9avGZshty3Wlua/XA7TvA==}
+    engines: {node: '>=18'}
+
+  '@ai-sdk/provider@3.0.0':
+    resolution: {integrity: sha512-m9ka3ptkPQbaHHZHqDXDF9C9B5/Mav0KTdky1k2HZ3/nrW2t1AgObxIVPyGDWQNS9FXT/FS6PIoSjpcP/No8rQ==}
+    engines: {node: '>=18'}
+
+  '@ai-sdk/provider@3.0.0-beta.22':
+    resolution: {integrity: sha512-Ss0tgCZwzccS6MREhjAI28lkAV5PfJnoBFbv8mas74Cs5OseFKqxg3dEd1lRL8mf4Qapu1xpBLkV4/ldSShSdA==}
+    engines: {node: '>=18'}
+
+  '@ai-sdk/provider@3.0.0-beta.23':
+    resolution: {integrity: sha512-C8X5urwwxCM8GzdMiEnI5ZtRSv+rs17smwubTy0S+dFm9aSVui92ED5U42TJvDivEpDsHbMhuNI8sxRbtFQduQ==}
+    engines: {node: '>=18'}
+
+  '@ai-sdk/provider@3.0.1':
+    resolution: {integrity: sha512-2lR4w7mr9XrydzxBSjir4N6YMGdXD+Np1Sh0RXABh7tWdNFFwIeRI1Q+SaYZMbfL8Pg8RRLcrxQm51yxTLhokg==}
+    engines: {node: '>=18'}
+
+  '@ai-sdk/react@3.0.3':
+    resolution: {integrity: sha512-mLIgQuBdIX9gxCYQN3Pv/J8ARoFreIKYr/TVQtI+FwEzejuGFimTyhDln7UIBfrnm3Mpn1xENIWZfDfCRF7wkw==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      react: ^18 || ~19.0.1 || ~19.1.2 || ^19.2.1
+
   '@alloc/quick-lru@5.2.0':
     resolution: {integrity: sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==}
     engines: {node: '>=10'}
 
+  '@antfu/install-pkg@1.1.0':
+    resolution: {integrity: sha512-MGQsmw10ZyI+EJo45CdSER4zEb+p31LpDAFp2Z3gkSd1yqVZGi0Ebx++YTEMonJy4oChEMLsxZ64j8FH6sSqtQ==}
+
+  '@asamuzakjp/css-color@3.2.0':
+    resolution: {integrity: sha512-K1A6z8tS3XsmCMM86xoWdn7Fkdn9m6RSVtocUrJYIwZnFVkng/PvkEoWtOWmP+Scc6saYWHWZYbndEEXxl24jw==}
+
   '@babel/code-frame@7.27.1':
     resolution: {integrity: sha512-cjQ7ZlQ0Mv3b47hABuTevyTuYN4i+loJKGeV9flcCgIK37cCXRh+L1bd3iBHlynerhQ7BhCkn2BPbQUL+rGqFg==}
     engines: {node: '>=6.9.0'}
@@ -528,6 +1218,25 @@ packages:
     cpu: [x64]
     os: [win32]
 
+  '@blocksai/ai@3.0.0':
+    resolution: {integrity: sha512-S2eyTdRPzr9g/aTPXCwg5btAqTkiE4GTmUGkKKXwb8964Pp9yns74G+gtZdEscp/y3bjAeTrAypB06PSK+9K3A==}
+
+  '@blocksai/cli@0.2.1':
+    resolution: {integrity: sha512-9tsk+KsaZ1rYO6ZfseJE2n5YvXLXah6Sn8MCxRiPZdftB4NgK0Ma1JU4UZaeFAmWq0JnFSwwvQ9KnCxzE+ZwuQ==}
+    hasBin: true
+
+  '@blocksai/domain@0.2.1':
+    resolution: {integrity: sha512-41FhTvfjWXQyLdaz2ZK9GxG44F+gAz719t4S1HbSg8qjUkGgJksPWhPdukS4IGU+JpVxomJD236N4E8WmN411A==}
+
+  '@blocksai/schema@1.0.0':
+    resolution: {integrity: sha512-DXSIzRyAUWaFE1yfV1lYEqDIXE4gcAlI1HTxTE4sk9Npc9+DzN1HbiagynAaoaP0pIQfpN1Frhd9/sMobTQQBQ==}
+
+  '@blocksai/validators@1.1.1':
+    resolution: {integrity: sha512-vlT8uIrxMGz4kdGieXYC0EBbGTa95IKJD+ehG+mVR6Rj4wbDJELw6Pp1A0zBTbVhqZLI75i43tfFtWoscyzMUg==}
+
+  '@braintree/sanitize-url@7.1.1':
+    resolution: {integrity: sha512-i1L7noDNxtFyL5DmZafWy1wRVhGehQmzZaz1HiN5e7iylJMSZR7ekOV7NsIqa5qBldlLrsKv4HbgFUVlQrz8Mw==}
+
   '@changesets/apply-release-plan@7.0.13':
     resolution: {integrity: sha512-BIW7bofD2yAWoE8H4V40FikC+1nNFEKBisMECccS16W1rt6qqhNTBDmIw5HaqmMgtLNz9e7oiALiEUuKrQ4oHg==}
 
@@ -583,6 +1292,57 @@ packages:
   '@changesets/write@0.4.0':
     resolution: {integrity: sha512-CdTLvIOPiCNuH71pyDu3rA+Q0n65cmAbXnwWH84rKGiFumFzkmHNT8KHTMEchcxN+Kl8I54xGUhJ7l3E7X396Q==}
 
+  '@chevrotain/cst-dts-gen@11.0.3':
+    resolution: {integrity: sha512-BvIKpRLeS/8UbfxXxgC33xOumsacaeCKAjAeLyOn7Pcp95HiRbrpl14S+9vaZLolnbssPIUuiUd8IvgkRyt6NQ==}
+
+  '@chevrotain/gast@11.0.3':
+    resolution: {integrity: sha512-+qNfcoNk70PyS/uxmj3li5NiECO+2YKZZQMbmjTqRI3Qchu8Hig/Q9vgkHpI3alNjr7M+a2St5pw5w5F6NL5/Q==}
+
+  '@chevrotain/regexp-to-ast@11.0.3':
+    resolution: {integrity: sha512-1fMHaBZxLFvWI067AVbGJav1eRY7N8DDvYCTwGBiE/ytKBgP8azTdgyrKyWZ9Mfh09eHWb5PgTSO8wi7U824RA==}
+
+  '@chevrotain/types@11.0.3':
+    resolution: {integrity: sha512-gsiM3G8b58kZC2HaWR50gu6Y1440cHiJ+i3JUvcp/35JchYejb2+5MVeJK0iKThYpAa/P2PYFV4hoi44HD+aHQ==}
+
+  '@chevrotain/utils@11.0.3':
+    resolution: {integrity: sha512-YslZMgtJUyuMbZ+aKvfF3x1f5liK4mWNxghFRv7jqRR9C3R3fAOGTTKvxXDa2Y1s9zSbcpuO0cAxDYsc9SrXoQ==}
+
+  '@clack/core@0.3.5':
+    resolution: {integrity: sha512-5cfhQNH+1VQ2xLQlmzXMqUoiaH0lRBq9/CLW9lTyMbuKLC3+xEK01tHVvyut++mLOn5urSHmkm6I0Lg9MaJSTQ==}
+
+  '@clack/prompts@0.7.0':
+    resolution: {integrity: sha512-0MhX9/B4iL6Re04jPrttDm+BsP8y6mS7byuv0BvXgdXhbV5PdlsHt55dvNsuBCPZ7xq1oTAOOuotR9NFbQyMSA==}
+    bundledDependencies:
+      - is-unicode-supported
+
+  '@csstools/color-helpers@5.1.0':
+    resolution: {integrity: sha512-S11EXWJyy0Mz5SYvRmY8nJYTFFd1LCNV+7cXyAgQtOOuzb4EsgfqDufL+9esx72/eLhsRdGZwaldu/h+E4t4BA==}
+    engines: {node: '>=18'}
+
+  '@csstools/css-calc@2.1.4':
+    resolution: {integrity: sha512-3N8oaj+0juUw/1H3YwmDDJXCgTB1gKU6Hc/bB502u9zR0q2vd786XJH9QfrKIEgFlZmhZiq6epXl4rHqhzsIgQ==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      '@csstools/css-parser-algorithms': ^3.0.5
+      '@csstools/css-tokenizer': ^3.0.4
+
+  '@csstools/css-color-parser@3.1.0':
+    resolution: {integrity: sha512-nbtKwh3a6xNVIp/VRuXV64yTKnb1IjTAEEh3irzS+HkKjAOYLTGNb9pmVNntZ8iVBHcWDA2Dof0QtPgFI1BaTA==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      '@csstools/css-parser-algorithms': ^3.0.5
+      '@csstools/css-tokenizer': ^3.0.4
+
+  '@csstools/css-parser-algorithms@3.0.5':
+    resolution: {integrity: sha512-DaDeUkXZKjdGhgYaHNJTV9pV7Y9B3b644jCLs9Upc3VeNGg6LWARAT6O+Q+/COo+2gg/bM5rhpMAtf70WqfBdQ==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      '@csstools/css-tokenizer': ^3.0.4
+
+  '@csstools/css-tokenizer@3.0.4':
+    resolution: {integrity: sha512-Vd/9EVDiu6PPJt9yAh6roZP6El1xHrdvIVGjyBsHR0RYwNHgL7FJPyIIW4fANJNG6FtyZfvlRPpFI4ZM/lubvw==}
+    engines: {node: '>=18'}
+
   '@emnapi/core@1.7.1':
     resolution: {integrity: sha512-o1uhUASyo921r2XtHYOHy7gdkGLge8ghBEQHMWmyJFoXlpU58kIrhhN3w26lpQb6dspetweapMn2CSNwQ8I4wg==}
 
@@ -1080,6 +1840,10 @@ packages:
     resolution: {integrity: sha512-43/qtrDUokr7LJqoF2c3+RInu/t4zfrpYdoSDfYyhg52rwLV6TnOvdG4fXm7IkSB3wErkcmJS9iEhjVtOSEjjA==}
     engines: {node: ^18.18.0 || ^20.9.0 || >=21.1.0}
 
+  '@fastify/busboy@2.1.1':
+    resolution: {integrity: sha512-vBZP4NlzfOlerQTnba4aqZoMhE/a9HY7HRqoOPaETQcSQuWEIyZMHGfVu6w9wGtGK5fED5qRs2DteVCjOH60sA==}
+    engines: {node: '>=14'}
+
   '@humanfs/core@0.19.1':
     resolution: {integrity: sha512-5DyQ4+1JEUzejeK1JGICcideyfUbGixgS9jNgex5nqkW+cY7WZhxBigmieN5Qnw9ZosSNVC9KQKyb+GUaGyKUA==}
     engines: {node: '>=18.18.0'}
@@ -1096,6 +1860,12 @@ packages:
     resolution: {integrity: sha512-bV0Tgo9K4hfPCek+aMAn81RppFKv2ySDQeMoSZuvTASywNTnVJCArCZE2FWqpvIatKu7VMRLWlR1EazvVhDyhQ==}
     engines: {node: '>=18.18'}
 
+  '@iconify/types@2.0.0':
+    resolution: {integrity: sha512-+wluvCrRhXrhyOmRDJ3q8mux9JkKy5SJ/v8ol2tu4FVjyYvtEzkc/3pK15ET6RKg4b4w4BmTk1+gsCUhf21Ykg==}
+
+  '@iconify/utils@3.1.0':
+    resolution: {integrity: sha512-Zlzem1ZXhI1iHeeERabLNzBHdOa4VhQbqAcOQaMKuTuyZCpwKbC2R4Dd0Zo3g9EAc+Y4fiarO8HIHRAth7+skw==}
+
   '@img/colour@1.0.0':
     resolution: {integrity: sha512-A5P/LfWGFSl6nsckYtjw9da+19jB8hkJ6ACTGcDfEJ0aE+l2n2El7dsVM7UVHZQ9s2lmYMWlrS21YLy2IR1LUw==}
     engines: {node: '>=18'}
@@ -1326,6 +2096,20 @@ packages:
       '@types/react': '>=16'
       react: '>=16'
 
+  '@mendable/firecrawl-js@4.8.1':
+    resolution: {integrity: sha512-40fW83AuGziIrhONyexdc/EvfSUFvlqgcwmpAoUxY7yAl84kfSbqTgxJ/5ycd4SoIDW2plQOXzC/rxwtwFUnYg==}
+    engines: {node: '>=22.0.0'}
+
+  '@mermaid-js/parser@0.6.3':
+    resolution: {integrity: sha512-lnjOhe7zyHjc+If7yT4zoedx2vo4sHaTmtkl1+or8BRTnCtDmcTpAjpzDSfCZrshM5bCoz0GyidzadJAH1xobA==}
+
+  '@mongodb-js/saslprep@1.4.4':
+    resolution: {integrity: sha512-p7X/ytJDIdwUfFL/CLOhKgdfJe1Fa8uw9seJYvdOmnP9JBWGWHW69HkOixXS6Wy9yvGf1MbhcS6lVmrhy4jm2g==}
+
+  '@mozilla/readability@0.5.0':
+    resolution: {integrity: sha512-Z+CZ3QaosfFaTqvhQsIktyGrjFjSC0Fa4EMph4mqKnWhmyoGICsV/8QK+8HpXut6zV7zwfWwqDmEjtk1Qf6EgQ==}
+    engines: {node: '>=14.0.0'}
+
   '@mswjs/interceptors@0.40.0':
     resolution: {integrity: sha512-EFd6cVbHsgLa6wa4RljGj6Wk75qoHxUSyc5asLyyPSyuhIcdS2Q3Phw6ImS1q+CkALthJRShiYfKANcQMuMqsQ==}
     engines: {node: '>=18'}
@@ -1336,56 +2120,56 @@ packages:
   '@napi-rs/wasm-runtime@1.0.7':
     resolution: {integrity: sha512-SeDnOO0Tk7Okiq6DbXmmBODgOAb9dp9gjlphokTUxmt8U3liIP1ZsozBahH69j/RJv+Rfs6IwUKHTgQYJ/HBAw==}
 
-  '@next/env@16.0.4':
-    resolution: {integrity: sha512-FDPaVoB1kYhtOz6Le0Jn2QV7RZJ3Ngxzqri7YX4yu3Ini+l5lciR7nA9eNDpKTmDm7LWZtxSju+/CQnwRBn2pA==}
+  '@next/env@16.0.8':
+    resolution: {integrity: sha512-xP4WrQZuj9MdmLJy3eWFHepo+R3vznsMSS8Dy3wdA7FKpjCiesQ6DxZvdGziQisj0tEtCgBKJzjcAc4yZOgLEQ==}
 
   '@next/eslint-plugin-next@16.0.4':
     resolution: {integrity: sha512-0emoVyL4Z5NEkRNb63ko/BqLC9OFULcY7mJ3lSerBCqgh/UFcjnvodyikV2bTl7XygwcamJxJAfxCo1oAVfH6g==}
 
-  '@next/swc-darwin-arm64@16.0.4':
-    resolution: {integrity: sha512-TN0cfB4HT2YyEio9fLwZY33J+s+vMIgC84gQCOLZOYusW7ptgjIn8RwxQt0BUpoo9XRRVVWEHLld0uhyux1ZcA==}
+  '@next/swc-darwin-arm64@16.0.8':
+    resolution: {integrity: sha512-yjVMvTQN21ZHOclQnhSFbjBTEizle+1uo4NV6L4rtS9WO3nfjaeJYw+H91G+nEf3Ef43TaEZvY5mPWfB/De7tA==}
     engines: {node: '>= 10'}
     cpu: [arm64]
     os: [darwin]
 
-  '@next/swc-darwin-x64@16.0.4':
-    resolution: {integrity: sha512-XsfI23jvimCaA7e+9f3yMCoVjrny2D11G6H8NCcgv+Ina/TQhKPXB9P4q0WjTuEoyZmcNvPdrZ+XtTh3uPfH7Q==}
+  '@next/swc-darwin-x64@16.0.8':
+    resolution: {integrity: sha512-+zu2N3QQ0ZOb6RyqQKfcu/pn0UPGmg+mUDqpAAEviAcEVEYgDckemOpiMRsBP3IsEKpcoKuNzekDcPczEeEIzA==}
     engines: {node: '>= 10'}
     cpu: [x64]
     os: [darwin]
 
-  '@next/swc-linux-arm64-gnu@16.0.4':
-    resolution: {integrity: sha512-uo8X7qHDy4YdJUhaoJDMAbL8VT5Ed3lijip2DdBHIB4tfKAvB1XBih6INH2L4qIi4jA0Qq1J0ErxcOocBmUSwg==}
+  '@next/swc-linux-arm64-gnu@16.0.8':
+    resolution: {integrity: sha512-LConttk+BeD0e6RG0jGEP9GfvdaBVMYsLJ5aDDweKiJVVCu6sGvo+Ohz9nQhvj7EQDVVRJMCGhl19DmJwGr6bQ==}
     engines: {node: '>= 10'}
     cpu: [arm64]
     os: [linux]
 
-  '@next/swc-linux-arm64-musl@16.0.4':
-    resolution: {integrity: sha512-pvR/AjNIAxsIz0PCNcZYpH+WmNIKNLcL4XYEfo+ArDi7GsxKWFO5BvVBLXbhti8Coyv3DE983NsitzUsGH5yTw==}
+  '@next/swc-linux-arm64-musl@16.0.8':
+    resolution: {integrity: sha512-JaXFAlqn8fJV+GhhA9lpg6da/NCN/v9ub98n3HoayoUSPOVdoxEEt86iT58jXqQCs/R3dv5ZnxGkW8aF4obMrQ==}
     engines: {node: '>= 10'}
     cpu: [arm64]
     os: [linux]
 
-  '@next/swc-linux-x64-gnu@16.0.4':
-    resolution: {integrity: sha512-2hebpsd5MRRtgqmT7Jj/Wze+wG+ZEXUK2KFFL4IlZ0amEEFADo4ywsifJNeFTQGsamH3/aXkKWymDvgEi+pc2Q==}
+  '@next/swc-linux-x64-gnu@16.0.8':
+    resolution: {integrity: sha512-O7M9it6HyNhsJp3HNAsJoHk5BUsfj7hRshfptpGcVsPZ1u0KQ/oVy8oxF7tlwxA5tR43VUP0yRmAGm1us514ng==}
     engines: {node: '>= 10'}
     cpu: [x64]
     os: [linux]
 
-  '@next/swc-linux-x64-musl@16.0.4':
-    resolution: {integrity: sha512-pzRXf0LZZ8zMljH78j8SeLncg9ifIOp3ugAFka+Bq8qMzw6hPXOc7wydY7ardIELlczzzreahyTpwsim/WL3Sg==}
+  '@next/swc-linux-x64-musl@16.0.8':
+    resolution: {integrity: sha512-8+KClEC/GLI2dLYcrWwHu5JyC5cZYCFnccVIvmxpo6K+XQt4qzqM5L4coofNDZYkct/VCCyJWGbZZDsg6w6LFA==}
     engines: {node: '>= 10'}
     cpu: [x64]
     os: [linux]
 
-  '@next/swc-win32-arm64-msvc@16.0.4':
-    resolution: {integrity: sha512-7G/yJVzum52B5HOqqbQYX9bJHkN+c4YyZ2AIvEssMHQlbAWOn3iIJjD4sM6ihWsBxuljiTKJovEYlD1K8lCUHw==}
+  '@next/swc-win32-arm64-msvc@16.0.8':
+    resolution: {integrity: sha512-rpQ/PgTEgH68SiXmhu/cJ2hk9aZ6YgFvspzQWe2I9HufY6g7V02DXRr/xrVqOaKm2lenBFPNQ+KAaeveywqV+A==}
     engines: {node: '>= 10'}
     cpu: [arm64]
     os: [win32]
 
-  '@next/swc-win32-x64-msvc@16.0.4':
-    resolution: {integrity: sha512-0Vy4g8SSeVkuU89g2OFHqGKM4rxsQtihGfenjx2tRckPrge5+gtFnRWGAAwvGXr0ty3twQvcnYjEyOrLHJ4JWA==}
+  '@next/swc-win32-x64-msvc@16.0.8':
+    resolution: {integrity: sha512-jWpWjWcMQu2iZz4pEK2IktcfR+OA9+cCG8zenyLpcW8rN4rzjfOzH4yj/b1FiEAZHKS+5Vq8+bZyHi+2yqHbFA==}
     engines: {node: '>= 10'}
     cpu: [x64]
     os: [win32]
@@ -1415,6 +2199,10 @@ packages:
   '@open-draft/until@2.1.0':
     resolution: {integrity: sha512-U69T3ItWHvLwGg5eJ0n3I62nWuE6ilHlmz7zM0npLBRvPRd7e6NYmg54vvRtP5mZG7kZqZCFVdsTWo7BPtBujg==}
 
+  '@opentelemetry/api@1.9.0':
+    resolution: {integrity: sha512-3giAOQvZiH5F9bMlMiv8+GSPMeqg0dbaeo58/0SlA9sxSqZhnUtxzX9/2FzyhS9sWQf5S0GJE0AKBrFqjpeYcg==}
+    engines: {node: '>=8.0.0'}
+
   '@oxc-resolver/binding-android-arm-eabi@11.14.0':
     resolution: {integrity: sha512-jB47iZ/thvhE+USCLv+XY3IknBbkKr/p7OBsQDTHode/GPw+OHRlit3NQ1bjt1Mj8V2CS7iHdSDYobZ1/0gagQ==}
     cpu: [arm]
@@ -1544,6 +2332,35 @@ packages:
   '@prisma/get-platform@6.19.0':
     resolution: {integrity: sha512-ym85WDO2yDhC3fIXHWYpG3kVMBA49cL1XD2GCsCF8xbwoy2OkDQY44gEbAt2X46IQ4Apq9H6g0Ex1iFfPqEkHA==}
 
+  '@redis/bloom@1.2.0':
+    resolution: {integrity: sha512-HG2DFjYKbpNmVXsa0keLHp/3leGJz1mjh09f2RLGGLQZzSHpkmZWuwJbAvo3QcRY8p80m5+ZdXZdYOSBLlp7Cg==}
+    peerDependencies:
+      '@redis/client': ^1.0.0
+
+  '@redis/client@1.6.1':
+    resolution: {integrity: sha512-/KCsg3xSlR+nCK8/8ZYSknYxvXHwubJrU82F3Lm1Fp6789VQ0/3RJKfsmRXjqfaTA++23CvC3hqmqe/2GEt6Kw==}
+    engines: {node: '>=14'}
+
+  '@redis/graph@1.1.1':
+    resolution: {integrity: sha512-FEMTcTHZozZciLRl6GiiIB4zGm5z5F3F6a6FZCyrfxdKOhFlGkiAqlexWMBzCi4DcRoyiOsuLfW+cjlGWyExOw==}
+    peerDependencies:
+      '@redis/client': ^1.0.0
+
+  '@redis/json@1.0.7':
+    resolution: {integrity: sha512-6UyXfjVaTBTJtKNG4/9Z8PSpKE6XgSyEb8iwaqDcy+uKrd/DGYHTWkUdnQDyzm727V7p21WUMhsqz5oy65kPcQ==}
+    peerDependencies:
+      '@redis/client': ^1.0.0
+
+  '@redis/search@1.2.0':
+    resolution: {integrity: sha512-tYoDBbtqOVigEDMAcTGsRlMycIIjwMCgD8eR2t0NANeQmgK/lvxNAvYyb6bZDD4frHRhIHkJu2TBRvB0ERkOmw==}
+    peerDependencies:
+      '@redis/client': ^1.0.0
+
+  '@redis/time-series@1.1.0':
+    resolution: {integrity: sha512-c1Q99M5ljsIuc4YdaCwfUEXsofakb9c8+Zse2qxTadu8TalLXuAESzLvFAvNVbkmSlvlzIQOLpBCmWI9wTOt+g==}
+    peerDependencies:
+      '@redis/client': ^1.0.0
+
   '@rollup/pluginutils@5.3.0':
     resolution: {integrity: sha512-5EdhGZtnu3V88ces7s53hhfK5KSASnJZv8Lulpc04cWO3REESroJXg73DFsOmgbU2BhwV0E20bu2IDZb3VKW4Q==}
     engines: {node: '>=14.0.0'}
@@ -1666,9 +2483,33 @@ packages:
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     resolution: {integrity: sha512-zt6OdqaDoOnJ1ZYsCYGt9YmWzDXl4vQdKTyJev62gFhRGKdx7mcT54V9KIjg+d2wi9EXsPvAPKe7i7WjfVWB8g==}
 
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+    resolution: {integrity: sha512-L7SrRibU7ZoYi1/TrZsJOFAnnHyLTE1SwHG1yNWjZIVCqjOEmCSuK2ZO9thnRbJG6TOkPp+Z963JmpCNw5nzvA==}
+
+  '@shikijs/engine-javascript@3.19.0':
+    resolution: {integrity: sha512-ZfWJNm2VMhKkQIKT9qXbs76RRcT0SF/CAvEz0+RkpUDAoDaCx0uFdCGzSRiD9gSlhm6AHkjdieOBJMaO2eC1rQ==}
+
+  '@shikijs/engine-oniguruma@3.19.0':
+    resolution: {integrity: sha512-1hRxtYIJfJSZeM5ivbUXv9hcJP3PWRo5prG/V2sWwiubUKTa+7P62d2qxCW8jiVFX4pgRHhnHNp+qeR7Xl+6kg==}
+
+  '@shikijs/langs@3.19.0':
+    resolution: {integrity: sha512-dBMFzzg1QiXqCVQ5ONc0z2ebyoi5BKz+MtfByLm0o5/nbUu3Iz8uaTCa5uzGiscQKm7lVShfZHU1+OG3t5hgwg==}
+
+  '@shikijs/themes@3.19.0':
+    resolution: {integrity: sha512-H36qw+oh91Y0s6OlFfdSuQ0Ld+5CgB/VE6gNPK+Hk4VRbVG/XQgkjnt4KzfnnoO6tZPtKJKHPjwebOCfjd6F8A==}
+
+  '@shikijs/types@3.19.0':
+    resolution: {integrity: sha512-Z2hdeEQlzuntf/BZpFG8a+Fsw9UVXdML7w0o3TgSXV3yNESGon+bs9ITkQb3Ki7zxoXOOu5oJWqZ2uto06V9iQ==}
+
+  '@shikijs/vscode-textmate@10.0.2':
+    resolution: {integrity: sha512-83yeghZ2xxin3Nj8z1NMd/NCuca+gsYXswywDy5bHvwlWL8tpTQmzGeUuHd9FC3E/SBEMvzJRwWEOz5gGes9Qg==}
+
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     resolution: {integrity: sha512-m2bOd0f2RT9k8QJx1JN85cZYyH1RqFBdlwtkSlf4tBDYLCiiZnv1fIIwacK6cqwXavOydf0NPToMQgpKq+dVlA==}
 
+  '@standard-schema/spec@1.1.0':
+    resolution: {integrity: sha512-l2aFy5jALhniG5HgqrD6jXLi/rUWrKvqN/qJx6yoJsgKhblVd+iqqU4RCXavm/jPityDo5TCvKMnpjKnOriy0w==}
+
   '@storybook/addon-actions@8.6.14':
     resolution: {integrity: sha512-mDQxylxGGCQSK7tJPkD144J8jWh9IU9ziJMHfB84PKpI/V5ZgqMDnpr2bssTrUaGDqU5e1/z8KcRF+Melhs9pQ==}
     peerDependencies:
@@ -1842,6 +2683,11 @@ packages:
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+  '@tailwindcss/typography@0.5.19':
+    resolution: {integrity: sha512-w31dd8HOx3k9vPtcQh5QHP9GwKcgbMp87j58qi6xgiBnFFtKEAgCWnDw4qUT8aHwkCp8bKvb/KGKWWHedP0AAg==}
+    peerDependencies:
+      tailwindcss: '>=3.0.0 || insiders || >=4.0.0-alpha.20 || >=4.0.0-beta.1'
+
   '@testing-library/dom@10.4.0':
     resolution: {integrity: sha512-pemlzrSESWbdAloYml3bAJMEfNh1Z7EduzqPKprCH5S341frlpYnUEW0H72dLxa6IsYr+mPno20GiSm+h9dEdQ==}
     engines: {node: '>=18'}
@@ -1881,6 +2727,9 @@ packages:
     peerDependencies:
       '@testing-library/dom': '>=7.21.4'
 
+  '@thomasdavis/unsandbox@0.0.3':
+    resolution: {integrity: sha512-7Bmql6ykkpd+S3foMKGjnnNQhfh0iUriE0f9YAhyx7C+4qicsb5oGJ0rkOBI8Pk5VXx/PPUm36+VNNKqqPzozg==}
+
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@@ -1902,44 +2751,185 @@ packages:
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+  '@types/d3-array@3.2.2':
+    resolution: {integrity: sha512-hOLWVbm7uRza0BYXpIIW5pxfrKe0W+D5lrFiAEYR+pb6w3N2SwSMaJbXdUfSEv+dT4MfHBLtn5js0LAWaO6otw==}
+
+  '@types/d3-axis@3.0.6':
+    resolution: {integrity: sha512-pYeijfZuBd87T0hGn0FO1vQ/cgLk6E1ALJjfkC0oJ8cbwkZl3TpgS8bVBLZN+2jjGgg38epgxb2zmoGtSfvgMw==}
+
+  '@types/d3-brush@3.0.6':
+    resolution: {integrity: sha512-nH60IZNNxEcrh6L1ZSMNA28rj27ut/2ZmI3r96Zd+1jrZD++zD3LsMIjWlvg4AYrHn/Pqz4CF3veCxGjtbqt7A==}
+
+  '@types/d3-chord@3.0.6':
+    resolution: {integrity: sha512-LFYWWd8nwfwEmTZG9PfQxd17HbNPksHBiJHaKuY1XeqscXacsS2tyoo6OdRsjf+NQYeB6XrNL3a25E3gH69lcg==}
+
+  '@types/d3-color@3.1.3':
+    resolution: {integrity: sha512-iO90scth9WAbmgv7ogoq57O9YpKmFBbmoEoCHDB2xMBY0+/KVrqAaCDyCE16dUspeOvIxFFRI+0sEtqDqy2b4A==}
+
+  '@types/d3-contour@3.0.6':
+    resolution: {integrity: sha512-BjzLgXGnCWjUSYGfH1cpdo41/hgdWETu4YxpezoztawmqsvCeep+8QGfiY6YbDvfgHz/DkjeIkkZVJavB4a3rg==}
+
+  '@types/d3-delaunay@6.0.4':
+    resolution: {integrity: sha512-ZMaSKu4THYCU6sV64Lhg6qjf1orxBthaC161plr5KuPHo3CNm8DTHiLw/5Eq2b6TsNP0W0iJrUOFscY6Q450Hw==}
+
+  '@types/d3-dispatch@3.0.7':
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+
+  '@types/webidl-conversions@7.0.3':
+    resolution: {integrity: sha512-CiJJvcRtIgzadHCYXw7dqEnMNRjhGZlYK05Mj9OyktqV8uVT8fD2BFOB7S1uwBE3Kj2Z+4UyPmFw/Ixgw/LAlA==}
+
+  '@types/whatwg-url@11.0.5':
+    resolution: {integrity: sha512-coYR071JRaHa+xoEvvYqvnIHaVqaYrLPbsufM9BF63HkwI5Lgmy2QR8Q5K/lYDYo5AK82wOvSOS0UsLTpTG7uQ==}
+
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     engines: {node: ^18.18.0 || ^20.9.0 || >=21.1.0}
 
+  '@ungap/structured-clone@1.3.0':
+    resolution: {integrity: sha512-WmoN8qaIAo7WTYWbAZuG8PYEhn5fkz7dZrqTBZ7dtt//lL2Gwms1IcnQ5yHqjDfX8Ft5j4YzDM23f87zBfDe9g==}
+
   '@unrs/resolver-binding-android-arm-eabi@1.11.1':
     resolution: {integrity: sha512-ppLRUgHVaGRWUx0R0Ut06Mjo9gBaBkg3v/8AxusGLhsIotbBLuRk51rAzqLC8gq6NyyAojEXglNjzf6R948DNw==}
     cpu: [arm]
@@ -2094,6 +3087,47 @@ packages:
     cpu: [x64]
     os: [win32]
 
+  '@upstash/redis@1.36.0':
+    resolution: {integrity: sha512-9zN2UV9QJGPnXfWU3yZBLVQaqqENDh7g+Y4J2vJuSxBCi9FQ0aUOtaXlzuFhnsiZvCqM+eS27ic+tgmkWUsfOg==}
+
+  '@vercel/analytics@1.6.1':
+    resolution: {integrity: sha512-oH9He/bEM+6oKlv3chWuOOcp8Y6fo6/PSro8hEkgCW3pu9/OiCXiUpRUogDh3Fs3LH2sosDrx8CxeOLBEE+afg==}
+    peerDependencies:
+      '@remix-run/react': ^2
+      '@sveltejs/kit': ^1 || ^2
+      next: '>= 13'
+      react: ^18 || ^19 || ^19.0.0-rc
+      svelte: '>= 4'
+      vue: ^3
+      vue-router: ^4
+    peerDependenciesMeta:
+      '@remix-run/react':
+        optional: true
+      '@sveltejs/kit':
+        optional: true
+      next:
+        optional: true
+      react:
+        optional: true
+      svelte:
+        optional: true
+      vue:
+        optional: true
+      vue-router:
+        optional: true
+
+  '@vercel/blob@2.0.0':
+    resolution: {integrity: sha512-oAj7Pdy83YKSwIaMFoM7zFeLYWRc+qUpW3PiDSblxQMnGFb43qs4bmfq7dr/+JIfwhs6PTwe1o2YBwKhyjWxXw==}
+    engines: {node: '>=20.0.0'}
+
+  '@vercel/kv@3.0.0':
+    resolution: {integrity: sha512-pKT8fRnfyYk2MgvyB6fn6ipJPCdfZwiKDdw7vB+HL50rjboEBHDVBEcnwfkEpVSp2AjNtoaOUH7zG+bVC/rvSg==}
+    engines: {node: '>=14.6'}
+
+  '@vercel/oidc@3.0.5':
+    resolution: {integrity: sha512-fnYhv671l+eTTp48gB4zEsTW/YtRgRPnkI2nT7x6qw5rkI1Lq2hTmQIpHPgyThI0znLK+vX2n9XxKdXZ7BUbbw==}
+    engines: {node: '>= 20'}
+
   '@vitest/expect@2.0.5':
     resolution: {integrity: sha512-yHZtwuP7JZivj65Gxoi8upUN2OzHTi3zVfjwdpu2WrvCZPLwsJ2Ey5ILIPccoW23dd/zQBlJ4/dhi7DWNyXCpA==}
 
@@ -2135,6 +3169,10 @@ packages:
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+  accepts@1.3.8:
+    resolution: {integrity: sha512-PYAthTa2m2VKxuvSD3DPC/Gy+U+sOA1LAuT8mkmRuvw+NACSaeXEQ+NHcVF7rONl6qcaxV3Uuemwawk+7+SJLw==}
+    engines: {node: '>= 0.6'}
+
   acorn-jsx-walk@2.0.0:
     resolution: {integrity: sha512-uuo6iJj4D4ygkdzd6jPtcxs8vZgDX9YFIkqczGImoypX2fQ4dVImmu3UzA4ynixCIMTrEOWW+95M2HuBaCEOVA==}
 
@@ -2156,6 +3194,40 @@ packages:
     engines: {node: '>=0.4.0'}
     hasBin: true
 
+  afinn-165-financialmarketnews@3.0.0:
+    resolution: {integrity: sha512-0g9A1S3ZomFIGDTzZ0t6xmv4AuokBvBmpes8htiyHpH7N4xDmvSQL6UxL/Zcs2ypRb3VwgCscaD8Q3zEawKYhw==}
+
+  afinn-165@1.0.4:
+    resolution: {integrity: sha512-7+Wlx3BImrK0HiG6y3lU4xX7SpBPSSu8T9iguPMlaueRFxjbYwAQrp9lqZUuFikqKbd/en8lVREILvP2J80uJA==}
+
+  agent-base@7.1.4:
+    resolution: {integrity: sha512-MnA+YT8fwfJPgBx3m60MNqakm30XOkyIoH1y6huTQvC0PwZG7ki8NacLBcrPbNoo8vEZy7Jpuk7+jMO+CUovTQ==}
+    engines: {node: '>= 14'}
+
+  ai@5.0.106:
+    resolution: {integrity: sha512-M5obwavxSJJ3tGlAFqI6eltYNJB0D20X6gIBCFx/KVorb/X1fxVVfiZZpZb+Gslu4340droSOjT0aKQFCarNVg==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  ai@6.0.0-beta.124:
+    resolution: {integrity: sha512-Apl4uNZLzc4sAUtu4W77DpM9o+bJJB46A/ayVLDck3MBv+rw4/qGBY9H6/gY9Xpc/CeVogyyEr1DxBMv47olCw==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  ai@6.0.0-beta.131:
+    resolution: {integrity: sha512-hoe+I4pPWjyP1CQHtftC5p7z/EEAx8nGTzzxG0Ka+cAKQW+3lQZsO3dBZ9kB2McYrLd2xntJl7V1tgqqnkfvYw==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  ai@6.0.3:
+    resolution: {integrity: sha512-OOo+/C+sEyscoLnbY3w42vjQDICioVNyS+F+ogwq6O5RJL/vgWGuiLzFwuP7oHTeni/MkmX8tIge48GTdaV7QQ==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
   ajv@6.12.6:
     resolution: {integrity: sha512-j3fVLgvTo527anyYyJOGTYJbG+vnnQYvE0m5mmkc1TK+nxAppkCLMIL0aZ4dblVCNoGShhm+kzE4ZUykBoMg4g==}
 
@@ -2193,6 +3265,10 @@ packages:
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     engines: {node: '>= 8'}
 
+  apparatus@0.0.10:
+    resolution: {integrity: sha512-KLy/ugo33KZA7nugtQ7O0E1c8kQ52N3IvD/XgIh4w/Nr28ypfkwDfA67F1ev4N1m5D+BOk1+b2dEJDfpj/VvZg==}
+    engines: {node: '>=0.2.6'}
+
   arg@5.0.2:
     resolution: {integrity: sha512-PYjyFOLKQ9y57JvQ6QLo8dAgNqswh8M1RMJYdQduT6xbWSgK36P/Z/v+p888pM69jMMfS8Xd8F6I1kQ/I9HUGg==}
 
@@ -2213,6 +3289,9 @@ packages:
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     engines: {node: '>= 0.4'}
 
+  array-flatten@1.1.1:
+    resolution: {integrity: sha512-PCVAQswWemu6UdxsDFFX/+gVeYqKAod3D3UVm91jHwynguOwAvYPhx8nNlM++NqRcK6CxxpUafjmhIdKiHibqg==}
+
   array-includes@3.1.9:
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     engines: {node: '>= 0.4'}
@@ -2260,6 +3339,15 @@ packages:
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     engines: {node: '>= 0.4'}
 
+  async-retry@1.3.3:
+    resolution: {integrity: sha512-wfr/jstw9xNi/0teMHrRW7dsz3Lt5ARhYNZ2ewpadnhaIp5mbALhOAP+EAdsC7t4Z6wqsDVv9+W6gm1Dk9mEyw==}
+
+  async@3.2.6:
+    resolution: {integrity: sha512-htCUDlxyyCLMgaM3xXg0C0LW2xqfuQ6p05pCEIsXuyQ+a1koYKTuBMzRNwmybfLgvJDMd0r1LTn4+E0Ti6C2AA==}
+
+  asynckit@0.4.0:
+    resolution: {integrity: sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q==}
+
   autoprefixer@10.4.22:
     resolution: {integrity: sha512-ARe0v/t9gO28Bznv6GgqARmVqcWOV3mfgUPn9becPHMiD3o9BwlRgaeccZnwTpZ7Zwqrm+c1sUSsMxIzQzc8Xg==}
     engines: {node: ^10 || ^12 || >=14}
@@ -2275,10 +3363,16 @@ packages:
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     engines: {node: '>=4'}
 
+  axios@1.13.2:
+    resolution: {integrity: sha512-VPk9ebNqPcy5lRGuSlKx752IlDatOjT9paPlm8A7yOuW2Fbvp4X3JznJtT4f0GzGLLiWE9W8onz51SqLYwzGaA==}
+
   axobject-query@4.1.0:
     resolution: {integrity: sha512-qIj0G9wZbMGNLjLmg1PT6v2mE9AH2zlnADJD/2tC6E00hgmhUOfEB6greHPAfLRSufHqROIUTkw6E+M3lH0PTQ==}
     engines: {node: '>= 0.4'}
 
+  bail@2.0.2:
+    resolution: {integrity: sha512-0xO6mYd7JB2YesxDKplafRpsiOzPt9V02ddPCLbY1xYGPOX24NTyN50qnUxgCPcSoYMhKpAuBTjQoRZCAkUDRw==}
+
   balanced-match@1.0.2:
     resolution: {integrity: sha512-3oSeUO0TMV67hN1AmbXsK4yaqU7tjiHlbxRDZOpH0KW9+CeX4bRAaX0Anxt0tx2MrpRpWwQaPwIlISEJhYU5Pw==}
 
@@ -2286,6 +3380,10 @@ packages:
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     hasBin: true
 
+  basic-auth@2.0.1:
+    resolution: {integrity: sha512-NF+epuEdnUYVlGuhaxbbq+dvJttwLnGY+YixlXlME5KpQ5W3CnXA5cVTneY3SPbPDRkcjMbifrwmFYcClgOZeg==}
+    engines: {node: '>= 0.8'}
+
   better-opn@3.0.2:
     resolution: {integrity: sha512-aVNobHnJqLiUelTaHat9DZ1qM2w0C0Eym4LPI/3JxOnSokGVdsl1T1kN7TFvsEAD8G47A6VKQ0TVHqbBnYMJlQ==}
     engines: {node: '>=12.0.0'}
@@ -2298,6 +3396,16 @@ packages:
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     engines: {node: '>=8'}
 
+  bm25@0.1.1:
+    resolution: {integrity: sha512-K208JmBoEkt995CFSncQ+8VdxpnzTguxDAcb93pTuRBVYWvehievYYAHJiFkMzuTzLZXAGZAOxGlaAFdNbF6XA==}
+
+  body-parser@1.20.4:
+    resolution: {integrity: sha512-ZTgYYLMOXY9qKU/57FAo8F+HA2dGX7bqGc71txDRC1rS4frdFI5R7NhluHxH6M0YItAP0sHB4uqAOcYKxO6uGA==}
+    engines: {node: '>= 0.8', npm: 1.2.8000 || >= 1.4.16}
+
+  boolbase@1.0.0:
+    resolution: {integrity: sha512-JZOSA7Mo9sNGB8+UjSgzdLtokWAky1zbztM3WRLCbZ70/3cTANmQmOdR7y2g+J0e2WXywy1yS468tY+IruqEww==}
+
   brace-expansion@1.1.12:
     resolution: {integrity: sha512-9T9UjW3r0UW5c1Q7GTwllptXwhvYmEzFhzMfZ9H7FQWt+uZePjZPjBP/W1ZEyZ1twGWom5/56TF4lPcqjnDHcg==}
 
@@ -2316,12 +3424,20 @@ packages:
     engines: {node: ^6 || ^7 || ^8 || ^9 || ^10 || ^11 || ^12 || >=13.7}
     hasBin: true
 
+  bson@6.10.4:
+    resolution: {integrity: sha512-WIsKqkSC0ABoBJuT1LEX+2HEvNmNKKgnTAyd0fL8qzK4SH2i9NXg+t08YtdZp/V9IZ33cxe3iV4yM0qg8lMQng==}
+    engines: {node: '>=16.20.1'}
+
   bundle-require@5.1.0:
     resolution: {integrity: sha512-3WrrOuZiyaaZPWiEt4G3+IffISVC9HYlWueJEBWED4ZH4aIAC2PnkdnuRrR94M+w6yGWn4AglWtJtBI8YqvgoA==}
     engines: {node: ^12.20.0 || ^14.13.1 || >=16.0.0}
     peerDependencies:
       esbuild: '>=0.18'
 
+  bytes@3.1.2:
+    resolution: {integrity: sha512-/Nf7TyzTx6S3yRJObOAV7956r8cr2+Oj8AC5dt8wSP3BQAoeX58NoHyCU8P8zGkNXStjTSi6fzO6F0pBdcYbEg==}
+    engines: {node: '>= 0.8'}
+
   c12@3.1.0:
     resolution: {integrity: sha512-uWoS8OU1MEIsOv8p/5a82c3H31LsWVR5qiyXVfBNOzfffjUWtPnhAb4BYI2uG2HfGmZmFjCtui5XNWaps+iFuw==}
     peerDependencies:
@@ -2357,6 +3473,9 @@ packages:
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+  ccount@2.0.1:
+    resolution: {integrity: sha512-eyrF0jiFpY+3drT6383f1qhkbGsLSifNAjA61IUjZjmLCWjItY6LB9ft9YhoDgwfmclB2zhu51Lc7+95b8NRAg==}
+
   chai@5.3.3:
     resolution: {integrity: sha512-4zNhdJD/iOjSH0A05ea+Ke6MU5mmpQcbQsSOkgdaUMJ9zTlDTD/GYlwohmIE2u0gaxHYiVHEn1Fw9mZ/ktJWgw==}
     engines: {node: '>=18'}
@@ -2369,6 +3488,22 @@ packages:
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     engines: {node: '>=10'}
 
+  chalk@5.6.2:
+    resolution: {integrity: sha512-7NzBL0rN6fMUW+f7A6Io4h40qQlG+xGmtMxfbnH/K7TAtt8JQWVQK+6g0UXKMeVJoyV5EkkNsErQ8pVD3bLHbA==}
+    engines: {node: ^12.17.0 || ^14.13 || >=16.0.0}
+
+  character-entities-html4@2.1.0:
+    resolution: {integrity: sha512-1v7fgQRj6hnSwFpq1Eu0ynr/CDEw0rXo2B61qXrLNdHZmPKgb7fqS1a2JwF0rISo9q77jDI8VMEHoApn8qDoZA==}
+
+  character-entities-legacy@3.0.0:
+    resolution: {integrity: sha512-RpPp0asT/6ufRm//AJVwpViZbGM/MkjQFxJccQRHmISF/22NBtsHqAWmL+/pmkPWoIUJdWyeVleTl1wydHATVQ==}
+
+  character-entities@2.0.2:
+    resolution: {integrity: sha512-shx7oQ0Awen/BRIdkjkvz54PnEEI/EjwXDSIZp86/KKdbafHh1Df/RYGBhn4hbe2+uKC9FnT5UCEdyPz3ai9hQ==}
+
+  character-reference-invalid@2.0.1:
+    resolution: {integrity: sha512-iBZ4F4wRbyORVsu0jPV7gXkOsGYjGHPmAyv+HiHG8gi5PtC9KI2j1+v8/tlibRvjoWX027ypmG/n0HtO5t7unw==}
+
   chardet@2.1.1:
     resolution: {integrity: sha512-PsezH1rqdV9VvyNhxxOW32/d75r01NY7TQCmOqomRo15ZSOKbpTFVsfjghxo6JloQUCGnH4k1LGu0R4yCLlWQQ==}
 
@@ -2376,6 +3511,21 @@ packages:
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     engines: {node: '>= 16'}
 
+  cheerio-select@2.1.0:
+    resolution: {integrity: sha512-9v9kG0LvzrlcungtnJtpGNxY+fzECQKhK4EGJX2vByejiMX84MFNQw4UxPJl3bFbTMw+Dfs37XaIkCwTZfLh4g==}
+
+  cheerio@1.1.2:
+    resolution: {integrity: sha512-IkxPpb5rS/d1IiLbHMgfPuS0FgiWTtFIm/Nj+2woXDLTZ7fOT2eqzgYbdMlLweqlHbsZjxEChoVK+7iph7jyQg==}
+    engines: {node: '>=20.18.1'}
+
+  chevrotain-allstar@0.3.1:
+    resolution: {integrity: sha512-b7g+y9A0v4mxCW1qUhf3BSVPg+/NvGErk/dOkrDaHA0nQIQGAtrOjlX//9OQtRlSCy+x9rfB5N8yC71lH1nvMw==}
+    peerDependencies:
+      chevrotain: ^11.0.0
+
+  chevrotain@11.0.3:
+    resolution: {integrity: sha512-ci2iJH6LeIkvP9eJW6gpueU8cnZhv85ELY8w8WiFtNjMHA5ad6pQLaJo9mEly/9qUyCpvqX8/POVUTf18/HFdw==}
+
   chokidar@3.6.0:
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     engines: {node: '>= 8.10.0'}
@@ -2384,6 +3534,10 @@ packages:
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     engines: {node: '>= 14.16.0'}
 
+  chrono-node@2.9.0:
+    resolution: {integrity: sha512-glI4YY2Jy6JII5l3d5FN6rcrIbKSQqKPhWsIRYPK2IK8Mm4Q1ZZFdYIaDqglUNf7gNwG+kWIzTn0omzzE0VkvQ==}
+    engines: {node: ^12.20.0 || ^14.13.1 || >=16.0.0}
+
   ci-info@3.9.0:
     resolution: {integrity: sha512-NIxF55hv4nSqQswkAeiOi1r83xy8JldOFDTWiug55KBu9Jnblncd2U6ViHmYgHf01TPZS77NJBhBMKdWj9HQMQ==}
     engines: {node: '>=8'}
@@ -2391,6 +3545,14 @@ packages:
   citty@0.1.6:
     resolution: {integrity: sha512-tskPPKEs8D2KPafUypv2gxwJP8h/OaJmC82QQGGDQcHvXX43xF2VDACcJVmZ0EuSxkpO9Kc4MlrA3q0+FG58AQ==}
 
+  cli-cursor@5.0.0:
+    resolution: {integrity: sha512-aCj4O5wKyszjMmDT4tZj93kxyydN/K5zPWSCe6/0AV/AA1pqe5ZBIw0a2ZfPQV7lL5/yb5HsUreJ6UFAF1tEQw==}
+    engines: {node: '>=18'}
+
+  cli-spinners@2.9.2:
+    resolution: {integrity: sha512-ywqV+5MmyL4E7ybXgKys4DugZbX0FC6LnwrhjuykIjnK9k8OQacQ7axGKnjDXWNhns0xot3bZI5h55H8yo9cJg==}
+    engines: {node: '>=6'}
+
   cli-width@4.1.0:
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     engines: {node: '>= 12'}
@@ -2406,6 +3568,10 @@ packages:
     resolution: {integrity: sha512-eYm0QWBtUrBWZWG0d386OGAw16Z995PiOVo2B7bjWSbHedGl5e0ZWaq65kOGgUSNesEIDkB9ISbTg/JK9dhCZA==}
     engines: {node: '>=6'}
 
+  cluster-key-slot@1.1.2:
+    resolution: {integrity: sha512-RMr0FhtfXemyinomL4hrWcYJxmX6deFdCxpJzhDttxgO1+bcCnkk+9drydLVDmAMG7NE6aN/fl4F7ucU/90gAA==}
+    engines: {node: '>=0.10.0'}
+
   color-convert@2.0.1:
     resolution: {integrity: sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==}
     engines: {node: '>=7.0.0'}
@@ -2413,6 +3579,17 @@ packages:
   color-name@1.1.4:
     resolution: {integrity: sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA==}
 
+  combined-stream@1.0.8:
+    resolution: {integrity: sha512-FQN4MRfuJeHf7cBbBMJFXhKSDq+2kAArBlmRBvcvFE5BB1HZKXtSFASDhdlz9zOYwxh8lDdnvmMOe/+5cdoEdg==}
+    engines: {node: '>= 0.8'}
+
+  comma-separated-tokens@2.0.3:
+    resolution: {integrity: sha512-Fu4hJdvzeylCfQPp9SGWidpzrMs7tTrlu6Vb8XGaRGck8QSNZJJp538Wrb60Lax4fPwR64ViY468OIUTbRlGZg==}
+
+  commander@12.1.0:
+    resolution: {integrity: sha512-Vw8qHK3bZM9y/P10u3Vib8o/DdkvA2OtPtZvD871QKjy74Wj1WSKFILMPRPSdUSx5RFK1arlJzEtA4PkFgnbuA==}
+    engines: {node: '>=18'}
+
   commander@14.0.2:
     resolution: {integrity: sha512-TywoWNNRbhoD0BXs1P3ZEScW8W5iKrnbithIl0YH+uCmBd0QpPOA8yc82DS3BIE5Ma6FnBVUsJ7wVUDz4dvOWQ==}
     engines: {node: '>=20'}
@@ -2421,6 +3598,14 @@ packages:
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     engines: {node: '>= 6'}
 
+  commander@7.2.0:
+    resolution: {integrity: sha512-QrWXB+ZQSVPmIWIhtEO9H+gwHaMGYiF5ChvoJ+K9ZGHG/sVsa6yiesAD1GC/x46sET00Xlwo1u49RVVVzvcSkw==}
+    engines: {node: '>= 10'}
+
+  commander@8.3.0:
+    resolution: {integrity: sha512-OkTL9umf+He2DZkUq8f8J9of7yL6RJKI24dVITBmNfZBmri9zYZQrKkuXiKhyfPSu8tUhnVBB1iKXevvnlR4Ww==}
+    engines: {node: '>= 12'}
+
   concat-map@0.0.1:
     resolution: {integrity: sha512-/Srv4dswyQNBfohGpz9o6Yb3Gz3SrUDqBH5rTuhGR7ahtlbYKnVxw2bCFMRljaA7EXHaXZ8wsHdodFvbkhKmqg==}
 
@@ -2434,17 +3619,53 @@ packages:
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     engines: {node: ^14.18.0 || >=16.10.0}
 
+  content-disposition@0.5.4:
+    resolution: {integrity: sha512-FveZTNuGw04cxlAiWbzi6zTAL/lhehaWbTtgluJh4/E95DqMwTmha3KZN1aAWA8cFIhHzMZUvLevkw5Rqk+tSQ==}
+    engines: {node: '>= 0.6'}
+
+  content-type@1.0.5:
+    resolution: {integrity: sha512-nTjqfcBFEipKdXCv4YDQWCfmcLZKm81ldF0pAopTvyrFGVbcR6P/VAAd5G7N+0tTr8QqiU0tFadD6FK4NtJwOA==}
+    engines: {node: '>= 0.6'}
+
   convert-source-map@2.0.0:
     resolution: {integrity: sha512-Kvp459HrV2FEJ1CAsi1Ku+MY3kasH19TFykTz2xWmMeq6bk2NU3XXvfJ+Q61m0xktWwt+1HSYf3JZsTms3aRJg==}
 
+  cookie-signature@1.0.7:
+    resolution: {integrity: sha512-NXdYc3dLr47pBkpUCHtKSwIOQXLVn8dZEuywboCOJY/osA0wFSLlSawr3KN8qXJEyX66FcONTH8EIlVuK0yyFA==}
+
+  cookie@0.7.2:
+    resolution: {integrity: sha512-yki5XnKuf750l50uGTllt6kKILY4nQ1eNIQatoXEByZ5dWgnKqbnqmTrBE5B4N7lrMJKQ2ytWMiTO2o0v6Ew/w==}
+    engines: {node: '>= 0.6'}
+
   cookie@1.0.2:
     resolution: {integrity: sha512-9Kr/j4O16ISv8zBBhJoi4bXOYNTkFLOqSL3UDB0njXxCXNezjeyVrJyGOWtgfs/q2km1gwBcfH8q1yEGoMYunA==}
     engines: {node: '>=18'}
 
+  cors@2.8.5:
+    resolution: {integrity: sha512-KIHbLJqu73RGr/hnbrO9uBeixNGuvSQjul/jdFvS/KFSIH1hWVd1ng7zOHx+YrEfInLG7q4n6GHQ9cDtxv/P6g==}
+    engines: {node: '>= 0.10'}
+
+  corser@2.0.1:
+    resolution: {integrity: sha512-utCYNzRSQIZNPIcGZdQc92UVJYAhtGAteCFg0yRaFm8f0P+CPtyGyHXJcGXnffjCybUCEx3FQ2G7U3/o9eIkVQ==}
+    engines: {node: '>= 0.4.0'}
+
+  cose-base@1.0.3:
+    resolution: {integrity: sha512-s9whTXInMSgAp/NVXVNuVxVKzGH2qck3aQlVHxDCdAEPgtMKwc4Wq6/QKhgdEdgbLSi9rBTAcPoRa6JpiG4ksg==}
+
+  cose-base@2.2.0:
+    resolution: {integrity: sha512-AzlgcsCbUMymkADOJtQm3wO9S3ltPfYOFD5033keQn9NJzIbtnZj+UdBJe7DYml/8TdbtHJW3j58SOnKhWY/5g==}
+
   cross-spawn@7.0.6:
     resolution: {integrity: sha512-uV2QOWP2nWzsy2aMp8aRibhi9dlzF5Hgh5SHaB9OiTGEyDTiJJyx0uy51QXdyWbtAHNua4XJzUKca3OzKUd3vA==}
     engines: {node: '>= 8'}
 
+  css-select@5.2.2:
+    resolution: {integrity: sha512-TizTzUddG/xYLA3NXodFM0fSbNizXjOKhqiQQwvhlspadZokn1KDy0NZFS0wuEubIYAV5/c1/lAr0TaaFXEXzw==}
+
+  css-what@6.2.2:
+    resolution: {integrity: sha512-u/O3vwbptzhMs3L1fQE82ZSLHQQfto5gyZzwteVIEyeaY5Fc7R4dapF/BvRoSYFeqfBk4m0V1Vafq5Pjv25wvA==}
+    engines: {node: '>= 6'}
+
   css.escape@1.5.1:
     resolution: {integrity: sha512-YUifsXXuknHlUsmlgyY0PKzgPOr7/FjCePfHNt0jxm83wHZi44VDMQ7/fGNkjY3/jV1MC+1CmZbaHzugyeRtpg==}
 
@@ -2453,12 +3674,176 @@ packages:
     engines: {node: '>=4'}
     hasBin: true
 
+  cssstyle@4.6.0:
+    resolution: {integrity: sha512-2z+rWdzbbSZv6/rhtvzvqeZQHrBaqgogqt85sqFNbabZOuFbCVFb8kPeEtZjiKkbrm395irpNKiYeFeLiQnFPg==}
+    engines: {node: '>=18'}
+
   csstype@3.2.3:
     resolution: {integrity: sha512-z1HGKcYy2xA8AGQfwrn0PAy+PB7X/GSj3UVJW9qKyn43xWa+gl5nXmU4qqLMRzWVLFC8KusUX8T/0kCiOYpAIQ==}
 
+  cytoscape-cose-bilkent@4.1.0:
+    resolution: {integrity: sha512-wgQlVIUJF13Quxiv5e1gstZ08rnZj2XaLHGoFMYXz7SkNfCDOOteKBE6SYRfA9WxxI/iBc3ajfDoc6hb/MRAHQ==}
+    peerDependencies:
+      cytoscape: ^3.2.0
+
+  cytoscape-fcose@2.2.0:
+    resolution: {integrity: sha512-ki1/VuRIHFCzxWNrsshHYPs6L7TvLu3DL+TyIGEsRcvVERmxokbf5Gdk7mFxZnTdiGtnA4cfSmjZJMviqSuZrQ==}
+    peerDependencies:
+      cytoscape: ^3.2.0
+
+  cytoscape@3.33.1:
+    resolution: {integrity: sha512-iJc4TwyANnOGR1OmWhsS9ayRS3s+XQ185FmuHObThD+5AeJCakAAbWv8KimMTt08xCCLNgneQwFp+JRJOr9qGQ==}
+    engines: {node: '>=0.10'}
+
+  d3-array@2.12.1:
+    resolution: {integrity: sha512-B0ErZK/66mHtEsR1TkPEEkwdy+WDesimkM5gpZr5Dsg54BiTA5RXtYW5qTLIAcekaS9xfZrzBLF/OAkB3Qn1YQ==}
+
+  d3-array@3.2.4:
+    resolution: {integrity: sha512-tdQAmyA18i4J7wprpYq8ClcxZy3SC31QMeByyCFyRt7BVHdREQZ5lpzoe5mFEYZUWe+oq8HBvk9JjpibyEV4Jg==}
+    engines: {node: '>=12'}
+
+  d3-axis@3.0.0:
+    resolution: {integrity: sha512-IH5tgjV4jE/GhHkRV0HiVYPDtvfjHQlQfJHs0usq7M30XcSBvOotpmH1IgkcXsO/5gEQZD43B//fc7SRT5S+xw==}
+    engines: {node: '>=12'}
+
+  d3-brush@3.0.0:
+    resolution: {integrity: sha512-ALnjWlVYkXsVIGlOsuWH1+3udkYFI48Ljihfnh8FZPF2QS9o+PzGLBslO0PjzVoHLZ2KCVgAM8NVkXPJB2aNnQ==}
+    engines: {node: '>=12'}
+
+  d3-chord@3.0.1:
+    resolution: {integrity: sha512-VE5S6TNa+j8msksl7HwjxMHDM2yNK3XCkusIlpX5kwauBfXuyLAtNg9jCp/iHH61tgI4sb6R/EIMWCqEIdjT/g==}
+    engines: {node: '>=12'}
+
+  d3-color@3.1.0:
+    resolution: {integrity: sha512-zg/chbXyeBtMQ1LbD/WSoW2DpC3I0mpmPdW+ynRTj/x2DAWYrIY7qeZIHidozwV24m4iavr15lNwIwLxRmOxhA==}
+    engines: {node: '>=12'}
+
+  d3-contour@4.0.2:
+    resolution: {integrity: sha512-4EzFTRIikzs47RGmdxbeUvLWtGedDUNkTcmzoeyg4sP/dvCexO47AaQL7VKy/gul85TOxw+IBgA8US2xwbToNA==}
+    engines: {node: '>=12'}
+
+  d3-delaunay@6.0.4:
+    resolution: {integrity: sha512-mdjtIZ1XLAM8bm/hx3WwjfHt6Sggek7qH043O8KEjDXN40xi3vx/6pYSVTwLjEgiXQTbvaouWKynLBiUZ6SK6A==}
+    engines: {node: '>=12'}
+
+  d3-dispatch@3.0.1:
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+    engines: {node: '>=12'}
+
+  d3-drag@3.0.0:
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+    engines: {node: '>=12'}
+
+  d3-dsv@3.0.1:
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+    engines: {node: '>=12'}
+    hasBin: true
+
+  d3-ease@3.0.1:
+    resolution: {integrity: sha512-wR/XK3D3XcLIZwpbvQwQ5fK+8Ykds1ip7A2Txe0yxncXSdq1L9skcG7blcedkOX+ZcgxGAmLX1FrRGbADwzi0w==}
+    engines: {node: '>=12'}
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+  d3-fetch@3.0.1:
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+    engines: {node: '>=12'}
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+  d3-force@3.0.0:
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+    engines: {node: '>=12'}
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+  d3-format@3.1.0:
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+    engines: {node: '>=12'}
+
+  d3-geo@3.1.1:
+    resolution: {integrity: sha512-637ln3gXKXOwhalDzinUgY83KzNWZRKbYubaG+fGVuc/dxO64RRljtCTnf5ecMyE1RIdtqpkVcq0IbtU2S8j2Q==}
+    engines: {node: '>=12'}
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+  d3-hierarchy@3.1.2:
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+    engines: {node: '>=12'}
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+  d3-interpolate@3.0.1:
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+    engines: {node: '>=12'}
+
+  d3-path@1.0.9:
+    resolution: {integrity: sha512-VLaYcn81dtHVTjEHd8B+pbe9yHWpXKZUC87PzoFmsFrJqgFwDe/qxfp5MlfsfM1V5E/iVt0MmEbWQ7FVIXh/bg==}
+
+  d3-path@3.1.0:
+    resolution: {integrity: sha512-p3KP5HCf/bvjBSSKuXid6Zqijx7wIfNW+J/maPs+iwR35at5JCbLUT0LzF1cnjbCHWhqzQTIN2Jpe8pRebIEFQ==}
+    engines: {node: '>=12'}
+
+  d3-polygon@3.0.1:
+    resolution: {integrity: sha512-3vbA7vXYwfe1SYhED++fPUQlWSYTTGmFmQiany/gdbiWgU/iEyQzyymwL9SkJjFFuCS4902BSzewVGsHHmHtXg==}
+    engines: {node: '>=12'}
+
+  d3-quadtree@3.0.1:
+    resolution: {integrity: sha512-04xDrxQTDTCFwP5H6hRhsRcb9xxv2RzkcsygFzmkSIOJy3PeRJP7sNk3VRIbKXcog561P9oU0/rVH6vDROAgUw==}
+    engines: {node: '>=12'}
+
+  d3-random@3.0.1:
+    resolution: {integrity: sha512-FXMe9GfxTxqd5D6jFsQ+DJ8BJS4E/fT5mqqdjovykEB2oFbTMDVdg1MGFxfQW+FBOGoB++k8swBrgwSHT1cUXQ==}
+    engines: {node: '>=12'}
+
+  d3-sankey@0.12.3:
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+
+  d3-scale-chromatic@3.1.0:
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+    engines: {node: '>=12'}
+
+  d3-scale@4.0.2:
+    resolution: {integrity: sha512-GZW464g1SH7ag3Y7hXjf8RoUuAFIqklOAq3MRl4OaWabTFJY9PN/E1YklhXLh+OQ3fM9yS2nOkCoS+WLZ6kvxQ==}
+    engines: {node: '>=12'}
+
+  d3-selection@3.0.0:
+    resolution: {integrity: sha512-fmTRWbNMmsmWq6xJV8D19U/gw/bwrHfNXxrIN+HfZgnzqTHp9jOmKMhsTUjXOJnZOdZY9Q28y4yebKzqDKlxlQ==}
+    engines: {node: '>=12'}
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+  d3-shape@1.3.7:
+    resolution: {integrity: sha512-EUkvKjqPFUAZyOlhY5gzCxCeI0Aep04LwIRpsZ/mLFelJiUfnK56jo5JMDSE7yyP2kLSb6LtF+S5chMk7uqPqw==}
+
+  d3-shape@3.2.0:
+    resolution: {integrity: sha512-SaLBuwGm3MOViRq2ABk3eLoxwZELpH6zhl3FbAoJ7Vm1gofKx6El1Ib5z23NUEhF9AsGl7y+dzLe5Cw2AArGTA==}
+    engines: {node: '>=12'}
+
+  d3-time-format@4.1.0:
+    resolution: {integrity: sha512-dJxPBlzC7NugB2PDLwo9Q8JiTR3M3e4/XANkreKSUxF8vvXKqm1Yfq4Q5dl8budlunRVlUUaDUgFt7eA8D6NLg==}
+    engines: {node: '>=12'}
+
+  d3-time@3.1.0:
+    resolution: {integrity: sha512-VqKjzBLejbSMT4IgbmVgDjpkYrNWUYJnbCGo874u7MMKIWsILRX+OpX/gTk8MqjpT1A/c6HY2dCA77ZN0lkQ2Q==}
+    engines: {node: '>=12'}
+
+  d3-timer@3.0.1:
+    resolution: {integrity: sha512-ndfJ/JxxMd3nw31uyKoY2naivF+r29V+Lc0svZxe1JvvIRmi8hUsrMvdOwgS1o6uBHmiz91geQ0ylPP0aj1VUA==}
+    engines: {node: '>=12'}
+
+  d3-transition@3.0.1:
+    resolution: {integrity: sha512-ApKvfjsSR6tg06xrL434C0WydLr7JewBB3V+/39RMHsaXTOG0zmt/OAXeng5M5LBm0ojmxJrpomQVZ1aPvBL4w==}
+    engines: {node: '>=12'}
+    peerDependencies:
+      d3-selection: 2 - 3
+
+  d3-zoom@3.0.0:
+    resolution: {integrity: sha512-b8AmV3kfQaqWAuacbPuNbL6vahnOJflOhexLzMMNLga62+/nh0JzvJ0aO/5a5MVgUFGS7Hu1P9P03o3fJkDCyw==}
+    engines: {node: '>=12'}
+
+  d3@7.9.0:
+    resolution: {integrity: sha512-e1U46jVP+w7Iut8Jt8ri1YsPOvFpg46k+K8TpCb0P+zjCkjkPnV7WzfDJzMHy1LnA+wj5pLT1wjO901gLXeEhA==}
+    engines: {node: '>=12'}
+
+  dagre-d3-es@7.0.13:
+    resolution: {integrity: sha512-efEhnxpSuwpYOKRm/L5KbqoZmNNukHa/Flty4Wp62JRvgH2ojwVgPgdYyr4twpieZnyRDdIH7PY2mopX26+j2Q==}
+
   damerau-levenshtein@1.0.8:
     resolution: {integrity: sha512-sdQSFB7+llfUcQHUQO3+B8ERRj0Oa4w9POWMI/puGtuf7gFywGmkaLCElnudfTiKZV+NvHqL0ifzdrI8Ro7ESA==}
 
+  data-urls@5.0.0:
+    resolution: {integrity: sha512-ZYP5VBHshaDAiVZxjbRVcFJpc+4xGgT0bK3vzy1HLN8jTO975HEbuYzZJcHoQEY5K1a0z8YayJkyVETa08eNTg==}
+    engines: {node: '>=18'}
+
   data-view-buffer@1.0.2:
     resolution: {integrity: sha512-EmKO5V3OLXh1rtK2wgXRansaK1/mtVdTUEiEI0W8RkvgT05kfxaH29PliLnpLP73yYO6142Q72QNa8Wx/A5CqQ==}
     engines: {node: '>= 0.4'}
@@ -2471,6 +3856,17 @@ packages:
     resolution: {integrity: sha512-BS8PfmtDGnrgYdOonGZQdLZslWIeCGFP9tpan0hi1Co2Zr2NKADsvGYA8XxuG/4UWgJ6Cjtv+YJnB6MM69QGlQ==}
     engines: {node: '>= 0.4'}
 
+  dayjs@1.11.19:
+    resolution: {integrity: sha512-t5EcLVS6QPBNqM2z8fakk/NKel+Xzshgt8FFKAn+qwlD1pzZWxh0nVCrvFK7ZDb6XucZeF9z8C7CBWTRIVApAw==}
+
+  debug@2.6.9:
+    resolution: {integrity: sha512-bC7ElrdJaJnPbAP+1EotYvqZsb3ecl5wi6Bfi6BJTUcNowp6cvspg0jXznRTKDjm/E7AdgFBVeAPVMNcKGsHMA==}
+    peerDependencies:
+      supports-color: '*'
+    peerDependenciesMeta:
+      supports-color:
+        optional: true
+
   debug@3.2.7:
     resolution: {integrity: sha512-CFjzYYAi4ThfiQvizrFQevTTXHtnCqWfe7x1AhgEscTz6ZbLbfoLRLPugTQyBth6f8ZERVUSyWHFD/7Wu4t1XQ==}
     peerDependencies:
@@ -2488,6 +3884,12 @@ packages:
       supports-color:
         optional: true
 
+  decimal.js@10.6.0:
+    resolution: {integrity: sha512-YpgQiITW3JXGntzdUmyUR1V812Hn8T1YVXhCu+wO3OpS4eU9l4YdD3qjyiKdV6mvV29zapkMeD390UVEf2lkUg==}
+
+  decode-named-character-reference@1.2.0:
+    resolution: {integrity: sha512-c6fcElNV6ShtZXmsgNgFFV5tVX2PaV4g+MOAkb8eXHvn6sryJBrZa9r0zV6+dtTyoCKxtDy5tyQ5ZwQuidtd+Q==}
+
   deep-eql@5.0.2:
     resolution: {integrity: sha512-h5k/5U50IJJFpzfL6nO9jaaumfjO/f2NjK/oYB2Djzm4p9L+3T9qWpZqZ2hAbLPuuYq9wrU08WQyBTL5GbPk5Q==}
     engines: {node: '>=6'}
@@ -2499,6 +3901,10 @@ packages:
     resolution: {integrity: sha512-HOJkrhaYsweh+W+e74Yn7YStZOilkoPb6fycpwNLKzSPtruFs48nYis0zy5yJz1+ktUhHxoRDJ27RQAWLIJVJw==}
     engines: {node: '>=16.0.0'}
 
+  deepmerge@4.3.1:
+    resolution: {integrity: sha512-3sUqbMEc77XqpdNO7FRyRog+eW3ph+GYCbj+rK+uYyRMuwsVy0rMiVtPn+QJlKFvWP/1PYpapqYn0Me2knFn+A==}
+    engines: {node: '>=0.10.0'}
+
   define-data-property@1.1.4:
     resolution: {integrity: sha512-rBMvIzlpA8v6E+SJZoo++HAYqsLrkg7MSfIinMPFhmkorw7X+dOXVJQs+QT69zGkzMyfDnIMN2Wid1+NbL3T+A==}
     engines: {node: '>= 0.4'}
@@ -2514,6 +3920,17 @@ packages:
   defu@6.1.4:
     resolution: {integrity: sha512-mEQCMmwJu317oSz8CwdIOdwf3xMif1ttiM8LTufzc3g6kR+9Pe236twL8j3IYT1F7GfRgGcW6MWxzZjLIkuHIg==}
 
+  delaunator@5.0.1:
+    resolution: {integrity: sha512-8nvh+XBe96aCESrGOqMp/84b13H9cdKbG5P2ejQCh4d4sK9RL4371qou9drQjMhvnPmhWl5hnmqbEE0fXr9Xnw==}
+
+  delayed-stream@1.0.0:
+    resolution: {integrity: sha512-ZySD7Nf91aLB0RxL4KGrKHBXl7Eds1DAmEdcoVawXnLD7SDhpNgtuII2aAkg7a7QS41jxPSZ17p4VdGnMHk3MQ==}
+    engines: {node: '>=0.4.0'}
+
+  depd@2.0.0:
+    resolution: {integrity: sha512-g7nH6P6dyDioJogAAGprGpCtVImJhpPk/roCzdb3fIh61/s/nPsfR6onyMwkCAR/OlC3yBC0lESvUoQEAssIrw==}
+    engines: {node: '>= 0.8'}
+
   dependency-cruiser@17.3.1:
     resolution: {integrity: sha512-yWwszB4GKIBKK/xiHSQ6TVIV6k8byd+gMGT2RMQ+03wb1jGH48cSsLH29iUUZgGtKyLSH51NurbnjXV0+niUjA==}
     engines: {node: ^20.12||^22||>=24}
@@ -2526,6 +3943,10 @@ packages:
   destr@2.0.5:
     resolution: {integrity: sha512-ugFTXCtDZunbzasqBxrK93Ik/DRYsO6S/fedkWEMKqt04xZ4csmnmwGDBAb07QWNaGMAmnTIemsYZCksjATwsA==}
 
+  destroy@1.2.0:
+    resolution: {integrity: sha512-2sJGJTaXIIaR1w4iJSNoN0hnMY7Gpc/n8D4qSCJw8QqFWXf7cuAgnEHxBpweaVcPevC2l3KpjYCx3NypQQgaJg==}
+    engines: {node: '>= 0.8', npm: 1.2.8000 || >= 1.4.16}
+
   detect-indent@6.1.0:
     resolution: {integrity: sha512-reYkTUJAZb9gUuZ2RvVCNhVHdg62RHnJ7WJl8ftMi4diZ6NWlciOzQN88pUhSELEwflJht4oQDv0F0BMlwaYtA==}
     engines: {node: '>=8'}
@@ -2534,6 +3955,9 @@ packages:
     resolution: {integrity: sha512-Btj2BOOO83o3WyH59e8MgXsxEQVcarkUOpEYrubB0urwnN10yQ364rsiByU11nZlqWYZm05i/of7io4mzihBtQ==}
     engines: {node: '>=8'}
 
+  devlop@1.1.0:
+    resolution: {integrity: sha512-RWmIqhcFf1lRYBvNmr7qTNuyCt/7/ns2jbpp1+PalgE/rDQcBT0fioSMUpJ93irlUhC5hrg4cYqe6U+0ImW0rA==}
+
   didyoumean@1.2.2:
     resolution: {integrity: sha512-gxtyfqMg7GKyhQmb056K7M3xszy/myH8w+B4RT+QXBQsvAOdc3XymqDDPHx1BgPgsdAA5SIifona89YtRATDzw==}
 
@@ -2558,10 +3982,30 @@ packages:
   dom-accessibility-api@0.6.3:
     resolution: {integrity: sha512-7ZgogeTnjuHbo+ct10G9Ffp0mif17idi0IyWNVA/wcwcm7NPOD/WEHVP3n7n3MhXqxoIYm8d6MuZohYWIZ4T3w==}
 
+  dom-serializer@2.0.0:
+    resolution: {integrity: sha512-wIkAryiqt/nV5EQKqQpo3SToSOV9J0DnbJqwK7Wv/Trc92zIAYZ4FlMu+JPFW1DfGFt81ZTCGgDEabffXeLyJg==}
+
+  domelementtype@2.3.0:
+    resolution: {integrity: sha512-OLETBj6w0OsagBwdXnPdN0cnMfF9opN69co+7ZrbfPGrdpPVNBUj02spi6B1N7wChLQiPn4CSH/zJvXw56gmHw==}
+
+  domhandler@5.0.3:
+    resolution: {integrity: sha512-cgwlv/1iFQiFnU96XXgROh8xTeetsnJiDsTc7TYCLFd9+/WNkIqPTxiM/8pSd8VIrhXGTf1Ny1q1hquVqDJB5w==}
+    engines: {node: '>= 4'}
+
+  dompurify@3.3.0:
+    resolution: {integrity: sha512-r+f6MYR1gGN1eJv0TVQbhA7if/U7P87cdPl3HN5rikqaBSBxLiCb/b9O+2eG0cxz0ghyU+mU1QkbsOwERMYlWQ==}
+
+  domutils@3.2.2:
+    resolution: {integrity: sha512-6kZKyUajlDuqlHKVX1w7gyslj9MPIXzIFiz/rGu35uC1wMi+kMhQwGhl4lt9unC9Vb9INnY9Z3/ZA3+FhASLaw==}
+
   dotenv@16.6.1:
     resolution: {integrity: sha512-uBq4egWHTcTt33a72vpSG0z3HnPuIl6NqYcTrKEg2azoEyl2hpW0zqlxysq2pK9HlDIHyHyakeYaYnSAwd8bow==}
     engines: {node: '>=12'}
 
+  dotenv@17.2.3:
+    resolution: {integrity: sha512-JVUnt+DUIzu87TABbhPmNfVdBDt18BLOWjMUFJMSi/Qqg7NTYtabbvSNJGOJ7afbRuv9D/lngizHtP7QyLQ+9w==}
+    engines: {node: '>=12'}
+
   dunder-proto@1.0.1:
     resolution: {integrity: sha512-KIN/nDJBQRcXw0MLVhZE9iQHmG68qAVIBg9CqmUYjmQIhgij9U5MFvrqkUL5FbtyyzZuOeOt0zdeRe4UY7ct+A==}
     engines: {node: '>= 0.4'}
@@ -2569,12 +4013,18 @@ packages:
   eastasianwidth@0.2.0:
     resolution: {integrity: sha512-I88TYZWc9XiYHRQ4/3c5rjjfgkjhLyW2luGIheGERbNQ6OY7yTybanSpDXZa8y7VUP9YmDcYa+eyq4ca7iLqWA==}
 
+  ee-first@1.1.1:
+    resolution: {integrity: sha512-WMwm9LhRUo+WUaRN+vRuETqG89IgZphVSNkdFgeb6sS/E4OrDIN7t48CAewSHXc6C8lefD8KKfr5vY61brQlow==}
+
   effect@3.18.4:
     resolution: {integrity: sha512-b1LXQJLe9D11wfnOKAk3PKxuqYshQ0Heez+y5pnkd3jLj1yx9QhM72zZ9uUrOQyNvrs2GZZd/3maL0ZV18YuDA==}
 
   electron-to-chromium@1.5.260:
     resolution: {integrity: sha512-ov8rBoOBhVawpzdre+Cmz4FB+y66Eqrk6Gwqd8NGxuhv99GQ8XqMAr351KEkOt7gukXWDg6gJWEMKgL2RLMPtA==}
 
+  emoji-regex@10.6.0:
+    resolution: {integrity: sha512-toUI84YS5YmxW219erniWD0CIVOo46xGKColeNQRgOzDorgBi1v4D71/OFzgD9GO2UGKIv1C3Sp8DAn0+j5w7A==}
+
   emoji-regex@8.0.0:
     resolution: {integrity: sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==}
 
@@ -2585,6 +4035,17 @@ packages:
     resolution: {integrity: sha512-i6UzDscO/XfAcNYD75CfICkmfLedpyPDdozrLMmQc5ORaQcdMoc21OnlEylMIqI7U8eniKrPMxxtj8k0vhmJhA==}
     engines: {node: '>=14'}
 
+  encodeurl@1.0.2:
+    resolution: {integrity: sha512-TPJXq8JqFaVYm2CWmPvnP2Iyo4ZSM7/QKcSmuMLDObfpH5fi7RUGmd/rTDf+rut/saiDiQEeVTNgAmJEdAOx0w==}
+    engines: {node: '>= 0.8'}
+
+  encodeurl@2.0.0:
+    resolution: {integrity: sha512-Q0n9HRi4m6JuGIV1eFlmvJB7ZEVxu93IrMyiMsGC0lrMJMWzRgx6WGquyfQgZVb31vhGgXnfmPNNXmxnOkRBrg==}
+    engines: {node: '>= 0.8'}
+
+  encoding-sniffer@0.2.1:
+    resolution: {integrity: sha512-5gvq20T6vfpekVtqrYQsSCFZ1wEg5+wW0/QaZMWkFr6BqD3NfKs0rLCx4rrVlSWJeZb5NBJgVLswK/w2MWU+Gw==}
+
   enhanced-resolve@5.18.3:
     resolution: {integrity: sha512-d4lC8xfavMeBjzGr2vECC3fsGXziXZQyJxD868h2M/mBI3PwAuODxAkLkq5HYuvrPYcUtiLzsTo8U3PgX3Ocww==}
     engines: {node: '>=10.13.0'}
@@ -2597,6 +4058,10 @@ packages:
     resolution: {integrity: sha512-V0hjH4dGPh9Ao5p0MoRY6BVqtwCjhz6vI5LT8AJ55H+4g9/4vbHx1I54fS0XuclLhDHArPQCiMjDxjaL8fPxhw==}
     engines: {node: '>=0.12'}
 
+  entities@6.0.1:
+    resolution: {integrity: sha512-aN97NXWF6AWBTahfVOIrB/NShkzi5H7F9r1s9mD3cDj4Ko5f2qhhVoYMibXF7GlLveb/D2ioWay8lxI97Ven3g==}
+    engines: {node: '>=0.12'}
+
   es-abstract@1.24.0:
     resolution: {integrity: sha512-WSzPgsdLtTcQwm4CROfS5ju2Wa1QQcVeT37jFjYzdFz1r9ahadC8B8/a4qxJxM+09F18iumCdRmlr96ZYkQvEg==}
     engines: {node: '>= 0.4'}
@@ -2656,10 +4121,17 @@ packages:
     resolution: {integrity: sha512-WUj2qlxaQtO4g6Pq5c29GTcWGDyd8itL8zTlipgECz3JesAiiOKotd8JU6otB3PACgG6xkJUyVhboMS+bje/jA==}
     engines: {node: '>=6'}
 
+  escape-html@1.0.3:
+    resolution: {integrity: sha512-NiSupZ4OeuGwr68lGIeym/ksIZMJodUGOSCZ/FSnTxcrekbvqrgdUxlJOMpijaKZVjAJrWrGs/6Jy8OMuyj9ow==}
+
   escape-string-regexp@4.0.0:
     resolution: {integrity: sha512-TtpcNJ3XAzx3Gq8sWRzJaVajRs0uVxA2YAkdb1jm2YkPz4G6egUFAyA3n5vtEIZefPk5Wa4UXbKuS5fKkJWdgA==}
     engines: {node: '>=10'}
 
+  escape-string-regexp@5.0.0:
+    resolution: {integrity: sha512-/veY75JbMK4j1yjvuUxuVsiS/hr/4iHs9FTT6cgTexxdE0Ly/glccBAkloH/DofkjRbZU3bnoj38mOmhkZ0lHw==}
+    engines: {node: '>=12'}
+
   eslint-config-next@16.0.4:
     resolution: {integrity: sha512-FknAsm/uexYriO6UXzV2QEm4Yz/5DVQCtMUHx0FRYAKqqf5ia8xPqdyoqXzoCc45nRF5brkFpBYMvtciavzD4g==}
     peerDependencies:
@@ -2783,6 +4255,9 @@ packages:
     resolution: {integrity: sha512-MMdARuVEQziNTeJD8DgMqmhwR11BRQ/cBP+pLtYdSTnf3MIO8fFeiINEbX36ZdNlfU/7A9f3gUw49B3oQsvwBA==}
     engines: {node: '>=4.0'}
 
+  estree-util-is-identifier-name@3.0.0:
+    resolution: {integrity: sha512-hFtqIDZTIUZ9BXLb8y4pYGyk6+wekIivNVTcmvk8NoOh+VeRn5y6cEHzbURrWbfp1fIqdVipilzj+lfaadNZmg==}
+
   estree-walker@2.0.2:
     resolution: {integrity: sha512-Rfkk/Mp/DL7JVje3u18FxFujQlTNR2q6QfMSMB7AvCBx91NGj/ba3kCfza0f6dVDbw7YlRf/nDrn7pQrCCyQ/w==}
 
@@ -2793,13 +4268,31 @@ packages:
     resolution: {integrity: sha512-kVscqXk4OCp68SZ0dkgEKVi6/8ij300KBWTJq32P/dYeWTSwK41WyTxalN1eRmA5Z9UU/LX9D7FWSmV9SAYx6g==}
     engines: {node: '>=0.10.0'}
 
+  etag@1.8.1:
+    resolution: {integrity: sha512-aIL5Fx7mawVa300al2BnEE4iNvo1qETxLrPI/o05L7z6go7fCw1J6EQmbK4FmJ2AS7kgVF/KEZWufBfdClMcPg==}
+    engines: {node: '>= 0.6'}
+
+  eventemitter3@4.0.7:
+    resolution: {integrity: sha512-8guHBZCwKnFhYdHr2ysuRWErTwhoN2X8XELRlrRwpmfeY2jjuUN4taQMsULKUVo1K4DvZl+0pgfyoysHxvmvEw==}
+
+  eventsource-parser@3.0.6:
+    resolution: {integrity: sha512-Vo1ab+QXPzZ4tCa8SwIHJFaSzy4R6SHf7BY79rFBDf0idraZWAkYrDjDj8uWaSm3S2TK+hJ7/t1CEmZ7jXw+pg==}
+    engines: {node: '>=18.0.0'}
+
   expect-type@1.2.2:
     resolution: {integrity: sha512-JhFGDVJ7tmDJItKhYgJCGLOWjuK9vPxiXoUFLwLDc99NlmklilbiQJwoctZtt13+xMw91MCk/REan6MWHqDjyA==}
     engines: {node: '>=12.0.0'}
 
+  express@4.22.1:
+    resolution: {integrity: sha512-F2X8g9P1X7uCPZMA3MVf9wcTqlyNp7IhH5qPCI0izhaOIYXaW9L535tGA3qmjRzpH+bZczqq7hVKxTR4NWnu+g==}
+    engines: {node: '>= 0.10.0'}
+
   exsolve@1.0.8:
     resolution: {integrity: sha512-LmDxfWXwcTArk8fUEnOfSZpHOJ6zOMUJKOtFLFqJLoKJetuQG874Uc7/Kki7zFLzYybmZhp1M7+98pfMqeX8yA==}
 
+  extend@3.0.2:
+    resolution: {integrity: sha512-fjquC59cD7CyW6urNXK0FBufkZcoiGG80wTuPujX590cB5Ttln20E2UB4S/WARVqhXffZl2LNgS+gQdPIIim/g==}
+
   extendable-error@0.1.7:
     resolution: {integrity: sha512-UOiS2in6/Q0FK0R0q6UY9vYpQ21mr/Qn1KOnte7vsACuNJf514WvCCUHSRCPcgjPT2bAhNIJdlE6bVap1GKmeg==}
 
@@ -2830,6 +4323,9 @@ packages:
   fastq@1.19.1:
     resolution: {integrity: sha512-GwLTyxkCXjXbxqIhTsMI2Nui8huMPtnxg7krajPJAjnEG/iiOS7i+zCtWGZR9G0NBKbXKh6X9m9UIsYX/N6vvQ==}
 
+  fault@1.0.4:
+    resolution: {integrity: sha512-CJ0HCB5tL5fYTEA7ToAq5+kTwd++Borf1/bifxd9iT70QcXr4MRrO3Llf8Ifs70q+SJcGHFtnIE/Nw6giCtECA==}
+
   fd-package-json@2.0.0:
     resolution: {integrity: sha512-jKmm9YtsNXN789RS/0mSzOC1NUq9mkVd65vbSSVsKdjGvYXBuE4oWe2QOEoFeRmJg+lPuZxpmrfFclNhoRMneQ==}
 
@@ -2850,6 +4346,10 @@ packages:
     resolution: {integrity: sha512-YsGpe3WHLK8ZYi4tWDg2Jy3ebRz2rXowDxnld4bkQB00cc/1Zw9AWnC0i9ztDJitivtQvaI9KaLyKrc+hBW0yg==}
     engines: {node: '>=8'}
 
+  finalhandler@1.3.2:
+    resolution: {integrity: sha512-aA4RyPcd3badbdABGDuTXCMTtOneUCAYH/gxoYRTZlIJdF0YPWuGqiAsIrhNnnqdXGswYk6dGujem4w80UJFhg==}
+    engines: {node: '>= 0.8'}
+
   find-up@4.1.0:
     resolution: {integrity: sha512-PpOwAdQ/YlXQ2vj8a3h8IipDuYRi3wceVQQGYWxNINccq40Anw7BlsEXCMbt1Zt+OLA6Fq9suIpIWD0OsnISlw==}
     engines: {node: '>=8'}
@@ -2858,6 +4358,10 @@ packages:
     resolution: {integrity: sha512-78/PXT1wlLLDgTzDs7sjq9hzz0vXD+zn+7wypEe4fXQxCmdmqfGsEPQxmiCSQI3ajFV91bVSsvNtrJRiW6nGng==}
     engines: {node: '>=10'}
 
+  firecrawl-aisdk@0.7.2:
+    resolution: {integrity: sha512-JyqKs12ScYcKmHnvkc/h/ItvcJxLjxn1WkFTe6w6RVb/LXVw7gqjOuRg2bvfsZeeqlTOyiLAzy5tbj4eMOgjRA==}
+    engines: {node: '>=18.0.0'}
+
   fix-dts-default-cjs-exports@1.0.1:
     resolution: {integrity: sha512-pVIECanWFC61Hzl2+oOCtoJ3F17kglZC/6N94eRWycFgBH35hHx0Li604ZIzhseh97mf2p0cv7vVrOZGoqhlEg==}
 
@@ -2868,6 +4372,15 @@ packages:
   flatted@3.3.3:
     resolution: {integrity: sha512-GX+ysw4PBCz0PzosHDepZGANEuFCMLrnRTiEy9McGjmkCQYwRq4A/X786G/fjM/+OjsWSU1ZrY5qyARZmO/uwg==}
 
+  follow-redirects@1.15.11:
+    resolution: {integrity: sha512-deG2P0JfjrTxl50XGCDyfI97ZGVCxIpfKYmfyrQ54n5FO/0gfIES8C/Psl6kWVDolizcaaxZJnTS0QSMxvnsBQ==}
+    engines: {node: '>=4.0'}
+    peerDependencies:
+      debug: '*'
+    peerDependenciesMeta:
+      debug:
+        optional: true
+
   for-each@0.3.5:
     resolution: {integrity: sha512-dKx12eRCVIzqCxFGplyFKJMPvLEWgmNtUrpTiJIR5u97zEhRG8ySrtboPHZXx7daLxQVrl643cTzbab2tkQjxg==}
     engines: {node: '>= 0.4'}
@@ -2876,14 +4389,44 @@ packages:
     resolution: {integrity: sha512-gIXjKqtFuWEgzFRJA9WCQeSJLZDjgJUOMCMzxtvFq/37KojM1BFGufqsCy0r4qSQmYLsZYMeyRqzIWOMup03sw==}
     engines: {node: '>=14'}
 
+  form-data@4.0.5:
+    resolution: {integrity: sha512-8RipRLol37bNs2bhoV67fiTEvdTrbMUYcFTiy3+wuuOnUog2QBHCZWXDRijWQfAkhBj2Uf5UnVaiWwA5vdd82w==}
+    engines: {node: '>= 6'}
+
+  format@0.2.2:
+    resolution: {integrity: sha512-wzsgA6WOq+09wrU1tsJ09udeR/YZRaeArL9e1wPbFg3GG2yDnC2ldKpxs4xunpFF9DgqCqOIra3bc1HWrJ37Ww==}
+    engines: {node: '>=0.4.x'}
+
   formatly@0.3.0:
     resolution: {integrity: sha512-9XNj/o4wrRFyhSMJOvsuyMwy8aUfBaZ1VrqHVfohyXf0Sw0e+yfKG+xZaY3arGCOMdwFsqObtzVOc1gU9KiT9w==}
     engines: {node: '>=18.3.0'}
     hasBin: true
 
+  forwarded@0.2.0:
+    resolution: {integrity: sha512-buRG0fpBtRHSTCOASe6hD258tEubFoRLb4ZNA6NxMVHNw2gOcwHo9wyablzMzOA5z9xA9L1KNjk/Nt6MT9aYow==}
+    engines: {node: '>= 0.6'}
+
   fraction.js@5.3.4:
     resolution: {integrity: sha512-1X1NTtiJphryn/uLQz3whtY6jK3fTqoE3ohKs0tT+Ujr1W59oopxmoEh7Lu5p6vBaPbgoM0bzveAW4Qi5RyWDQ==}
 
+  framer-motion@11.18.2:
+    resolution: {integrity: sha512-5F5Och7wrvtLVElIpclDT0CBzMVg3dL22B64aZwHtsIY8RB4mXICLrkajK4G9R+ieSAGcgrLeae2SeUTg2pr6w==}
+    peerDependencies:
+      '@emotion/is-prop-valid': '*'
+      react: ^18.0.0 || ^19.0.0
+      react-dom: ^18.0.0 || ^19.0.0
+    peerDependenciesMeta:
+      '@emotion/is-prop-valid':
+        optional: true
+      react:
+        optional: true
+      react-dom:
+        optional: true
+
+  fresh@0.5.2:
+    resolution: {integrity: sha512-zJ2mQYM18rEFOudeV4GShTGIQ7RbzA7ozbU9I/XBpm7kqgMywgmylMwXHxZJmkVoYkna9d2pVXVXPdYTP9ej8Q==}
+    engines: {node: '>= 0.6'}
+
   fs-extra@7.0.1:
     resolution: {integrity: sha512-YJDaCJZEnBmcbw13fvdAM9AwNOJwOzrE4pqMqBq5nFiEqXUqHwlK4B+3pUw6JNvfSPtX05xFHtYy/1ni01eGCw==}
     engines: {node: '>=6 <7 || >=8'}
@@ -2911,6 +4454,10 @@ packages:
     resolution: {integrity: sha512-SFdFmIJi+ybC0vjlHN0ZGVGHc3lgE0DxPAT0djjVg+kjOnSqclqmj0KQ7ykTOLP6YxoqOvuAODGdcHJn+43q3g==}
     engines: {node: '>= 0.4'}
 
+  generic-pool@3.9.0:
+    resolution: {integrity: sha512-hymDOu5B53XvN4QT9dBmZxPX4CWhBPPLguTZ9MMFeFa/Kg0xWVfylOVNlJji/E7yTZWFd/q9GO5TxDLq156D7g==}
+    engines: {node: '>= 4'}
+
   gensync@1.0.0-beta.2:
     resolution: {integrity: sha512-3hN7NaskYvMDLQY55gnW3NQ+mesEAepTqlg+VEbj7zzqEMBVNhzcGYYeqFo/TlYz6eQiFcp1HcsCZO+nGgS8zg==}
     engines: {node: '>=6.9.0'}
@@ -2919,6 +4466,10 @@ packages:
     resolution: {integrity: sha512-DyFP3BM/3YHTQOCUL/w0OZHR0lpKeGrxotcHWcqNEdnltqFwXVfhEBQ94eIo34AfQpo0rGki4cyIiftY06h2Fg==}
     engines: {node: 6.* || 8.* || >= 10.*}
 
+  get-east-asian-width@1.4.0:
+    resolution: {integrity: sha512-QZjmEOC+IT1uk6Rx0sX22V6uHWVwbdbxf1faPqJ1QhLdGgsRGCZoyaQBm/piRdJy/D2um6hM1UP7ZEeQ4EkP+Q==}
+    engines: {node: '>=18'}
+
   get-intrinsic@1.3.0:
     resolution: {integrity: sha512-9fSjSaos/fRIVIp+xSJlE6lfwhES7LNtKaCBIamHsjr2na1BiABJPo0mOjjz8GJDURarmCPGqaiVg5mfjb98CQ==}
     engines: {node: '>= 0.4'}
@@ -2988,6 +4539,9 @@ packages:
     resolution: {integrity: sha512-DKKrynuQRne0PNpEbzuEdHlYOMksHSUI8Zc9Unei5gTsMNA2/vMpoMz/yKba50pejK56qj98qM0SjYxAKi13gQ==}
     engines: {node: ^12.22.0 || ^14.16.0 || ^16.0.0 || >=17.0.0}
 
+  hachure-fill@0.5.2:
+    resolution: {integrity: sha512-3GKBOn+m2LX9iq+JC1064cSFprJY4jL1jCXTcpnfER5HYE2l/4EfWSGzkPa/ZDBmYI0ZOEj5VHV/eKnPGkHuOg==}
+
   happy-dom@15.11.7:
     resolution: {integrity: sha512-KyrFvnl+J9US63TEzwoiJOQzZBJY7KgBushJA8X61DMbNsH+2ONkDuLDnCnwUiPTF42tLoEmrPyoqbenVA5zrg==}
     engines: {node: '>=18.0.0'}
@@ -3019,6 +4573,56 @@ packages:
     resolution: {integrity: sha512-0hJU9SCPvmMzIBdZFqNPXWa6dqh7WdH0cII9y+CyS8rG3nL48Bclra9HmKhVVUHyPWNH5Y7xDwAB7bfgSjkUMQ==}
     engines: {node: '>= 0.4'}
 
+  hast-util-from-dom@5.0.1:
+    resolution: {integrity: sha512-N+LqofjR2zuzTjCPzyDUdSshy4Ma6li7p/c3pA78uTwzFgENbgbUrm2ugwsOdcjI1muO+o6Dgzp9p8WHtn/39Q==}
+
+  hast-util-from-html-isomorphic@2.0.0:
+    resolution: {integrity: sha512-zJfpXq44yff2hmE0XmwEOzdWin5xwH+QIhMLOScpX91e/NSGPsAzNCvLQDIEPyO2TXi+lBmU6hjLIhV8MwP2kw==}
+
+  hast-util-from-html@2.0.3:
+    resolution: {integrity: sha512-CUSRHXyKjzHov8yKsQjGOElXy/3EKpyX56ELnkHH34vDVw1N1XSQ1ZcAvTyAPtGqLTuKP/uxM+aLkSPqF/EtMw==}
+
+  hast-util-from-parse5@8.0.3:
+    resolution: {integrity: sha512-3kxEVkEKt0zvcZ3hCRYI8rqrgwtlIOFMWkbclACvjlDw8Li9S2hk/d51OI0nr/gIpdMHNepwgOKqZ/sy0Clpyg==}
+
+  hast-util-is-element@3.0.0:
+    resolution: {integrity: sha512-Val9mnv2IWpLbNPqc/pUem+a7Ipj2aHacCwgNfTiK0vJKl0LF+4Ba4+v1oPHFpf3bLYmreq0/l3Gud9S5OH42g==}
+
+  hast-util-parse-selector@4.0.0:
+    resolution: {integrity: sha512-wkQCkSYoOGCRKERFWcxMVMOcYE2K1AaNLU8DXS9arxnLOUEWbOXKXiJUNzEpqZ3JOKpnha3jkFrumEjVliDe7A==}
+
+  hast-util-raw@9.1.0:
+    resolution: {integrity: sha512-Y8/SBAHkZGoNkpzqqfCldijcuUKh7/su31kEBp67cFY09Wy0mTRgtsLYsiIxMJxlu0f6AA5SUTbDR8K0rxnbUw==}
+
+  hast-util-sanitize@5.0.2:
+    resolution: {integrity: sha512-3yTWghByc50aGS7JlGhk61SPenfE/p1oaFeNwkOOyrscaOkMGrcW9+Cy/QAIOBpZxP1yqDIzFMR0+Np0i0+usg==}
+
+  hast-util-to-html@9.0.5:
+    resolution: {integrity: sha512-OguPdidb+fbHQSU4Q4ZiLKnzWo8Wwsf5bZfbvu7//a9oTYoqD/fWpe96NuHkoS9h0ccGOTe0C4NGXdtS0iObOw==}
+
+  hast-util-to-jsx-runtime@2.3.6:
+    resolution: {integrity: sha512-zl6s8LwNyo1P9uw+XJGvZtdFF1GdAkOg8ujOw+4Pyb76874fLps4ueHXDhXWdk6YHQ6OgUtinliG7RsYvCbbBg==}
+
+  hast-util-to-parse5@8.0.0:
+    resolution: {integrity: sha512-3KKrV5ZVI8if87DVSi1vDeByYrkGzg4mEfeu4alwgmmIeARiBLKCZS2uw5Gb6nU9x9Yufyj3iudm6i7nl52PFw==}
+
+  hast-util-to-text@4.0.2:
+    resolution: {integrity: sha512-KK6y/BN8lbaq654j7JgBydev7wuNMcID54lkRav1P0CaE1e47P72AWWPiGKXTJU271ooYzcvTAn/Zt0REnvc7A==}
+
+  hast-util-whitespace@3.0.0:
+    resolution: {integrity: sha512-88JUN06ipLwsnv+dVn+OIYOvAuvBMy/Qoi6O7mQHxdPXpjy+Cd6xRkWwux7DKO+4sYILtLBRIKgsdpS2gQc7qw==}
+
+  hast@1.0.0:
+    resolution: {integrity: sha512-vFUqlRV5C+xqP76Wwq2SrM0kipnmpxJm7OfvVXpB35Fp+Fn4MV+ozr+JZr5qFvyR1q/U+Foim2x+3P+x9S1PLA==}
+    deprecated: Renamed to rehype
+
+  hastscript@9.0.1:
+    resolution: {integrity: sha512-g7df9rMFX/SPi34tyGCyUBREQoKkapwdY/T04Qn9TDWfHhAYt4/I0gMVirzK5wEzeUqIjEB+LXC/ypb7Aqno5w==}
+
+  he@1.2.0:
+    resolution: {integrity: sha512-F/1DnUGPopORZi0ni+CvrCgHQ5FyEAHRLSApuYWMmrbSwoN2Mn/7k+Gl38gJnR7yyDZk6WLXwiGod1JOWNDKGw==}
+    hasBin: true
+
   headers-polyfill@4.0.3:
     resolution: {integrity: sha512-IScLbePpkvO846sIwOtOTDjutRMWdXdJmXdMvk6gCBHxFO8d+QKOQedyZSxFTTFYRSmlgSTDtXqqq4pcenBXLQ==}
 
@@ -3028,10 +4632,69 @@ packages:
   hermes-parser@0.25.1:
     resolution: {integrity: sha512-6pEjquH3rqaI6cYAXYPcz9MS4rY6R4ngRgrgfDshRptUZIc3lw0MCIJIGDj9++mfySOuPTHB4nrSW99BCvOPIA==}
 
+  highlight.js@10.7.3:
+    resolution: {integrity: sha512-tzcUFauisWKNHaRkN4Wjl/ZA07gENAjFl3J/c480dprkGTg5EQstgaNFqBfUqCq54kZRIEcreTsAgF/m2quD7A==}
+
+  highlightjs-vue@1.0.0:
+    resolution: {integrity: sha512-PDEfEF102G23vHmPhLyPboFCD+BkMGu+GuJe2d9/eH4FsCwvgBpnc9n0pGE+ffKdph38s6foEZiEjdgHdzp+IA==}
+
+  html-encoding-sniffer@3.0.0:
+    resolution: {integrity: sha512-oWv4T4yJ52iKrufjnyZPkrN0CH3QnrUqdB6In1g5Fe1mia8GmF36gnfNySxoZtxD5+NmYw1EElVXiBk93UeskA==}
+    engines: {node: '>=12'}
+
+  html-encoding-sniffer@4.0.0:
+    resolution: {integrity: sha512-Y22oTqIU4uuPgEemfz7NDJz6OeKf12Lsu+QC+s3BVpda64lTiMYCyGwg5ki4vFxkMwQdeZDl2adZoqUgdFuTgQ==}
+    engines: {node: '>=18'}
+
+  html-url-attributes@3.0.1:
+    resolution: {integrity: sha512-ol6UPyBWqsrO6EJySPz2O7ZSr856WDrEzM5zMqp+FJJLGMW35cLYmmZnl0vztAZxRUoNZJFTCohfjuIJ8I4QBQ==}
+
+  html-void-elements@3.0.0:
+    resolution: {integrity: sha512-bEqo66MRXsUGxWHV5IP0PUiAWwoEjba4VCzg0LjFJBpchPaTfyfCKTG6bc5F8ucKec3q5y6qOdGyYTSBEvhCrg==}
+
+  htmlparser2@10.0.0:
+    resolution: {integrity: sha512-TwAZM+zE5Tq3lrEHvOlvwgj1XLWQCtaaibSN11Q+gGBAS7Y1uZSWwXXRe4iF6OXnaq1riyQAPFOBtYc77Mxq0g==}
+
+  htmlparser2@8.0.2:
+    resolution: {integrity: sha512-GYdjWKDkbRLkZ5geuHs5NY1puJ+PXwP7+fHPRz06Eirsb9ugf6d8kkXav6ADhcODhFFPMIXyxkxSuMf3D6NCFA==}
+
+  http-errors@2.0.0:
+    resolution: {integrity: sha512-FtwrG/euBzaEjYeRqOgly7G0qviiXoJWnvEH2Z1plBdXgbyjv34pHTSb9zoeHMyDy33+DWy5Wt9Wo+TURtOYSQ==}
+    engines: {node: '>= 0.8'}
+
+  http-errors@2.0.1:
+    resolution: {integrity: sha512-4FbRdAX+bSdmo4AUFuS0WNiPz8NgFt+r8ThgNWmlrjQjt1Q7ZR9+zTlce2859x4KSXrwIsaeTqDoKQmtP8pLmQ==}
+    engines: {node: '>= 0.8'}
+
+  http-proxy-agent@7.0.2:
+    resolution: {integrity: sha512-T1gkAiYYDWYx3V5Bmyu7HcfcvL7mUrTWiM6yOfa3PIphViJ/gFPbvidQ+veqSOHci/PxBcDabeUNCzpOODJZig==}
+    engines: {node: '>= 14'}
+
+  http-proxy@1.18.1:
+    resolution: {integrity: sha512-7mz/721AbnJwIVbnaSv1Cz3Am0ZLT/UBwkC92VlxhXv/k/BBQfM2fXElQNC27BVGr0uwUpplYPQM9LnaBMR5NQ==}
+    engines: {node: '>=8.0.0'}
+
+  http-server@14.1.1:
+    resolution: {integrity: sha512-+cbxadF40UXd9T01zUHgA+rlo2Bg1Srer4+B4NwIHdaGxAGGv59nYRnGGDJ9LBk7alpS0US+J+bLLdQOOkJq4A==}
+    engines: {node: '>=12'}
+    hasBin: true
+
+  https-proxy-agent@7.0.6:
+    resolution: {integrity: sha512-vK9P5/iUfdl95AI+JVyUuIcVtd4ofvtrOr3HNtM2yxC9bnMbEdp3x01OhQNnjb8IJYi38VlTE3mBXwcfvywuSw==}
+    engines: {node: '>= 14'}
+
   human-id@4.1.2:
     resolution: {integrity: sha512-v/J+4Z/1eIJovEBdlV5TYj1IR+ZiohcYGRY+qN/oC9dAfKzVT023N/Bgw37hrKCoVRBvk3bqyzpr2PP5YeTMSg==}
     hasBin: true
 
+  iconv-lite@0.4.24:
+    resolution: {integrity: sha512-v3MXnZAcvnywkTUEZomIActle7RXXeedOR31wwl7VlyoXO4Qi9arvSenNQWne1TcRwhCL1HwLI21bEqdpj8/rA==}
+    engines: {node: '>=0.10.0'}
+
+  iconv-lite@0.6.3:
+    resolution: {integrity: sha512-4fCk79wshMdzMp2rH06qWrJE4iolqLhCUH+OiuIgU++RB0+94NlDL81atO7GX55uUKueo0txHNtvEyI6D7WdMw==}
+    engines: {node: '>=0.10.0'}
+
   iconv-lite@0.7.0:
     resolution: {integrity: sha512-cf6L2Ds3h57VVmkZe+Pn+5APsT7FpqJtEhhieDCvrE2MK5Qk9MyffgQyuxQTm6BChfeZNtcOLHp9IcWRVcIcBQ==}
     engines: {node: '>=0.10.0'}
@@ -3063,14 +4726,34 @@ packages:
     resolution: {integrity: sha512-QQnnxNyfvmHFIsj7gkPcYymR8Jdw/o7mp5ZFihxn6h8Ci6fh3Dx4E1gPjpQEpIuPo9XVNY/ZUwh4BPMjGyL01g==}
     engines: {node: ^14.17.0 || ^16.13.0 || >=18.0.0}
 
+  inline-style-parser@0.2.7:
+    resolution: {integrity: sha512-Nb2ctOyNR8DqQoR0OwRG95uNWIC0C1lCgf5Naz5H6Ji72KZ8OcFZLz2P5sNgwlyoJ8Yif11oMuYs5pBQa86csA==}
+
   internal-slot@1.1.0:
     resolution: {integrity: sha512-4gd7VpWNQNB4UKKCFFVcp1AVv+FMOgs9NKzjHKusc8jTMhd5eL1NqQqOpE0KzMds804/yHlglp3uxgluOqAPLw==}
     engines: {node: '>= 0.4'}
 
+  internmap@1.0.1:
+    resolution: {integrity: sha512-lDB5YccMydFBtasVtxnZ3MRBHuaoE8GKsppq+EchKL2U4nK/DmEpPHNH8MZe5HkMtpSiTSOZwfN0tzYjO/lJEw==}
+
+  internmap@2.0.3:
+    resolution: {integrity: sha512-5Hh7Y1wQbvY5ooGgPbDaL5iYLAPzMTUrjMulskHLH6wnv/A+1q5rgEaiuqEjB+oxGXIVZs1FF+R/KPN3ZSQYYg==}
+    engines: {node: '>=12'}
+
   interpret@3.1.1:
     resolution: {integrity: sha512-6xwYfHbajpoF0xLW+iwLkhwgvLoZDfjYfoFNu8ftMoXINzwuymNLd9u/KmwtdT2GbR+/Cz66otEGEVVUHX9QLQ==}
     engines: {node: '>=10.13.0'}
 
+  ipaddr.js@1.9.1:
+    resolution: {integrity: sha512-0KI/607xoxSToH7GjN1FfSbLoU0+btTicjsQSWQlh/hZykN8KpmMf7uYwPW3R+akZ6R/w18ZlXSHBYXiYUPO3g==}
+    engines: {node: '>= 0.10'}
+
+  is-alphabetical@2.0.1:
+    resolution: {integrity: sha512-FWyyY60MeTNyeSRpkM2Iry0G9hpr7/9kD40mD/cGQEuilcZYS4okz8SN2Q6rLCJ8gbCt6fN+rC+6tMGS99LaxQ==}
+
+  is-alphanumerical@2.0.1:
+    resolution: {integrity: sha512-hmbYhX/9MUMF5uh7tOXyK/n0ZvWpad5caBA17GsC6vyuCqaWliRG5K1qS9inmUhEMaOBIW7/whAnSwveW/LtZw==}
+
   is-arguments@1.2.0:
     resolution: {integrity: sha512-7bVbi0huj/wrIAOzb8U1aszg9kdi3KN/CyU19CTI7tAoZYEZoL9yCDXpbXN+uPsuWnP02cyug1gleqq+TU+YCA==}
     engines: {node: '>= 0.4'}
@@ -3095,6 +4778,10 @@ packages:
     resolution: {integrity: sha512-wa56o2/ElJMYqjCjGkXri7it5FbebW5usLw/nPmCMs5DeZ7eziSYZhSmPRn0txqeW4LnAmQQU7FgqLpsEFKM4A==}
     engines: {node: '>= 0.4'}
 
+  is-buffer@2.0.5:
+    resolution: {integrity: sha512-i2R6zNFDwgEHJyQUtJEk0XFi1i0dPFn/oqjK3/vPCcDeJvW5NQ83V8QbicfF1SupOaB0h8ntgBC2YiE7dfyctQ==}
+    engines: {node: '>=4'}
+
   is-bun-module@2.0.0:
     resolution: {integrity: sha512-gNCGbnnnnFAUGKeZ9PdbyeGYJqewpmc2aKHUEMO5nQPWU9lOmv7jcmQIv+qHD8fXW6W7qfuCwX4rY9LNRjXrkQ==}
 
@@ -3114,6 +4801,9 @@ packages:
     resolution: {integrity: sha512-PwwhEakHVKTdRNVOw+/Gyh0+MzlCl4R6qKvkhuvLtPMggI1WAHt9sOwZxQLSGpUaDnrdyDsomoRgNnCfKNSXXg==}
     engines: {node: '>= 0.4'}
 
+  is-decimal@2.0.1:
+    resolution: {integrity: sha512-AAB9hiomQs5DXWcRB1rqsxGUstbRroFOPPVAomNk/3XHR5JyEZChOyTWe2oayKnsSsr/kcGqF+z6yuH6HHpN0A==}
+
   is-docker@2.2.1:
     resolution: {integrity: sha512-F+i2BKsFrH66iaUFc0woD8sLy8getkwTwtOBjvs56Cx4CgJDeKQeqfz8wAYiSb8JOprWhHH5p77PbmYCvvUuXQ==}
     engines: {node: '>=8'}
@@ -3139,10 +4829,17 @@ packages:
     resolution: {integrity: sha512-xelSayHH36ZgE7ZWhli7pW34hNbNl8Ojv5KVmkJD4hBdD3th8Tfk9vYasLM+mXWOZhFkgZfxhLSnrwRr4elSSg==}
     engines: {node: '>=0.10.0'}
 
+  is-hexadecimal@2.0.1:
+    resolution: {integrity: sha512-DgZQp241c8oO6cA1SbTEWiXeoxV42vlcJxgH+B3hi1AiqqKruZR3ZGF8In3fj4+/y/7rHvlOZLZtgJ/4ttYGZg==}
+
   is-installed-globally@1.0.0:
     resolution: {integrity: sha512-K55T22lfpQ63N4KEN57jZUAaAYqYHEe8veb/TycJRk9DdSCLLcovXz/mL6mOnhQaZsQGwPhuFopdQIlqGSEjiQ==}
     engines: {node: '>=18'}
 
+  is-interactive@2.0.0:
+    resolution: {integrity: sha512-qP1vozQRI+BMOPcjFzrjXuQvdak2pHNUMZoeG2eRbiSqyvbEf/wQtEOTOX1guk6E3t36RkaqiSt8A/6YElNxLQ==}
+    engines: {node: '>=12'}
+
   is-map@2.0.3:
     resolution: {integrity: sha512-1Qed0/Hr2m+YqxnM09CjA2d/i6YZNfF6R2oRAOj36eUdS6qIV/huPJNSEpKbupewFs+ZsJlxsjjPbc0/afW6Lw==}
     engines: {node: '>= 0.4'}
@@ -3166,6 +4863,17 @@ packages:
     resolution: {integrity: sha512-lJJV/5dYS+RcL8uQdBDW9c9uWFLLBNRyFhnAKXw5tVqLlKZ4RMGZKv+YQ/IA3OhD+RpbJa1LLFM1FQPGyIXvOA==}
     engines: {node: '>=12'}
 
+  is-plain-obj@4.1.0:
+    resolution: {integrity: sha512-+Pgi+vMuUNkJyExiMBt5IlFoMyKnr5zhJ4Uspz58WOhBF5QoIZkFyNHIbBAtHwzVAgk5RtndVNsDRN61/mmDqg==}
+    engines: {node: '>=12'}
+
+  is-plain-object@5.0.0:
+    resolution: {integrity: sha512-VRSzKkbMm5jMDoKLbltAkFQ5Qr7VDiTFGXxYFXXowVj387GeGNOCsOH6Msy00SGZ3Fp84b1Naa1psqgcCIEP5Q==}
+    engines: {node: '>=0.10.0'}
+
+  is-potential-custom-element-name@1.0.1:
+    resolution: {integrity: sha512-bCYeRA2rVibKZd+s2625gGnGF/t7DSqDs4dP7CrLA1m7jKWz6pps0LpYLJN8Q64HtmPKJ1hrN3nzPNKFEKOUiQ==}
+
   is-regex@1.2.1:
     resolution: {integrity: sha512-MjYsKHO5O7mCsmRGxWcLWheFqN9DJ/2TmngvjKXihe6efViPqc274+Fx/4fYj/r03+ESvBdTXK0V6tA3rgez1g==}
     engines: {node: '>= 0.4'}
@@ -3194,6 +4902,14 @@ packages:
     resolution: {integrity: sha512-p3EcsicXjit7SaskXHs1hA91QxgTw46Fv6EFKKGS5DRFLD8yKnohjF3hxoju94b/OcMZoQukzpPpBE9uLVKzgQ==}
     engines: {node: '>= 0.4'}
 
+  is-unicode-supported@1.3.0:
+    resolution: {integrity: sha512-43r2mRvz+8JRIKnWJ+3j8JtjRKZ6GmjzfaE/qiBJnikNnYv/6bagRJ1kUhNk8R5EX/GkobD+r+sfxCPJsiKBLQ==}
+    engines: {node: '>=12'}
+
+  is-unicode-supported@2.1.0:
+    resolution: {integrity: sha512-mE00Gnza5EEB3Ds0HfMyllZzbBrmLOX3vfWoj9A9PEnTfratQ/BcaJOuMhnkhjXvb2+FkY3VuHqtAGpTPmglFQ==}
+    engines: {node: '>=18'}
+
   is-weakmap@2.0.2:
     resolution: {integrity: sha512-K5pXYOm9wqY1RgjpL3YTkF39tni1XajUIkawTLUo9EZEVUFga5gSQJF8nNS7ZwJQ02y+1YCNYcMh+HIf1ZqE+w==}
     engines: {node: '>= 0.4'}
@@ -3254,6 +4970,15 @@ packages:
     resolution: {integrity: sha512-iZ8Bdb84lWRuGHamRXFyML07r21pcwBrLkHEuHgEY5UbCouBwv7ECknDRKzsQIXMiqpPymqtIf8TC/shYKB5rw==}
     engines: {node: '>=12.0.0'}
 
+  jsdom@26.1.0:
+    resolution: {integrity: sha512-Cvc9WUhxSMEo4McES3P7oK3QaXldCfNWp7pl2NNeiIFlCoLr3kfq9kb1fxftiwk1FLV7CvpvDfonxtzUDeSOPg==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      canvas: ^3.0.0
+    peerDependenciesMeta:
+      canvas:
+        optional: true
+
   jsesc@3.1.0:
     resolution: {integrity: sha512-/sM3dO2FOzXjKQhJuo0Q173wf2KOo8t4I8vHy6lF9poUp7bKT0/NHE8fPX23PwfhnykfqnC2xRxOnVw5XuGIaA==}
     engines: {node: '>=6'}
@@ -3268,6 +4993,9 @@ packages:
   json-schema-traverse@1.0.0:
     resolution: {integrity: sha512-NM8/P9n3XjXhIZn1lLhkFaACTOURQXjWhV4BA/RnOv8xvgqtqpAX9IO4mRQxSx1Rlo4tqzeqb0sOlruaOy3dug==}
 
+  json-schema@0.4.0:
+    resolution: {integrity: sha512-es94M3nTIfsEPisRafak+HDLfHXnKBhV3vU5eqPcS3flIWqcxJWgXHXiey3YrpaNsanY5ei1VoYEbOzijuq9BA==}
+
   json-stable-stringify-without-jsonify@1.0.1:
     resolution: {integrity: sha512-Bdboy+l7tA3OGW6FjyFHWkP5LuByj1Tk33Ljyq0axyzdk9//JSi2u3fP1QSmd1KNwq6VOKYGlAu87CisVir6Pw==}
 
@@ -3287,9 +5015,20 @@ packages:
     resolution: {integrity: sha512-ZZow9HBI5O6EPgSJLUb8n2NKgmVWTwCvHGwFuJlMjvLFqlGG6pjirPhtdsseaLZjSibD8eegzmYpUZwoIlj2cQ==}
     engines: {node: '>=4.0'}
 
+  kareem@2.6.3:
+    resolution: {integrity: sha512-C3iHfuGUXK2u8/ipq9LfjFfXFxAZMQJJq7vLS45r3D9Y2xQ/m4S8zaR4zMLFWh9AsNPXmcFfUDhTEO8UIC/V6Q==}
+    engines: {node: '>=12.0.0'}
+
+  katex@0.16.25:
+    resolution: {integrity: sha512-woHRUZ/iF23GBP1dkDQMh1QBad9dmr8/PAwNA54VrSOVYgI12MAcE14TqnDdQOdzyEonGzMepYnqBMYdsoAr8Q==}
+    hasBin: true
+
   keyv@4.5.4:
     resolution: {integrity: sha512-oxVHkHR/EJf2CNXnWxRLW6mg7JyCCUcG0DtEGmL2ctUo1PNTin1PUil+r/+4r5MpVgC/fn1kjsx7mjSujKqIpw==}
 
+  khroma@2.1.0:
+    resolution: {integrity: sha512-Ls993zuzfayK269Svk9hzpeGUKob/sIgZzyHYdjQoAdQetRKpOLj+k/QQQ/6Qi0Yz65mlROrfd+Ev+1+7dz9Kw==}
+
   kleur@3.0.3:
     resolution: {integrity: sha512-eTIzlVOSUR+JxdDFepEYcBMtZ9Qqdef+rnzWdRZuMbOywu5tO2w2N7rqjoANZ5k9vywhL6Br1VRjUIgTQx4E8w==}
     engines: {node: '>=6'}
@@ -3302,6 +5041,10 @@ packages:
       '@types/node': '>=18'
       typescript: '>=5.0.4 <7'
 
+  langium@3.3.1:
+    resolution: {integrity: sha512-QJv/h939gDpvT+9SiLVlY7tZC3xB2qK57v0J04Sh9wpMb6MP1q8gB21L3WIo8T5P1MSMg3Ep14L7KkDCFG3y4w==}
+    engines: {node: '>=16.0.0'}
+
   language-subtag-registry@0.3.23:
     resolution: {integrity: sha512-0K65Lea881pHotoGEa5gDlMxt3pctLi2RplBb7Ezh4rRdLEOtgi7n4EwK9lamnUCkKBqaeKRVebTq6BAxSkpXQ==}
 
@@ -3309,6 +5052,12 @@ packages:
     resolution: {integrity: sha512-MbjN408fEndfiQXbFQ1vnd+1NoLDsnQW41410oQBXiyXDMYH5z505juWa4KUE1LqxRC7DgOgZDbKLxHIwm27hA==}
     engines: {node: '>=0.10'}
 
+  layout-base@1.0.2:
+    resolution: {integrity: sha512-8h2oVEZNktL4BH2JCOI90iD1yXwL6iNW7KcCKT2QZgQJR2vbqDsldCTPRU9NifTCqHZci57XvQQ15YTu+sTYPg==}
+
+  layout-base@2.0.1:
+    resolution: {integrity: sha512-dp3s92+uNI1hWIpPGH3jK2kxE2lMjdXdr+DH8ynZHpd6PUlH6x6cbuXnoMmiNumznqaNO31xu9e79F0uuZ0JFg==}
+
   lefthook-darwin-arm64@1.13.6:
     resolution: {integrity: sha512-m6Lb77VGc84/Qo21Lhq576pEvcgFCnvloEiP02HbAHcIXD0RTLy9u2yAInrixqZeaz13HYtdDaI7OBYAAdVt8A==}
     cpu: [arm64]
@@ -3386,6 +5135,9 @@ packages:
     resolution: {integrity: sha512-iPZK6eYjbxRu3uB4/WZ3EsEIMJFMqAoopl3R+zuq0UjcAm/MO6KCweDgPfP3elTztoKP3KtnVHxTn2NHBSDVUw==}
     engines: {node: '>=10'}
 
+  lodash-es@4.17.21:
+    resolution: {integrity: sha512-mKnC+QJ9pWVzv+C4/U3rRsHapFfHvQFoFB92e52xeyGMcX6/OlIl78je1u8vePzYZSkkogMPJ2yjxxsb89cxyw==}
+
   lodash.merge@4.6.2:
     resolution: {integrity: sha512-0KpjqXRVvrYyCsX1swR/XTK0va6VQkQM6MNo7PqW77ByjAhoARA8EfrP1N4+KlKj8YS0ZUCtRT/YUuhyYDujIQ==}
 
@@ -3395,6 +5147,13 @@ packages:
   lodash@4.17.21:
     resolution: {integrity: sha512-v2kDEe57lecTulaDIuNTPy3Ry4gLGJ6Z1O3vE1krgXZNrsQ+LFTGHVxVjcXPs17LhbZVGedAJv8XZ1tvj5FvSg==}
 
+  log-symbols@6.0.0:
+    resolution: {integrity: sha512-i24m8rpwhmPIS4zscNzK6MSEhk0DUWa/8iYQWxhffV8jkI4Phvs3F+quL5xvS0gdQR0FyTCMMH33Y78dDTzzIw==}
+    engines: {node: '>=18'}
+
+  longest-streak@3.1.0:
+    resolution: {integrity: sha512-9Ri+o0JYgehTaVBBDoMqIl8GXtbWg711O3srftcHhZ0dqnETqLaoIK0x17fUw9rFSlK/0NlsKe0Ahhyl5pXE2g==}
+
   loose-envify@1.4.0:
     resolution: {integrity: sha512-lyuxPGr/Wfhrlem2CL/UcnUc1zcqKAImBDzukY7Y5F/yQiNdko6+fRLevlw1HgMySw7f611UIY408EtxRSoK3Q==}
     hasBin: true
@@ -3402,6 +5161,9 @@ packages:
   loupe@3.2.1:
     resolution: {integrity: sha512-CdzqowRJCeLU72bHvWqwRBBlLcMEtIvGrlvef74kMnV2AolS9Y8xUv1I0U/MNAWMhBlKIoyuEgoJ0t/bbwHbLQ==}
 
+  lowlight@1.20.0:
+    resolution: {integrity: sha512-8Ktj+prEb1RoCPkEOrPMYUN/nCggB7qAWe3a7OpMjWQkh3l2RD5wKRQ+o8Q8YuI9RG/xs95waaI/E6ym/7NsTw==}
+
   lru-cache@10.4.3:
     resolution: {integrity: sha512-JNAzZcXrCt42VGLuYz0zfAzDfAvJWW6AfYlDBQyDV5DClI2m5sAmK+OIO7s59XfsRsWHp02jAJrRadPRGTt6SQ==}
 
@@ -3412,6 +5174,11 @@ packages:
   lru-cache@5.1.1:
     resolution: {integrity: sha512-KpNARQA3Iwv+jTA0utUVVbrh+Jlrr1Fv0e56GGzAFOXN7dk/FviaDW8LHmK52DlcH4WP2n6gI8vN1aesBFgo9w==}
 
+  lucide-react@0.542.0:
+    resolution: {integrity: sha512-w3hD8/SQB7+lzU2r4VdFyzzOzKnUjTZIF/MQJGSSvni7Llewni4vuViRppfRAa2guOsY5k4jZyxw/i9DQHv+dw==}
+    peerDependencies:
+      react: ^16.5.1 || ^17.0.0 || ^18.0.0 || ^19.0.0
+
   lz-string@1.5.0:
     resolution: {integrity: sha512-h5bgJWpxJNswbU7qCrV0tIKQCaS3blPDrqKWx+QxzuzL1zGUzij9XCWLrSLsJPu5t+eWA/ycetzYAO5IOMcWAQ==}
     hasBin: true
@@ -3426,10 +5193,74 @@ packages:
   map-or-similar@1.5.0:
     resolution: {integrity: sha512-0aF7ZmVon1igznGI4VS30yugpduQW3y3GkcgGJOp7d8x8QrizhigUxjI/m2UojsXXto+jLAH3KSz+xOJTiORjg==}
 
+  markdown-table@3.0.4:
+    resolution: {integrity: sha512-wiYz4+JrLyb/DqW2hkFJxP7Vd7JuTDm77fvbM8VfEQdmSMqcImWeeRbHwZjBjIFki/VaMK2BhFi7oUUZeM5bqw==}
+
+  marked@16.4.2:
+    resolution: {integrity: sha512-TI3V8YYWvkVf3KJe1dRkpnjs68JUPyEa5vjKrp1XEEJUAOaQc+Qj+L1qWbPd0SJuAdQkFU0h73sXXqwDYxsiDA==}
+    engines: {node: '>= 20'}
+    hasBin: true
+
   math-intrinsics@1.1.0:
     resolution: {integrity: sha512-/IXtbwEk5HTPyEwyKX6hGkYXxM9nbj64B+ilVJnC/R6B0pH5G4V3b0pVbL7DBj4tkhBAppbQUlf6F6Xl9LHu1g==}
     engines: {node: '>= 0.4'}
 
+  mdast-util-find-and-replace@3.0.2:
+    resolution: {integrity: sha512-Tmd1Vg/m3Xz43afeNxDIhWRtFZgM2VLyaf4vSTYwudTyeuTneoL3qtWMA5jeLyz/O1vDJmmV4QuScFCA2tBPwg==}
+
+  mdast-util-from-markdown@2.0.2:
+    resolution: {integrity: sha512-uZhTV/8NBuw0WHkPTrCqDOl0zVe1BIng5ZtHoDk49ME1qqcjYmmLmOf0gELgcRMxN4w2iuIeVso5/6QymSrgmA==}
+
+  mdast-util-gfm-autolink-literal@2.0.1:
+    resolution: {integrity: sha512-5HVP2MKaP6L+G6YaxPNjuL0BPrq9orG3TsrZ9YXbA3vDw/ACI4MEsnoDpn6ZNm7GnZgtAcONJyPhOP8tNJQavQ==}
+
+  mdast-util-gfm-footnote@2.1.0:
+    resolution: {integrity: sha512-sqpDWlsHn7Ac9GNZQMeUzPQSMzR6Wv0WKRNvQRg0KqHh02fpTz69Qc1QSseNX29bhz1ROIyNyxExfawVKTm1GQ==}
+
+  mdast-util-gfm-strikethrough@2.0.0:
+    resolution: {integrity: sha512-mKKb915TF+OC5ptj5bJ7WFRPdYtuHv0yTRxK2tJvi+BDqbkiG7h7u/9SI89nRAYcmap2xHQL9D+QG/6wSrTtXg==}
+
+  mdast-util-gfm-table@2.0.0:
+    resolution: {integrity: sha512-78UEvebzz/rJIxLvE7ZtDd/vIQ0RHv+3Mh5DR96p7cS7HsBhYIICDBCu8csTNWNO6tBWfqXPWekRuj2FNOGOZg==}
+
+  mdast-util-gfm-task-list-item@2.0.0:
+    resolution: {integrity: sha512-IrtvNvjxC1o06taBAVJznEnkiHxLFTzgonUdy8hzFVeDun0uTjxxrRGVaNFqkU1wJR3RBPEfsxmU6jDWPofrTQ==}
+
+  mdast-util-gfm@3.1.0:
+    resolution: {integrity: sha512-0ulfdQOM3ysHhCJ1p06l0b0VKlhU0wuQs3thxZQagjcjPrlFRqY215uZGHHJan9GEAXd9MbfPjFJz+qMkVR6zQ==}
+
+  mdast-util-math@3.0.0:
+    resolution: {integrity: sha512-Tl9GBNeG/AhJnQM221bJR2HPvLOSnLE/T9cJI9tlc6zwQk2nPk/4f0cHkOdEixQPC/j8UtKDdITswvLAy1OZ1w==}
+
+  mdast-util-mdx-expression@2.0.1:
+    resolution: {integrity: sha512-J6f+9hUp+ldTZqKRSg7Vw5V6MqjATc+3E4gf3CFNcuZNWD8XdyI6zQ8GqH7f8169MM6P7hMBRDVGnn7oHB9kXQ==}
+
+  mdast-util-mdx-jsx@3.2.0:
+    resolution: {integrity: sha512-lj/z8v0r6ZtsN/cGNNtemmmfoLAFZnjMbNyLzBafjzikOM+glrjNHPlf6lQDOTccj9n5b0PPihEBbhneMyGs1Q==}
+
+  mdast-util-mdxjs-esm@2.0.1:
+    resolution: {integrity: sha512-EcmOpxsZ96CvlP03NghtH1EsLtr0n9Tm4lPUJUBccV9RwUOneqSycg19n5HGzCf+10LozMRSObtVr3ee1WoHtg==}
+
+  mdast-util-phrasing@4.1.0:
+    resolution: {integrity: sha512-TqICwyvJJpBwvGAMZjj4J2n0X8QWp21b9l0o7eXyVJ25YNWYbJDVIyD1bZXE6WtV6RmKJVYmQAKWa0zWOABz2w==}
+
+  mdast-util-to-hast@13.2.1:
+    resolution: {integrity: sha512-cctsq2wp5vTsLIcaymblUriiTcZd0CwWtCbLvrOzYCDZoWyMNV8sZ7krj09FSnsiJi3WVsHLM4k6Dq/yaPyCXA==}
+
+  mdast-util-to-markdown@2.1.2:
+    resolution: {integrity: sha512-xj68wMTvGXVOKonmog6LwyJKrYXZPvlwabaryTjLh9LuvovB/KAH+kvi8Gjj+7rJjsFi23nkUxRQv1KqSroMqA==}
+
+  mdast-util-to-string@4.0.0:
+    resolution: {integrity: sha512-0H44vDimn51F0YwvxSJSm0eCDOJTRlmN0R1yBh4HLj9wiV1Dn0QoXGbvFAWj2hSItVTlCmBF1hqKlIyUBVFLPg==}
+
+  media-typer@0.3.0:
+    resolution: {integrity: sha512-dq+qelQ9akHpcOl/gUVRTxVIOkAJ1wR3QAvb4RsVjS8oVoFjDGTc679wJYmUmknUF5HwMLOgb5O+a3KxfWapPQ==}
+    engines: {node: '>= 0.6'}
+
+  memjs@1.3.2:
+    resolution: {integrity: sha512-qUEg2g8vxPe+zPn09KidjIStHPtoBO8Cttm8bgJFWWabbsjQ9Av9Ky+6UcvKx6ue0LLb/LEhtcyQpRyKfzeXcg==}
+    engines: {node: '>=0.10.0'}
+
   memoize@10.2.0:
     resolution: {integrity: sha512-DeC6b7QBrZsRs3Y02A6A7lQyzFbsQbqgjI6UW0GigGWV+u1s25TycMr0XHZE4cJce7rY/vyw2ctMQqfDkIhUEA==}
     engines: {node: '>=18'}
@@ -3437,14 +5268,156 @@ packages:
   memoizerific@1.11.3:
     resolution: {integrity: sha512-/EuHYwAPdLtXwAwSZkh/Gutery6pD2KYd44oQLhAvQp/50mpyduZh8Q7PYHXTCJ+wuXxt7oij2LXyIJOOYFPog==}
 
+  memory-pager@1.5.0:
+    resolution: {integrity: sha512-ZS4Bp4r/Zoeq6+NLJpP+0Zzm0pR8whtGPf1XExKLJBAczGMnSi3It14OiNCStjQjM6NU1okjQGSxgEZN8eBYKg==}
+
+  merge-descriptors@1.0.3:
+    resolution: {integrity: sha512-gaNvAS7TZ897/rVaZ0nMtAyxNyi/pdbjbAwUpFQpN70GqnVfOiXpeUUMKRBmzXaSQ8DdTX4/0ms62r2K+hE6mQ==}
+
   merge2@1.4.1:
     resolution: {integrity: sha512-8q7VEgMJW4J8tcfVPy8g09NcQwZdbwFEqhe/WZkoIzjn/3TGDwtOCYtXGxA3O8tPzpczCCDgv+P2P5y00ZJOOg==}
     engines: {node: '>= 8'}
 
+  mermaid@11.12.2:
+    resolution: {integrity: sha512-n34QPDPEKmaeCG4WDMGy0OT6PSyxKCfy2pJgShP+Qow2KLrvWjclwbc3yXfSIf4BanqWEhQEpngWwNp/XhZt6w==}
+
+  methods@1.1.2:
+    resolution: {integrity: sha512-iclAHeNqNm68zFtnZ0e+1L2yUIdvzNoauKU4WBA3VvH/vPFieF7qfRlwUZU+DA9P9bPXIS90ulxoUoCH23sV2w==}
+    engines: {node: '>= 0.6'}
+
+  micromark-core-commonmark@2.0.3:
+    resolution: {integrity: sha512-RDBrHEMSxVFLg6xvnXmb1Ayr2WzLAWjeSATAoxwKYJV94TeNavgoIdA0a9ytzDSVzBy2YKFK+emCPOEibLeCrg==}
+
+  micromark-extension-cjk-friendly-gfm-strikethrough@1.2.3:
+    resolution: {integrity: sha512-gSPnxgHDDqXYOBvQRq6lerrq9mjDhdtKn+7XETuXjxWcL62yZEfUdA28Ml1I2vDIPfAOIKLa0h2XDSGkInGHFQ==}
+    engines: {node: '>=16'}
+    peerDependencies:
+      micromark: ^4.0.0
+      micromark-util-types: ^2.0.0
+    peerDependenciesMeta:
+      micromark-util-types:
+        optional: true
+
+  micromark-extension-cjk-friendly-util@2.1.1:
+    resolution: {integrity: sha512-egs6+12JU2yutskHY55FyR48ZiEcFOJFyk9rsiyIhcJ6IvWB6ABBqVrBw8IobqJTDZ/wdSr9eoXDPb5S2nW1bg==}
+    engines: {node: '>=16'}
+    peerDependencies:
+      micromark-util-types: '*'
+    peerDependenciesMeta:
+      micromark-util-types:
+        optional: true
+
+  micromark-extension-cjk-friendly@1.2.3:
+    resolution: {integrity: sha512-gRzVLUdjXBLX6zNPSnHGDoo+ZTp5zy+MZm0g3sv+3chPXY7l9gW+DnrcHcZh/jiPR6MjPKO4AEJNp4Aw6V9z5Q==}
+    engines: {node: '>=16'}
+    peerDependencies:
+      micromark: ^4.0.0
+      micromark-util-types: ^2.0.0
+    peerDependenciesMeta:
+      micromark-util-types:
+        optional: true
+
+  micromark-extension-gfm-autolink-literal@2.1.0:
+    resolution: {integrity: sha512-oOg7knzhicgQ3t4QCjCWgTmfNhvQbDDnJeVu9v81r7NltNCVmhPy1fJRX27pISafdjL+SVc4d3l48Gb6pbRypw==}
+
+  micromark-extension-gfm-footnote@2.1.0:
+    resolution: {integrity: sha512-/yPhxI1ntnDNsiHtzLKYnE3vf9JZ6cAisqVDauhp4CEHxlb4uoOTxOCJ+9s51bIB8U1N1FJ1RXOKTIlD5B/gqw==}
+
+  micromark-extension-gfm-strikethrough@2.1.0:
+    resolution: {integrity: sha512-ADVjpOOkjz1hhkZLlBiYA9cR2Anf8F4HqZUO6e5eDcPQd0Txw5fxLzzxnEkSkfnD0wziSGiv7sYhk/ktvbf1uw==}
+
+  micromark-extension-gfm-table@2.1.1:
+    resolution: {integrity: sha512-t2OU/dXXioARrC6yWfJ4hqB7rct14e8f7m0cbI5hUmDyyIlwv5vEtooptH8INkbLzOatzKuVbQmAYcbWoyz6Dg==}
+
+  micromark-extension-gfm-tagfilter@2.0.0:
+    resolution: {integrity: sha512-xHlTOmuCSotIA8TW1mDIM6X2O1SiX5P9IuDtqGonFhEK0qgRI4yeC6vMxEV2dgyr2TiD+2PQ10o+cOhdVAcwfg==}
+
+  micromark-extension-gfm-task-list-item@2.1.0:
+    resolution: {integrity: sha512-qIBZhqxqI6fjLDYFTBIa4eivDMnP+OZqsNwmQ3xNLE4Cxwc+zfQEfbs6tzAo2Hjq+bh6q5F+Z8/cksrLFYWQQw==}
+
+  micromark-extension-gfm@3.0.0:
+    resolution: {integrity: sha512-vsKArQsicm7t0z2GugkCKtZehqUm31oeGBV/KVSorWSy8ZlNAv7ytjFhvaryUiCUJYqs+NoE6AFhpQvBTM6Q4w==}
+
+  micromark-extension-math@3.1.0:
+    resolution: {integrity: sha512-lvEqd+fHjATVs+2v/8kg9i5Q0AP2k85H0WUOwpIVvUML8BapsMvh1XAogmQjOCsLpoKRCVQqEkQBB3NhVBcsOg==}
+
+  micromark-factory-destination@2.0.1:
+    resolution: {integrity: sha512-Xe6rDdJlkmbFRExpTOmRj9N3MaWmbAgdpSrBQvCFqhezUn4AHqJHbaEnfbVYYiexVSs//tqOdY/DxhjdCiJnIA==}
+
+  micromark-factory-label@2.0.1:
+    resolution: {integrity: sha512-VFMekyQExqIW7xIChcXn4ok29YE3rnuyveW3wZQWWqF4Nv9Wk5rgJ99KzPvHjkmPXF93FXIbBp6YdW3t71/7Vg==}
+
+  micromark-factory-space@2.0.1:
+    resolution: {integrity: sha512-zRkxjtBxxLd2Sc0d+fbnEunsTj46SWXgXciZmHq0kDYGnck/ZSGj9/wULTV95uoeYiK5hRXP2mJ98Uo4cq/LQg==}
+
+  micromark-factory-title@2.0.1:
+    resolution: {integrity: sha512-5bZ+3CjhAd9eChYTHsjy6TGxpOFSKgKKJPJxr293jTbfry2KDoWkhBb6TcPVB4NmzaPhMs1Frm9AZH7OD4Cjzw==}
+
+  micromark-factory-whitespace@2.0.1:
+    resolution: {integrity: sha512-Ob0nuZ3PKt/n0hORHyvoD9uZhr+Za8sFoP+OnMcnWK5lngSzALgQYKMr9RJVOWLqQYuyn6ulqGWSXdwf6F80lQ==}
+
+  micromark-util-character@2.1.1:
+    resolution: {integrity: sha512-wv8tdUTJ3thSFFFJKtpYKOYiGP2+v96Hvk4Tu8KpCAsTMs6yi+nVmGh1syvSCsaxz45J6Jbw+9DD6g97+NV67Q==}
+
+  micromark-util-chunked@2.0.1:
+    resolution: {integrity: sha512-QUNFEOPELfmvv+4xiNg2sRYeS/P84pTW0TCgP5zc9FpXetHY0ab7SxKyAQCNCc1eK0459uoLI1y5oO5Vc1dbhA==}
+
+  micromark-util-classify-character@2.0.1:
+    resolution: {integrity: sha512-K0kHzM6afW/MbeWYWLjoHQv1sgg2Q9EccHEDzSkxiP/EaagNzCm7T/WMKZ3rjMbvIpvBiZgwR3dKMygtA4mG1Q==}
+
+  micromark-util-combine-extensions@2.0.1:
+    resolution: {integrity: sha512-OnAnH8Ujmy59JcyZw8JSbK9cGpdVY44NKgSM7E9Eh7DiLS2E9RNQf0dONaGDzEG9yjEl5hcqeIsj4hfRkLH/Bg==}
+
+  micromark-util-decode-numeric-character-reference@2.0.2:
+    resolution: {integrity: sha512-ccUbYk6CwVdkmCQMyr64dXz42EfHGkPQlBj5p7YVGzq8I7CtjXZJrubAYezf7Rp+bjPseiROqe7G6foFd+lEuw==}
+
+  micromark-util-decode-string@2.0.1:
+    resolution: {integrity: sha512-nDV/77Fj6eH1ynwscYTOsbK7rR//Uj0bZXBwJZRfaLEJ1iGBR6kIfNmlNqaqJf649EP0F3NWNdeJi03elllNUQ==}
+
+  micromark-util-encode@2.0.1:
+    resolution: {integrity: sha512-c3cVx2y4KqUnwopcO9b/SCdo2O67LwJJ/UyqGfbigahfegL9myoEFoDYZgkT7f36T0bLrM9hZTAaAyH+PCAXjw==}
+
+  micromark-util-html-tag-name@2.0.1:
+    resolution: {integrity: sha512-2cNEiYDhCWKI+Gs9T0Tiysk136SnR13hhO8yW6BGNyhOC4qYFnwF1nKfD3HFAIXA5c45RrIG1ub11GiXeYd1xA==}
+
+  micromark-util-normalize-identifier@2.0.1:
+    resolution: {integrity: sha512-sxPqmo70LyARJs0w2UclACPUUEqltCkJ6PhKdMIDuJ3gSf/Q+/GIe3WKl0Ijb/GyH9lOpUkRAO2wp0GVkLvS9Q==}
+
+  micromark-util-resolve-all@2.0.1:
+    resolution: {integrity: sha512-VdQyxFWFT2/FGJgwQnJYbe1jjQoNTS4RjglmSjTUlpUMa95Htx9NHeYW4rGDJzbjvCsl9eLjMQwGeElsqmzcHg==}
+
+  micromark-util-sanitize-uri@2.0.1:
+    resolution: {integrity: sha512-9N9IomZ/YuGGZZmQec1MbgxtlgougxTodVwDzzEouPKo3qFWvymFHWcnDi2vzV1ff6kas9ucW+o3yzJK9YB1AQ==}
+
+  micromark-util-subtokenize@2.1.0:
+    resolution: {integrity: sha512-XQLu552iSctvnEcgXw6+Sx75GflAPNED1qx7eBJ+wydBb2KCbRZe+NwvIEEMM83uml1+2WSXpBAcp9IUCgCYWA==}
+
+  micromark-util-symbol@2.0.1:
+    resolution: {integrity: sha512-vs5t8Apaud9N28kgCrRUdEed4UJ+wWNvicHLPxCa9ENlYuAY31M0ETy5y1vA33YoNPDFTghEbnh6efaE8h4x0Q==}
+
+  micromark-util-types@2.0.2:
+    resolution: {integrity: sha512-Yw0ECSpJoViF1qTU4DC6NwtC4aWGt1EkzaQB8KPPyCRR8z9TWeV0HbEFGTO+ZY1wB22zmxnJqhPyTpOVCpeHTA==}
+
+  micromark@4.0.2:
+    resolution: {integrity: sha512-zpe98Q6kvavpCr1NPVSCMebCKfD7CA2NqZ+rykeNhONIJBpc1tFKt9hucLGwha3jNTNI8lHpctWJWoimVF4PfA==}
+
   micromatch@4.0.8:
     resolution: {integrity: sha512-PXwfBhYu0hBCPw8Dn0E+WDYb7af3dSLVWKi3HGv84IdF4TyFoC0ysxFd0Goxw7nSv4T/PzEJQxsYsEiFCKo2BA==}
     engines: {node: '>=8.6'}
 
+  mime-db@1.52.0:
+    resolution: {integrity: sha512-sPU4uV7dYlvtWJxwwxHD0PuihVNiE7TyAbQ5SWxDCB9mUYvOgroQOwYQQOKPJ8CIbE+1ETVlOoK1UC2nU3gYvg==}
+    engines: {node: '>= 0.6'}
+
+  mime-types@2.1.35:
+    resolution: {integrity: sha512-ZDY+bPm5zTTF+YpCrAU9nK0UgICYPT0QtT1NZWFv4s++TNkcgVaT0g6+4R2uI4MjQjzysHB1zxuWL50hzaeXiw==}
+    engines: {node: '>= 0.6'}
+
+  mime@1.6.0:
+    resolution: {integrity: sha512-x0Vn8spI+wuJ1O6S7gnbaQg8Pxh4NNHb7KSINmEWKiPE4RKOplvijn+NkmYmmRgP68mc70j2EbeTFRsrswaQeg==}
+    engines: {node: '>=4'}
+    hasBin: true
+
   mimic-function@5.0.1:
     resolution: {integrity: sha512-VP79XUPxV2CigYP3jWwAUFSku2aKqBH7uTAapFWCBqutsbmDo96KY5o8uh6U+/YSIn5OxJnXp73beVkpqMIGhA==}
     engines: {node: '>=18'}
@@ -3474,10 +5447,61 @@ packages:
   mlly@1.8.0:
     resolution: {integrity: sha512-l8D9ODSRWLe2KHJSifWGwBqpTZXIXTeo8mlKjY+E2HAakaTeNpqAyBZ8GSqLzHgw4XmHmC8whvpjJNMbFZN7/g==}
 
+  mongodb-connection-string-url@3.0.2:
+    resolution: {integrity: sha512-rMO7CGo/9BFwyZABcKAWL8UJwH/Kc2x0g72uhDWzG48URRax5TCIcJ7Rc3RZqffZzO/Gwff/jyKwCU9TN8gehA==}
+
+  mongodb@6.20.0:
+    resolution: {integrity: sha512-Tl6MEIU3K4Rq3TSHd+sZQqRBoGlFsOgNrH5ltAcFBV62Re3Fd+FcaVf8uSEQFOJ51SDowDVttBTONMfoYWrWlQ==}
+    engines: {node: '>=16.20.1'}
+    peerDependencies:
+      '@aws-sdk/credential-providers': ^3.188.0
+      '@mongodb-js/zstd': ^1.1.0 || ^2.0.0
+      gcp-metadata: ^5.2.0
+      kerberos: ^2.0.1
+      mongodb-client-encryption: '>=6.0.0 <7'
+      snappy: ^7.3.2
+      socks: ^2.7.1
+    peerDependenciesMeta:
+      '@aws-sdk/credential-providers':
+        optional: true
+      '@mongodb-js/zstd':
+        optional: true
+      gcp-metadata:
+        optional: true
+      kerberos:
+        optional: true
+      mongodb-client-encryption:
+        optional: true
+      snappy:
+        optional: true
+      socks:
+        optional: true
+
+  mongoose@8.21.0:
+    resolution: {integrity: sha512-dW2U01gN8EVQT5KAO5AkzjbqWc8A/CsEq15jOzq/M9ISpy8jw3iq7W9ZP135h9zykFOMt3AMxq4+anvt2YNJgw==}
+    engines: {node: '>=16.20.1'}
+
+  motion-dom@11.18.1:
+    resolution: {integrity: sha512-g76KvA001z+atjfxczdRtw/RXOM3OMSdd1f4DL77qCTF/+avrRJiawSG4yDibEQ215sr9kpinSlX2pCTJ9zbhw==}
+
+  motion-utils@11.18.1:
+    resolution: {integrity: sha512-49Kt+HKjtbJKLtgO/LKj9Ld+6vw9BjH5d9sc40R/kVyH8GLAXgT42M2NnuPcJNuA3s9ZfZBUcwIgpmZWGEE+hA==}
+
+  mpath@0.9.0:
+    resolution: {integrity: sha512-ikJRQTk8hw5DEoFVxHG1Gn9T/xcjtdnOKIU1JTmGjZZlg9LST2mBLmcX3/ICIbgJydT2GOc15RnNy5mHmzfSew==}
+    engines: {node: '>=4.0.0'}
+
+  mquery@5.0.0:
+    resolution: {integrity: sha512-iQMncpmEK8R8ncT8HJGsGc9Dsp8xcgYMVSbs5jgnm1lFHTZqMJTUWTDx1LBO8+mK3tPNZWFLBghQEIOULSTHZg==}
+    engines: {node: '>=14.0.0'}
+
   mri@1.2.0:
     resolution: {integrity: sha512-tzzskb3bG8LvYGFF/mDTpq3jpI6Q9wc3LEmBaghu+DdCssd1FakN7Bc0hVNmEyGq1bq3RgfkCb3cmQLpNPOroA==}
     engines: {node: '>=4'}
 
+  ms@2.0.0:
+    resolution: {integrity: sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A==}
+
   ms@2.1.3:
     resolution: {integrity: sha512-6FlzubTLZG3J2a/NVCAleEhjzq5oxgHyaCU9yYXvcLsvoVaHJq/s5xXI6/XXP6tz7R9xAOtHnSO/tXtF3WRTlA==}
 
@@ -3503,6 +5527,11 @@ packages:
     engines: {node: ^10 || ^12 || ^13.7 || ^14 || >=15.0.1}
     hasBin: true
 
+  nanoid@5.1.6:
+    resolution: {integrity: sha512-c7+7RQ+dMB5dPwwCp4ee1/iV/q2P6aK1mTZcfr1BTuVlyW9hJYiMPybJCcnBlQtuSmTIWNeazm/zqNoZSSElBg==}
+    engines: {node: ^18 || >=20}
+    hasBin: true
+
   napi-postinstall@0.3.4:
     resolution: {integrity: sha512-PHI5f1O0EP5xJ9gQmFGMS6IZcrVvTjpXjz7Na41gTE7eE2hK11lg04CECCYEEjdc17EV4DO+fkGEtt7TpTaTiQ==}
     engines: {node: ^12.20.0 || ^14.18.0 || >=16.0.0}
@@ -3511,15 +5540,24 @@ packages:
   natural-compare@1.4.0:
     resolution: {integrity: sha512-OWND8ei3VtNC9h7V60qff3SVobHr996CTwgxubgyQYEpg290h9J0buyECNNJexkFm5sOajh5G116RYA1c8ZMSw==}
 
+  natural@8.1.0:
+    resolution: {integrity: sha512-qHKU+BzPXzEDwToFBzlI+3oI2jeN3xRNP421ifoF2Fw7ej+5zEO3Z5wUKPjz00jhz9/ESerIUGfhPqqkOqlWPA==}
+    engines: {node: '>=0.4.10'}
+
+  negotiator@0.6.3:
+    resolution: {integrity: sha512-+EUsqGPLsM+j/zdChZjsnX51g4XrHFOIXwfnCVPGlQk/k5giakcKsuxCObBRu6DSm9opw/O6slWbJdghQM4bBg==}
+    engines: {node: '>= 0.6'}
+
   next-themes@0.4.6:
     resolution: {integrity: sha512-pZvgD5L0IEvX5/9GWyHMf3m8BKiVQwsCMHfoFosXtXBMnaS0ZnIJ9ST4b4NqLVKDEm8QBxoNNGNaBv2JNF6XNA==}
     peerDependencies:
       react: ^16.8 || ^17 || ^18 || ^19 || ^19.0.0-rc
       react-dom: ^16.8 || ^17 || ^18 || ^19 || ^19.0.0-rc
 
-  next@16.0.4:
-    resolution: {integrity: sha512-vICcxKusY8qW7QFOzTvnRL1ejz2ClTqDKtm1AcUjm2mPv/lVAdgpGNsftsPRIDJOXOjRQO68i1dM8Lp8GZnqoA==}
+  next@16.0.8:
+    resolution: {integrity: sha512-LmcZzG04JuzNXi48s5P+TnJBsTGPJunViNKV/iE4uM6kstjTQsQhvsAv+xF6MJxU2Pr26tl15eVbp0jQnsv6/g==}
     engines: {node: '>=20.9.0'}
+    deprecated: This version has a security vulnerability. Please upgrade to a patched version. See https://nextjs.org/blog/security-update-2025-12-11 for more details.
     hasBin: true
     peerDependencies:
       '@opentelemetry/api': ^1.1.0
@@ -3552,6 +5590,12 @@ packages:
     resolution: {integrity: sha512-bdok/XvKII3nUpklnV6P2hxtMNrCboOjAcyBuQnWEhO665FwrSNRxU+AqpsyvO6LgGYPspN+lu5CLtw4jPRKNA==}
     engines: {node: '>=0.10.0'}
 
+  nth-check@2.1.1:
+    resolution: {integrity: sha512-lqjrjmaOoAnWfMmBPL+XNnynZh2+swxiX3WUE0s4yEHI6m+AwrK2UZOimIRl3X/4QctVqS8AiZjFqyOGrMXb/w==}
+
+  nwsapi@2.2.23:
+    resolution: {integrity: sha512-7wfH4sLbt4M0gCDzGE6vzQBo0bfTKjU7Sfpqy/7gs1qBfYz2vEJH6vXcBKpO3+6Yu1telwd0t9HpyOoLEQQbIQ==}
+
   nypm@0.6.2:
     resolution: {integrity: sha512-7eM+hpOtrKrBDCh7Ypu2lJ9Z7PNZBdi/8AT3AX8xoCj43BBVHD0hPSTEvMtkMpfs8FCqBGhxB+uToIQimA111g==}
     engines: {node: ^14.16.0 || >=16.10.0}
@@ -3596,14 +5640,48 @@ packages:
   ohash@2.0.11:
     resolution: {integrity: sha512-RdR9FQrFwNBNXAr4GixM8YaRZRJ5PUWbKYbE5eOsrwAjJW0q2REGcf79oYPsLyskQCZG1PLN+S/K1V00joZAoQ==}
 
+  on-finished@2.4.1:
+    resolution: {integrity: sha512-oVlzkg3ENAhCk2zdv7IJwd/QUD4z2RxRwpkcGY8psCVcCYZNq4wYnVWALHM+brtuJjePWiYF/ClmuDr8Ch5+kg==}
+    engines: {node: '>= 0.8'}
+
+  onetime@7.0.0:
+    resolution: {integrity: sha512-VXJjc87FScF88uafS3JllDgvAm+c/Slfz06lorj2uAY34rlUu0Nt+v8wreiImcrgAjjIHp1rXpTDlLOGw29WwQ==}
+    engines: {node: '>=18'}
+
+  oniguruma-parser@0.12.1:
+    resolution: {integrity: sha512-8Unqkvk1RYc6yq2WBYRj4hdnsAxVze8i7iPfQr8e4uSP3tRv0rpZcbGUDvxfQQcdwHt/e9PrMvGCsa8OqG9X3w==}
+
+  oniguruma-to-es@4.3.4:
+    resolution: {integrity: sha512-3VhUGN3w2eYxnTzHn+ikMI+fp/96KoRSVK9/kMTcFqj1NRDh2IhQCKvYxDnWePKRXY/AqH+Fuiyb7VHSzBjHfA==}
+
   open@8.4.2:
     resolution: {integrity: sha512-7x81NCL719oNbsq/3mh+hVrAWmFuEYUqrq/Iw3kUzH8ReypT9QQ0BLoJS7/G9k6N81XjW4qHWtjWwe/9eLy1EQ==}
     engines: {node: '>=12'}
 
+  openai@6.9.1:
+    resolution: {integrity: sha512-vQ5Rlt0ZgB3/BNmTa7bIijYFhz3YBceAA3Z4JuoMSBftBF9YqFHIEhZakSs+O/Ad7EaoEimZvHxD5ylRjN11Lg==}
+    hasBin: true
+    peerDependencies:
+      ws: ^8.18.0
+      zod: ^3.25 || ^4.0
+    peerDependenciesMeta:
+      ws:
+        optional: true
+      zod:
+        optional: true
+
+  opener@1.5.2:
+    resolution: {integrity: sha512-ur5UIdyw5Y7yEj9wLzhqXiy6GZ3Mwx0yGI+5sMn2r0N0v3cKJvUmFH5yPP+WXh9e0xfyzyJX95D8l088DNFj7A==}
+    hasBin: true
+
   optionator@0.9.4:
     resolution: {integrity: sha512-6IpQ7mKUxRcZNLIObR0hz7lxsapSSIYNZJwXPGeF0mTVqGKFIXj1DQcMoT22S3ROcLyY/rz0PWaWZ9ayWmad9g==}
     engines: {node: '>= 0.8.0'}
 
+  ora@8.2.0:
+    resolution: {integrity: sha512-weP+BZ8MVNnlCm8c0Qdc1WSWq4Qn7I+9CJGm7Qali6g44e/PUzbjNqJX5NJ9ljlNMosfJvg1fKEGILklK9cwnw==}
+    engines: {node: '>=18'}
+
   outdent@0.5.0:
     resolution: {integrity: sha512-/jHxFIzoMXdqPzTaCpFzAAWhpkSjZPF4Vsn6jAfNpmbH/ymsmd7Qc6VE9BGn0L6YMj6uwpQLxCECpus4ukKS9Q==}
 
@@ -3651,10 +5729,35 @@ packages:
   package-manager-detector@0.2.11:
     resolution: {integrity: sha512-BEnLolu+yuz22S56CU1SUKq3XC3PkwD5wv4ikR4MfGvnRVcmzXR9DwSlW2fEamyTPyXHomBJRzgapeuBvRNzJQ==}
 
+  package-manager-detector@1.6.0:
+    resolution: {integrity: sha512-61A5ThoTiDG/C8s8UMZwSorAGwMJ0ERVGj2OjoW5pAalsNOg15+iQiPzrLJ4jhZ1HJzmC2PIHT2oEiH3R5fzNA==}
+
   parent-module@1.0.1:
     resolution: {integrity: sha512-GQ2EWRpQV8/o+Aw8YqtfZZPfNRWZYkbidE9k5rpl/hC3vtHHBfGm2Ifi6qWV+coDGkrUKZAxE3Lot5kcsRlh+g==}
     engines: {node: '>=6'}
 
+  parse-entities@4.0.2:
+    resolution: {integrity: sha512-GG2AQYWoLgL877gQIKeRPGO1xF9+eG1ujIb5soS5gPvLQ1y2o8FL90w2QWNdf9I361Mpp7726c+lj3U0qK1uGw==}
+
+  parse-srcset@1.0.2:
+    resolution: {integrity: sha512-/2qh0lav6CmI15FzA3i/2Bzk2zCgQhGMkvhOhKNcBVQ1ldgpbfiNTVslmooUmWJcADi1f1kIeynbDRVzNlfR6Q==}
+
+  parse5-htmlparser2-tree-adapter@7.1.0:
+    resolution: {integrity: sha512-ruw5xyKs6lrpo9x9rCZqZZnIUntICjQAd0Wsmp396Ul9lN/h+ifgVV1x1gZHi8euej6wTfpqX8j+BFQxF0NS/g==}
+
+  parse5-parser-stream@7.1.2:
+    resolution: {integrity: sha512-JyeQc9iwFLn5TbvvqACIF/VXG6abODeB3Fwmv/TGdLk2LfbWkaySGY72at4+Ty7EkPZj854u4CrICqNk2qIbow==}
+
+  parse5@7.3.0:
+    resolution: {integrity: sha512-IInvU7fabl34qmi9gY8XOVxhYyMyuH2xUNpb2q8/Y+7552KlejkRvqvD19nMoUW/uQGGbqNpA6Tufu5FL5BZgw==}
+
+  parseurl@1.3.3:
+    resolution: {integrity: sha512-CiyeOxFT/JZyN5m0z9PfXw4SCBJ6Sygz1Dpl0wqjlhDEGGBP1GnsUVEL0p63hoG1fcj3fHynXi9NYO4nWOL+qQ==}
+    engines: {node: '>= 0.8'}
+
+  path-data-parser@0.1.0:
+    resolution: {integrity: sha512-NOnmBpt5Y2RWbuv0LMzsayp3lVylAHLPUTut412ZA3l+C4uw4ZVkQbjShYCQ8TCpUMdPapr4YjUqLYD6v68j+w==}
+
   path-exists@4.0.0:
     resolution: {integrity: sha512-ak9Qy5Q7jYb2Wwcey5Fpvg2KoAc/ZIhLSLOSBmRmygPsGwkVVt0fZa0qrtMz+m6tJTAHfZQ8FnmB4MG4LWy7/w==}
     engines: {node: '>=8'}
@@ -3674,6 +5777,9 @@ packages:
     resolution: {integrity: sha512-oWyT4gICAu+kaA7QWk/jvCHWarMKNs6pXOGWKDTr7cw4IGcUbW+PeTfbaQiLGheFRpjo6O9J0PmyMfQPjH71oA==}
     engines: {node: 20 || >=22}
 
+  path-to-regexp@0.1.12:
+    resolution: {integrity: sha512-RA1GjUVMnvYFxuqovrEqZoxxW5NUZqbwKtYz/Tt7nXerk0LbLblQmrsgdeOxV5SFHf0UDggjS/bSeOZwt1pmEQ==}
+
   path-to-regexp@6.3.0:
     resolution: {integrity: sha512-Yhpw4T9C6hPpgPeA28us07OJeqZ5EzQTkbfwuhsUg0c237RomFoETJgmp2sa3F/41gfLE6G5cqcYwznmeEeOlQ==}
 
@@ -3694,6 +5800,40 @@ packages:
   perfect-debounce@1.0.0:
     resolution: {integrity: sha512-xCy9V055GLEqoFaHoC1SoLIaLmWctgCUaBaWxDZ7/Zx4CTyX7cJQLJOok/orfjZAh9kEYpjJa4d0KcJmCbctZA==}
 
+  pg-cloudflare@1.2.7:
+    resolution: {integrity: sha512-YgCtzMH0ptvZJslLM1ffsY4EuGaU0cx4XSdXLRFae8bPP4dS5xL1tNB3k2o/N64cHJpwU7dxKli/nZ2lUa5fLg==}
+
+  pg-connection-string@2.9.1:
+    resolution: {integrity: sha512-nkc6NpDcvPVpZXxrreI/FOtX3XemeLl8E0qFr6F2Lrm/I8WOnaWNhIPK2Z7OHpw7gh5XJThi6j6ppgNoaT1w4w==}
+
+  pg-int8@1.0.1:
+    resolution: {integrity: sha512-WCtabS6t3c8SkpDBUlb1kjOs7l66xsGdKpIPZsg4wR+B3+u9UAum2odSsF9tnvxg80h4ZxLWMy4pRjOsFIqQpw==}
+    engines: {node: '>=4.0.0'}
+
+  pg-pool@3.10.1:
+    resolution: {integrity: sha512-Tu8jMlcX+9d8+QVzKIvM/uJtp07PKr82IUOYEphaWcoBhIYkoHpLXN3qO59nAI11ripznDsEzEv8nUxBVWajGg==}
+    peerDependencies:
+      pg: '>=8.0'
+
+  pg-protocol@1.10.3:
+    resolution: {integrity: sha512-6DIBgBQaTKDJyxnXaLiLR8wBpQQcGWuAESkRBX/t6OwA8YsqP+iVSiond2EDy6Y/dsGk8rh/jtax3js5NeV7JQ==}
+
+  pg-types@2.2.0:
+    resolution: {integrity: sha512-qTAAlrEsl8s4OiEQY69wDvcMIdQN6wdz5ojQiOy6YRMuynxenON0O5oCpJI6lshc6scgAY8qvJ2On/p+CXY0GA==}
+    engines: {node: '>=4'}
+
+  pg@8.16.3:
+    resolution: {integrity: sha512-enxc1h0jA/aq5oSDMvqyW3q89ra6XIIDZgCX9vkMrnz5DFTw/Ny3Li2lFQ+pt3L6MCgm/5o2o8HW9hiJji+xvw==}
+    engines: {node: '>= 16.0.0'}
+    peerDependencies:
+      pg-native: '>=3.0.1'
+    peerDependenciesMeta:
+      pg-native:
+        optional: true
+
+  pgpass@1.0.5:
+    resolution: {integrity: sha512-FdW9r/jQZhSeohs1Z3sI1yxFQNFvMcnmfuj4WBMUTxOrAyLMaTcE1aAMBiTlbMNaXvBCQuVi0R7hd8udDSP7ug==}
+
   picocolors@1.1.1:
     resolution: {integrity: sha512-xceH2snhtb5M9liqDsmEw56le376mTZkEX/jEb/RxNFyegNul7eNslCXP9FDj/Lcu0X8KEyMceP2ntpaHrDEVA==}
 
@@ -3723,10 +5863,20 @@ packages:
   pkg-types@2.3.0:
     resolution: {integrity: sha512-SIqCzDRg0s9npO5XQ3tNZioRY1uK06lA41ynBC1YmFTmnY6FjUjVt6s4LoADmwoig1qqD0oK8h1p/8mlMx8Oig==}
 
+  points-on-curve@0.2.0:
+    resolution: {integrity: sha512-0mYKnYYe9ZcqMCWhUjItv/oHjvgEsfKvnUTg8sAtnHr3GVy7rGkXCb6d5cSyqrWqL4k81b9CPg3urd+T7aop3A==}
+
+  points-on-path@0.2.1:
+    resolution: {integrity: sha512-25ClnWWuw7JbWZcgqY/gJ4FQWadKxGWk+3kR/7kD0tCaDtPPMj7oHu2ToLaVhfpnHrZzYby2w6tUA0eOIuUg8g==}
+
   polished@4.3.1:
     resolution: {integrity: sha512-OBatVyC/N7SCW/FaDHrSd+vn0o5cS855TOmYi4OkdWUMSJCET/xip//ch8xGUvtr3i44X9LVyWwQlRMTN3pwSA==}
     engines: {node: '>=10'}
 
+  portfinder@1.0.38:
+    resolution: {integrity: sha512-rEwq/ZHlJIKw++XtLAO8PPuOQA/zaPJOZJ37BVuN97nLpMJeuDVLVGRwbFoBgLudgdTMP2hdRJP++H+8QOA3vg==}
+    engines: {node: '>= 10.12'}
+
   possible-typed-array-names@1.1.0:
     resolution: {integrity: sha512-/+5VFTchJDoVj3bhoqi6UeymcD00DAwb1nJwamzPvHEszJ4FpF6SNNbUbOS8yI56qHzdV8eK0qEfOSiodkTdxg==}
     engines: {node: '>= 0.4'}
@@ -3767,6 +5917,10 @@ packages:
     peerDependencies:
       postcss: ^8.2.14
 
+  postcss-selector-parser@6.0.10:
+    resolution: {integrity: sha512-IQ7TZdoaqbT+LCpShg46jnZVlhWD2w6iQYAcYXfHARZ7X1t/UGhhceQDs5X0cGqKvYlHNOuv7Oa1xmb0oQuA3w==}
+    engines: {node: '>=4'}
+
   postcss-selector-parser@6.1.2:
     resolution: {integrity: sha512-Q8qQfPiZ+THO/3ZrOrO0cJJKfpYCagtMUkXbnEfmgUjwXg6z/WBeOyS9APBBPCTSiDV+s4SwQGu8yFsiMRIudg==}
     engines: {node: '>=4'}
@@ -3782,6 +5936,22 @@ packages:
     resolution: {integrity: sha512-3Ybi1tAuwAP9s0r1UQ2J4n5Y0G05bJkpUIO0/bI9MhwmD70S5aTWbXGBwxHrelT+XM1k6dM0pk+SwNkpTRN7Pg==}
     engines: {node: ^10 || ^12 || >=14}
 
+  postgres-array@2.0.0:
+    resolution: {integrity: sha512-VpZrUqU5A69eQyW2c5CA1jtLecCsN2U/bD6VilrFDWq5+5UIEVO7nazS3TEcHf1zuPYO/sqGvUvW62g86RXZuA==}
+    engines: {node: '>=4'}
+
+  postgres-bytea@1.0.1:
+    resolution: {integrity: sha512-5+5HqXnsZPE65IJZSMkZtURARZelel2oXUEO8rH83VS/hxH5vv1uHquPg5wZs8yMAfdv971IU+kcPUczi7NVBQ==}
+    engines: {node: '>=0.10.0'}
+
+  postgres-date@1.0.7:
+    resolution: {integrity: sha512-suDmjLVQg78nMK2UZ454hAG+OAW+HQPZ6n++TNDUX+L0+uUlLywnoxJKDou51Zm+zTCjrCl0Nq6J9C5hP9vK/Q==}
+    engines: {node: '>=0.10.0'}
+
+  postgres-interval@1.2.0:
+    resolution: {integrity: sha512-9ZhXKM/rw350N1ovuWHbGxnGh/SNJ4cnxHiM0rxE4VN41wsg8P8zWn9hv/buK00RP4WvlOyr/RBDiptyxVbkZQ==}
+    engines: {node: '>=0.10.0'}
+
   prelude-ls@1.2.1:
     resolution: {integrity: sha512-vkcDPrRZo1QZLbn5RLGPpg/WmIQ65qoWWhcGKf/b5eplkkarX0m9z8ppCat4mlOqUsWpyNuYgO3VRyrYHSzX5g==}
     engines: {node: '>= 0.8.0'}
@@ -3805,6 +5975,10 @@ packages:
       typescript:
         optional: true
 
+  prismjs@1.30.0:
+    resolution: {integrity: sha512-DEvV2ZF2r2/63V+tK8hQvrR2ZGn10srHbXviTlcv7Kpzw8jWiNTqbVgjO3IY8RxrrOUF8VPMQQFysYYYv0YZxw==}
+    engines: {node: '>=6'}
+
   process@0.11.10:
     resolution: {integrity: sha512-cdGef/drWFoydD1JsMzuFf8100nZl+GT+yacc2bEced5f9Rjk4z+WtFUTBu9PhOi9j/jfmBPu0mMEY4wIdAF8A==}
     engines: {node: '>= 0.6.0'}
@@ -3816,6 +5990,19 @@ packages:
   prop-types@15.8.1:
     resolution: {integrity: sha512-oj87CgZICdulUohogVAR7AjlC0327U4el4L6eAvOqCeudMDVU0NThNaV+b9Df4dXgSP1gXMTnPdhfe/2qDH5cg==}
 
+  property-information@6.5.0:
+    resolution: {integrity: sha512-PgTgs/BlvHxOu8QuEN7wi5A0OmXaBcHpmCSTehcs6Uuu9IkDIEo13Hy7n898RHfrQ49vKCoGeWZSaAK01nwVig==}
+
+  property-information@7.1.0:
+    resolution: {integrity: sha512-TwEZ+X+yCJmYfL7TPUOcvBZ4QfoT5YenQiJuX//0th53DE6w0xxLEtfK3iyryQFddXuvkIk51EEgrJQ0WJkOmQ==}
+
+  proxy-addr@2.0.7:
+    resolution: {integrity: sha512-llQsMLSUDUPT44jdrU/O37qlnifitDP+ZwrmmZcoSKyLKvtZxpyV0n2/bD/N4tBAAZ/gJEdZU7KMraoK1+XYAg==}
+    engines: {node: '>= 0.10'}
+
+  proxy-from-env@1.1.0:
+    resolution: {integrity: sha512-D+zkORCbA9f1tdWRK0RaCR3GPv50cMxcrz4X8k5LTSUD1Dkw47mKJEZQNunItRTkWwgtaUSo1RVFRIG9ZXiFYg==}
+
   punycode@2.3.1:
     resolution: {integrity: sha512-vYt7UD1U9Wg6138shLtLOvdAu+8DsC/ilFtEVHcH+wydcSpNE20AfSOduf6MkRFahL5FY7X1oU7nKVZFtfq8Fg==}
     engines: {node: '>=6'}
@@ -3823,12 +6010,24 @@ packages:
   pure-rand@6.1.0:
     resolution: {integrity: sha512-bVWawvoZoBYpp6yIoQtQXHZjmz35RSVHnUOTefl8Vcjr8snTPY1wnpSPMWekcFwbxI6gtmT7rSYPFvz71ldiOA==}
 
+  qs@6.14.0:
+    resolution: {integrity: sha512-YWWTjgABSKcvs/nWBi9PycY/JiPJqOD4JA6o9Sej2AtvSGarXxKC3OQSk4pAarbdQlKAh5D4FCQkJNkW+GAn3w==}
+    engines: {node: '>=0.6'}
+
   quansync@0.2.11:
     resolution: {integrity: sha512-AifT7QEbW9Nri4tAwR5M/uzpBuqfZf+zwaEM/QkzEjj7NBuFD2rBuy0K3dE+8wltbezDV7JMA0WfnCPYRSYbXA==}
 
   queue-microtask@1.2.3:
     resolution: {integrity: sha512-NuaNSa6flKT5JaSYQzJok04JzTL1CA6aGhv5rfLW3PgqA+M2ChpZQnAC8h8i4ZFkBS8X5RqkDBHA7r4hej3K9A==}
 
+  range-parser@1.2.1:
+    resolution: {integrity: sha512-Hrgsx+orqoygnmhFbKaHE6c296J+HTAQXoxEF6gNupROmmGJRoyzfG3ccAveqCBrwr/2yxQ5BVd/GTl5agOwSg==}
+    engines: {node: '>= 0.6'}
+
+  raw-body@2.5.3:
+    resolution: {integrity: sha512-s4VSOf6yN0rvbRZGxs8Om5CWj6seneMwK3oDb4lWDH0UPhWcxwOWw5+qk24bxq87szX1ydrwylIOp2uG1ojUpA==}
+    engines: {node: '>= 0.8'}
+
   rc9@2.1.2:
     resolution: {integrity: sha512-btXCnMmRIBINM2LDZoEmOogIZU7Qe7zn4BpomSKZ/ykbLObuBdvG+mFq11DL6fjH1DRwHhrlgtYWG96bJiC7Cg==}
 
@@ -3852,6 +6051,18 @@ packages:
   react-is@17.0.2:
     resolution: {integrity: sha512-w2GsyukL62IJnlaff/nRegPQR94C/XXamvMWmSHRJ4y7Ts/4ocGRmTHvOs8PSE6pB3dWOrD/nueuU5sduBsQ4w==}
 
+  react-markdown@10.1.0:
+    resolution: {integrity: sha512-qKxVopLT/TyA6BX3Ue5NwabOsAzm0Q7kAPwq6L+wWDwisYs7R8vZ0nRXqq6rkueboxpkjvLGU9fWifiX/ZZFxQ==}
+    peerDependencies:
+      '@types/react': '>=18'
+      react: '>=18'
+
+  react-syntax-highlighter@16.1.0:
+    resolution: {integrity: sha512-E40/hBiP5rCNwkeBN1vRP+xow1X0pndinO+z3h7HLsHyjztbyjfzNWNKuAsJj+7DLam9iT4AaaOZnueCU+Nplg==}
+    engines: {node: '>= 16.20.2'}
+    peerDependencies:
+      react: '>= 0.14.0'
+
   react@19.2.0:
     resolution: {integrity: sha512-tmbWg6W31tQLeB5cdIBOicJDJRR2KzXsV7uSK9iNfLWQ5bIZfxuPEHp7M8wiHyHnn0DD1i7w3Zmin0FtkrwoCQ==}
     engines: {node: '>=0.10.0'}
@@ -3883,10 +6094,25 @@ packages:
     resolution: {integrity: sha512-6tDA8g98We0zd0GvVeMT9arEOnTw9qM03L9cJXaCjrip1OO764RDBLBfrB4cwzNGDj5OA5ioymC9GkizgWJDUg==}
     engines: {node: '>=8'}
 
+  redis@4.7.1:
+    resolution: {integrity: sha512-S1bJDnqLftzHXHP8JsT5II/CtHWQrASX5K96REjWjlmWKrviSOLWmM7QnRLstAWsu1VBBV1ffV6DzCvxNP0UJQ==}
+
   reflect.getprototypeof@1.0.10:
     resolution: {integrity: sha512-00o4I+DVrefhv+nX0ulyi3biSHCPDe+yLv5o/p6d/UVlirijB8E16FtfwSAi4g3tcqrQ4lRAqQSoFEZJehYEcw==}
     engines: {node: '>= 0.4'}
 
+  refractor@5.0.0:
+    resolution: {integrity: sha512-QXOrHQF5jOpjjLfiNk5GFnWhRXvxjUVnlFxkeDmewR5sXkr3iM46Zo+CnRR8B+MDVqkULW4EcLVcRBNOPXHosw==}
+
+  regex-recursion@6.0.2:
+    resolution: {integrity: sha512-0YCaSCq2VRIebiaUviZNs0cBz1kg5kVS2UKUfNIx8YVs1cN3AV7NTctO5FOKBA+UT2BPJIWZauYHPqJODG50cg==}
+
+  regex-utilities@2.3.0:
+    resolution: {integrity: sha512-8VhliFJAWRaUiVvREIiW2NXXTmHs4vMNnSzuJVhscgmGav3g9VDxLrQndI3dZZVVdp0ZO/5v0xmX516/7M9cng==}
+
+  regex@6.0.1:
+    resolution: {integrity: sha512-uorlqlzAKjKQZ5P+kTJr3eeJGSVroLKoHmquUj4zHWuR+hEyNqlXsSKlYYF5F4NI6nl7tWCs0apKJ0lmfsXAPA==}
+
   regexp-tree@0.1.27:
     resolution: {integrity: sha512-iETxpjK6YoRWJG5o6hXLwvjYAoW+FEZn9os0PD/b6AP6xQwsa/Y7lCVgIixBbUPMfhu+i2LtdeAqVTgGlQarfA==}
     hasBin: true
@@ -3895,6 +6121,53 @@ packages:
     resolution: {integrity: sha512-dYqgNSZbDwkaJ2ceRd9ojCGjBq+mOm9LmtXnAnEGyHhN/5R7iDW2TRw3h+o/jCFxus3P2LfWIIiwowAjANm7IA==}
     engines: {node: '>= 0.4'}
 
+  rehype-harden@1.1.6:
+    resolution: {integrity: sha512-5WyX6BFEWYmmbCF/S2gNRklfgPGTiGjviAjbseO4XlpqEilWBkvWwve6uU/JB3C0JvG/qxCZa3rBn8+ajy4i/A==}
+
+  rehype-katex@7.0.1:
+    resolution: {integrity: sha512-OiM2wrZ/wuhKkigASodFoo8wimG3H12LWQaH8qSPVJn9apWKFSH3YOCtbKpBorTVw/eI7cuT21XBbvwEswbIOA==}
+
+  rehype-raw@7.0.0:
+    resolution: {integrity: sha512-/aE8hCfKlQeA8LmyeyQvQF3eBiLRGNlfBJEvWH7ivp9sBqs7TNqBL5X3v157rM4IFETqDnIOO+z5M/biZbo9Ww==}
+
+  rehype-sanitize@6.0.0:
+    resolution: {integrity: sha512-CsnhKNsyI8Tub6L4sm5ZFsme4puGfc6pYylvXo1AeqaGbjOYyzNv3qZPwvs0oMJ39eryyeOdmxwUIo94IpEhqg==}
+
+  remark-cjk-friendly-gfm-strikethrough@1.2.3:
+    resolution: {integrity: sha512-bXfMZtsaomK6ysNN/UGRIcasQAYkC10NtPmP0oOHOV8YOhA2TXmwRXCku4qOzjIFxAPfish5+XS0eIug2PzNZA==}
+    engines: {node: '>=16'}
+    peerDependencies:
+      '@types/mdast': ^4.0.0
+      unified: ^11.0.0
+    peerDependenciesMeta:
+      '@types/mdast':
+        optional: true
+
+  remark-cjk-friendly@1.2.3:
+    resolution: {integrity: sha512-UvAgxwlNk+l9Oqgl/9MWK2eWRS7zgBW/nXX9AthV7nd/3lNejF138E7Xbmk9Zs4WjTJGs721r7fAEc7tNFoH7g==}
+    engines: {node: '>=16'}
+    peerDependencies:
+      '@types/mdast': ^4.0.0
+      unified: ^11.0.0
+    peerDependenciesMeta:
+      '@types/mdast':
+        optional: true
+
+  remark-gfm@4.0.1:
+    resolution: {integrity: sha512-1quofZ2RQ9EWdeN34S79+KExV1764+wCUGop5CPL1WGdD0ocPpu91lzPGbwWMECpEpd42kJGQwzRfyov9j4yNg==}
+
+  remark-math@6.0.0:
+    resolution: {integrity: sha512-MMqgnP74Igy+S3WwnhQ7kqGlEerTETXMvJhrUzDikVZ2/uogJCb+WHUg97hK9/jcfc0dkD73s3LN8zU49cTEtA==}
+
+  remark-parse@11.0.0:
+    resolution: {integrity: sha512-FCxlKLNGknS5ba/1lmpYijMUzX2esxW5xQqjWxw2eHFfS2MSdaHVINFmhjo+qN1WhZhNimq0dZATN9pH0IDrpA==}
+
+  remark-rehype@11.1.2:
+    resolution: {integrity: sha512-Dh7l57ianaEoIpzbp0PC9UKAdCSVklD8E5Rpw7ETfbTl3FqcOOgq5q2LVDhgGCkaBv7p24JXikPdvhhmHvKMsw==}
+
+  remark-stringify@11.0.0:
+    resolution: {integrity: sha512-1OSmLd3awB/t8qdoEOMazZkNsfVTeY4fTsgzcQFdXNq8ToTN4ZGwrMnlda4K6smTFKD+GRV6O48i6Z4iKgPPpw==}
+
   require-directory@2.1.1:
     resolution: {integrity: sha512-fGxEI7+wsG9xrvdjsrlmL22OMTTiHRwAMroiEeMgq8gzoLC/PQr7RsRDSTLUg/bZAZtF+TVIkHc6/4RIKrui+Q==}
     engines: {node: '>=0.10.0'}
@@ -3903,6 +6176,9 @@ packages:
     resolution: {integrity: sha512-Xf0nWe6RseziFMu+Ap9biiUbmplq6S9/p+7w7YXP/JBHhrUDDUhwa+vANyubuqfZWTveU//DYVGsDG7RKL/vEw==}
     engines: {node: '>=0.10.0'}
 
+  requires-port@1.0.0:
+    resolution: {integrity: sha512-KigOCHcocU3XODJxsu8i/j8T9tzT4adHiecwORRQ0ZZFcp7ahwXuRU1m+yuO90C5ZUyGeGfocHDI14M3L3yDAQ==}
+
   resolve-from@4.0.0:
     resolution: {integrity: sha512-pb/MYmXstAkysRFx8piNI1tGFNQIFA3vkE3Gq4EuA1dF6gHp/+vgZqsCGJapvy8N3Q+4o7FwvquPJcnZ7RYy4g==}
     engines: {node: '>=4'}
@@ -3923,6 +6199,14 @@ packages:
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     hasBin: true
 
+  restore-cursor@5.1.0:
+    resolution: {integrity: sha512-oMA2dcrw6u0YfxJQXm342bFKX/E4sG9rbTzO9ptUcR/e8A33cHuvStiYOwH7fszkZlZ1z/ta9AAoPk2F4qIOHA==}
+    engines: {node: '>=18'}
+
+  retry@0.13.1:
+    resolution: {integrity: sha512-XQBQ3I8W1Cge0Seh+6gjj03LbmRFWuoszgK9ooCpwYIrhhoO80pfq4cUkU5DkknwfOfFteRwlZ56PYOGYyFWdg==}
+    engines: {node: '>= 4'}
+
   rettime@0.7.0:
     resolution: {integrity: sha512-LPRKoHnLKd/r3dVxcwO7vhCW+orkOGj9ViueosEBK6ie89CijnfRlhaDhHq/3Hxu4CkWQtxwlBG0mzTQY6uQjw==}
 
@@ -3930,18 +6214,36 @@ packages:
     resolution: {integrity: sha512-g6QUff04oZpHs0eG5p83rFLhHeV00ug/Yf9nZM6fLeUrPguBTkTQOdpAWWspMh55TZfVQDPaN3NQJfbVRAxdIw==}
     engines: {iojs: '>=1.0.0', node: '>=0.10.0'}
 
+  robust-predicates@3.0.2:
+    resolution: {integrity: sha512-IXgzBWvWQwE6PrDI05OvmXUIruQTcoMDzRsOd5CDvHCVLcLHMTSYvOK5Cm46kWqlV3yAbuSpBZdJ5oP5OUoStg==}
+
   rollup@4.53.3:
     resolution: {integrity: sha512-w8GmOxZfBmKknvdXU1sdM9NHcoQejwF/4mNgj2JuEEdRaHwwF12K7e9eXn1nLZ07ad+du76mkVsyeb2rKGllsA==}
     engines: {node: '>=18.0.0', npm: '>=8.0.0'}
     hasBin: true
 
+  roughjs@4.6.6:
+    resolution: {integrity: sha512-ZUz/69+SYpFN/g/lUlo2FXcIjRkSu3nDarreVdGGndHEBJ6cXPdKguS8JGxwj5HA5xIbVKSmLgr5b3AWxtRfvQ==}
+
+  rrweb-cssom@0.8.0:
+    resolution: {integrity: sha512-guoltQEx+9aMf2gDZ0s62EcV8lsXR+0w8915TC3ITdn2YueuNjdAYh/levpU9nFaoChh9RUS5ZdQMrKfVEN9tw==}
+
   run-parallel@1.2.0:
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+  rw@1.3.3:
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+
   safe-array-concat@1.1.3:
     resolution: {integrity: sha512-AURm5f0jYEOydBj7VQlVvDrjeFgthDdEF5H1dP+6mNpoXOMo1quQqJ4wvJDyRZ9+pO3kGWoOdmV08cSv2aJV6Q==}
     engines: {node: '>=0.4'}
 
+  safe-buffer@5.1.2:
+    resolution: {integrity: sha512-Gd2UZBJDkXlY7GbJxfsE8/nvKkUEU1G38c1siN6QP6a9PT9MmHB8GnpscSmMJSoF8LOIrt8ud/wPtojys4G6+g==}
+
+  safe-buffer@5.2.1:
+    resolution: {integrity: sha512-rp3So07KcdmmKbGvgaNxQSJr7bGVSVk5S9Eq1F+ppbRo70+YeaDxkw5Dd8NPN+GD6bjnYm2VuPuCXmpuYvmCXQ==}
+
   safe-push-apply@1.0.0:
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     engines: {node: '>= 0.4'}
@@ -3953,12 +6255,29 @@ packages:
   safe-regex@2.1.1:
     resolution: {integrity: sha512-rx+x8AMzKb5Q5lQ95Zoi6ZbJqwCLkqi3XuJXp5P3rT8OEc6sZCJG5AE5dU3lsgRr/F4Bs31jSlVN+j5KrsGu9A==}
 
+  safe-stable-stringify@2.5.0:
+    resolution: {integrity: sha512-b3rppTKm9T+PsVCBEOUR46GWI7fdOs00VKZ1+9c1EWDaDMvjQc6tUwuFyIprgGgTcWoVHSKrU8H31ZHA2e0RHA==}
+    engines: {node: '>=10'}
+
   safer-buffer@2.1.2:
     resolution: {integrity: sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg==}
 
+  sanitize-html@2.17.0:
+    resolution: {integrity: sha512-dLAADUSS8rBwhaevT12yCezvioCA+bmUTPH/u57xKPT8d++voeYE6HeluA/bPbQ15TwDBG2ii+QZIEmYx8VdxA==}
+
+  saxes@6.0.0:
+    resolution: {integrity: sha512-xAg7SOnEhrm5zI3puOOKyy1OMcMlIJZYNJY7xLBwSze0UjhPLnWfj2GF2EpT0jmzaJKIWKHLsaSSajf35bcYnA==}
+    engines: {node: '>=v12.22.7'}
+
+  sbd@1.0.19:
+    resolution: {integrity: sha512-b5RyZMGSrFuIB4AHdbv12uYHS8YGEJ36gtuvG3RflbJGY+T0dXmAL0E4vZjQqT2RsX0v+ZwVqhV2zsGr5aFK9w==}
+
   scheduler@0.27.0:
     resolution: {integrity: sha512-eNv+WrVbKu1f3vbYJT/xtiF5syA5HPIMtf9IgY/nKg0sWqzAUEvqY/xm7OcZc/qafLx/iO9FgOmeSAp4v5ti/Q==}
 
+  secure-compare@3.0.1:
+    resolution: {integrity: sha512-AckIIV90rPDcBcglUwXPF3kg0P0qmPsPXAj6BBEENQE1p5yA1xfmDJzfi1Tappj37Pv2mVbKpL3Z1T+Nn7k1Qw==}
+
   semver@6.3.1:
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     hasBin: true
@@ -3968,6 +6287,18 @@ packages:
     engines: {node: '>=10'}
     hasBin: true
 
+  send@0.19.0:
+    resolution: {integrity: sha512-dW41u5VfLXu8SJh5bwRmyYUbAoSB3c9uQh6L8h/KtsFREPWpbX1lrljJo186Jc4nmci/sGUZ9a0a0J2zgfq2hw==}
+    engines: {node: '>= 0.8.0'}
+
+  send@0.19.1:
+    resolution: {integrity: sha512-p4rRk4f23ynFEfcD9LA0xRYngj+IyGiEYyqqOak8kaN0TvNmuxC2dcVeBn62GpCeR2CpWqyHCNScTP91QbAVFg==}
+    engines: {node: '>= 0.8.0'}
+
+  serve-static@1.16.2:
+    resolution: {integrity: sha512-VqpjJZKadQB/PEbEwvFdO43Ax5dFBZ2UECszz8bQ7pi7wt//PWe1P6MN7eCnjsatYtBT6EuiClbjSWP2WrIoTw==}
+    engines: {node: '>= 0.8.0'}
+
   set-function-length@1.2.2:
     resolution: {integrity: sha512-pgRc4hJ4/sNjWCSS9AmnS40x3bNMDTknHgL5UaMBTMyJnU90EgWh1Rz+MC9eFu4BuN/UwZjKQuY/1v3rM7HMfg==}
     engines: {node: '>= 0.4'}
@@ -3980,6 +6311,9 @@ packages:
     resolution: {integrity: sha512-RJRdvCo6IAnPdsvP/7m6bsQqNnn1FCBX5ZNtFL98MmFF/4xAIJTIg1YbHW5DC2W5SKZanrC6i4HsJqlajw/dZw==}
     engines: {node: '>= 0.4'}
 
+  setprototypeof@1.2.0:
+    resolution: {integrity: sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw==}
+
   sharp@0.34.5:
     resolution: {integrity: sha512-Ou9I5Ft9WNcCbXrU9cMgPBcCK8LiwLqcbywW3t4oDV37n1pzpuNLsYiAV8eODnjbtQlSDwZ2cUEeQz4E54Hltg==}
     engines: {node: ^18.17.0 || ^20.3.0 || >=21.0.0}
@@ -3992,6 +6326,9 @@ packages:
     resolution: {integrity: sha512-7++dFhtcx3353uBaq8DDR4NuxBetBzC7ZQOhmTQInHEd6bSrXdiEyzCvG07Z44UYdLShWUyXt5M/yhz8ekcb1A==}
     engines: {node: '>=8'}
 
+  shiki@3.19.0:
+    resolution: {integrity: sha512-77VJr3OR/VUZzPiStyRhADmO2jApMM0V2b1qf0RpfWya8Zr1PeZev5AEpPGAAKWdiYUtcZGBE4F5QvJml1PvWA==}
+
   side-channel-list@1.0.0:
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     engines: {node: '>= 0.4'}
@@ -4008,6 +6345,9 @@ packages:
     resolution: {integrity: sha512-ZX99e6tRweoUXqR+VBrslhda51Nh5MTQwou5tnUDgbtyM0dBgmhEDtWGP/xbKn6hqfPRHujUNwz5fy/wbbhnpw==}
     engines: {node: '>= 0.4'}
 
+  sift@17.1.3:
+    resolution: {integrity: sha512-Rtlj66/b0ICeFzYTuNvX/EF1igRbbnGSvEyT79McoZa/DeGhMyC5pWKOEsZKnpkqtSeovd5FL/bjHWC3CIIvCQ==}
+
   siginfo@2.0.0:
     resolution: {integrity: sha512-ybx0WO1/8bSBLEWXZvEd7gMW3Sn3JFlW3TvX1nREbDLRNQNaeNN8WK0meBwPdAaOI7TtRRRJn/Es1zhrrCHu7g==}
 
@@ -4038,9 +6378,19 @@ packages:
     resolution: {integrity: sha512-i5uvt8C3ikiWeNZSVZNWcfZPItFQOsYTUAOkcUPGd8DqDy1uOUikjt5dG+uRlwyvR108Fb9DOd4GvXfT0N2/uQ==}
     engines: {node: '>= 12'}
 
+  space-separated-tokens@2.0.2:
+    resolution: {integrity: sha512-PEGlAwrG8yXGXRjW32fGbg66JAlOAwbObuqVoJpv/mRgoWDQfgH1wDPvtzWyUSNAXBGSk8h755YDbbcEy3SH2Q==}
+
+  sparse-bitfield@3.0.3:
+    resolution: {integrity: sha512-kvzhi7vqKTfkh0PZU+2D2PIllw2ymqJKujUcyPMd9Y75Nv4nPbGJZXNhxsgdQab2BmlDct1YnfQCguEvHr7VsQ==}
+
   spawndamnit@3.0.1:
     resolution: {integrity: sha512-MmnduQUuHCoFckZoWnXsTg7JaiLBJrKFj9UI2MbRPGaJeVpsLcVBu6P/IGZovziM/YBsellCmsprgNA+w0CzVg==}
 
+  split2@4.2.0:
+    resolution: {integrity: sha512-UcjcJOWknrNkF6PLX83qcHM6KHgVKNkV62Y8a5uYDVv9ydGQVwAHMKqHdJje1VTWpljG0WYpCDhrCdAOYH4TWg==}
+    engines: {node: '>= 10.x'}
+
   sprintf-js@1.0.3:
     resolution: {integrity: sha512-D9cPgkvLlV3t3IzL0D0YLvGA9Ahk4PcvVwUbN0dSGr1aP0Nrt4AEnTUbuGvquEC0mA64Gqt1fzirlRs5ibXx8g==}
 
@@ -4050,6 +6400,10 @@ packages:
   stackback@0.0.2:
     resolution: {integrity: sha512-1XMJE5fQo1jGH6Y/7ebnwPOBEkIEnT4QF32d5R1+VXdXveM0IBMJt8zfaxX1P3QhVwrYe+576+jkANtSS2mBbw==}
 
+  statuses@2.0.1:
+    resolution: {integrity: sha512-RwNA9Z/7PrK06rYLIzFMlaF+l73iwpzsqRIFgbMLbTcLD6cOao82TaWefPXQvB2fOC4AjuYSEndS7N/mTCbkdQ==}
+    engines: {node: '>= 0.8'}
+
   statuses@2.0.2:
     resolution: {integrity: sha512-DvEy55V3DB7uknRo+4iOGT5fP1slR8wQohVdknigZPMpMstaKJQWhwiYBACJE3Ul2pTnATihhBYnRhZQHGBiRw==}
     engines: {node: '>= 0.8'}
@@ -4057,10 +6411,18 @@ packages:
   std-env@3.10.0:
     resolution: {integrity: sha512-5GS12FdOZNliM5mAOxFRg7Ir0pWz8MdpYm6AY6VPkGpbA7ZzmbzNcBJQ0GPvvyWgcY7QAhCgf9Uy89I03faLkg==}
 
+  stdin-discarder@0.2.2:
+    resolution: {integrity: sha512-UhDfHmA92YAlNnCfhmq0VeNL5bDbiZGg7sZ2IvPsXubGkiNa9EC+tUTsjBRsYUAz87btI6/1wf4XoVvQ3uRnmQ==}
+    engines: {node: '>=18'}
+
   stop-iteration-iterator@1.1.0:
     resolution: {integrity: sha512-eLoXW/DHyl62zxY4SCaIgnRhuMr6ri4juEYARS8E6sCEqzKpOiE521Ucofdx+KnDZl5xmvGYaaKCk5FEOxJCoQ==}
     engines: {node: '>= 0.4'}
 
+  stopwords-iso@1.1.0:
+    resolution: {integrity: sha512-I6GPS/E0zyieHehMRPQcqkiBMJKGgLta+1hREixhoLPqEA0AlVFiC43dl8uPpmkkeRdDMzYRWFWk5/l9x7nmNg==}
+    engines: {node: '>=0.10.0'}
+
   storybook@8.6.14:
     resolution: {integrity: sha512-sVKbCj/OTx67jhmauhxc2dcr1P+yOgz/x3h0krwjyMgdc5Oubvxyg4NYDZmzAw+ym36g/lzH8N0Ccp4dwtdfxw==}
     hasBin: true
@@ -4070,6 +6432,11 @@ packages:
       prettier:
         optional: true
 
+  streamdown@1.6.9:
+    resolution: {integrity: sha512-rtUZcRvDYNEgduq1OxNJzuYYmchZVXq+1Pw3T445RrYwrT+SGNK1drtt1eaqC4HaD8YYIscdtMSlZFaNM+yYGA==}
+    peerDependencies:
+      react: ^18.0.0 || ^19.0.0
+
   strict-event-emitter@0.5.1:
     resolution: {integrity: sha512-vMgjE/GGEPEFnhFub6pa4FmJBRBVOLpIII2hvCZ8Kzb7K0hlHo7mQv6xYrBvCL2LtAIBwFUK8wvuJgTVSQ5MFQ==}
 
@@ -4081,6 +6448,10 @@ packages:
     resolution: {integrity: sha512-HnLOCR3vjcY8beoNLtcjZ5/nxn2afmME6lhrDrebokqMap+XbeW8n9TXpPDOqdGK5qcI3oT0GKTW6wC7EMiVqA==}
     engines: {node: '>=12'}
 
+  string-width@7.2.0:
+    resolution: {integrity: sha512-tsaTIkKW9b4N+AEj+SVA+WhJzV7/zMhcSu78mLKWSk7cXMOSHsBKFWUs0fWwq8QyK3MgJBQRX6Gbi4kYbdvGkQ==}
+    engines: {node: '>=18'}
+
   string.prototype.includes@2.0.1:
     resolution: {integrity: sha512-o7+c9bW6zpAdJHTtujeePODAhkuicdAryFsfVKwA+wGw89wJ4GTY484WTucM9hLtDEOpOvI+aHnzqnC5lHp4Rg==}
     engines: {node: '>= 0.4'}
@@ -4104,6 +6475,9 @@ packages:
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     engines: {node: '>= 0.4'}
 
+  stringify-entities@4.0.4:
+    resolution: {integrity: sha512-IwfBptatlO+QCJUo19AqvrPNqlVMpW9YEL2LIVY+Rpv2qsjCGxaDLNRgeGsQWJhfItebuJhsGSLjaBbNSQ+ieg==}
+
   strip-ansi@6.0.1:
     resolution: {integrity: sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==}
     engines: {node: '>=8'}
@@ -4132,6 +6506,12 @@ packages:
     resolution: {integrity: sha512-1tB5mhVo7U+ETBKNf92xT4hrQa3pm0MZ0PQvuDnWgAAGHDsfp4lPSpiS6psrSiet87wyGPh9ft6wmhOMQ0hDiw==}
     engines: {node: '>=14.16'}
 
+  style-to-js@1.1.21:
+    resolution: {integrity: sha512-RjQetxJrrUJLQPHbLku6U/ocGtzyjbJMP9lCNK7Ag0CNh690nSH8woqWH9u16nMjYBAok+i7JO1NP2pOy8IsPQ==}
+
+  style-to-object@1.0.14:
+    resolution: {integrity: sha512-LIN7rULI0jBscWQYaSswptyderlarFkjQ+t79nzty8tcIAceVomEVlLzH5VP4Cmsv6MtKhs7qaAiwlcp+Mgaxw==}
+
   styled-jsx@5.1.6:
     resolution: {integrity: sha512-qSVyDTeMotdvQYoHWLNGwRFJHC+i+ZvdBRYosOFgC+Wg1vx4frN2/RG/NA7SYqqvKNLf39P2LSRA2pu6n0XYZA==}
     engines: {node: '>= 12.0.0'}
@@ -4145,6 +6525,9 @@ packages:
       babel-plugin-macros:
         optional: true
 
+  stylis@4.3.6:
+    resolution: {integrity: sha512-yQ3rwFWRfwNUY7H5vpU0wfdkNSnvnJinhF9830Swlaxl03zsOjCfmX0ugac+3LtK0lYSgwL/KXc8oYL3mG4YFQ==}
+
   sucrase@3.35.1:
     resolution: {integrity: sha512-DhuTmvZWux4H1UOnWMB3sk0sbaCVOoQZjv8u1rDoTV0HTdGem9hkAZtl4JZy8P2z4Bg0nT+YMeOFyVr4zcG5Tw==}
     engines: {node: '>=16 || 14 >=14.17'}
@@ -4158,6 +6541,18 @@ packages:
     resolution: {integrity: sha512-ot0WnXS9fgdkgIcePe6RHNk1WA8+muPa6cSjeR3V8K27q9BB1rTE3R1p7Hv0z1ZyAc8s6Vvv8DIyWf681MAt0w==}
     engines: {node: '>= 0.4'}
 
+  swr@2.3.7:
+    resolution: {integrity: sha512-ZEquQ82QvalqTxhBVv/DlAg2mbmUjF4UgpPg9wwk4ufb9rQnZXh1iKyyKBqV6bQGu1Ie7L1QwSYO07qFIa1p+g==}
+    peerDependencies:
+      react: ^16.11.0 || ^17.0.0 || ^18.0.0 || ^19.0.0
+
+  sylvester@0.0.12:
+    resolution: {integrity: sha512-SzRP5LQ6Ts2G5NyAa/jg16s8e3R7rfdFjizy1zeoecYWw+nGL+YA1xZvW/+iJmidBGSdLkuvdwTYEyJEb+EiUw==}
+    engines: {node: '>=0.2.6'}
+
+  symbol-tree@3.2.4:
+    resolution: {integrity: sha512-9QNk5KwDF+Bvz+PyObkmSYjI5ksVUYtjW7AU22r2NKcfLJcXp96hkDWU3+XndOsUb+AQ9QhfzfCT2O+CNWT5Tw==}
+
   tagged-tag@1.0.0:
     resolution: {integrity: sha512-yEFYrVhod+hdNyx7g5Bnkkb0G6si8HJurOoOEgC8B/O0uXLHlaey/65KRv6cuWBNhBgHKAROVpc7QyYqE5gFng==}
     engines: {node: '>=20'}
@@ -4165,6 +6560,9 @@ packages:
   tailwind-merge@2.6.0:
     resolution: {integrity: sha512-P+Vu1qXfzediirmHOC3xKGAYeZtPcV9g76X+xg2FD4tYgR71ewMA35Y3sCz3zhiN/dwefRpJX0yBcgwi1fXNQA==}
 
+  tailwind-merge@3.4.0:
+    resolution: {integrity: sha512-uSaO4gnW+b3Y2aWoWfFpX62vn2sR3skfhbjsEnaBI81WD1wBLlHZe5sWf0AqjksNdYTbGBEd0UasQMT3SNV15g==}
+
   tailwindcss@3.4.18:
     resolution: {integrity: sha512-6A2rnmW5xZMdw11LYjhcI5846rt9pbLSabY5XPxo+XWdxwZaFEn47Go4NzFiHu9sNNmr/kXivP1vStfvMaK1GQ==}
     engines: {node: '>=14.0.0'}
@@ -4185,6 +6583,10 @@ packages:
   thenify@3.3.1:
     resolution: {integrity: sha512-RVZSIV5IG10Hk3enotrhvz0T9em6cyHBLkH/YAZuKqd8hRkKhSfCGIcP2KUY0EPxndzANBmNllzWPwak+bheSw==}
 
+  throttleit@2.1.0:
+    resolution: {integrity: sha512-nt6AMGKW1p/70DF/hGBdJB57B8Tspmbp5gfJ8ilhLnt7kkr2ye7hzD6NVG8GGErk2HWF34igrL2CXmNIkzKqKw==}
+    engines: {node: '>=18'}
+
   tiny-invariant@1.3.3:
     resolution: {integrity: sha512-+FbBPE1o9QAYvviau/qC5SE3caw21q3xkvWKBtja5vgqOWIHHJ3ioaq1VPfn/Szqctz2bU/oYeKd9/z5BL+PVg==}
 
@@ -4214,9 +6616,16 @@ packages:
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     engines: {node: '>=14.0.0'}
 
+  tldts-core@6.1.86:
+    resolution: {integrity: sha512-Je6p7pkk+KMzMv2XXKmAE3McmolOQFdxkKw0R8EYNr7sELW46JqnNeTX8ybPiQgvg1ymCoF8LXs5fzFaZvJPTA==}
+
   tldts-core@7.0.19:
     resolution: {integrity: sha512-lJX2dEWx0SGH4O6p+7FPwYmJ/bu1JbcGJ8RLaG9b7liIgZ85itUVEPbMtWRVrde/0fnDPEPHW10ZsKW3kVsE9A==}
 
+  tldts@6.1.86:
+    resolution: {integrity: sha512-WMi/OQ2axVTf/ykqCQgXiIct+mSQDFdH2fkwhPwgEwvJ1kSzZRiinb0zF2Xb8u4+OqPChmyI6MEu4EezNJz+FQ==}
+    hasBin: true
+
   tldts@7.0.19:
     resolution: {integrity: sha512-8PWx8tvC4jDB39BQw1m4x8y5MH1BcQ5xHeL2n7UVFulMPH/3Q0uiamahFJ3lXA0zO2SUyRXuVVbWSDmstlt9YA==}
     hasBin: true
@@ -4225,14 +6634,32 @@ packages:
     resolution: {integrity: sha512-65P7iz6X5yEr1cwcgvQxbbIw7Uk3gOy5dIdtZ4rDveLqhrdJP+Li/Hx6tyK0NEb+2GCyneCMJiGqrADCSNk8sQ==}
     engines: {node: '>=8.0'}
 
+  toidentifier@1.0.1:
+    resolution: {integrity: sha512-o5sSPKEkg/DIQNmH43V0/uerLrpzVedkUh8tGNvaeXpfpuwjKenlSox/2O/BTlZUtEe+JG7s5YhEz608PlAHRA==}
+    engines: {node: '>=0.6'}
+
+  tough-cookie@5.1.2:
+    resolution: {integrity: sha512-FVDYdxtnj0G6Qm/DhNPSb8Ju59ULcup3tuJxkFb5K8Bv2pUXILbf0xZWU8PX8Ov19OXljbUyveOFwRMwkXzO+A==}
+    engines: {node: '>=16'}
+
   tough-cookie@6.0.0:
     resolution: {integrity: sha512-kXuRi1mtaKMrsLUxz3sQYvVl37B0Ns6MzfrtV5DvJceE9bPyspOqk9xxv7XbZWcfLWbFmm997vl83qUWVJA64w==}
     engines: {node: '>=16'}
 
+  tr46@5.1.1:
+    resolution: {integrity: sha512-hdF5ZgjTqgAntKkklYw0R03MG2x/bSzTtkxmIRw/sTNV8YXsCJ1tfLAX23lhxhHJlEf3CRCOCGGWw3vI3GaSPw==}
+    engines: {node: '>=18'}
+
   tree-kill@1.2.2:
     resolution: {integrity: sha512-L0Orpi8qGpRG//Nd+H90vFB+3iHnue1zSSGmNOOCh1GLJ7rUKVwV2HvijphGQS2UmhUZewS9VgvxYIdgr+fG1A==}
     hasBin: true
 
+  trim-lines@3.0.1:
+    resolution: {integrity: sha512-kRj8B+YHZCc9kQYdWfJB2/oUl9rA99qbowYYBtr4ui4mZyAQ2JpvVBd/6U2YloATfqBhBTSMhTpgBHtU0Mf3Rg==}
+
+  trough@2.2.0:
+    resolution: {integrity: sha512-tmMpK00BjZiUyVyvrBK7knerNgmgvcV/KLVyuma/SC+TQN167GrMRciANTz09+k3zW8L8t60jWO1GpfkZdjTaw==}
+
   ts-api-utils@2.1.0:
     resolution: {integrity: sha512-CUgTZL1irw8u29bzrOD/nH85jqyc74D6SshFgujOIA7osm2Rz7dYH77agkx7H4FBNxDq7Cjf+IjaX/8zwFW+ZQ==}
     engines: {node: '>=18.12'}
@@ -4293,6 +6720,11 @@ packages:
     engines: {node: '>=18.0.0'}
     hasBin: true
 
+  tsx@4.21.0:
+    resolution: {integrity: sha512-5C1sg4USs1lfG0GFb2RLXsdpXqBSEhAaA/0kPL01wxzpMqLILNxIxIOKiILz+cdg/pLnOUxFYOR5yhHU666wbw==}
+    engines: {node: '>=18.0.0'}
+    hasBin: true
+
   turbo-darwin-64@2.6.1:
     resolution: {integrity: sha512-Dm0HwhyZF4J0uLqkhUyCVJvKM9Rw7M03v3J9A7drHDQW0qAbIGBrUijQ8g4Q9Cciw/BXRRd8Uzkc3oue+qn+ZQ==}
     cpu: [x64]
@@ -4344,6 +6776,10 @@ packages:
     resolution: {integrity: sha512-xxCJm+Bckc6kQBknN7i9fnP/xobQRsRQxR01CztFkp/h++yfVxUUcmMgfR2HttJx/dpWjS9ubVuyspJv24Q9DA==}
     engines: {node: '>=20'}
 
+  type-is@1.6.18:
+    resolution: {integrity: sha512-TkRKr9sUTxEH8MdfuCSP7VizJyzRNMjj2J2do2Jr3Kym598JVdEksuzPQCnlFPW4ky9Q+iA+ma9BGm06XQBy8g==}
+    engines: {node: '>= 0.6'}
+
   typed-array-buffer@1.0.3:
     resolution: {integrity: sha512-nAYYwfY3qnzX30IkA6AQZjVbtK6duGontcQm1WSG1MD94YLqK0515GNApXkoxKOWMusVssAHWLh9SeaoefYFGw==}
     engines: {node: '>= 0.4'}
@@ -4367,6 +6803,9 @@ packages:
       eslint: ^8.57.0 || ^9.0.0
       typescript: '>=4.8.4 <6.0.0'
 
+  typescript-event-target@1.1.1:
+    resolution: {integrity: sha512-dFSOFBKV6uwaloBCCUhxlD3Pr/P1a/tJdcmPrTXCHlEFD3faj0mztjcGn6VBAhQ0/Bdy8K3VWrrqwbt/ffsYsg==}
+
   typescript@5.9.3:
     resolution: {integrity: sha512-jl1vZzPDinLr9eUt3J/t7V6FgNEw9QjvBPdysz9KfQDD41fQrC2Y4vKQdiaUpFT4bXlb1RHhLpp8wtm6M5TgSw==}
     engines: {node: '>=14.17'}
@@ -4379,13 +6818,59 @@ packages:
     resolution: {integrity: sha512-nWJ91DjeOkej/TA8pXQ3myruKpKEYgqvpw9lz4OPHj/NWFNluYrjbz9j01CJ8yKQd2g4jFoOkINCTW2I5LEEyw==}
     engines: {node: '>= 0.4'}
 
+  uncrypto@0.1.3:
+    resolution: {integrity: sha512-Ql87qFHB3s/De2ClA9e0gsnS6zXG27SkTiSJwjCc9MebbfapQfuPzumMIUMi38ezPZVNFcHI9sUIepeQfw8J8Q==}
+
+  underscore@1.13.7:
+    resolution: {integrity: sha512-GMXzWtsc57XAtguZgaQViUOzs0KTkk8ojr3/xAxXLITqf/3EMwxC0inyETfDFjH/Krbhuep0HNbbjI9i/q3F3g==}
+
   undici-types@6.21.0:
     resolution: {integrity: sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==}
 
+  undici@5.29.0:
+    resolution: {integrity: sha512-raqeBD6NQK4SkWhQzeYKd1KmIG6dllBOTt55Rmkt4HtI9mwdWtJljnrXjAFUBLTSN67HWrOIZ3EPF4kjUw80Bg==}
+    engines: {node: '>=14.0'}
+
+  undici@7.16.0:
+    resolution: {integrity: sha512-QEg3HPMll0o3t2ourKwOeUAZ159Kn9mx5pnzHRQO8+Wixmh88YdZRiIwat0iNzNNXn0yoEtXJqFpyW7eM8BV7g==}
+    engines: {node: '>=20.18.1'}
+
+  unified@11.0.5:
+    resolution: {integrity: sha512-xKvGhPWw3k84Qjh8bI3ZeJjqnyadK+GEFtazSfZv/rKeTkTjOJho6mFqh2SM96iIcZokxiOpg78GazTSg8+KHA==}
+
+  union@0.5.0:
+    resolution: {integrity: sha512-N6uOhuW6zO95P3Mel2I2zMsbsanvvtgn6jVqJv4vbVcz/JN0OkL9suomjQGmWtxJQXOCqUJvquc1sMeNz/IwlA==}
+    engines: {node: '>= 0.8.0'}
+
+  unist-util-find-after@5.0.0:
+    resolution: {integrity: sha512-amQa0Ep2m6hE2g72AugUItjbuM8X8cGQnFoHk0pGfrFeT9GZhzN5SW8nRsiGKK7Aif4CrACPENkA6P/Lw6fHGQ==}
+
+  unist-util-is@6.0.1:
+    resolution: {integrity: sha512-LsiILbtBETkDz8I9p1dQ0uyRUWuaQzd/cuEeS1hoRSyW5E5XGmTzlwY1OrNzzakGowI9Dr/I8HVaw4hTtnxy8g==}
+
+  unist-util-position@5.0.0:
+    resolution: {integrity: sha512-fucsC7HjXvkB5R3kTCO7kUjRdrS0BJt3M/FPxmHMBOm8JQi2BsHAHFsy27E0EolP8rp0NzXsJ+jNPyDWvOJZPA==}
+
+  unist-util-remove-position@5.0.0:
+    resolution: {integrity: sha512-Hp5Kh3wLxv0PHj9m2yZhhLt58KzPtEYKQQ4yxfYFEO7EvHwzyDYnduhHnY1mDxoqr7VUwVuHXk9RXKIiYS1N8Q==}
+
+  unist-util-stringify-position@4.0.0:
+    resolution: {integrity: sha512-0ASV06AAoKCDkS2+xw5RXJywruurpbC4JZSm7nr7MOt1ojAzvyyaO+UxZf18j8FCF6kmzCZKcAgN/yu2gm2XgQ==}
+
+  unist-util-visit-parents@6.0.2:
+    resolution: {integrity: sha512-goh1s1TBrqSqukSc8wrjwWhL0hiJxgA8m4kFxGlQ+8FYQ3C/m11FcTs4YYem7V664AhHVvgoQLk890Ssdsr2IQ==}
+
+  unist-util-visit@5.0.0:
+    resolution: {integrity: sha512-MR04uvD+07cwl/yhVuVWAtw+3GOR/knlL55Nd/wAdblk27GCVt3lqpTivy/tkJcZoNPzTwS1Y+KMojlLDhoTzg==}
+
   universalify@0.1.2:
     resolution: {integrity: sha512-rBJeI5CXAlmy1pV+617WB9J63U6XcazHHF2f2dbJix4XzpUF0RS3Zbj0FGIOCAva5P/d/GBOYaACQ1w+0azUkg==}
     engines: {node: '>= 4.0.0'}
 
+  unpipe@1.0.0:
+    resolution: {integrity: sha512-pjy2bYhSsufwWlKwPc+l3cN7+wuJlK6uz0YdJEOlQDbl6jo/YlPi4mb8agUkVC8BF7V8NuzeyPNqRksA3hztKQ==}
+    engines: {node: '>= 0.8'}
+
   unplugin@1.16.1:
     resolution: {integrity: sha512-4/u/j4FrCKdi17jaxuJA0jClGxB1AvU2hw/IuayPc4ay1XGaJs/rbb4v5WKwAjNifjmXK9PIFyuPiaK8azyR9w==}
     engines: {node: '>=14.0.0'}
@@ -4405,16 +6890,49 @@ packages:
   uri-js@4.4.1:
     resolution: {integrity: sha512-7rKUyy33Q1yc98pQ1DAmLtwX109F7TIfWlW1Ydo8Wl1ii1SeHieeh0HHfPeL2fMXK6z0s8ecKs9frCuLJvndBg==}
 
+  url-join@4.0.1:
+    resolution: {integrity: sha512-jk1+QP6ZJqyOiuEI9AEWQfju/nB2Pw466kbA0LEZljHwKeMgd9WrAEgEGxjPDD2+TNbbb37rTyhEfrCXfuKXnA==}
+
+  use-sync-external-store@1.6.0:
+    resolution: {integrity: sha512-Pp6GSwGP/NrPIrxVFAIkOQeyw8lFenOHijQWkUTrDvrF4ALqylP2C/KCkeS9dpUM3KvYRQhna5vt7IL95+ZQ9w==}
+    peerDependencies:
+      react: ^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0
+
   util-deprecate@1.0.2:
     resolution: {integrity: sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==}
 
   util@0.12.5:
     resolution: {integrity: sha512-kZf/K6hEIrWHI6XqOFUiiMa+79wE/D8Q+NCNAWclkyg3b4d2k7s0QGepNjiABc+aR3N1PAyHL7p6UcLY6LmrnA==}
 
+  utils-merge@1.0.1:
+    resolution: {integrity: sha512-pMZTvIkT1d+TFGvDOqodOclx0QWkkgi6Tdoa8gC8ffGAAqz9pzPTZWAybbsHHoED/ztMtkv/VoYTYyShUn81hA==}
+    engines: {node: '>= 0.4.0'}
+
+  uuid@11.1.0:
+    resolution: {integrity: sha512-0/A9rDy9P7cJ+8w1c9WD9V//9Wj15Ce2MPz8Ri6032usz+NfePxx5AcN3bN+r6ZL6jEo066/yNYB3tn4pQEx+A==}
+    hasBin: true
+
   uuid@9.0.1:
     resolution: {integrity: sha512-b+1eJOlsR9K8HJpow9Ok3fiWOWSIcIzXodvv0rQjVoOVNpWMpxf1wZNpt4y9h10odCNrqnYp1OBzRktckBe3sA==}
     hasBin: true
 
+  validate-npm-package-name@5.0.1:
+    resolution: {integrity: sha512-OljLrQ9SQdOUqTaQxqL5dEfZWrXExyyWsozYlAWFawPVNuD83igl7uJD2RTkNMbniIYgt8l81eCJGIdQF7avLQ==}
+    engines: {node: ^14.17.0 || ^16.13.0 || >=18.0.0}
+
+  vary@1.1.2:
+    resolution: {integrity: sha512-BNGbWLfd0eUPabhkXUVm0j8uuvREyTh5ovRa/dyow/BqAbZJyC+5fU+IzQOzmAKzYqYRAISoRhdQr3eIZ/PXqg==}
+    engines: {node: '>= 0.8'}
+
+  vfile-location@5.0.3:
+    resolution: {integrity: sha512-5yXvWDEgqeiYiBe1lbxYF7UMAIm/IcopxMHrMQDq3nvKcjPKIhZklUKL+AE7J7uApI4kwe2snsK+eI6UTj9EHg==}
+
+  vfile-message@4.0.3:
+    resolution: {integrity: sha512-QTHzsGd1EhbZs4AsQ20JX1rC3cOlt/IWJruk893DfLRr57lcnOeMaWG4K0JrRta4mIJZKth2Au3mM3u03/JWKw==}
+
+  vfile@6.0.3:
+    resolution: {integrity: sha512-KzIbH/9tXat2u30jf+smMwFCsno4wHVdNmzFyL+T/L3UGqqk6JKfVqOFOZEpZSHADH1k40ab6NUIXZq422ov3Q==}
+
   vite-node@2.1.9:
     resolution: {integrity: sha512-AM9aQ/IPrW/6ENLQg3AGY4K1N2TGZdR5e4gu/MmmR2xR3Ll1+dib+nook92g4TV3PXVyeyxdWwtaCAiUL0hMxA==}
     engines: {node: ^18.0.0 || >=20.0.0}
@@ -4516,6 +7034,30 @@ packages:
       jsdom:
         optional: true
 
+  vscode-jsonrpc@8.2.0:
+    resolution: {integrity: sha512-C+r0eKJUIfiDIfwJhria30+TYWPtuHJXHtI7J0YlOmKAo7ogxP20T0zxB7HZQIFhIyvoBPwWskjxrvAtfjyZfA==}
+    engines: {node: '>=14.0.0'}
+
+  vscode-languageserver-protocol@3.17.5:
+    resolution: {integrity: sha512-mb1bvRJN8SVznADSGWM9u/b07H7Ecg0I3OgXDuLdn307rl/J3A9YD6/eYOssqhecL27hK1IPZAsaqh00i/Jljg==}
+
+  vscode-languageserver-textdocument@1.0.12:
+    resolution: {integrity: sha512-cxWNPesCnQCcMPeenjKKsOCKQZ/L6Tv19DTRIGuLWe32lyzWhihGVJ/rcckZXJxfdKCFvRLS3fpBIsV/ZGX4zA==}
+
+  vscode-languageserver-types@3.17.5:
+    resolution: {integrity: sha512-Ld1VelNuX9pdF39h2Hgaeb5hEZM2Z3jUrrMgWQAu82jMtZp7p3vJT3BzToKtZI7NgQssZje5o0zryOrhQvzQAg==}
+
+  vscode-languageserver@9.0.1:
+    resolution: {integrity: sha512-woByF3PDpkHFUreUa7Hos7+pUWdeWMXRd26+ZX2A8cFx6v/JPTtd4/uN0/jB6XQHYaOlHbio03NTHCqrgG5n7g==}
+    hasBin: true
+
+  vscode-uri@3.0.8:
+    resolution: {integrity: sha512-AyFQ0EVmsOZOlAnxoFOGOq1SQDWAB7C6aqMGS23svWAllfOaxbuFvcT8D1i8z3Gyn8fraVeZNNmN6e9bxxXkKw==}
+
+  w3c-xmlserializer@5.0.0:
+    resolution: {integrity: sha512-o8qghlI8NZHU1lLPrpi2+Uq7abh4GGPpYANlalzWxyWteJOCsr/P+oPBA49TOLu5FTZO4d3F9MnWJfiMo4BkmA==}
+    engines: {node: '>=18'}
+
   walk-up-path@4.0.0:
     resolution: {integrity: sha512-3hu+tD8YzSLGuFYtPRb48vdhKMi0KQV5sn+uWr8+7dMEq/2G/dtLrdDinkLjqq5TIbIBjYJ4Ax/n3YiaW7QM8A==}
     engines: {node: 20 || >=22}
@@ -4525,6 +7067,9 @@ packages:
     engines: {node: ^20.12||^22.13||>=24.0}
     hasBin: true
 
+  web-namespaces@2.0.1:
+    resolution: {integrity: sha512-bKr1DkiNa2krS7qxNtdrtHAmzuYGFQLiQ13TsorsdT6ULTkPLKuu5+GsFpDlg6JFjUTwX2DyhMPG2be8uPrqsQ==}
+
   webidl-conversions@7.0.0:
     resolution: {integrity: sha512-VwddBukDzu71offAQR975unBIGqfKZpM+8ZX6ySk8nYhVoo5CYaZyzt3YBvYtRtO+aoGlqxPg/B87NGVZ/fu6g==}
     engines: {node: '>=12'}
@@ -4532,10 +7077,28 @@ packages:
   webpack-virtual-modules@0.6.2:
     resolution: {integrity: sha512-66/V2i5hQanC51vBQKPH4aI8NMAcBW59FVBs+rC7eGHupMyfn34q7rZIE+ETlJ+XTevqfUhVVBgSUNSW2flEUQ==}
 
+  whatwg-encoding@2.0.0:
+    resolution: {integrity: sha512-p41ogyeMUrw3jWclHWTQg1k05DSVXPLcVxRTYsXUk+ZooOCZLcoYgPZ/HL/D/N+uQPOtcp1me1WhBEaX02mhWg==}
+    engines: {node: '>=12'}
+    deprecated: Use @exodus/bytes instead for a more spec-conformant and faster implementation
+
+  whatwg-encoding@3.1.1:
+    resolution: {integrity: sha512-6qN4hJdMwfYBtE3YBTTHhoeuUrDBPZmbQaxWAqSALV/MeEnR5z1xd8UKud2RAkFoPkmB+hli1TZSnyi84xz1vQ==}
+    engines: {node: '>=18'}
+    deprecated: Use @exodus/bytes instead for a more spec-conformant and faster implementation
+
   whatwg-mimetype@3.0.0:
     resolution: {integrity: sha512-nt+N2dzIutVRxARx1nghPKGv1xHikU7HKdfafKkLNLindmPU/ch3U31NOCGGA/dmPcmb1VlofO0vnKAcsm0o/Q==}
     engines: {node: '>=12'}
 
+  whatwg-mimetype@4.0.0:
+    resolution: {integrity: sha512-QaKxh0eNIi2mE9p2vEdzfagOKHCcj1pJ56EEHGQOVxp8r9/iszLUUV7v89x9O1p/T+NlTM5W7jW6+cz4Fq1YVg==}
+    engines: {node: '>=18'}
+
+  whatwg-url@14.2.0:
+    resolution: {integrity: sha512-De72GdQZzNTUBBChsXueQUnPKDkg/5A5zp7pFDuQAj5UFoENpiACU0wlCvzpAGnTkj++ihpKwKyYewn/XNUbKw==}
+    engines: {node: '>=18'}
+
   which-boxed-primitive@1.1.1:
     resolution: {integrity: sha512-TbX3mj8n0odCBFVlY8AxkqcHASw3L60jIuF8jFP78az3C2YhmGvqbHBpAjTRH2/xqYunrJ9g1jSyjCjpoWzIAA==}
     engines: {node: '>= 0.4'}
@@ -4566,6 +7129,10 @@ packages:
     resolution: {integrity: sha512-BN22B5eaMMI9UMtjrGd5g5eCYPpCPDUy0FJXbYsaT5zYxjFOckS53SQDE3pWkVoWpHXVb3BrYcEN4Twa55B5cA==}
     engines: {node: '>=0.10.0'}
 
+  wordnet-db@3.1.14:
+    resolution: {integrity: sha512-zVyFsvE+mq9MCmwXUWHIcpfbrHHClZWZiVOzKSxNJruIcFn2RbY55zkhiAMMxM8zCVSmtNiViq8FsAZSFpMYag==}
+    engines: {node: '>=0.6.0'}
+
   wrap-ansi@6.2.0:
     resolution: {integrity: sha512-r6lPcBGxZXlIcymEu7InxDMhdW0KDxpLgoFLcguasxCaJ/SOIZwINatK9KY/tf+ZrlywOKU0UDj3ATXUBfxJXA==}
     engines: {node: '>=8'}
@@ -4590,6 +7157,17 @@ packages:
       utf-8-validate:
         optional: true
 
+  xml-name-validator@5.0.0:
+    resolution: {integrity: sha512-EvGK8EJ3DhaHfbRlETOWAS5pO9MZITeauHKJyb8wyajUfQUenkIg2MvLDTZ4T/TgIcm3HU0TFBgWWboAZ30UHg==}
+    engines: {node: '>=18'}
+
+  xmlchars@2.2.0:
+    resolution: {integrity: sha512-JZnDKK8B0RCDw84FNdDAIpZK+JuJw+s7Lz8nksI7SIuU3UXJJslUthsi+uWBUYOwPFwW7W7PRLRfUKpxjtjFCw==}
+
+  xtend@4.0.2:
+    resolution: {integrity: sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ==}
+    engines: {node: '>=0.4'}
+
   y18n@5.0.8:
     resolution: {integrity: sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==}
     engines: {node: '>=10'}
@@ -4597,6 +7175,14 @@ packages:
   yallist@3.1.1:
     resolution: {integrity: sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==}
 
+  yallist@4.0.0:
+    resolution: {integrity: sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==}
+
+  yaml@2.8.2:
+    resolution: {integrity: sha512-mplynKqc1C2hTVYxd0PU2xQAc22TI1vShAYGksCCfxbn/dFwnHTNi1bvYsBTkhdUNtGIf5xNOg938rrSSYvS9A==}
+    engines: {node: '>= 14.6'}
+    hasBin: true
+
   yargs-parser@21.1.1:
     resolution: {integrity: sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==}
     engines: {node: '>=12'}
@@ -4613,6 +7199,11 @@ packages:
     resolution: {integrity: sha512-U/PBtDf35ff0D8X8D0jfdzHYEPFxAI7jJlxZXwCSez5M3190m+QobIfh+sWDWSHMCWWJN2AWamkegn6vr6YBTw==}
     engines: {node: '>=18'}
 
+  zod-to-json-schema@3.25.0:
+    resolution: {integrity: sha512-HvWtU2UG41LALjajJrML6uQejQhNJx+JBO9IflpSja4R03iNWfKXrj6W2h7ljuLyc1nKS+9yDyL/9tD1U/yBnQ==}
+    peerDependencies:
+      zod: ^3.25 || ^4
+
   zod-validation-error@4.0.2:
     resolution: {integrity: sha512-Q6/nZLe6jxuU80qb/4uJ4t5v2VEZ44lzQjPDhYJNztRQ4wyWc6VF3D3Kb/fAuPetZQnhS3hnajCf9CsWesghLQ==}
     engines: {node: '>=18.0.0'}
@@ -4625,12 +7216,191 @@ packages:
   zod@4.1.13:
     resolution: {integrity: sha512-AvvthqfqrAhNH9dnfmrfKzX5upOdjUVJYFqNSlkmGf64gRaTzlPwz99IHYnVs28qYAybvAlBV+H7pn0saFY4Ig==}
 
+  zwitch@2.0.4:
+    resolution: {integrity: sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==}
+
 snapshots:
 
   '@adobe/css-tools@4.4.4': {}
 
+  '@ai-sdk/anthropic@3.0.2(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.1
+      '@ai-sdk/provider-utils': 4.0.2(zod@3.25.76)
+      zod: 3.25.76
+
+  '@ai-sdk/gateway@2.0.0-beta.68(effect@3.18.4)(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.0-beta.22
+      '@ai-sdk/provider-utils': 4.0.0-beta.40(effect@3.18.4)(zod@3.25.76)
+      '@vercel/oidc': 3.0.5
+      zod: 3.25.76
+    transitivePeerDependencies:
+      - '@valibot/to-json-schema'
+      - arktype
+      - effect
+
+  '@ai-sdk/gateway@2.0.0-beta.68(effect@3.18.4)(zod@4.1.13)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.0-beta.22
+      '@ai-sdk/provider-utils': 4.0.0-beta.40(effect@3.18.4)(zod@4.1.13)
+      '@vercel/oidc': 3.0.5
+      zod: 4.1.13
+    transitivePeerDependencies:
+      - '@valibot/to-json-schema'
+      - arktype
+      - effect
+
+  '@ai-sdk/gateway@2.0.0-beta.71(effect@3.18.4)(zod@4.1.13)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.0-beta.23
+      '@ai-sdk/provider-utils': 4.0.0-beta.42(effect@3.18.4)(zod@4.1.13)
+      '@vercel/oidc': 3.0.5
+      zod: 4.1.13
+    transitivePeerDependencies:
+      - '@valibot/to-json-schema'
+      - arktype
+      - effect
+
+  '@ai-sdk/gateway@2.0.18(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 2.0.0
+      '@ai-sdk/provider-utils': 3.0.18(zod@3.25.76)
+      '@vercel/oidc': 3.0.5
+      zod: 3.25.76
+
+  '@ai-sdk/gateway@3.0.2(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.0
+      '@ai-sdk/provider-utils': 4.0.1(zod@3.25.76)
+      '@vercel/oidc': 3.0.5
+      zod: 3.25.76
+
+  '@ai-sdk/gateway@3.0.2(zod@4.1.13)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.0
+      '@ai-sdk/provider-utils': 4.0.1(zod@4.1.13)
+      '@vercel/oidc': 3.0.5
+      zod: 4.1.13
+
+  '@ai-sdk/google@3.0.2(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.1
+      '@ai-sdk/provider-utils': 4.0.2(zod@3.25.76)
+      zod: 3.25.76
+
+  '@ai-sdk/openai@3.0.1(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.0
+      '@ai-sdk/provider-utils': 4.0.1(zod@3.25.76)
+      zod: 3.25.76
+
+  '@ai-sdk/openai@3.0.1(zod@4.1.13)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.0
+      '@ai-sdk/provider-utils': 4.0.1(zod@4.1.13)
+      zod: 4.1.13
+
+  '@ai-sdk/provider-utils@3.0.18(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 2.0.0
+      '@standard-schema/spec': 1.0.0
+      eventsource-parser: 3.0.6
+      zod: 3.25.76
+
+  '@ai-sdk/provider-utils@4.0.0-beta.40(effect@3.18.4)(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.0-beta.22
+      '@standard-schema/spec': 1.1.0
+      eventsource-parser: 3.0.6
+      zod: 3.25.76
+    optionalDependencies:
+      effect: 3.18.4
+
+  '@ai-sdk/provider-utils@4.0.0-beta.40(effect@3.18.4)(zod@4.1.13)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.0-beta.22
+      '@standard-schema/spec': 1.1.0
+      eventsource-parser: 3.0.6
+      zod: 4.1.13
+    optionalDependencies:
+      effect: 3.18.4
+
+  '@ai-sdk/provider-utils@4.0.0-beta.42(effect@3.18.4)(zod@4.1.13)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.0-beta.23
+      '@standard-schema/spec': 1.0.0
+      eventsource-parser: 3.0.6
+      zod: 4.1.13
+    optionalDependencies:
+      effect: 3.18.4
+
+  '@ai-sdk/provider-utils@4.0.1(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.0
+      '@standard-schema/spec': 1.1.0
+      eventsource-parser: 3.0.6
+      zod: 3.25.76
+
+  '@ai-sdk/provider-utils@4.0.1(zod@4.1.13)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.0
+      '@standard-schema/spec': 1.1.0
+      eventsource-parser: 3.0.6
+      zod: 4.1.13
+
+  '@ai-sdk/provider-utils@4.0.2(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.1
+      '@standard-schema/spec': 1.1.0
+      eventsource-parser: 3.0.6
+      zod: 3.25.76
+
+  '@ai-sdk/provider@2.0.0':
+    dependencies:
+      json-schema: 0.4.0
+
+  '@ai-sdk/provider@3.0.0':
+    dependencies:
+      json-schema: 0.4.0
+
+  '@ai-sdk/provider@3.0.0-beta.22':
+    dependencies:
+      json-schema: 0.4.0
+
+  '@ai-sdk/provider@3.0.0-beta.23':
+    dependencies:
+      json-schema: 0.4.0
+
+  '@ai-sdk/provider@3.0.1':
+    dependencies:
+      json-schema: 0.4.0
+
+  '@ai-sdk/react@3.0.3(react@19.2.0)(zod@4.1.13)':
+    dependencies:
+      '@ai-sdk/provider-utils': 4.0.1(zod@4.1.13)
+      ai: 6.0.3(zod@4.1.13)
+      react: 19.2.0
+      swr: 2.3.7(react@19.2.0)
+      throttleit: 2.1.0
+    transitivePeerDependencies:
+      - zod
+
   '@alloc/quick-lru@5.2.0': {}
 
+  '@antfu/install-pkg@1.1.0':
+    dependencies:
+      package-manager-detector: 1.6.0
+      tinyexec: 1.0.2
+
+  '@asamuzakjp/css-color@3.2.0':
+    dependencies:
+      '@csstools/css-calc': 2.1.4(@csstools/css-parser-algorithms@3.0.5(@csstools/css-tokenizer@3.0.4))(@csstools/css-tokenizer@3.0.4)
+      '@csstools/css-color-parser': 3.1.0(@csstools/css-parser-algorithms@3.0.5(@csstools/css-tokenizer@3.0.4))(@csstools/css-tokenizer@3.0.4)
+      '@csstools/css-parser-algorithms': 3.0.5(@csstools/css-tokenizer@3.0.4)
+      '@csstools/css-tokenizer': 3.0.4
+      lru-cache: 10.4.3
+
   '@babel/code-frame@7.27.1':
     dependencies:
       '@babel/helper-validator-identifier': 7.28.5
@@ -4768,6 +7538,44 @@ snapshots:
   '@biomejs/cli-win32-x64@1.9.4':
     optional: true
 
+  '@blocksai/ai@3.0.0':
+    dependencies:
+      '@ai-sdk/anthropic': 3.0.2(zod@3.25.76)
+      '@ai-sdk/google': 3.0.2(zod@3.25.76)
+      '@ai-sdk/openai': 3.0.1(zod@3.25.76)
+      '@blocksai/domain': 0.2.1
+      '@blocksai/schema': 1.0.0
+      ai: 6.0.3(zod@3.25.76)
+      zod: 3.25.76
+
+  '@blocksai/cli@0.2.1':
+    dependencies:
+      '@blocksai/ai': 3.0.0
+      '@blocksai/domain': 0.2.1
+      '@blocksai/schema': 1.0.0
+      '@blocksai/validators': 1.1.1
+      chalk: 5.6.2
+      commander: 12.1.0
+      dotenv: 17.2.3
+      ora: 8.2.0
+
+  '@blocksai/domain@0.2.1':
+    dependencies:
+      '@blocksai/schema': 1.0.0
+
+  '@blocksai/schema@1.0.0':
+    dependencies:
+      yaml: 2.8.2
+      zod: 3.25.76
+
+  '@blocksai/validators@1.1.1':
+    dependencies:
+      '@blocksai/ai': 3.0.0
+      '@blocksai/domain': 0.2.1
+      '@blocksai/schema': 1.0.0
+
+  '@braintree/sanitize-url@7.1.1': {}
+
   '@changesets/apply-release-plan@7.0.13':
     dependencies:
       '@changesets/config': 3.1.1
@@ -4912,6 +7720,54 @@ snapshots:
       human-id: 4.1.2
       prettier: 2.8.8
 
+  '@chevrotain/cst-dts-gen@11.0.3':
+    dependencies:
+      '@chevrotain/gast': 11.0.3
+      '@chevrotain/types': 11.0.3
+      lodash-es: 4.17.21
+
+  '@chevrotain/gast@11.0.3':
+    dependencies:
+      '@chevrotain/types': 11.0.3
+      lodash-es: 4.17.21
+
+  '@chevrotain/regexp-to-ast@11.0.3': {}
+
+  '@chevrotain/types@11.0.3': {}
+
+  '@chevrotain/utils@11.0.3': {}
+
+  '@clack/core@0.3.5':
+    dependencies:
+      picocolors: 1.1.1
+      sisteransi: 1.0.5
+
+  '@clack/prompts@0.7.0':
+    dependencies:
+      '@clack/core': 0.3.5
+      picocolors: 1.1.1
+      sisteransi: 1.0.5
+
+  '@csstools/color-helpers@5.1.0': {}
+
+  '@csstools/css-calc@2.1.4(@csstools/css-parser-algorithms@3.0.5(@csstools/css-tokenizer@3.0.4))(@csstools/css-tokenizer@3.0.4)':
+    dependencies:
+      '@csstools/css-parser-algorithms': 3.0.5(@csstools/css-tokenizer@3.0.4)
+      '@csstools/css-tokenizer': 3.0.4
+
+  '@csstools/css-color-parser@3.1.0(@csstools/css-parser-algorithms@3.0.5(@csstools/css-tokenizer@3.0.4))(@csstools/css-tokenizer@3.0.4)':
+    dependencies:
+      '@csstools/color-helpers': 5.1.0
+      '@csstools/css-calc': 2.1.4(@csstools/css-parser-algorithms@3.0.5(@csstools/css-tokenizer@3.0.4))(@csstools/css-tokenizer@3.0.4)
+      '@csstools/css-parser-algorithms': 3.0.5(@csstools/css-tokenizer@3.0.4)
+      '@csstools/css-tokenizer': 3.0.4
+
+  '@csstools/css-parser-algorithms@3.0.5(@csstools/css-tokenizer@3.0.4)':
+    dependencies:
+      '@csstools/css-tokenizer': 3.0.4
+
+  '@csstools/css-tokenizer@3.0.4': {}
+
   '@emnapi/core@1.7.1':
     dependencies:
       '@emnapi/wasi-threads': 1.1.0
@@ -5204,6 +8060,8 @@ snapshots:
       '@eslint/core': 0.17.0
       levn: 0.4.1
 
+  '@fastify/busboy@2.1.1': {}
+
   '@humanfs/core@0.19.1': {}
 
   '@humanfs/node@0.16.7':
@@ -5215,6 +8073,14 @@ snapshots:
 
   '@humanwhocodes/retry@0.4.3': {}
 
+  '@iconify/types@2.0.0': {}
+
+  '@iconify/utils@3.1.0':
+    dependencies:
+      '@antfu/install-pkg': 1.1.0
+      '@iconify/types': 2.0.0
+      mlly: 1.8.0
+
   '@img/colour@1.0.0':
     optional: true
 
@@ -5362,12 +8228,12 @@ snapshots:
       wrap-ansi: 8.1.0
       wrap-ansi-cjs: wrap-ansi@7.0.0
 
-  '@joshwooding/vite-plugin-react-docgen-typescript@0.5.0(typescript@5.9.3)(vite@6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.20.6))':
+  '@joshwooding/vite-plugin-react-docgen-typescript@0.5.0(typescript@5.9.3)(vite@6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.21.0)(yaml@2.8.2))':
     dependencies:
       glob: 10.5.0
       magic-string: 0.27.0
       react-docgen-typescript: 2.4.0(typescript@5.9.3)
-      vite: 6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.20.6)
+      vite: 6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.21.0)(yaml@2.8.2)
     optionalDependencies:
       typescript: 5.9.3
 
@@ -5412,6 +8278,25 @@ snapshots:
       '@types/react': 19.2.7
       react: 19.2.0
 
+  '@mendable/firecrawl-js@4.8.1':
+    dependencies:
+      axios: 1.13.2
+      typescript-event-target: 1.1.1
+      zod: 3.25.76
+      zod-to-json-schema: 3.25.0(zod@3.25.76)
+    transitivePeerDependencies:
+      - debug
+
+  '@mermaid-js/parser@0.6.3':
+    dependencies:
+      langium: 3.3.1
+
+  '@mongodb-js/saslprep@1.4.4':
+    dependencies:
+      sparse-bitfield: 3.0.3
+
+  '@mozilla/readability@0.5.0': {}
+
   '@mswjs/interceptors@0.40.0':
     dependencies:
       '@open-draft/deferred-promise': 2.2.0
@@ -5435,34 +8320,34 @@ snapshots:
       '@tybys/wasm-util': 0.10.1
     optional: true
 
-  '@next/env@16.0.4': {}
+  '@next/env@16.0.8': {}
 
   '@next/eslint-plugin-next@16.0.4':
     dependencies:
       fast-glob: 3.3.1
 
-  '@next/swc-darwin-arm64@16.0.4':
+  '@next/swc-darwin-arm64@16.0.8':
     optional: true
 
-  '@next/swc-darwin-x64@16.0.4':
+  '@next/swc-darwin-x64@16.0.8':
     optional: true
 
-  '@next/swc-linux-arm64-gnu@16.0.4':
+  '@next/swc-linux-arm64-gnu@16.0.8':
     optional: true
 
-  '@next/swc-linux-arm64-musl@16.0.4':
+  '@next/swc-linux-arm64-musl@16.0.8':
     optional: true
 
-  '@next/swc-linux-x64-gnu@16.0.4':
+  '@next/swc-linux-x64-gnu@16.0.8':
     optional: true
 
-  '@next/swc-linux-x64-musl@16.0.4':
+  '@next/swc-linux-x64-musl@16.0.8':
     optional: true
 
-  '@next/swc-win32-arm64-msvc@16.0.4':
+  '@next/swc-win32-arm64-msvc@16.0.8':
     optional: true
 
-  '@next/swc-win32-x64-msvc@16.0.4':
+  '@next/swc-win32-x64-msvc@16.0.8':
     optional: true
 
   '@nodelib/fs.scandir@2.1.5':
@@ -5488,6 +8373,8 @@ snapshots:
 
   '@open-draft/until@2.1.0': {}
 
+  '@opentelemetry/api@1.9.0': {}
+
   '@oxc-resolver/binding-android-arm-eabi@11.14.0':
     optional: true
 
@@ -5585,6 +8472,32 @@ snapshots:
     dependencies:
       '@prisma/debug': 6.19.0
 
+  '@redis/bloom@1.2.0(@redis/client@1.6.1)':
+    dependencies:
+      '@redis/client': 1.6.1
+
+  '@redis/client@1.6.1':
+    dependencies:
+      cluster-key-slot: 1.1.2
+      generic-pool: 3.9.0
+      yallist: 4.0.0
+
+  '@redis/graph@1.1.1(@redis/client@1.6.1)':
+    dependencies:
+      '@redis/client': 1.6.1
+
+  '@redis/json@1.0.7(@redis/client@1.6.1)':
+    dependencies:
+      '@redis/client': 1.6.1
+
+  '@redis/search@1.2.0(@redis/client@1.6.1)':
+    dependencies:
+      '@redis/client': 1.6.1
+
+  '@redis/time-series@1.1.0(@redis/client@1.6.1)':
+    dependencies:
+      '@redis/client': 1.6.1
+
   '@rollup/pluginutils@5.3.0(rollup@4.53.3)':
     dependencies:
       '@types/estree': 1.0.8
@@ -5661,8 +8574,43 @@ snapshots:
 
   '@rtsao/scc@1.1.0': {}
 
+  '@shikijs/core@3.19.0':
+    dependencies:
+      '@shikijs/types': 3.19.0
+      '@shikijs/vscode-textmate': 10.0.2
+      '@types/hast': 3.0.4
+      hast-util-to-html: 9.0.5
+
+  '@shikijs/engine-javascript@3.19.0':
+    dependencies:
+      '@shikijs/types': 3.19.0
+      '@shikijs/vscode-textmate': 10.0.2
+      oniguruma-to-es: 4.3.4
+
+  '@shikijs/engine-oniguruma@3.19.0':
+    dependencies:
+      '@shikijs/types': 3.19.0
+      '@shikijs/vscode-textmate': 10.0.2
+
+  '@shikijs/langs@3.19.0':
+    dependencies:
+      '@shikijs/types': 3.19.0
+
+  '@shikijs/themes@3.19.0':
+    dependencies:
+      '@shikijs/types': 3.19.0
+
+  '@shikijs/types@3.19.0':
+    dependencies:
+      '@shikijs/vscode-textmate': 10.0.2
+      '@types/hast': 3.0.4
+
+  '@shikijs/vscode-textmate@10.0.2': {}
+
   '@standard-schema/spec@1.0.0': {}
 
+  '@standard-schema/spec@1.1.0': {}
+
   '@storybook/addon-actions@8.6.14(storybook@8.6.14(prettier@2.8.8))':
     dependencies:
       '@storybook/global': 5.0.0
@@ -5767,13 +8715,13 @@ snapshots:
       react: 19.2.0
       react-dom: 19.2.0(react@19.2.0)
 
-  '@storybook/builder-vite@8.6.14(storybook@8.6.14(prettier@2.8.8))(vite@6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.20.6))':
+  '@storybook/builder-vite@8.6.14(storybook@8.6.14(prettier@2.8.8))(vite@6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.21.0)(yaml@2.8.2))':
     dependencies:
       '@storybook/csf-plugin': 8.6.14(storybook@8.6.14(prettier@2.8.8))
       browser-assert: 1.2.1
       storybook: 8.6.14(prettier@2.8.8)
       ts-dedent: 2.2.0
-      vite: 6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.20.6)
+      vite: 6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.21.0)(yaml@2.8.2)
 
   '@storybook/components@8.6.14(storybook@8.6.14(prettier@2.8.8))':
     dependencies:
@@ -5832,11 +8780,11 @@ snapshots:
       react-dom: 19.2.0(react@19.2.0)
       storybook: 8.6.14(prettier@2.8.8)
 
-  '@storybook/react-vite@8.6.14(@storybook/test@8.6.14(storybook@8.6.14(prettier@2.8.8)))(react-dom@19.2.0(react@19.2.0))(react@19.2.0)(rollup@4.53.3)(storybook@8.6.14(prettier@2.8.8))(typescript@5.9.3)(vite@6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.20.6))':
+  '@storybook/react-vite@8.6.14(@storybook/test@8.6.14(storybook@8.6.14(prettier@2.8.8)))(react-dom@19.2.0(react@19.2.0))(react@19.2.0)(rollup@4.53.3)(storybook@8.6.14(prettier@2.8.8))(typescript@5.9.3)(vite@6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.21.0)(yaml@2.8.2))':
     dependencies:
-      '@joshwooding/vite-plugin-react-docgen-typescript': 0.5.0(typescript@5.9.3)(vite@6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.20.6))
+      '@joshwooding/vite-plugin-react-docgen-typescript': 0.5.0(typescript@5.9.3)(vite@6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.21.0)(yaml@2.8.2))
       '@rollup/pluginutils': 5.3.0(rollup@4.53.3)
-      '@storybook/builder-vite': 8.6.14(storybook@8.6.14(prettier@2.8.8))(vite@6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.20.6))
+      '@storybook/builder-vite': 8.6.14(storybook@8.6.14(prettier@2.8.8))(vite@6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.21.0)(yaml@2.8.2))
       '@storybook/react': 8.6.14(@storybook/test@8.6.14(storybook@8.6.14(prettier@2.8.8)))(react-dom@19.2.0(react@19.2.0))(react@19.2.0)(storybook@8.6.14(prettier@2.8.8))(typescript@5.9.3)
       find-up: 5.0.0
       magic-string: 0.30.21
@@ -5846,7 +8794,7 @@ snapshots:
       resolve: 1.22.11
       storybook: 8.6.14(prettier@2.8.8)
       tsconfig-paths: 4.2.0
-      vite: 6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.20.6)
+      vite: 6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.21.0)(yaml@2.8.2)
     optionalDependencies:
       '@storybook/test': 8.6.14(storybook@8.6.14(prettier@2.8.8))
     transitivePeerDependencies:
@@ -5888,6 +8836,11 @@ snapshots:
     dependencies:
       tslib: 2.8.1
 
+  '@tailwindcss/typography@0.5.19(tailwindcss@3.4.18(tsx@4.21.0)(yaml@2.8.2))':
+    dependencies:
+      postcss-selector-parser: 6.0.10
+      tailwindcss: 3.4.18(tsx@4.21.0)(yaml@2.8.2)
+
   '@testing-library/dom@10.4.0':
     dependencies:
       '@babel/code-frame': 7.27.1
@@ -5936,6 +8889,15 @@ snapshots:
     dependencies:
       '@testing-library/dom': 10.4.0
 
+  '@thomasdavis/unsandbox@0.0.3(zod@4.1.13)':
+    dependencies:
+      ai: 6.0.0-beta.131(effect@3.18.4)(zod@4.1.13)
+    transitivePeerDependencies:
+      - '@valibot/to-json-schema'
+      - arktype
+      - effect
+      - zod
+
   '@total-typescript/ts-reset@0.6.1': {}
 
   '@tybys/wasm-util@0.10.1':
@@ -5966,36 +8928,198 @@ snapshots:
     dependencies:
       '@babel/types': 7.28.5
 
+  '@types/d3-array@3.2.2': {}
+
+  '@types/d3-axis@3.0.6':
+    dependencies:
+      '@types/d3-selection': 3.0.11
+
+  '@types/d3-brush@3.0.6':
+    dependencies:
+      '@types/d3-selection': 3.0.11
+
+  '@types/d3-chord@3.0.6': {}
+
+  '@types/d3-color@3.1.3': {}
+
+  '@types/d3-contour@3.0.6':
+    dependencies:
+      '@types/d3-array': 3.2.2
+      '@types/geojson': 7946.0.16
+
+  '@types/d3-delaunay@6.0.4': {}
+
+  '@types/d3-dispatch@3.0.7': {}
+
+  '@types/d3-drag@3.0.7':
+    dependencies:
+      '@types/d3-selection': 3.0.11
+
+  '@types/d3-dsv@3.0.7': {}
+
+  '@types/d3-ease@3.0.2': {}
+
+  '@types/d3-fetch@3.0.7':
+    dependencies:
+      '@types/d3-dsv': 3.0.7
+
+  '@types/d3-force@3.0.10': {}
+
+  '@types/d3-format@3.0.4': {}
+
+  '@types/d3-geo@3.1.0':
+    dependencies:
+      '@types/geojson': 7946.0.16
+
+  '@types/d3-hierarchy@3.1.7': {}
+
+  '@types/d3-interpolate@3.0.4':
+    dependencies:
+      '@types/d3-color': 3.1.3
+
+  '@types/d3-path@3.1.1': {}
+
+  '@types/d3-polygon@3.0.2': {}
+
+  '@types/d3-quadtree@3.0.6': {}
+
+  '@types/d3-random@3.0.3': {}
+
+  '@types/d3-scale-chromatic@3.1.0': {}
+
+  '@types/d3-scale@4.0.9':
+    dependencies:
+      '@types/d3-time': 3.0.4
+
+  '@types/d3-selection@3.0.11': {}
+
+  '@types/d3-shape@3.1.7':
+    dependencies:
+      '@types/d3-path': 3.1.1
+
+  '@types/d3-time-format@4.0.3': {}
+
+  '@types/d3-time@3.0.4': {}
+
+  '@types/d3-timer@3.0.2': {}
+
+  '@types/d3-transition@3.0.9':
+    dependencies:
+      '@types/d3-selection': 3.0.11
+
+  '@types/d3-zoom@3.0.8':
+    dependencies:
+      '@types/d3-interpolate': 3.0.4
+      '@types/d3-selection': 3.0.11
+
+  '@types/d3@7.4.3':
+    dependencies:
+      '@types/d3-array': 3.2.2
+      '@types/d3-axis': 3.0.6
+      '@types/d3-brush': 3.0.6
+      '@types/d3-chord': 3.0.6
+      '@types/d3-color': 3.1.3
+      '@types/d3-contour': 3.0.6
+      '@types/d3-delaunay': 6.0.4
+      '@types/d3-dispatch': 3.0.7
+      '@types/d3-drag': 3.0.7
+      '@types/d3-dsv': 3.0.7
+      '@types/d3-ease': 3.0.2
+      '@types/d3-fetch': 3.0.7
+      '@types/d3-force': 3.0.10
+      '@types/d3-format': 3.0.4
+      '@types/d3-geo': 3.1.0
+      '@types/d3-hierarchy': 3.1.7
+      '@types/d3-interpolate': 3.0.4
+      '@types/d3-path': 3.1.1
+      '@types/d3-polygon': 3.0.2
+      '@types/d3-quadtree': 3.0.6
+      '@types/d3-random': 3.0.3
+      '@types/d3-scale': 4.0.9
+      '@types/d3-scale-chromatic': 3.1.0
+      '@types/d3-selection': 3.0.11
+      '@types/d3-shape': 3.1.7
+      '@types/d3-time': 3.0.4
+      '@types/d3-time-format': 4.0.3
+      '@types/d3-timer': 3.0.2
+      '@types/d3-transition': 3.0.9
+      '@types/d3-zoom': 3.0.8
+
+  '@types/debug@4.1.12':
+    dependencies:
+      '@types/ms': 2.1.0
+
   '@types/doctrine@0.0.9': {}
 
+  '@types/estree-jsx@1.0.5':
+    dependencies:
+      '@types/estree': 1.0.8
+
   '@types/estree@1.0.8': {}
 
+  '@types/geojson@7946.0.16': {}
+
+  '@types/hast@3.0.4':
+    dependencies:
+      '@types/unist': 3.0.3
+
   '@types/json-schema@7.0.15': {}
 
   '@types/json5@0.0.29': {}
 
+  '@types/katex@0.16.7': {}
+
+  '@types/mdast@4.0.4':
+    dependencies:
+      '@types/unist': 3.0.3
+
   '@types/mdx@2.0.13': {}
 
+  '@types/ms@2.1.0': {}
+
   '@types/node@12.20.55': {}
 
   '@types/node@22.19.1':
     dependencies:
       undici-types: 6.21.0
 
+  '@types/prismjs@1.26.5': {}
+
   '@types/react-dom@19.2.3(@types/react@19.2.7)':
     dependencies:
       '@types/react': 19.2.7
 
+  '@types/react-syntax-highlighter@15.5.13':
+    dependencies:
+      '@types/react': 19.2.7
+
   '@types/react@19.2.7':
     dependencies:
       csstype: 3.2.3
 
   '@types/resolve@1.20.6': {}
 
+  '@types/semver@7.7.1': {}
+
   '@types/statuses@2.0.6': {}
 
+  '@types/trusted-types@2.0.7':
+    optional: true
+
+  '@types/unist@2.0.11': {}
+
+  '@types/unist@3.0.3': {}
+
   '@types/uuid@9.0.8': {}
 
+  '@types/validate-npm-package-name@4.0.2': {}
+
+  '@types/webidl-conversions@7.0.3': {}
+
+  '@types/whatwg-url@11.0.5':
+    dependencies:
+      '@types/webidl-conversions': 7.0.3
+
   '@typescript-eslint/eslint-plugin@8.48.0(@typescript-eslint/parser@8.48.0(eslint@9.39.1(jiti@1.21.7))(typescript@5.9.3))(eslint@9.39.1(jiti@1.21.7))(typescript@5.9.3)':
     dependencies:
       '@eslint-community/regexpp': 4.12.2
@@ -6140,6 +9264,8 @@ snapshots:
       '@typescript-eslint/types': 8.48.0
       eslint-visitor-keys: 4.2.1
 
+  '@ungap/structured-clone@1.3.0': {}
+
   '@unrs/resolver-binding-android-arm-eabi@1.11.1':
     optional: true
 
@@ -6199,6 +9325,29 @@ snapshots:
   '@unrs/resolver-binding-win32-x64-msvc@1.11.1':
     optional: true
 
+  '@upstash/redis@1.36.0':
+    dependencies:
+      uncrypto: 0.1.3
+
+  '@vercel/analytics@1.6.1(next@16.0.8(@opentelemetry/api@1.9.0)(react-dom@19.2.0(react@19.2.0))(react@19.2.0))(react@19.2.0)':
+    optionalDependencies:
+      next: 16.0.8(@babel/core@7.28.5)(@opentelemetry/api@1.9.0)(react-dom@19.2.0(react@19.2.0))(react@19.2.0)
+      react: 19.2.0
+
+  '@vercel/blob@2.0.0':
+    dependencies:
+      async-retry: 1.3.3
+      is-buffer: 2.0.5
+      is-node-process: 1.2.0
+      throttleit: 2.1.0
+      undici: 5.29.0
+
+  '@vercel/kv@3.0.0':
+    dependencies:
+      '@upstash/redis': 1.36.0
+
+  '@vercel/oidc@3.0.5': {}
+
   '@vitest/expect@2.0.5':
     dependencies:
       '@vitest/spy': 2.0.5
@@ -6262,6 +9411,11 @@ snapshots:
       loupe: 3.2.1
       tinyrainbow: 1.2.0
 
+  accepts@1.3.8:
+    dependencies:
+      mime-types: 2.1.35
+      negotiator: 0.6.3
+
   acorn-jsx-walk@2.0.0: {}
 
   acorn-jsx@5.3.2(acorn@8.15.0):
@@ -6278,6 +9432,72 @@ snapshots:
 
   acorn@8.15.0: {}
 
+  afinn-165-financialmarketnews@3.0.0: {}
+
+  afinn-165@1.0.4: {}
+
+  agent-base@7.1.4: {}
+
+  ai@5.0.106(zod@3.25.76):
+    dependencies:
+      '@ai-sdk/gateway': 2.0.18(zod@3.25.76)
+      '@ai-sdk/provider': 2.0.0
+      '@ai-sdk/provider-utils': 3.0.18(zod@3.25.76)
+      '@opentelemetry/api': 1.9.0
+      zod: 3.25.76
+
+  ai@6.0.0-beta.124(effect@3.18.4)(zod@3.25.76):
+    dependencies:
+      '@ai-sdk/gateway': 2.0.0-beta.68(effect@3.18.4)(zod@3.25.76)
+      '@ai-sdk/provider': 3.0.0-beta.22
+      '@ai-sdk/provider-utils': 4.0.0-beta.40(effect@3.18.4)(zod@3.25.76)
+      '@opentelemetry/api': 1.9.0
+      zod: 3.25.76
+    transitivePeerDependencies:
+      - '@valibot/to-json-schema'
+      - arktype
+      - effect
+
+  ai@6.0.0-beta.124(effect@3.18.4)(zod@4.1.13):
+    dependencies:
+      '@ai-sdk/gateway': 2.0.0-beta.68(effect@3.18.4)(zod@4.1.13)
+      '@ai-sdk/provider': 3.0.0-beta.22
+      '@ai-sdk/provider-utils': 4.0.0-beta.40(effect@3.18.4)(zod@4.1.13)
+      '@opentelemetry/api': 1.9.0
+      zod: 4.1.13
+    transitivePeerDependencies:
+      - '@valibot/to-json-schema'
+      - arktype
+      - effect
+
+  ai@6.0.0-beta.131(effect@3.18.4)(zod@4.1.13):
+    dependencies:
+      '@ai-sdk/gateway': 2.0.0-beta.71(effect@3.18.4)(zod@4.1.13)
+      '@ai-sdk/provider': 3.0.0-beta.23
+      '@ai-sdk/provider-utils': 4.0.0-beta.42(effect@3.18.4)(zod@4.1.13)
+      '@opentelemetry/api': 1.9.0
+      zod: 4.1.13
+    transitivePeerDependencies:
+      - '@valibot/to-json-schema'
+      - arktype
+      - effect
+
+  ai@6.0.3(zod@3.25.76):
+    dependencies:
+      '@ai-sdk/gateway': 3.0.2(zod@3.25.76)
+      '@ai-sdk/provider': 3.0.0
+      '@ai-sdk/provider-utils': 4.0.1(zod@3.25.76)
+      '@opentelemetry/api': 1.9.0
+      zod: 3.25.76
+
+  ai@6.0.3(zod@4.1.13):
+    dependencies:
+      '@ai-sdk/gateway': 3.0.2(zod@4.1.13)
+      '@ai-sdk/provider': 3.0.0
+      '@ai-sdk/provider-utils': 4.0.1(zod@4.1.13)
+      '@opentelemetry/api': 1.9.0
+      zod: 4.1.13
+
   ajv@6.12.6:
     dependencies:
       fast-deep-equal: 3.1.3
@@ -6313,6 +9533,10 @@ snapshots:
       normalize-path: 3.0.0
       picomatch: 2.3.1
 
+  apparatus@0.0.10:
+    dependencies:
+      sylvester: 0.0.12
+
   arg@5.0.2: {}
 
   argparse@1.0.10:
@@ -6332,6 +9556,8 @@ snapshots:
       call-bound: 1.0.4
       is-array-buffer: 3.0.5
 
+  array-flatten@1.1.1: {}
+
   array-includes@3.1.9:
     dependencies:
       call-bind: 1.0.8
@@ -6406,6 +9632,14 @@ snapshots:
 
   async-function@1.0.0: {}
 
+  async-retry@1.3.3:
+    dependencies:
+      retry: 0.13.1
+
+  async@3.2.6: {}
+
+  asynckit@0.4.0: {}
+
   autoprefixer@10.4.22(postcss@8.5.6):
     dependencies:
       browserslist: 4.28.0
@@ -6422,12 +9656,26 @@ snapshots:
 
   axe-core@4.11.0: {}
 
+  axios@1.13.2:
+    dependencies:
+      follow-redirects: 1.15.11
+      form-data: 4.0.5
+      proxy-from-env: 1.1.0
+    transitivePeerDependencies:
+      - debug
+
   axobject-query@4.1.0: {}
 
+  bail@2.0.2: {}
+
   balanced-match@1.0.2: {}
 
   baseline-browser-mapping@2.8.31: {}
 
+  basic-auth@2.0.1:
+    dependencies:
+      safe-buffer: 5.1.2
+
   better-opn@3.0.2:
     dependencies:
       open: 8.4.2
@@ -6438,6 +9686,29 @@ snapshots:
 
   binary-extensions@2.3.0: {}
 
+  bm25@0.1.1:
+    dependencies:
+      lodash: 4.17.21
+
+  body-parser@1.20.4:
+    dependencies:
+      bytes: 3.1.2
+      content-type: 1.0.5
+      debug: 2.6.9
+      depd: 2.0.0
+      destroy: 1.2.0
+      http-errors: 2.0.1
+      iconv-lite: 0.4.24
+      on-finished: 2.4.1
+      qs: 6.14.0
+      raw-body: 2.5.3
+      type-is: 1.6.18
+      unpipe: 1.0.0
+    transitivePeerDependencies:
+      - supports-color
+
+  boolbase@1.0.0: {}
+
   brace-expansion@1.1.12:
     dependencies:
       balanced-match: 1.0.2
@@ -6461,11 +9732,15 @@ snapshots:
       node-releases: 2.0.27
       update-browserslist-db: 1.1.4(browserslist@4.28.0)
 
+  bson@6.10.4: {}
+
   bundle-require@5.1.0(esbuild@0.27.0):
     dependencies:
       esbuild: 0.27.0
       load-tsconfig: 0.2.5
 
+  bytes@3.1.2: {}
+
   c12@3.1.0:
     dependencies:
       chokidar: 4.0.3
@@ -6506,6 +9781,8 @@ snapshots:
 
   caniuse-lite@1.0.30001757: {}
 
+  ccount@2.0.1: {}
+
   chai@5.3.3:
     dependencies:
       assertion-error: 2.0.1
@@ -6524,10 +9801,57 @@ snapshots:
       ansi-styles: 4.3.0
       supports-color: 7.2.0
 
+  chalk@5.6.2: {}
+
+  character-entities-html4@2.1.0: {}
+
+  character-entities-legacy@3.0.0: {}
+
+  character-entities@2.0.2: {}
+
+  character-reference-invalid@2.0.1: {}
+
   chardet@2.1.1: {}
 
   check-error@2.1.1: {}
 
+  cheerio-select@2.1.0:
+    dependencies:
+      boolbase: 1.0.0
+      css-select: 5.2.2
+      css-what: 6.2.2
+      domelementtype: 2.3.0
+      domhandler: 5.0.3
+      domutils: 3.2.2
+
+  cheerio@1.1.2:
+    dependencies:
+      cheerio-select: 2.1.0
+      dom-serializer: 2.0.0
+      domhandler: 5.0.3
+      domutils: 3.2.2
+      encoding-sniffer: 0.2.1
+      htmlparser2: 10.0.0
+      parse5: 7.3.0
+      parse5-htmlparser2-tree-adapter: 7.1.0
+      parse5-parser-stream: 7.1.2
+      undici: 7.16.0
+      whatwg-mimetype: 4.0.0
+
+  chevrotain-allstar@0.3.1(chevrotain@11.0.3):
+    dependencies:
+      chevrotain: 11.0.3
+      lodash-es: 4.17.21
+
+  chevrotain@11.0.3:
+    dependencies:
+      '@chevrotain/cst-dts-gen': 11.0.3
+      '@chevrotain/gast': 11.0.3
+      '@chevrotain/regexp-to-ast': 11.0.3
+      '@chevrotain/types': 11.0.3
+      '@chevrotain/utils': 11.0.3
+      lodash-es: 4.17.21
+
   chokidar@3.6.0:
     dependencies:
       anymatch: 3.1.3
@@ -6544,12 +9868,20 @@ snapshots:
     dependencies:
       readdirp: 4.1.2
 
+  chrono-node@2.9.0: {}
+
   ci-info@3.9.0: {}
 
   citty@0.1.6:
     dependencies:
       consola: 3.4.2
 
+  cli-cursor@5.0.0:
+    dependencies:
+      restore-cursor: 5.1.0
+
+  cli-spinners@2.9.2: {}
+
   cli-width@4.1.0: {}
 
   client-only@0.0.1: {}
@@ -6562,16 +9894,30 @@ snapshots:
 
   clsx@2.1.1: {}
 
+  cluster-key-slot@1.1.2: {}
+
   color-convert@2.0.1:
     dependencies:
       color-name: 1.1.4
 
   color-name@1.1.4: {}
 
+  combined-stream@1.0.8:
+    dependencies:
+      delayed-stream: 1.0.0
+
+  comma-separated-tokens@2.0.3: {}
+
+  commander@12.1.0: {}
+
   commander@14.0.2: {}
 
   commander@4.1.1: {}
 
+  commander@7.2.0: {}
+
+  commander@8.3.0: {}
+
   concat-map@0.0.1: {}
 
   confbox@0.1.8: {}
@@ -6580,24 +9926,253 @@ snapshots:
 
   consola@3.4.2: {}
 
+  content-disposition@0.5.4:
+    dependencies:
+      safe-buffer: 5.2.1
+
+  content-type@1.0.5: {}
+
   convert-source-map@2.0.0: {}
 
+  cookie-signature@1.0.7: {}
+
+  cookie@0.7.2: {}
+
   cookie@1.0.2: {}
 
+  cors@2.8.5:
+    dependencies:
+      object-assign: 4.1.1
+      vary: 1.1.2
+
+  corser@2.0.1: {}
+
+  cose-base@1.0.3:
+    dependencies:
+      layout-base: 1.0.2
+
+  cose-base@2.2.0:
+    dependencies:
+      layout-base: 2.0.1
+
   cross-spawn@7.0.6:
     dependencies:
       path-key: 3.1.1
       shebang-command: 2.0.0
       which: 2.0.2
 
+  css-select@5.2.2:
+    dependencies:
+      boolbase: 1.0.0
+      css-what: 6.2.2
+      domhandler: 5.0.3
+      domutils: 3.2.2
+      nth-check: 2.1.1
+
+  css-what@6.2.2: {}
+
   css.escape@1.5.1: {}
 
   cssesc@3.0.0: {}
 
+  cssstyle@4.6.0:
+    dependencies:
+      '@asamuzakjp/css-color': 3.2.0
+      rrweb-cssom: 0.8.0
+
   csstype@3.2.3: {}
 
+  cytoscape-cose-bilkent@4.1.0(cytoscape@3.33.1):
+    dependencies:
+      cose-base: 1.0.3
+      cytoscape: 3.33.1
+
+  cytoscape-fcose@2.2.0(cytoscape@3.33.1):
+    dependencies:
+      cose-base: 2.2.0
+      cytoscape: 3.33.1
+
+  cytoscape@3.33.1: {}
+
+  d3-array@2.12.1:
+    dependencies:
+      internmap: 1.0.1
+
+  d3-array@3.2.4:
+    dependencies:
+      internmap: 2.0.3
+
+  d3-axis@3.0.0: {}
+
+  d3-brush@3.0.0:
+    dependencies:
+      d3-dispatch: 3.0.1
+      d3-drag: 3.0.0
+      d3-interpolate: 3.0.1
+      d3-selection: 3.0.0
+      d3-transition: 3.0.1(d3-selection@3.0.0)
+
+  d3-chord@3.0.1:
+    dependencies:
+      d3-path: 3.1.0
+
+  d3-color@3.1.0: {}
+
+  d3-contour@4.0.2:
+    dependencies:
+      d3-array: 3.2.4
+
+  d3-delaunay@6.0.4:
+    dependencies:
+      delaunator: 5.0.1
+
+  d3-dispatch@3.0.1: {}
+
+  d3-drag@3.0.0:
+    dependencies:
+      d3-dispatch: 3.0.1
+      d3-selection: 3.0.0
+
+  d3-dsv@3.0.1:
+    dependencies:
+      commander: 7.2.0
+      iconv-lite: 0.6.3
+      rw: 1.3.3
+
+  d3-ease@3.0.1: {}
+
+  d3-fetch@3.0.1:
+    dependencies:
+      d3-dsv: 3.0.1
+
+  d3-force@3.0.0:
+    dependencies:
+      d3-dispatch: 3.0.1
+      d3-quadtree: 3.0.1
+      d3-timer: 3.0.1
+
+  d3-format@3.1.0: {}
+
+  d3-geo@3.1.1:
+    dependencies:
+      d3-array: 3.2.4
+
+  d3-hierarchy@3.1.2: {}
+
+  d3-interpolate@3.0.1:
+    dependencies:
+      d3-color: 3.1.0
+
+  d3-path@1.0.9: {}
+
+  d3-path@3.1.0: {}
+
+  d3-polygon@3.0.1: {}
+
+  d3-quadtree@3.0.1: {}
+
+  d3-random@3.0.1: {}
+
+  d3-sankey@0.12.3:
+    dependencies:
+      d3-array: 2.12.1
+      d3-shape: 1.3.7
+
+  d3-scale-chromatic@3.1.0:
+    dependencies:
+      d3-color: 3.1.0
+      d3-interpolate: 3.0.1
+
+  d3-scale@4.0.2:
+    dependencies:
+      d3-array: 3.2.4
+      d3-format: 3.1.0
+      d3-interpolate: 3.0.1
+      d3-time: 3.1.0
+      d3-time-format: 4.1.0
+
+  d3-selection@3.0.0: {}
+
+  d3-shape@1.3.7:
+    dependencies:
+      d3-path: 1.0.9
+
+  d3-shape@3.2.0:
+    dependencies:
+      d3-path: 3.1.0
+
+  d3-time-format@4.1.0:
+    dependencies:
+      d3-time: 3.1.0
+
+  d3-time@3.1.0:
+    dependencies:
+      d3-array: 3.2.4
+
+  d3-timer@3.0.1: {}
+
+  d3-transition@3.0.1(d3-selection@3.0.0):
+    dependencies:
+      d3-color: 3.1.0
+      d3-dispatch: 3.0.1
+      d3-ease: 3.0.1
+      d3-interpolate: 3.0.1
+      d3-selection: 3.0.0
+      d3-timer: 3.0.1
+
+  d3-zoom@3.0.0:
+    dependencies:
+      d3-dispatch: 3.0.1
+      d3-drag: 3.0.0
+      d3-interpolate: 3.0.1
+      d3-selection: 3.0.0
+      d3-transition: 3.0.1(d3-selection@3.0.0)
+
+  d3@7.9.0:
+    dependencies:
+      d3-array: 3.2.4
+      d3-axis: 3.0.0
+      d3-brush: 3.0.0
+      d3-chord: 3.0.1
+      d3-color: 3.1.0
+      d3-contour: 4.0.2
+      d3-delaunay: 6.0.4
+      d3-dispatch: 3.0.1
+      d3-drag: 3.0.0
+      d3-dsv: 3.0.1
+      d3-ease: 3.0.1
+      d3-fetch: 3.0.1
+      d3-force: 3.0.0
+      d3-format: 3.1.0
+      d3-geo: 3.1.1
+      d3-hierarchy: 3.1.2
+      d3-interpolate: 3.0.1
+      d3-path: 3.1.0
+      d3-polygon: 3.0.1
+      d3-quadtree: 3.0.1
+      d3-random: 3.0.1
+      d3-scale: 4.0.2
+      d3-scale-chromatic: 3.1.0
+      d3-selection: 3.0.0
+      d3-shape: 3.2.0
+      d3-time: 3.1.0
+      d3-time-format: 4.1.0
+      d3-timer: 3.0.1
+      d3-transition: 3.0.1(d3-selection@3.0.0)
+      d3-zoom: 3.0.0
+
+  dagre-d3-es@7.0.13:
+    dependencies:
+      d3: 7.9.0
+      lodash-es: 4.17.21
+
   damerau-levenshtein@1.0.8: {}
 
+  data-urls@5.0.0:
+    dependencies:
+      whatwg-mimetype: 4.0.0
+      whatwg-url: 14.2.0
+
   data-view-buffer@1.0.2:
     dependencies:
       call-bound: 1.0.4
@@ -6616,6 +10191,12 @@ snapshots:
       es-errors: 1.3.0
       is-data-view: 1.0.2
 
+  dayjs@1.11.19: {}
+
+  debug@2.6.9:
+    dependencies:
+      ms: 2.0.0
+
   debug@3.2.7:
     dependencies:
       ms: 2.1.3
@@ -6624,12 +10205,20 @@ snapshots:
     dependencies:
       ms: 2.1.3
 
+  decimal.js@10.6.0: {}
+
+  decode-named-character-reference@1.2.0:
+    dependencies:
+      character-entities: 2.0.2
+
   deep-eql@5.0.2: {}
 
   deep-is@0.1.4: {}
 
   deepmerge-ts@7.1.5: {}
 
+  deepmerge@4.3.1: {}
+
   define-data-property@1.1.4:
     dependencies:
       es-define-property: 1.0.1
@@ -6646,6 +10235,14 @@ snapshots:
 
   defu@6.1.4: {}
 
+  delaunator@5.0.1:
+    dependencies:
+      robust-predicates: 3.0.2
+
+  delayed-stream@1.0.0: {}
+
+  depd@2.0.0: {}
+
   dependency-cruiser@17.3.1:
     dependencies:
       acorn: 8.15.0
@@ -6673,11 +10270,17 @@ snapshots:
 
   destr@2.0.5: {}
 
+  destroy@1.2.0: {}
+
   detect-indent@6.1.0: {}
 
   detect-libc@2.1.2:
     optional: true
 
+  devlop@1.1.0:
+    dependencies:
+      dequal: 2.0.3
+
   didyoumean@1.2.2: {}
 
   dir-glob@3.0.1:
@@ -6698,8 +10301,32 @@ snapshots:
 
   dom-accessibility-api@0.6.3: {}
 
+  dom-serializer@2.0.0:
+    dependencies:
+      domelementtype: 2.3.0
+      domhandler: 5.0.3
+      entities: 4.5.0
+
+  domelementtype@2.3.0: {}
+
+  domhandler@5.0.3:
+    dependencies:
+      domelementtype: 2.3.0
+
+  dompurify@3.3.0:
+    optionalDependencies:
+      '@types/trusted-types': 2.0.7
+
+  domutils@3.2.2:
+    dependencies:
+      dom-serializer: 2.0.0
+      domelementtype: 2.3.0
+      domhandler: 5.0.3
+
   dotenv@16.6.1: {}
 
+  dotenv@17.2.3: {}
+
   dunder-proto@1.0.1:
     dependencies:
       call-bind-apply-helpers: 1.0.2
@@ -6708,19 +10335,32 @@ snapshots:
 
   eastasianwidth@0.2.0: {}
 
+  ee-first@1.1.1: {}
+
   effect@3.18.4:
     dependencies:
-      '@standard-schema/spec': 1.0.0
+      '@standard-schema/spec': 1.1.0
       fast-check: 3.23.2
 
   electron-to-chromium@1.5.260: {}
 
+  emoji-regex@10.6.0: {}
+
   emoji-regex@8.0.0: {}
 
   emoji-regex@9.2.2: {}
 
   empathic@2.0.0: {}
 
+  encodeurl@1.0.2: {}
+
+  encodeurl@2.0.0: {}
+
+  encoding-sniffer@0.2.1:
+    dependencies:
+      iconv-lite: 0.6.3
+      whatwg-encoding: 3.1.1
+
   enhanced-resolve@5.18.3:
     dependencies:
       graceful-fs: 4.2.11
@@ -6733,6 +10373,8 @@ snapshots:
 
   entities@4.5.0: {}
 
+  entities@6.0.1: {}
+
   es-abstract@1.24.0:
     dependencies:
       array-buffer-byte-length: 1.0.2
@@ -6929,15 +10571,19 @@ snapshots:
 
   escalade@3.2.0: {}
 
+  escape-html@1.0.3: {}
+
   escape-string-regexp@4.0.0: {}
 
+  escape-string-regexp@5.0.0: {}
+
   eslint-config-next@16.0.4(eslint@9.39.1(jiti@1.21.7))(typescript@5.9.3):
     dependencies:
       '@next/eslint-plugin-next': 16.0.4
       eslint: 9.39.1(jiti@1.21.7)
       eslint-import-resolver-node: 0.3.9
       eslint-import-resolver-typescript: 3.10.1(eslint-plugin-import@2.32.0)(eslint@9.39.1(jiti@1.21.7))
-      eslint-plugin-import: 2.32.0(eslint@9.39.1(jiti@1.21.7))
+      eslint-plugin-import: 2.32.0(eslint-import-resolver-typescript@3.10.1)(eslint@9.39.1(jiti@1.21.7))
       eslint-plugin-jsx-a11y: 6.10.2(eslint@9.39.1(jiti@1.21.7))
       eslint-plugin-react: 7.37.5(eslint@9.39.1(jiti@1.21.7))
       eslint-plugin-react-hooks: 7.0.1(eslint@9.39.1(jiti@1.21.7))
@@ -6951,6 +10597,26 @@ snapshots:
       - eslint-plugin-import-x
       - supports-color
 
+  eslint-config-next@16.0.4(eslint@9.39.1(jiti@2.6.1))(typescript@5.9.3):
+    dependencies:
+      '@next/eslint-plugin-next': 16.0.4
+      eslint: 9.39.1(jiti@2.6.1)
+      eslint-import-resolver-node: 0.3.9
+      eslint-import-resolver-typescript: 3.10.1(eslint-plugin-import@2.32.0)(eslint@9.39.1(jiti@2.6.1))
+      eslint-plugin-import: 2.32.0(eslint-import-resolver-typescript@3.10.1)(eslint@9.39.1(jiti@2.6.1))
+      eslint-plugin-jsx-a11y: 6.10.2(eslint@9.39.1(jiti@2.6.1))
+      eslint-plugin-react: 7.37.5(eslint@9.39.1(jiti@2.6.1))
+      eslint-plugin-react-hooks: 7.0.1(eslint@9.39.1(jiti@2.6.1))
+      globals: 16.4.0
+      typescript-eslint: 8.48.0(eslint@9.39.1(jiti@2.6.1))(typescript@5.9.3)
+    optionalDependencies:
+      typescript: 5.9.3
+    transitivePeerDependencies:
+      - '@typescript-eslint/parser'
+      - eslint-import-resolver-webpack
+      - eslint-plugin-import-x
+      - supports-color
+
   eslint-import-resolver-node@0.3.9:
     dependencies:
       debug: 3.2.7
@@ -6970,7 +10636,22 @@ snapshots:
       tinyglobby: 0.2.15
       unrs-resolver: 1.11.1
     optionalDependencies:
-      eslint-plugin-import: 2.32.0(eslint@9.39.1(jiti@1.21.7))
+      eslint-plugin-import: 2.32.0(eslint-import-resolver-typescript@3.10.1)(eslint@9.39.1(jiti@1.21.7))
+    transitivePeerDependencies:
+      - supports-color
+
+  eslint-import-resolver-typescript@3.10.1(eslint-plugin-import@2.32.0)(eslint@9.39.1(jiti@2.6.1)):
+    dependencies:
+      '@nolyfill/is-core-module': 1.0.39
+      debug: 4.4.3
+      eslint: 9.39.1(jiti@2.6.1)
+      get-tsconfig: 4.13.0
+      is-bun-module: 2.0.0
+      stable-hash: 0.0.5
+      tinyglobby: 0.2.15
+      unrs-resolver: 1.11.1
+    optionalDependencies:
+      eslint-plugin-import: 2.32.0(eslint-import-resolver-typescript@3.10.1)(eslint@9.39.1(jiti@2.6.1))
     transitivePeerDependencies:
       - supports-color
 
@@ -6994,6 +10675,16 @@ snapshots:
     transitivePeerDependencies:
       - supports-color
 
+  eslint-module-utils@2.12.1(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.10.1)(eslint@9.39.1(jiti@2.6.1)):
+    dependencies:
+      debug: 3.2.7
+    optionalDependencies:
+      eslint: 9.39.1(jiti@2.6.1)
+      eslint-import-resolver-node: 0.3.9
+      eslint-import-resolver-typescript: 3.10.1(eslint-plugin-import@2.32.0)(eslint@9.39.1(jiti@2.6.1))
+    transitivePeerDependencies:
+      - supports-color
+
   eslint-plugin-import@2.32.0(@typescript-eslint/parser@8.48.0(eslint@9.39.1(jiti@2.6.1))(typescript@5.9.3))(eslint@9.39.1(jiti@2.6.1)):
     dependencies:
       '@rtsao/scc': 1.1.0
@@ -7023,7 +10714,7 @@ snapshots:
       - eslint-import-resolver-webpack
       - supports-color
 
-  eslint-plugin-import@2.32.0(eslint@9.39.1(jiti@1.21.7)):
+  eslint-plugin-import@2.32.0(eslint-import-resolver-typescript@3.10.1)(eslint@9.39.1(jiti@1.21.7)):
     dependencies:
       '@rtsao/scc': 1.1.0
       array-includes: 3.1.9
@@ -7050,6 +10741,33 @@ snapshots:
       - eslint-import-resolver-webpack
       - supports-color
 
+  eslint-plugin-import@2.32.0(eslint-import-resolver-typescript@3.10.1)(eslint@9.39.1(jiti@2.6.1)):
+    dependencies:
+      '@rtsao/scc': 1.1.0
+      array-includes: 3.1.9
+      array.prototype.findlastindex: 1.2.6
+      array.prototype.flat: 1.3.3
+      array.prototype.flatmap: 1.3.3
+      debug: 3.2.7
+      doctrine: 2.1.0
+      eslint: 9.39.1(jiti@2.6.1)
+      eslint-import-resolver-node: 0.3.9
+      eslint-module-utils: 2.12.1(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.10.1)(eslint@9.39.1(jiti@2.6.1))
+      hasown: 2.0.2
+      is-core-module: 2.16.1
+      is-glob: 4.0.3
+      minimatch: 3.1.2
+      object.fromentries: 2.0.8
+      object.groupby: 1.0.3
+      object.values: 1.2.1
+      semver: 6.3.1
+      string.prototype.trimend: 1.0.9
+      tsconfig-paths: 3.15.0
+    transitivePeerDependencies:
+      - eslint-import-resolver-typescript
+      - eslint-import-resolver-webpack
+      - supports-color
+
   eslint-plugin-jsx-a11y@6.10.2(eslint@9.39.1(jiti@1.21.7)):
     dependencies:
       aria-query: 5.3.2
@@ -7098,8 +10816,19 @@ snapshots:
       '@babel/parser': 7.28.5
       eslint: 9.39.1(jiti@1.21.7)
       hermes-parser: 0.25.1
-      zod: 3.25.76
-      zod-validation-error: 4.0.2(zod@3.25.76)
+      zod: 4.1.13
+      zod-validation-error: 4.0.2(zod@4.1.13)
+    transitivePeerDependencies:
+      - supports-color
+
+  eslint-plugin-react-hooks@7.0.1(eslint@9.39.1(jiti@2.6.1)):
+    dependencies:
+      '@babel/core': 7.28.5
+      '@babel/parser': 7.28.5
+      eslint: 9.39.1(jiti@2.6.1)
+      hermes-parser: 0.25.1
+      zod: 4.1.13
+      zod-validation-error: 4.0.2(zod@4.1.13)
     transitivePeerDependencies:
       - supports-color
 
@@ -7256,6 +10985,8 @@ snapshots:
 
   estraverse@5.3.0: {}
 
+  estree-util-is-identifier-name@3.0.0: {}
+
   estree-walker@2.0.2: {}
 
   estree-walker@3.0.3:
@@ -7264,10 +10995,54 @@ snapshots:
 
   esutils@2.0.3: {}
 
+  etag@1.8.1: {}
+
+  eventemitter3@4.0.7: {}
+
+  eventsource-parser@3.0.6: {}
+
   expect-type@1.2.2: {}
 
+  express@4.22.1:
+    dependencies:
+      accepts: 1.3.8
+      array-flatten: 1.1.1
+      body-parser: 1.20.4
+      content-disposition: 0.5.4
+      content-type: 1.0.5
+      cookie: 0.7.2
+      cookie-signature: 1.0.7
+      debug: 2.6.9
+      depd: 2.0.0
+      encodeurl: 2.0.0
+      escape-html: 1.0.3
+      etag: 1.8.1
+      finalhandler: 1.3.2
+      fresh: 0.5.2
+      http-errors: 2.0.1
+      merge-descriptors: 1.0.3
+      methods: 1.1.2
+      on-finished: 2.4.1
+      parseurl: 1.3.3
+      path-to-regexp: 0.1.12
+      proxy-addr: 2.0.7
+      qs: 6.14.0
+      range-parser: 1.2.1
+      safe-buffer: 5.2.1
+      send: 0.19.1
+      serve-static: 1.16.2
+      setprototypeof: 1.2.0
+      statuses: 2.0.2
+      type-is: 1.6.18
+      utils-merge: 1.0.1
+      vary: 1.1.2
+    transitivePeerDependencies:
+      - supports-color
+
   exsolve@1.0.8: {}
 
+  extend@3.0.2: {}
+
   extendable-error@0.1.7: {}
 
   fast-check@3.23.2:
@@ -7302,6 +11077,10 @@ snapshots:
     dependencies:
       reusify: 1.1.0
 
+  fault@1.0.4:
+    dependencies:
+      format: 0.2.2
+
   fd-package-json@2.0.0:
     dependencies:
       walk-up-path: 4.0.0
@@ -7318,6 +11097,18 @@ snapshots:
     dependencies:
       to-regex-range: 5.0.1
 
+  finalhandler@1.3.2:
+    dependencies:
+      debug: 2.6.9
+      encodeurl: 2.0.0
+      escape-html: 1.0.3
+      on-finished: 2.4.1
+      parseurl: 1.3.3
+      statuses: 2.0.2
+      unpipe: 1.0.0
+    transitivePeerDependencies:
+      - supports-color
+
   find-up@4.1.0:
     dependencies:
       locate-path: 5.0.0
@@ -7328,6 +11119,14 @@ snapshots:
       locate-path: 6.0.0
       path-exists: 4.0.0
 
+  firecrawl-aisdk@0.7.2:
+    dependencies:
+      '@mendable/firecrawl-js': 4.8.1
+      ai: 5.0.106(zod@3.25.76)
+      zod: 3.25.76
+    transitivePeerDependencies:
+      - debug
+
   fix-dts-default-cjs-exports@1.0.1:
     dependencies:
       magic-string: 0.30.21
@@ -7341,6 +11140,8 @@ snapshots:
 
   flatted@3.3.3: {}
 
+  follow-redirects@1.15.11: {}
+
   for-each@0.3.5:
     dependencies:
       is-callable: 1.2.7
@@ -7350,12 +11151,35 @@ snapshots:
       cross-spawn: 7.0.6
       signal-exit: 4.1.0
 
+  form-data@4.0.5:
+    dependencies:
+      asynckit: 0.4.0
+      combined-stream: 1.0.8
+      es-set-tostringtag: 2.1.0
+      hasown: 2.0.2
+      mime-types: 2.1.35
+
+  format@0.2.2: {}
+
   formatly@0.3.0:
     dependencies:
       fd-package-json: 2.0.0
 
+  forwarded@0.2.0: {}
+
   fraction.js@5.3.4: {}
 
+  framer-motion@11.18.2(react-dom@19.2.0(react@19.2.0))(react@19.2.0):
+    dependencies:
+      motion-dom: 11.18.1
+      motion-utils: 11.18.1
+      tslib: 2.8.1
+    optionalDependencies:
+      react: 19.2.0
+      react-dom: 19.2.0(react@19.2.0)
+
+  fresh@0.5.2: {}
+
   fs-extra@7.0.1:
     dependencies:
       graceful-fs: 4.2.11
@@ -7386,10 +11210,14 @@ snapshots:
 
   generator-function@2.0.1: {}
 
+  generic-pool@3.9.0: {}
+
   gensync@1.0.0-beta.2: {}
 
   get-caller-file@2.0.5: {}
 
+  get-east-asian-width@1.4.0: {}
+
   get-intrinsic@1.3.0:
     dependencies:
       call-bind-apply-helpers: 1.0.2
@@ -7480,6 +11308,8 @@ snapshots:
 
   graphql@16.12.0: {}
 
+  hachure-fill@0.5.2: {}
+
   happy-dom@15.11.7:
     dependencies:
       entities: 4.5.0
@@ -7508,6 +11338,136 @@ snapshots:
     dependencies:
       function-bind: 1.1.2
 
+  hast-util-from-dom@5.0.1:
+    dependencies:
+      '@types/hast': 3.0.4
+      hastscript: 9.0.1
+      web-namespaces: 2.0.1
+
+  hast-util-from-html-isomorphic@2.0.0:
+    dependencies:
+      '@types/hast': 3.0.4
+      hast-util-from-dom: 5.0.1
+      hast-util-from-html: 2.0.3
+      unist-util-remove-position: 5.0.0
+
+  hast-util-from-html@2.0.3:
+    dependencies:
+      '@types/hast': 3.0.4
+      devlop: 1.1.0
+      hast-util-from-parse5: 8.0.3
+      parse5: 7.3.0
+      vfile: 6.0.3
+      vfile-message: 4.0.3
+
+  hast-util-from-parse5@8.0.3:
+    dependencies:
+      '@types/hast': 3.0.4
+      '@types/unist': 3.0.3
+      devlop: 1.1.0
+      hastscript: 9.0.1
+      property-information: 7.1.0
+      vfile: 6.0.3
+      vfile-location: 5.0.3
+      web-namespaces: 2.0.1
+
+  hast-util-is-element@3.0.0:
+    dependencies:
+      '@types/hast': 3.0.4
+
+  hast-util-parse-selector@4.0.0:
+    dependencies:
+      '@types/hast': 3.0.4
+
+  hast-util-raw@9.1.0:
+    dependencies:
+      '@types/hast': 3.0.4
+      '@types/unist': 3.0.3
+      '@ungap/structured-clone': 1.3.0
+      hast-util-from-parse5: 8.0.3
+      hast-util-to-parse5: 8.0.0
+      html-void-elements: 3.0.0
+      mdast-util-to-hast: 13.2.1
+      parse5: 7.3.0
+      unist-util-position: 5.0.0
+      unist-util-visit: 5.0.0
+      vfile: 6.0.3
+      web-namespaces: 2.0.1
+      zwitch: 2.0.4
+
+  hast-util-sanitize@5.0.2:
+    dependencies:
+      '@types/hast': 3.0.4
+      '@ungap/structured-clone': 1.3.0
+      unist-util-position: 5.0.0
+
+  hast-util-to-html@9.0.5:
+    dependencies:
+      '@types/hast': 3.0.4
+      '@types/unist': 3.0.3
+      ccount: 2.0.1
+      comma-separated-tokens: 2.0.3
+      hast-util-whitespace: 3.0.0
+      html-void-elements: 3.0.0
+      mdast-util-to-hast: 13.2.1
+      property-information: 7.1.0
+      space-separated-tokens: 2.0.2
+      stringify-entities: 4.0.4
+      zwitch: 2.0.4
+
+  hast-util-to-jsx-runtime@2.3.6:
+    dependencies:
+      '@types/estree': 1.0.8
+      '@types/hast': 3.0.4
+      '@types/unist': 3.0.3
+      comma-separated-tokens: 2.0.3
+      devlop: 1.1.0
+      estree-util-is-identifier-name: 3.0.0
+      hast-util-whitespace: 3.0.0
+      mdast-util-mdx-expression: 2.0.1
+      mdast-util-mdx-jsx: 3.2.0
+      mdast-util-mdxjs-esm: 2.0.1
+      property-information: 7.1.0
+      space-separated-tokens: 2.0.2
+      style-to-js: 1.1.21
+      unist-util-position: 5.0.0
+      vfile-message: 4.0.3
+    transitivePeerDependencies:
+      - supports-color
+
+  hast-util-to-parse5@8.0.0:
+    dependencies:
+      '@types/hast': 3.0.4
+      comma-separated-tokens: 2.0.3
+      devlop: 1.1.0
+      property-information: 6.5.0
+      space-separated-tokens: 2.0.2
+      web-namespaces: 2.0.1
+      zwitch: 2.0.4
+
+  hast-util-to-text@4.0.2:
+    dependencies:
+      '@types/hast': 3.0.4
+      '@types/unist': 3.0.3
+      hast-util-is-element: 3.0.0
+      unist-util-find-after: 5.0.0
+
+  hast-util-whitespace@3.0.0:
+    dependencies:
+      '@types/hast': 3.0.4
+
+  hast@1.0.0: {}
+
+  hastscript@9.0.1:
+    dependencies:
+      '@types/hast': 3.0.4
+      comma-separated-tokens: 2.0.3
+      hast-util-parse-selector: 4.0.0
+      property-information: 7.1.0
+      space-separated-tokens: 2.0.2
+
+  he@1.2.0: {}
+
   headers-polyfill@4.0.3: {}
 
   hermes-estree@0.25.1: {}
@@ -7516,8 +11476,103 @@ snapshots:
     dependencies:
       hermes-estree: 0.25.1
 
+  highlight.js@10.7.3: {}
+
+  highlightjs-vue@1.0.0: {}
+
+  html-encoding-sniffer@3.0.0:
+    dependencies:
+      whatwg-encoding: 2.0.0
+
+  html-encoding-sniffer@4.0.0:
+    dependencies:
+      whatwg-encoding: 3.1.1
+
+  html-url-attributes@3.0.1: {}
+
+  html-void-elements@3.0.0: {}
+
+  htmlparser2@10.0.0:
+    dependencies:
+      domelementtype: 2.3.0
+      domhandler: 5.0.3
+      domutils: 3.2.2
+      entities: 6.0.1
+
+  htmlparser2@8.0.2:
+    dependencies:
+      domelementtype: 2.3.0
+      domhandler: 5.0.3
+      domutils: 3.2.2
+      entities: 4.5.0
+
+  http-errors@2.0.0:
+    dependencies:
+      depd: 2.0.0
+      inherits: 2.0.4
+      setprototypeof: 1.2.0
+      statuses: 2.0.1
+      toidentifier: 1.0.1
+
+  http-errors@2.0.1:
+    dependencies:
+      depd: 2.0.0
+      inherits: 2.0.4
+      setprototypeof: 1.2.0
+      statuses: 2.0.2
+      toidentifier: 1.0.1
+
+  http-proxy-agent@7.0.2:
+    dependencies:
+      agent-base: 7.1.4
+      debug: 4.4.3
+    transitivePeerDependencies:
+      - supports-color
+
+  http-proxy@1.18.1:
+    dependencies:
+      eventemitter3: 4.0.7
+      follow-redirects: 1.15.11
+      requires-port: 1.0.0
+    transitivePeerDependencies:
+      - debug
+
+  http-server@14.1.1:
+    dependencies:
+      basic-auth: 2.0.1
+      chalk: 4.1.2
+      corser: 2.0.1
+      he: 1.2.0
+      html-encoding-sniffer: 3.0.0
+      http-proxy: 1.18.1
+      mime: 1.6.0
+      minimist: 1.2.8
+      opener: 1.5.2
+      portfinder: 1.0.38
+      secure-compare: 3.0.1
+      union: 0.5.0
+      url-join: 4.0.1
+    transitivePeerDependencies:
+      - debug
+      - supports-color
+
+  https-proxy-agent@7.0.6:
+    dependencies:
+      agent-base: 7.1.4
+      debug: 4.4.3
+    transitivePeerDependencies:
+      - supports-color
+
   human-id@4.1.2: {}
 
+  iconv-lite@0.4.24:
+    dependencies:
+      safer-buffer: 2.1.2
+
+  iconv-lite@0.6.3:
+    dependencies:
+      safer-buffer: 2.1.2
+
   iconv-lite@0.7.0:
     dependencies:
       safer-buffer: 2.1.2
@@ -7539,14 +11594,29 @@ snapshots:
 
   ini@4.1.1: {}
 
+  inline-style-parser@0.2.7: {}
+
   internal-slot@1.1.0:
     dependencies:
       es-errors: 1.3.0
       hasown: 2.0.2
       side-channel: 1.1.0
 
+  internmap@1.0.1: {}
+
+  internmap@2.0.3: {}
+
   interpret@3.1.1: {}
 
+  ipaddr.js@1.9.1: {}
+
+  is-alphabetical@2.0.1: {}
+
+  is-alphanumerical@2.0.1:
+    dependencies:
+      is-alphabetical: 2.0.1
+      is-decimal: 2.0.1
+
   is-arguments@1.2.0:
     dependencies:
       call-bound: 1.0.4
@@ -7579,6 +11649,8 @@ snapshots:
       call-bound: 1.0.4
       has-tostringtag: 1.0.2
 
+  is-buffer@2.0.5: {}
+
   is-bun-module@2.0.0:
     dependencies:
       semver: 7.7.3
@@ -7600,6 +11672,8 @@ snapshots:
       call-bound: 1.0.4
       has-tostringtag: 1.0.2
 
+  is-decimal@2.0.1: {}
+
   is-docker@2.2.1: {}
 
   is-extglob@2.1.1: {}
@@ -7622,11 +11696,15 @@ snapshots:
     dependencies:
       is-extglob: 2.1.1
 
+  is-hexadecimal@2.0.1: {}
+
   is-installed-globally@1.0.0:
     dependencies:
       global-directory: 4.0.1
       is-path-inside: 4.0.0
 
+  is-interactive@2.0.0: {}
+
   is-map@2.0.3: {}
 
   is-negative-zero@2.0.3: {}
@@ -7642,6 +11720,12 @@ snapshots:
 
   is-path-inside@4.0.0: {}
 
+  is-plain-obj@4.1.0: {}
+
+  is-plain-object@5.0.0: {}
+
+  is-potential-custom-element-name@1.0.1: {}
+
   is-regex@1.2.1:
     dependencies:
       call-bound: 1.0.4
@@ -7674,6 +11758,10 @@ snapshots:
     dependencies:
       which-typed-array: 1.1.19
 
+  is-unicode-supported@1.3.0: {}
+
+  is-unicode-supported@2.1.0: {}
+
   is-weakmap@2.0.2: {}
 
   is-weakref@1.1.1:
@@ -7729,6 +11817,33 @@ snapshots:
 
   jsdoc-type-pratt-parser@4.8.0: {}
 
+  jsdom@26.1.0:
+    dependencies:
+      cssstyle: 4.6.0
+      data-urls: 5.0.0
+      decimal.js: 10.6.0
+      html-encoding-sniffer: 4.0.0
+      http-proxy-agent: 7.0.2
+      https-proxy-agent: 7.0.6
+      is-potential-custom-element-name: 1.0.1
+      nwsapi: 2.2.23
+      parse5: 7.3.0
+      rrweb-cssom: 0.8.0
+      saxes: 6.0.0
+      symbol-tree: 3.2.4
+      tough-cookie: 5.1.2
+      w3c-xmlserializer: 5.0.0
+      webidl-conversions: 7.0.0
+      whatwg-encoding: 3.1.1
+      whatwg-mimetype: 4.0.0
+      whatwg-url: 14.2.0
+      ws: 8.18.3
+      xml-name-validator: 5.0.0
+    transitivePeerDependencies:
+      - bufferutil
+      - supports-color
+      - utf-8-validate
+
   jsesc@3.1.0: {}
 
   json-buffer@3.0.1: {}
@@ -7737,6 +11852,8 @@ snapshots:
 
   json-schema-traverse@1.0.0: {}
 
+  json-schema@0.4.0: {}
+
   json-stable-stringify-without-jsonify@1.0.1: {}
 
   json5@1.0.2:
@@ -7756,10 +11873,18 @@ snapshots:
       object.assign: 4.1.7
       object.values: 1.2.1
 
+  kareem@2.6.3: {}
+
+  katex@0.16.25:
+    dependencies:
+      commander: 8.3.0
+
   keyv@4.5.4:
     dependencies:
       json-buffer: 3.0.1
 
+  khroma@2.1.0: {}
+
   kleur@3.0.3: {}
 
   knip@5.70.2(@types/node@22.19.1)(typescript@5.9.3):
@@ -7779,12 +11904,24 @@ snapshots:
       typescript: 5.9.3
       zod: 4.1.13
 
+  langium@3.3.1:
+    dependencies:
+      chevrotain: 11.0.3
+      chevrotain-allstar: 0.3.1(chevrotain@11.0.3)
+      vscode-languageserver: 9.0.1
+      vscode-languageserver-textdocument: 1.0.12
+      vscode-uri: 3.0.8
+
   language-subtag-registry@0.3.23: {}
 
   language-tags@1.0.9:
     dependencies:
       language-subtag-registry: 0.3.23
 
+  layout-base@1.0.2: {}
+
+  layout-base@2.0.1: {}
+
   lefthook-darwin-arm64@1.13.6:
     optional: true
 
@@ -7847,18 +11984,32 @@ snapshots:
     dependencies:
       p-locate: 5.0.0
 
+  lodash-es@4.17.21: {}
+
   lodash.merge@4.6.2: {}
 
   lodash.startcase@4.4.0: {}
 
   lodash@4.17.21: {}
 
+  log-symbols@6.0.0:
+    dependencies:
+      chalk: 5.6.2
+      is-unicode-supported: 1.3.0
+
+  longest-streak@3.1.0: {}
+
   loose-envify@1.4.0:
     dependencies:
       js-tokens: 4.0.0
 
   loupe@3.2.1: {}
 
+  lowlight@1.20.0:
+    dependencies:
+      fault: 1.0.4
+      highlight.js: 10.7.3
+
   lru-cache@10.4.3: {}
 
   lru-cache@11.2.2: {}
@@ -7867,6 +12018,10 @@ snapshots:
     dependencies:
       yallist: 3.1.1
 
+  lucide-react@0.542.0(react@19.2.0):
+    dependencies:
+      react: 19.2.0
+
   lz-string@1.5.0: {}
 
   magic-string@0.27.0:
@@ -7879,8 +12034,181 @@ snapshots:
 
   map-or-similar@1.5.0: {}
 
+  markdown-table@3.0.4: {}
+
+  marked@16.4.2: {}
+
   math-intrinsics@1.1.0: {}
 
+  mdast-util-find-and-replace@3.0.2:
+    dependencies:
+      '@types/mdast': 4.0.4
+      escape-string-regexp: 5.0.0
+      unist-util-is: 6.0.1
+      unist-util-visit-parents: 6.0.2
+
+  mdast-util-from-markdown@2.0.2:
+    dependencies:
+      '@types/mdast': 4.0.4
+      '@types/unist': 3.0.3
+      decode-named-character-reference: 1.2.0
+      devlop: 1.1.0
+      mdast-util-to-string: 4.0.0
+      micromark: 4.0.2
+      micromark-util-decode-numeric-character-reference: 2.0.2
+      micromark-util-decode-string: 2.0.1
+      micromark-util-normalize-identifier: 2.0.1
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+      unist-util-stringify-position: 4.0.0
+    transitivePeerDependencies:
+      - supports-color
+
+  mdast-util-gfm-autolink-literal@2.0.1:
+    dependencies:
+      '@types/mdast': 4.0.4
+      ccount: 2.0.1
+      devlop: 1.1.0
+      mdast-util-find-and-replace: 3.0.2
+      micromark-util-character: 2.1.1
+
+  mdast-util-gfm-footnote@2.1.0:
+    dependencies:
+      '@types/mdast': 4.0.4
+      devlop: 1.1.0
+      mdast-util-from-markdown: 2.0.2
+      mdast-util-to-markdown: 2.1.2
+      micromark-util-normalize-identifier: 2.0.1
+    transitivePeerDependencies:
+      - supports-color
+
+  mdast-util-gfm-strikethrough@2.0.0:
+    dependencies:
+      '@types/mdast': 4.0.4
+      mdast-util-from-markdown: 2.0.2
+      mdast-util-to-markdown: 2.1.2
+    transitivePeerDependencies:
+      - supports-color
+
+  mdast-util-gfm-table@2.0.0:
+    dependencies:
+      '@types/mdast': 4.0.4
+      devlop: 1.1.0
+      markdown-table: 3.0.4
+      mdast-util-from-markdown: 2.0.2
+      mdast-util-to-markdown: 2.1.2
+    transitivePeerDependencies:
+      - supports-color
+
+  mdast-util-gfm-task-list-item@2.0.0:
+    dependencies:
+      '@types/mdast': 4.0.4
+      devlop: 1.1.0
+      mdast-util-from-markdown: 2.0.2
+      mdast-util-to-markdown: 2.1.2
+    transitivePeerDependencies:
+      - supports-color
+
+  mdast-util-gfm@3.1.0:
+    dependencies:
+      mdast-util-from-markdown: 2.0.2
+      mdast-util-gfm-autolink-literal: 2.0.1
+      mdast-util-gfm-footnote: 2.1.0
+      mdast-util-gfm-strikethrough: 2.0.0
+      mdast-util-gfm-table: 2.0.0
+      mdast-util-gfm-task-list-item: 2.0.0
+      mdast-util-to-markdown: 2.1.2
+    transitivePeerDependencies:
+      - supports-color
+
+  mdast-util-math@3.0.0:
+    dependencies:
+      '@types/hast': 3.0.4
+      '@types/mdast': 4.0.4
+      devlop: 1.1.0
+      longest-streak: 3.1.0
+      mdast-util-from-markdown: 2.0.2
+      mdast-util-to-markdown: 2.1.2
+      unist-util-remove-position: 5.0.0
+    transitivePeerDependencies:
+      - supports-color
+
+  mdast-util-mdx-expression@2.0.1:
+    dependencies:
+      '@types/estree-jsx': 1.0.5
+      '@types/hast': 3.0.4
+      '@types/mdast': 4.0.4
+      devlop: 1.1.0
+      mdast-util-from-markdown: 2.0.2
+      mdast-util-to-markdown: 2.1.2
+    transitivePeerDependencies:
+      - supports-color
+
+  mdast-util-mdx-jsx@3.2.0:
+    dependencies:
+      '@types/estree-jsx': 1.0.5
+      '@types/hast': 3.0.4
+      '@types/mdast': 4.0.4
+      '@types/unist': 3.0.3
+      ccount: 2.0.1
+      devlop: 1.1.0
+      mdast-util-from-markdown: 2.0.2
+      mdast-util-to-markdown: 2.1.2
+      parse-entities: 4.0.2
+      stringify-entities: 4.0.4
+      unist-util-stringify-position: 4.0.0
+      vfile-message: 4.0.3
+    transitivePeerDependencies:
+      - supports-color
+
+  mdast-util-mdxjs-esm@2.0.1:
+    dependencies:
+      '@types/estree-jsx': 1.0.5
+      '@types/hast': 3.0.4
+      '@types/mdast': 4.0.4
+      devlop: 1.1.0
+      mdast-util-from-markdown: 2.0.2
+      mdast-util-to-markdown: 2.1.2
+    transitivePeerDependencies:
+      - supports-color
+
+  mdast-util-phrasing@4.1.0:
+    dependencies:
+      '@types/mdast': 4.0.4
+      unist-util-is: 6.0.1
+
+  mdast-util-to-hast@13.2.1:
+    dependencies:
+      '@types/hast': 3.0.4
+      '@types/mdast': 4.0.4
+      '@ungap/structured-clone': 1.3.0
+      devlop: 1.1.0
+      micromark-util-sanitize-uri: 2.0.1
+      trim-lines: 3.0.1
+      unist-util-position: 5.0.0
+      unist-util-visit: 5.0.0
+      vfile: 6.0.3
+
+  mdast-util-to-markdown@2.1.2:
+    dependencies:
+      '@types/mdast': 4.0.4
+      '@types/unist': 3.0.3
+      longest-streak: 3.1.0
+      mdast-util-phrasing: 4.1.0
+      mdast-util-to-string: 4.0.0
+      micromark-util-classify-character: 2.0.1
+      micromark-util-decode-string: 2.0.1
+      unist-util-visit: 5.0.0
+      zwitch: 2.0.4
+
+  mdast-util-to-string@4.0.0:
+    dependencies:
+      '@types/mdast': 4.0.4
+
+  media-typer@0.3.0: {}
+
+  memjs@1.3.2: {}
+
   memoize@10.2.0:
     dependencies:
       mimic-function: 5.0.1
@@ -7889,13 +12217,283 @@ snapshots:
     dependencies:
       map-or-similar: 1.5.0
 
+  memory-pager@1.5.0: {}
+
+  merge-descriptors@1.0.3: {}
+
   merge2@1.4.1: {}
 
+  mermaid@11.12.2:
+    dependencies:
+      '@braintree/sanitize-url': 7.1.1
+      '@iconify/utils': 3.1.0
+      '@mermaid-js/parser': 0.6.3
+      '@types/d3': 7.4.3
+      cytoscape: 3.33.1
+      cytoscape-cose-bilkent: 4.1.0(cytoscape@3.33.1)
+      cytoscape-fcose: 2.2.0(cytoscape@3.33.1)
+      d3: 7.9.0
+      d3-sankey: 0.12.3
+      dagre-d3-es: 7.0.13
+      dayjs: 1.11.19
+      dompurify: 3.3.0
+      katex: 0.16.25
+      khroma: 2.1.0
+      lodash-es: 4.17.21
+      marked: 16.4.2
+      roughjs: 4.6.6
+      stylis: 4.3.6
+      ts-dedent: 2.2.0
+      uuid: 11.1.0
+
+  methods@1.1.2: {}
+
+  micromark-core-commonmark@2.0.3:
+    dependencies:
+      decode-named-character-reference: 1.2.0
+      devlop: 1.1.0
+      micromark-factory-destination: 2.0.1
+      micromark-factory-label: 2.0.1
+      micromark-factory-space: 2.0.1
+      micromark-factory-title: 2.0.1
+      micromark-factory-whitespace: 2.0.1
+      micromark-util-character: 2.1.1
+      micromark-util-chunked: 2.0.1
+      micromark-util-classify-character: 2.0.1
+      micromark-util-html-tag-name: 2.0.1
+      micromark-util-normalize-identifier: 2.0.1
+      micromark-util-resolve-all: 2.0.1
+      micromark-util-subtokenize: 2.1.0
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-extension-cjk-friendly-gfm-strikethrough@1.2.3(micromark-util-types@2.0.2)(micromark@4.0.2):
+    dependencies:
+      devlop: 1.1.0
+      get-east-asian-width: 1.4.0
+      micromark: 4.0.2
+      micromark-extension-cjk-friendly-util: 2.1.1(micromark-util-types@2.0.2)
+      micromark-util-character: 2.1.1
+      micromark-util-chunked: 2.0.1
+      micromark-util-resolve-all: 2.0.1
+      micromark-util-symbol: 2.0.1
+    optionalDependencies:
+      micromark-util-types: 2.0.2
+
+  micromark-extension-cjk-friendly-util@2.1.1(micromark-util-types@2.0.2):
+    dependencies:
+      get-east-asian-width: 1.4.0
+      micromark-util-character: 2.1.1
+      micromark-util-symbol: 2.0.1
+    optionalDependencies:
+      micromark-util-types: 2.0.2
+
+  micromark-extension-cjk-friendly@1.2.3(micromark-util-types@2.0.2)(micromark@4.0.2):
+    dependencies:
+      devlop: 1.1.0
+      micromark: 4.0.2
+      micromark-extension-cjk-friendly-util: 2.1.1(micromark-util-types@2.0.2)
+      micromark-util-chunked: 2.0.1
+      micromark-util-resolve-all: 2.0.1
+      micromark-util-symbol: 2.0.1
+    optionalDependencies:
+      micromark-util-types: 2.0.2
+
+  micromark-extension-gfm-autolink-literal@2.1.0:
+    dependencies:
+      micromark-util-character: 2.1.1
+      micromark-util-sanitize-uri: 2.0.1
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-extension-gfm-footnote@2.1.0:
+    dependencies:
+      devlop: 1.1.0
+      micromark-core-commonmark: 2.0.3
+      micromark-factory-space: 2.0.1
+      micromark-util-character: 2.1.1
+      micromark-util-normalize-identifier: 2.0.1
+      micromark-util-sanitize-uri: 2.0.1
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-extension-gfm-strikethrough@2.1.0:
+    dependencies:
+      devlop: 1.1.0
+      micromark-util-chunked: 2.0.1
+      micromark-util-classify-character: 2.0.1
+      micromark-util-resolve-all: 2.0.1
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-extension-gfm-table@2.1.1:
+    dependencies:
+      devlop: 1.1.0
+      micromark-factory-space: 2.0.1
+      micromark-util-character: 2.1.1
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-extension-gfm-tagfilter@2.0.0:
+    dependencies:
+      micromark-util-types: 2.0.2
+
+  micromark-extension-gfm-task-list-item@2.1.0:
+    dependencies:
+      devlop: 1.1.0
+      micromark-factory-space: 2.0.1
+      micromark-util-character: 2.1.1
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-extension-gfm@3.0.0:
+    dependencies:
+      micromark-extension-gfm-autolink-literal: 2.1.0
+      micromark-extension-gfm-footnote: 2.1.0
+      micromark-extension-gfm-strikethrough: 2.1.0
+      micromark-extension-gfm-table: 2.1.1
+      micromark-extension-gfm-tagfilter: 2.0.0
+      micromark-extension-gfm-task-list-item: 2.1.0
+      micromark-util-combine-extensions: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-extension-math@3.1.0:
+    dependencies:
+      '@types/katex': 0.16.7
+      devlop: 1.1.0
+      katex: 0.16.25
+      micromark-factory-space: 2.0.1
+      micromark-util-character: 2.1.1
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-factory-destination@2.0.1:
+    dependencies:
+      micromark-util-character: 2.1.1
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-factory-label@2.0.1:
+    dependencies:
+      devlop: 1.1.0
+      micromark-util-character: 2.1.1
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-factory-space@2.0.1:
+    dependencies:
+      micromark-util-character: 2.1.1
+      micromark-util-types: 2.0.2
+
+  micromark-factory-title@2.0.1:
+    dependencies:
+      micromark-factory-space: 2.0.1
+      micromark-util-character: 2.1.1
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-factory-whitespace@2.0.1:
+    dependencies:
+      micromark-factory-space: 2.0.1
+      micromark-util-character: 2.1.1
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-util-character@2.1.1:
+    dependencies:
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-util-chunked@2.0.1:
+    dependencies:
+      micromark-util-symbol: 2.0.1
+
+  micromark-util-classify-character@2.0.1:
+    dependencies:
+      micromark-util-character: 2.1.1
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-util-combine-extensions@2.0.1:
+    dependencies:
+      micromark-util-chunked: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-util-decode-numeric-character-reference@2.0.2:
+    dependencies:
+      micromark-util-symbol: 2.0.1
+
+  micromark-util-decode-string@2.0.1:
+    dependencies:
+      decode-named-character-reference: 1.2.0
+      micromark-util-character: 2.1.1
+      micromark-util-decode-numeric-character-reference: 2.0.2
+      micromark-util-symbol: 2.0.1
+
+  micromark-util-encode@2.0.1: {}
+
+  micromark-util-html-tag-name@2.0.1: {}
+
+  micromark-util-normalize-identifier@2.0.1:
+    dependencies:
+      micromark-util-symbol: 2.0.1
+
+  micromark-util-resolve-all@2.0.1:
+    dependencies:
+      micromark-util-types: 2.0.2
+
+  micromark-util-sanitize-uri@2.0.1:
+    dependencies:
+      micromark-util-character: 2.1.1
+      micromark-util-encode: 2.0.1
+      micromark-util-symbol: 2.0.1
+
+  micromark-util-subtokenize@2.1.0:
+    dependencies:
+      devlop: 1.1.0
+      micromark-util-chunked: 2.0.1
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
+  micromark-util-symbol@2.0.1: {}
+
+  micromark-util-types@2.0.2: {}
+
+  micromark@4.0.2:
+    dependencies:
+      '@types/debug': 4.1.12
+      debug: 4.4.3
+      decode-named-character-reference: 1.2.0
+      devlop: 1.1.0
+      micromark-core-commonmark: 2.0.3
+      micromark-factory-space: 2.0.1
+      micromark-util-character: 2.1.1
+      micromark-util-chunked: 2.0.1
+      micromark-util-combine-extensions: 2.0.1
+      micromark-util-decode-numeric-character-reference: 2.0.2
+      micromark-util-encode: 2.0.1
+      micromark-util-normalize-identifier: 2.0.1
+      micromark-util-resolve-all: 2.0.1
+      micromark-util-sanitize-uri: 2.0.1
+      micromark-util-subtokenize: 2.1.0
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+    transitivePeerDependencies:
+      - supports-color
+
   micromatch@4.0.8:
     dependencies:
       braces: 3.0.3
       picomatch: 2.3.1
 
+  mime-db@1.52.0: {}
+
+  mime-types@2.1.35:
+    dependencies:
+      mime-db: 1.52.0
+
+  mime@1.6.0: {}
+
   mimic-function@5.0.1: {}
 
   min-indent@1.0.1: {}
@@ -7923,8 +12521,54 @@ snapshots:
       pkg-types: 1.3.1
       ufo: 1.6.1
 
+  mongodb-connection-string-url@3.0.2:
+    dependencies:
+      '@types/whatwg-url': 11.0.5
+      whatwg-url: 14.2.0
+
+  mongodb@6.20.0:
+    dependencies:
+      '@mongodb-js/saslprep': 1.4.4
+      bson: 6.10.4
+      mongodb-connection-string-url: 3.0.2
+
+  mongoose@8.21.0:
+    dependencies:
+      bson: 6.10.4
+      kareem: 2.6.3
+      mongodb: 6.20.0
+      mpath: 0.9.0
+      mquery: 5.0.0
+      ms: 2.1.3
+      sift: 17.1.3
+    transitivePeerDependencies:
+      - '@aws-sdk/credential-providers'
+      - '@mongodb-js/zstd'
+      - gcp-metadata
+      - kerberos
+      - mongodb-client-encryption
+      - snappy
+      - socks
+      - supports-color
+
+  motion-dom@11.18.1:
+    dependencies:
+      motion-utils: 11.18.1
+
+  motion-utils@11.18.1: {}
+
+  mpath@0.9.0: {}
+
+  mquery@5.0.0:
+    dependencies:
+      debug: 4.4.3
+    transitivePeerDependencies:
+      - supports-color
+
   mri@1.2.0: {}
 
+  ms@2.0.0: {}
+
   ms@2.1.3: {}
 
   msw@2.12.3(@types/node@22.19.1)(typescript@5.9.3):
@@ -7962,18 +12606,51 @@ snapshots:
 
   nanoid@3.3.11: {}
 
+  nanoid@5.1.6: {}
+
   napi-postinstall@0.3.4: {}
 
   natural-compare@1.4.0: {}
 
+  natural@8.1.0:
+    dependencies:
+      afinn-165: 1.0.4
+      afinn-165-financialmarketnews: 3.0.0
+      apparatus: 0.0.10
+      dotenv: 16.6.1
+      http-server: 14.1.1
+      memjs: 1.3.2
+      mongoose: 8.21.0
+      pg: 8.16.3
+      redis: 4.7.1
+      safe-stable-stringify: 2.5.0
+      stopwords-iso: 1.1.0
+      sylvester: 0.0.12
+      underscore: 1.13.7
+      uuid: 9.0.1
+      wordnet-db: 3.1.14
+    transitivePeerDependencies:
+      - '@aws-sdk/credential-providers'
+      - '@mongodb-js/zstd'
+      - debug
+      - gcp-metadata
+      - kerberos
+      - mongodb-client-encryption
+      - pg-native
+      - snappy
+      - socks
+      - supports-color
+
+  negotiator@0.6.3: {}
+
   next-themes@0.4.6(react-dom@19.2.0(react@19.2.0))(react@19.2.0):
     dependencies:
       react: 19.2.0
       react-dom: 19.2.0(react@19.2.0)
 
-  next@16.0.4(@babel/core@7.28.5)(react-dom@19.2.0(react@19.2.0))(react@19.2.0):
+  next@16.0.8(@babel/core@7.28.5)(@opentelemetry/api@1.9.0)(react-dom@19.2.0(react@19.2.0))(react@19.2.0):
     dependencies:
-      '@next/env': 16.0.4
+      '@next/env': 16.0.8
       '@swc/helpers': 0.5.15
       caniuse-lite: 1.0.30001757
       postcss: 8.4.31
@@ -7981,14 +12658,15 @@ snapshots:
       react-dom: 19.2.0(react@19.2.0)
       styled-jsx: 5.1.6(@babel/core@7.28.5)(react@19.2.0)
     optionalDependencies:
-      '@next/swc-darwin-arm64': 16.0.4
-      '@next/swc-darwin-x64': 16.0.4
-      '@next/swc-linux-arm64-gnu': 16.0.4
-      '@next/swc-linux-arm64-musl': 16.0.4
-      '@next/swc-linux-x64-gnu': 16.0.4
-      '@next/swc-linux-x64-musl': 16.0.4
-      '@next/swc-win32-arm64-msvc': 16.0.4
-      '@next/swc-win32-x64-msvc': 16.0.4
+      '@next/swc-darwin-arm64': 16.0.8
+      '@next/swc-darwin-x64': 16.0.8
+      '@next/swc-linux-arm64-gnu': 16.0.8
+      '@next/swc-linux-arm64-musl': 16.0.8
+      '@next/swc-linux-x64-gnu': 16.0.8
+      '@next/swc-linux-x64-musl': 16.0.8
+      '@next/swc-win32-arm64-msvc': 16.0.8
+      '@next/swc-win32-x64-msvc': 16.0.8
+      '@opentelemetry/api': 1.9.0
       sharp: 0.34.5
     transitivePeerDependencies:
       - '@babel/core'
@@ -8002,6 +12680,12 @@ snapshots:
 
   normalize-range@0.1.2: {}
 
+  nth-check@2.1.1:
+    dependencies:
+      boolbase: 1.0.0
+
+  nwsapi@2.2.23: {}
+
   nypm@0.6.2:
     dependencies:
       citty: 0.1.6
@@ -8056,12 +12740,40 @@ snapshots:
 
   ohash@2.0.11: {}
 
+  on-finished@2.4.1:
+    dependencies:
+      ee-first: 1.1.1
+
+  onetime@7.0.0:
+    dependencies:
+      mimic-function: 5.0.1
+
+  oniguruma-parser@0.12.1: {}
+
+  oniguruma-to-es@4.3.4:
+    dependencies:
+      oniguruma-parser: 0.12.1
+      regex: 6.0.1
+      regex-recursion: 6.0.2
+
   open@8.4.2:
     dependencies:
       define-lazy-prop: 2.0.0
       is-docker: 2.2.1
       is-wsl: 2.2.0
 
+  openai@6.9.1(ws@8.18.3)(zod@3.25.76):
+    optionalDependencies:
+      ws: 8.18.3
+      zod: 3.25.76
+
+  openai@6.9.1(ws@8.18.3)(zod@4.1.13):
+    optionalDependencies:
+      ws: 8.18.3
+      zod: 4.1.13
+
+  opener@1.5.2: {}
+
   optionator@0.9.4:
     dependencies:
       deep-is: 0.1.4
@@ -8071,6 +12783,18 @@ snapshots:
       type-check: 0.4.0
       word-wrap: 1.2.5
 
+  ora@8.2.0:
+    dependencies:
+      chalk: 5.6.2
+      cli-cursor: 5.0.0
+      cli-spinners: 2.9.2
+      is-interactive: 2.0.0
+      is-unicode-supported: 2.1.0
+      log-symbols: 6.0.0
+      stdin-discarder: 0.2.2
+      string-width: 7.2.0
+      strip-ansi: 7.1.2
+
   outdent@0.5.0: {}
 
   outvariant@1.4.3: {}
@@ -8133,10 +12857,41 @@ snapshots:
     dependencies:
       quansync: 0.2.11
 
+  package-manager-detector@1.6.0: {}
+
   parent-module@1.0.1:
     dependencies:
       callsites: 3.1.0
 
+  parse-entities@4.0.2:
+    dependencies:
+      '@types/unist': 2.0.11
+      character-entities-legacy: 3.0.0
+      character-reference-invalid: 2.0.1
+      decode-named-character-reference: 1.2.0
+      is-alphanumerical: 2.0.1
+      is-decimal: 2.0.1
+      is-hexadecimal: 2.0.1
+
+  parse-srcset@1.0.2: {}
+
+  parse5-htmlparser2-tree-adapter@7.1.0:
+    dependencies:
+      domhandler: 5.0.3
+      parse5: 7.3.0
+
+  parse5-parser-stream@7.1.2:
+    dependencies:
+      parse5: 7.3.0
+
+  parse5@7.3.0:
+    dependencies:
+      entities: 6.0.1
+
+  parseurl@1.3.3: {}
+
+  path-data-parser@0.1.0: {}
+
   path-exists@4.0.0: {}
 
   path-key@3.1.1: {}
@@ -8153,6 +12908,8 @@ snapshots:
       lru-cache: 11.2.2
       minipass: 7.1.2
 
+  path-to-regexp@0.1.12: {}
+
   path-to-regexp@6.3.0: {}
 
   path-type@4.0.0: {}
@@ -8165,6 +12922,41 @@ snapshots:
 
   perfect-debounce@1.0.0: {}
 
+  pg-cloudflare@1.2.7:
+    optional: true
+
+  pg-connection-string@2.9.1: {}
+
+  pg-int8@1.0.1: {}
+
+  pg-pool@3.10.1(pg@8.16.3):
+    dependencies:
+      pg: 8.16.3
+
+  pg-protocol@1.10.3: {}
+
+  pg-types@2.2.0:
+    dependencies:
+      pg-int8: 1.0.1
+      postgres-array: 2.0.0
+      postgres-bytea: 1.0.1
+      postgres-date: 1.0.7
+      postgres-interval: 1.2.0
+
+  pg@8.16.3:
+    dependencies:
+      pg-connection-string: 2.9.1
+      pg-pool: 3.10.1(pg@8.16.3)
+      pg-protocol: 1.10.3
+      pg-types: 2.2.0
+      pgpass: 1.0.5
+    optionalDependencies:
+      pg-cloudflare: 1.2.7
+
+  pgpass@1.0.5:
+    dependencies:
+      split2: 4.2.0
+
   picocolors@1.1.1: {}
 
   picomatch@2.3.1: {}
@@ -8189,10 +12981,24 @@ snapshots:
       exsolve: 1.0.8
       pathe: 2.0.3
 
+  points-on-curve@0.2.0: {}
+
+  points-on-path@0.2.1:
+    dependencies:
+      path-data-parser: 0.1.0
+      points-on-curve: 0.2.0
+
   polished@4.3.1:
     dependencies:
       '@babel/runtime': 7.28.4
 
+  portfinder@1.0.38:
+    dependencies:
+      async: 3.2.6
+      debug: 4.4.3
+    transitivePeerDependencies:
+      - supports-color
+
   possible-typed-array-names@1.1.0: {}
 
   postcss-import@15.1.0(postcss@8.5.6):
@@ -8207,27 +13013,34 @@ snapshots:
       camelcase-css: 2.0.1
       postcss: 8.5.6
 
-  postcss-load-config@6.0.1(jiti@1.21.7)(postcss@8.5.6)(tsx@4.20.6):
+  postcss-load-config@6.0.1(jiti@1.21.7)(postcss@8.5.6)(tsx@4.21.0)(yaml@2.8.2):
     dependencies:
       lilconfig: 3.1.3
     optionalDependencies:
       jiti: 1.21.7
       postcss: 8.5.6
-      tsx: 4.20.6
+      tsx: 4.21.0
+      yaml: 2.8.2
 
-  postcss-load-config@6.0.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.20.6):
+  postcss-load-config@6.0.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(yaml@2.8.2):
     dependencies:
       lilconfig: 3.1.3
     optionalDependencies:
       jiti: 2.6.1
       postcss: 8.5.6
-      tsx: 4.20.6
+      tsx: 4.21.0
+      yaml: 2.8.2
 
   postcss-nested@6.2.0(postcss@8.5.6):
     dependencies:
       postcss: 8.5.6
       postcss-selector-parser: 6.1.2
 
+  postcss-selector-parser@6.0.10:
+    dependencies:
+      cssesc: 3.0.0
+      util-deprecate: 1.0.2
+
   postcss-selector-parser@6.1.2:
     dependencies:
       cssesc: 3.0.0
@@ -8247,6 +13060,16 @@ snapshots:
       picocolors: 1.1.1
       source-map-js: 1.2.1
 
+  postgres-array@2.0.0: {}
+
+  postgres-bytea@1.0.1: {}
+
+  postgres-date@1.0.7: {}
+
+  postgres-interval@1.2.0:
+    dependencies:
+      xtend: 4.0.2
+
   prelude-ls@1.2.1: {}
 
   prettier@2.8.8: {}
@@ -8266,6 +13089,8 @@ snapshots:
     transitivePeerDependencies:
       - magicast
 
+  prismjs@1.30.0: {}
+
   process@0.11.10: {}
 
   prompts@2.4.2:
@@ -8279,14 +13104,38 @@ snapshots:
       object-assign: 4.1.1
       react-is: 16.13.1
 
+  property-information@6.5.0: {}
+
+  property-information@7.1.0: {}
+
+  proxy-addr@2.0.7:
+    dependencies:
+      forwarded: 0.2.0
+      ipaddr.js: 1.9.1
+
+  proxy-from-env@1.1.0: {}
+
   punycode@2.3.1: {}
 
   pure-rand@6.1.0: {}
 
+  qs@6.14.0:
+    dependencies:
+      side-channel: 1.1.0
+
   quansync@0.2.11: {}
 
   queue-microtask@1.2.3: {}
 
+  range-parser@1.2.1: {}
+
+  raw-body@2.5.3:
+    dependencies:
+      bytes: 3.1.2
+      http-errors: 2.0.1
+      iconv-lite: 0.4.24
+      unpipe: 1.0.0
+
   rc9@2.1.2:
     dependencies:
       defu: 6.1.4
@@ -8320,6 +13169,34 @@ snapshots:
 
   react-is@17.0.2: {}
 
+  react-markdown@10.1.0(@types/react@19.2.7)(react@19.2.0):
+    dependencies:
+      '@types/hast': 3.0.4
+      '@types/mdast': 4.0.4
+      '@types/react': 19.2.7
+      devlop: 1.1.0
+      hast-util-to-jsx-runtime: 2.3.6
+      html-url-attributes: 3.0.1
+      mdast-util-to-hast: 13.2.1
+      react: 19.2.0
+      remark-parse: 11.0.0
+      remark-rehype: 11.1.2
+      unified: 11.0.5
+      unist-util-visit: 5.0.0
+      vfile: 6.0.3
+    transitivePeerDependencies:
+      - supports-color
+
+  react-syntax-highlighter@16.1.0(react@19.2.0):
+    dependencies:
+      '@babel/runtime': 7.28.4
+      highlight.js: 10.7.3
+      highlightjs-vue: 1.0.0
+      lowlight: 1.20.0
+      prismjs: 1.30.0
+      react: 19.2.0
+      refractor: 5.0.0
+
   react@19.2.0: {}
 
   read-cache@1.0.0:
@@ -8356,6 +13233,15 @@ snapshots:
       indent-string: 4.0.0
       strip-indent: 3.0.0
 
+  redis@4.7.1:
+    dependencies:
+      '@redis/bloom': 1.2.0(@redis/client@1.6.1)
+      '@redis/client': 1.6.1
+      '@redis/graph': 1.1.1(@redis/client@1.6.1)
+      '@redis/json': 1.0.7(@redis/client@1.6.1)
+      '@redis/search': 1.2.0(@redis/client@1.6.1)
+      '@redis/time-series': 1.1.0(@redis/client@1.6.1)
+
   reflect.getprototypeof@1.0.10:
     dependencies:
       call-bind: 1.0.8
@@ -8367,6 +13253,23 @@ snapshots:
       get-proto: 1.0.1
       which-builtin-type: 1.2.1
 
+  refractor@5.0.0:
+    dependencies:
+      '@types/hast': 3.0.4
+      '@types/prismjs': 1.26.5
+      hastscript: 9.0.1
+      parse-entities: 4.0.2
+
+  regex-recursion@6.0.2:
+    dependencies:
+      regex-utilities: 2.3.0
+
+  regex-utilities@2.3.0: {}
+
+  regex@6.0.1:
+    dependencies:
+      regex-utilities: 2.3.0
+
   regexp-tree@0.1.27: {}
 
   regexp.prototype.flags@1.5.4:
@@ -8378,10 +13281,100 @@ snapshots:
       gopd: 1.2.0
       set-function-name: 2.0.2
 
+  rehype-harden@1.1.6:
+    dependencies:
+      unist-util-visit: 5.0.0
+
+  rehype-katex@7.0.1:
+    dependencies:
+      '@types/hast': 3.0.4
+      '@types/katex': 0.16.7
+      hast-util-from-html-isomorphic: 2.0.0
+      hast-util-to-text: 4.0.2
+      katex: 0.16.25
+      unist-util-visit-parents: 6.0.2
+      vfile: 6.0.3
+
+  rehype-raw@7.0.0:
+    dependencies:
+      '@types/hast': 3.0.4
+      hast-util-raw: 9.1.0
+      vfile: 6.0.3
+
+  rehype-sanitize@6.0.0:
+    dependencies:
+      '@types/hast': 3.0.4
+      hast-util-sanitize: 5.0.2
+
+  remark-cjk-friendly-gfm-strikethrough@1.2.3(@types/mdast@4.0.4)(micromark-util-types@2.0.2)(micromark@4.0.2)(unified@11.0.5):
+    dependencies:
+      micromark-extension-cjk-friendly-gfm-strikethrough: 1.2.3(micromark-util-types@2.0.2)(micromark@4.0.2)
+      unified: 11.0.5
+    optionalDependencies:
+      '@types/mdast': 4.0.4
+    transitivePeerDependencies:
+      - micromark
+      - micromark-util-types
+
+  remark-cjk-friendly@1.2.3(@types/mdast@4.0.4)(micromark-util-types@2.0.2)(micromark@4.0.2)(unified@11.0.5):
+    dependencies:
+      micromark-extension-cjk-friendly: 1.2.3(micromark-util-types@2.0.2)(micromark@4.0.2)
+      unified: 11.0.5
+    optionalDependencies:
+      '@types/mdast': 4.0.4
+    transitivePeerDependencies:
+      - micromark
+      - micromark-util-types
+
+  remark-gfm@4.0.1:
+    dependencies:
+      '@types/mdast': 4.0.4
+      mdast-util-gfm: 3.1.0
+      micromark-extension-gfm: 3.0.0
+      remark-parse: 11.0.0
+      remark-stringify: 11.0.0
+      unified: 11.0.5
+    transitivePeerDependencies:
+      - supports-color
+
+  remark-math@6.0.0:
+    dependencies:
+      '@types/mdast': 4.0.4
+      mdast-util-math: 3.0.0
+      micromark-extension-math: 3.1.0
+      unified: 11.0.5
+    transitivePeerDependencies:
+      - supports-color
+
+  remark-parse@11.0.0:
+    dependencies:
+      '@types/mdast': 4.0.4
+      mdast-util-from-markdown: 2.0.2
+      micromark-util-types: 2.0.2
+      unified: 11.0.5
+    transitivePeerDependencies:
+      - supports-color
+
+  remark-rehype@11.1.2:
+    dependencies:
+      '@types/hast': 3.0.4
+      '@types/mdast': 4.0.4
+      mdast-util-to-hast: 13.2.1
+      unified: 11.0.5
+      vfile: 6.0.3
+
+  remark-stringify@11.0.0:
+    dependencies:
+      '@types/mdast': 4.0.4
+      mdast-util-to-markdown: 2.1.2
+      unified: 11.0.5
+
   require-directory@2.1.1: {}
 
   require-from-string@2.0.2: {}
 
+  requires-port@1.0.0: {}
+
   resolve-from@4.0.0: {}
 
   resolve-from@5.0.0: {}
@@ -8400,10 +13393,19 @@ snapshots:
       path-parse: 1.0.7
       supports-preserve-symlinks-flag: 1.0.0
 
+  restore-cursor@5.1.0:
+    dependencies:
+      onetime: 7.0.0
+      signal-exit: 4.1.0
+
+  retry@0.13.1: {}
+
   rettime@0.7.0: {}
 
   reusify@1.1.0: {}
 
+  robust-predicates@3.0.2: {}
+
   rollup@4.53.3:
     dependencies:
       '@types/estree': 1.0.8
@@ -8432,10 +13434,21 @@ snapshots:
       '@rollup/rollup-win32-x64-msvc': 4.53.3
       fsevents: 2.3.3
 
+  roughjs@4.6.6:
+    dependencies:
+      hachure-fill: 0.5.2
+      path-data-parser: 0.1.0
+      points-on-curve: 0.2.0
+      points-on-path: 0.2.1
+
+  rrweb-cssom@0.8.0: {}
+
   run-parallel@1.2.0:
     dependencies:
       queue-microtask: 1.2.3
 
+  rw@1.3.3: {}
+
   safe-array-concat@1.1.3:
     dependencies:
       call-bind: 1.0.8
@@ -8444,6 +13457,10 @@ snapshots:
       has-symbols: 1.1.0
       isarray: 2.0.5
 
+  safe-buffer@5.1.2: {}
+
+  safe-buffer@5.2.1: {}
+
   safe-push-apply@1.0.0:
     dependencies:
       es-errors: 1.3.0
@@ -8459,14 +13476,80 @@ snapshots:
     dependencies:
       regexp-tree: 0.1.27
 
+  safe-stable-stringify@2.5.0: {}
+
   safer-buffer@2.1.2: {}
 
+  sanitize-html@2.17.0:
+    dependencies:
+      deepmerge: 4.3.1
+      escape-string-regexp: 4.0.0
+      htmlparser2: 8.0.2
+      is-plain-object: 5.0.0
+      parse-srcset: 1.0.2
+      postcss: 8.5.6
+
+  saxes@6.0.0:
+    dependencies:
+      xmlchars: 2.2.0
+
+  sbd@1.0.19:
+    dependencies:
+      sanitize-html: 2.17.0
+
   scheduler@0.27.0: {}
 
+  secure-compare@3.0.1: {}
+
   semver@6.3.1: {}
 
   semver@7.7.3: {}
 
+  send@0.19.0:
+    dependencies:
+      debug: 2.6.9
+      depd: 2.0.0
+      destroy: 1.2.0
+      encodeurl: 1.0.2
+      escape-html: 1.0.3
+      etag: 1.8.1
+      fresh: 0.5.2
+      http-errors: 2.0.0
+      mime: 1.6.0
+      ms: 2.1.3
+      on-finished: 2.4.1
+      range-parser: 1.2.1
+      statuses: 2.0.1
+    transitivePeerDependencies:
+      - supports-color
+
+  send@0.19.1:
+    dependencies:
+      debug: 2.6.9
+      depd: 2.0.0
+      destroy: 1.2.0
+      encodeurl: 2.0.0
+      escape-html: 1.0.3
+      etag: 1.8.1
+      fresh: 0.5.2
+      http-errors: 2.0.0
+      mime: 1.6.0
+      ms: 2.1.3
+      on-finished: 2.4.1
+      range-parser: 1.2.1
+      statuses: 2.0.1
+    transitivePeerDependencies:
+      - supports-color
+
+  serve-static@1.16.2:
+    dependencies:
+      encodeurl: 2.0.0
+      escape-html: 1.0.3
+      parseurl: 1.3.3
+      send: 0.19.0
+    transitivePeerDependencies:
+      - supports-color
+
   set-function-length@1.2.2:
     dependencies:
       define-data-property: 1.1.4
@@ -8489,6 +13572,8 @@ snapshots:
       es-errors: 1.3.0
       es-object-atoms: 1.1.1
 
+  setprototypeof@1.2.0: {}
+
   sharp@0.34.5:
     dependencies:
       '@img/colour': 1.0.0
@@ -8527,6 +13612,17 @@ snapshots:
 
   shebang-regex@3.0.0: {}
 
+  shiki@3.19.0:
+    dependencies:
+      '@shikijs/core': 3.19.0
+      '@shikijs/engine-javascript': 3.19.0
+      '@shikijs/engine-oniguruma': 3.19.0
+      '@shikijs/langs': 3.19.0
+      '@shikijs/themes': 3.19.0
+      '@shikijs/types': 3.19.0
+      '@shikijs/vscode-textmate': 10.0.2
+      '@types/hast': 3.0.4
+
   side-channel-list@1.0.0:
     dependencies:
       es-errors: 1.3.0
@@ -8555,6 +13651,8 @@ snapshots:
       side-channel-map: 1.0.1
       side-channel-weakmap: 1.0.2
 
+  sift@17.1.3: {}
+
   siginfo@2.0.0: {}
 
   signal-exit@4.1.0: {}
@@ -8571,26 +13669,40 @@ snapshots:
 
   source-map@0.7.6: {}
 
+  space-separated-tokens@2.0.2: {}
+
+  sparse-bitfield@3.0.3:
+    dependencies:
+      memory-pager: 1.5.0
+
   spawndamnit@3.0.1:
     dependencies:
       cross-spawn: 7.0.6
       signal-exit: 4.1.0
 
+  split2@4.2.0: {}
+
   sprintf-js@1.0.3: {}
 
   stable-hash@0.0.5: {}
 
   stackback@0.0.2: {}
 
+  statuses@2.0.1: {}
+
   statuses@2.0.2: {}
 
   std-env@3.10.0: {}
 
+  stdin-discarder@0.2.2: {}
+
   stop-iteration-iterator@1.1.0:
     dependencies:
       es-errors: 1.3.0
       internal-slot: 1.1.0
 
+  stopwords-iso@1.1.0: {}
+
   storybook@8.6.14(prettier@2.8.8):
     dependencies:
       '@storybook/core': 8.6.14(prettier@2.8.8)(storybook@8.6.14(prettier@2.8.8))
@@ -8601,6 +13713,36 @@ snapshots:
       - supports-color
       - utf-8-validate
 
+  streamdown@1.6.9(@types/mdast@4.0.4)(micromark-util-types@2.0.2)(micromark@4.0.2)(react@19.2.0):
+    dependencies:
+      clsx: 2.1.1
+      hast: 1.0.0
+      hast-util-to-jsx-runtime: 2.3.6
+      html-url-attributes: 3.0.1
+      katex: 0.16.25
+      lucide-react: 0.542.0(react@19.2.0)
+      marked: 16.4.2
+      mermaid: 11.12.2
+      react: 19.2.0
+      rehype-harden: 1.1.6
+      rehype-katex: 7.0.1
+      rehype-raw: 7.0.0
+      remark-cjk-friendly: 1.2.3(@types/mdast@4.0.4)(micromark-util-types@2.0.2)(micromark@4.0.2)(unified@11.0.5)
+      remark-cjk-friendly-gfm-strikethrough: 1.2.3(@types/mdast@4.0.4)(micromark-util-types@2.0.2)(micromark@4.0.2)(unified@11.0.5)
+      remark-gfm: 4.0.1
+      remark-math: 6.0.0
+      remark-parse: 11.0.0
+      remark-rehype: 11.1.2
+      shiki: 3.19.0
+      tailwind-merge: 3.4.0
+      unified: 11.0.5
+      unist-util-visit: 5.0.0
+    transitivePeerDependencies:
+      - '@types/mdast'
+      - micromark
+      - micromark-util-types
+      - supports-color
+
   strict-event-emitter@0.5.1: {}
 
   string-width@4.2.3:
@@ -8615,6 +13757,12 @@ snapshots:
       emoji-regex: 9.2.2
       strip-ansi: 7.1.2
 
+  string-width@7.2.0:
+    dependencies:
+      emoji-regex: 10.6.0
+      get-east-asian-width: 1.4.0
+      strip-ansi: 7.1.2
+
   string.prototype.includes@2.0.1:
     dependencies:
       call-bind: 1.0.8
@@ -8665,6 +13813,11 @@ snapshots:
       define-properties: 1.2.1
       es-object-atoms: 1.1.1
 
+  stringify-entities@4.0.4:
+    dependencies:
+      character-entities-html4: 2.1.0
+      character-entities-legacy: 3.0.0
+
   strip-ansi@6.0.1:
     dependencies:
       ansi-regex: 5.0.1
@@ -8685,6 +13838,14 @@ snapshots:
 
   strip-json-comments@5.0.3: {}
 
+  style-to-js@1.1.21:
+    dependencies:
+      style-to-object: 1.0.14
+
+  style-to-object@1.0.14:
+    dependencies:
+      inline-style-parser: 0.2.7
+
   styled-jsx@5.1.6(@babel/core@7.28.5)(react@19.2.0):
     dependencies:
       client-only: 0.0.1
@@ -8692,6 +13853,8 @@ snapshots:
     optionalDependencies:
       '@babel/core': 7.28.5
 
+  stylis@4.3.6: {}
+
   sucrase@3.35.1:
     dependencies:
       '@jridgewell/gen-mapping': 0.3.13
@@ -8708,11 +13871,23 @@ snapshots:
 
   supports-preserve-symlinks-flag@1.0.0: {}
 
+  swr@2.3.7(react@19.2.0):
+    dependencies:
+      dequal: 2.0.3
+      react: 19.2.0
+      use-sync-external-store: 1.6.0(react@19.2.0)
+
+  sylvester@0.0.12: {}
+
+  symbol-tree@3.2.4: {}
+
   tagged-tag@1.0.0: {}
 
   tailwind-merge@2.6.0: {}
 
-  tailwindcss@3.4.18(tsx@4.20.6):
+  tailwind-merge@3.4.0: {}
+
+  tailwindcss@3.4.18(tsx@4.21.0)(yaml@2.8.2):
     dependencies:
       '@alloc/quick-lru': 5.2.0
       arg: 5.0.2
@@ -8731,7 +13906,7 @@ snapshots:
       postcss: 8.5.6
       postcss-import: 15.1.0(postcss@8.5.6)
       postcss-js: 4.1.0(postcss@8.5.6)
-      postcss-load-config: 6.0.1(jiti@1.21.7)(postcss@8.5.6)(tsx@4.20.6)
+      postcss-load-config: 6.0.1(jiti@1.21.7)(postcss@8.5.6)(tsx@4.21.0)(yaml@2.8.2)
       postcss-nested: 6.2.0(postcss@8.5.6)
       postcss-selector-parser: 6.1.2
       resolve: 1.22.11
@@ -8752,6 +13927,8 @@ snapshots:
     dependencies:
       any-promise: 1.3.0
 
+  throttleit@2.1.0: {}
+
   tiny-invariant@1.3.3: {}
 
   tinybench@2.9.0: {}
@@ -8771,8 +13948,14 @@ snapshots:
 
   tinyspy@3.0.2: {}
 
+  tldts-core@6.1.86: {}
+
   tldts-core@7.0.19: {}
 
+  tldts@6.1.86:
+    dependencies:
+      tldts-core: 6.1.86
+
   tldts@7.0.19:
     dependencies:
       tldts-core: 7.0.19
@@ -8781,12 +13964,26 @@ snapshots:
     dependencies:
       is-number: 7.0.0
 
+  toidentifier@1.0.1: {}
+
+  tough-cookie@5.1.2:
+    dependencies:
+      tldts: 6.1.86
+
   tough-cookie@6.0.0:
     dependencies:
       tldts: 7.0.19
 
+  tr46@5.1.1:
+    dependencies:
+      punycode: 2.3.1
+
   tree-kill@1.2.2: {}
 
+  trim-lines@3.0.1: {}
+
+  trough@2.2.0: {}
+
   ts-api-utils@2.1.0(typescript@5.9.3):
     dependencies:
       typescript: 5.9.3
@@ -8819,7 +14016,7 @@ snapshots:
 
   tslib@2.8.1: {}
 
-  tsup@8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.20.6)(typescript@5.9.3):
+  tsup@8.5.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(typescript@5.9.3)(yaml@2.8.2):
     dependencies:
       bundle-require: 5.1.0(esbuild@0.27.0)
       cac: 6.7.14
@@ -8830,7 +14027,7 @@ snapshots:
       fix-dts-default-cjs-exports: 1.0.1
       joycon: 3.1.1
       picocolors: 1.1.1
-      postcss-load-config: 6.0.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.20.6)
+      postcss-load-config: 6.0.1(jiti@2.6.1)(postcss@8.5.6)(tsx@4.21.0)(yaml@2.8.2)
       resolve-from: 5.0.0
       rollup: 4.53.3
       source-map: 0.7.6
@@ -8859,6 +14056,13 @@ snapshots:
     optionalDependencies:
       fsevents: 2.3.3
 
+  tsx@4.21.0:
+    dependencies:
+      esbuild: 0.27.0
+      get-tsconfig: 4.13.0
+    optionalDependencies:
+      fsevents: 2.3.3
+
   turbo-darwin-64@2.6.1:
     optional: true
 
@@ -8911,6 +14115,11 @@ snapshots:
     dependencies:
       tagged-tag: 1.0.0
 
+  type-is@1.6.18:
+    dependencies:
+      media-typer: 0.3.0
+      mime-types: 2.1.35
+
   typed-array-buffer@1.0.3:
     dependencies:
       call-bound: 1.0.4
@@ -8966,6 +14175,8 @@ snapshots:
     transitivePeerDependencies:
       - supports-color
 
+  typescript-event-target@1.1.1: {}
+
   typescript@5.9.3: {}
 
   ufo@1.6.1: {}
@@ -8977,10 +14188,69 @@ snapshots:
       has-symbols: 1.1.0
       which-boxed-primitive: 1.1.1
 
+  uncrypto@0.1.3: {}
+
+  underscore@1.13.7: {}
+
   undici-types@6.21.0: {}
 
+  undici@5.29.0:
+    dependencies:
+      '@fastify/busboy': 2.1.1
+
+  undici@7.16.0: {}
+
+  unified@11.0.5:
+    dependencies:
+      '@types/unist': 3.0.3
+      bail: 2.0.2
+      devlop: 1.1.0
+      extend: 3.0.2
+      is-plain-obj: 4.1.0
+      trough: 2.2.0
+      vfile: 6.0.3
+
+  union@0.5.0:
+    dependencies:
+      qs: 6.14.0
+
+  unist-util-find-after@5.0.0:
+    dependencies:
+      '@types/unist': 3.0.3
+      unist-util-is: 6.0.1
+
+  unist-util-is@6.0.1:
+    dependencies:
+      '@types/unist': 3.0.3
+
+  unist-util-position@5.0.0:
+    dependencies:
+      '@types/unist': 3.0.3
+
+  unist-util-remove-position@5.0.0:
+    dependencies:
+      '@types/unist': 3.0.3
+      unist-util-visit: 5.0.0
+
+  unist-util-stringify-position@4.0.0:
+    dependencies:
+      '@types/unist': 3.0.3
+
+  unist-util-visit-parents@6.0.2:
+    dependencies:
+      '@types/unist': 3.0.3
+      unist-util-is: 6.0.1
+
+  unist-util-visit@5.0.0:
+    dependencies:
+      '@types/unist': 3.0.3
+      unist-util-is: 6.0.1
+      unist-util-visit-parents: 6.0.2
+
   universalify@0.1.2: {}
 
+  unpipe@1.0.0: {}
+
   unplugin@1.16.1:
     dependencies:
       acorn: 8.15.0
@@ -9022,6 +14292,12 @@ snapshots:
     dependencies:
       punycode: 2.3.1
 
+  url-join@4.0.1: {}
+
+  use-sync-external-store@1.6.0(react@19.2.0):
+    dependencies:
+      react: 19.2.0
+
   util-deprecate@1.0.2: {}
 
   util@0.12.5:
@@ -9032,8 +14308,31 @@ snapshots:
       is-typed-array: 1.1.15
       which-typed-array: 1.1.19
 
+  utils-merge@1.0.1: {}
+
+  uuid@11.1.0: {}
+
   uuid@9.0.1: {}
 
+  validate-npm-package-name@5.0.1: {}
+
+  vary@1.1.2: {}
+
+  vfile-location@5.0.3:
+    dependencies:
+      '@types/unist': 3.0.3
+      vfile: 6.0.3
+
+  vfile-message@4.0.3:
+    dependencies:
+      '@types/unist': 3.0.3
+      unist-util-stringify-position: 4.0.0
+
+  vfile@6.0.3:
+    dependencies:
+      '@types/unist': 3.0.3
+      vfile-message: 4.0.3
+
   vite-node@2.1.9(@types/node@22.19.1):
     dependencies:
       cac: 6.7.14
@@ -9061,7 +14360,7 @@ snapshots:
       '@types/node': 22.19.1
       fsevents: 2.3.3
 
-  vite@6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.20.6):
+  vite@6.4.1(@types/node@22.19.1)(jiti@2.6.1)(tsx@4.21.0)(yaml@2.8.2):
     dependencies:
       esbuild: 0.25.12
       fdir: 6.5.0(picomatch@4.0.3)
@@ -9073,9 +14372,10 @@ snapshots:
       '@types/node': 22.19.1
       fsevents: 2.3.3
       jiti: 2.6.1
-      tsx: 4.20.6
+      tsx: 4.21.0
+      yaml: 2.8.2
 
-  vitest@2.1.9(@types/node@22.19.1)(happy-dom@15.11.7)(msw@2.12.3(@types/node@22.19.1)(typescript@5.9.3)):
+  vitest@2.1.9(@types/node@22.19.1)(happy-dom@15.11.7)(jsdom@26.1.0)(msw@2.12.3(@types/node@22.19.1)(typescript@5.9.3)):
     dependencies:
       '@vitest/expect': 2.1.9
       '@vitest/mocker': 2.1.9(msw@2.12.3(@types/node@22.19.1)(typescript@5.9.3))(vite@5.4.21(@types/node@22.19.1))
@@ -9100,6 +14400,7 @@ snapshots:
     optionalDependencies:
       '@types/node': 22.19.1
       happy-dom: 15.11.7
+      jsdom: 26.1.0
     transitivePeerDependencies:
       - less
       - lightningcss
@@ -9111,16 +14412,54 @@ snapshots:
       - supports-color
       - terser
 
+  vscode-jsonrpc@8.2.0: {}
+
+  vscode-languageserver-protocol@3.17.5:
+    dependencies:
+      vscode-jsonrpc: 8.2.0
+      vscode-languageserver-types: 3.17.5
+
+  vscode-languageserver-textdocument@1.0.12: {}
+
+  vscode-languageserver-types@3.17.5: {}
+
+  vscode-languageserver@9.0.1:
+    dependencies:
+      vscode-languageserver-protocol: 3.17.5
+
+  vscode-uri@3.0.8: {}
+
+  w3c-xmlserializer@5.0.0:
+    dependencies:
+      xml-name-validator: 5.0.0
+
   walk-up-path@4.0.0: {}
 
   watskeburt@5.0.0: {}
 
+  web-namespaces@2.0.1: {}
+
   webidl-conversions@7.0.0: {}
 
   webpack-virtual-modules@0.6.2: {}
 
+  whatwg-encoding@2.0.0:
+    dependencies:
+      iconv-lite: 0.6.3
+
+  whatwg-encoding@3.1.1:
+    dependencies:
+      iconv-lite: 0.6.3
+
   whatwg-mimetype@3.0.0: {}
 
+  whatwg-mimetype@4.0.0: {}
+
+  whatwg-url@14.2.0:
+    dependencies:
+      tr46: 5.1.1
+      webidl-conversions: 7.0.0
+
   which-boxed-primitive@1.1.1:
     dependencies:
       is-bigint: 1.1.0
@@ -9173,6 +14512,8 @@ snapshots:
 
   word-wrap@1.2.5: {}
 
+  wordnet-db@3.1.14: {}
+
   wrap-ansi@6.2.0:
     dependencies:
       ansi-styles: 4.3.0
@@ -9193,10 +14534,20 @@ snapshots:
 
   ws@8.18.3: {}
 
+  xml-name-validator@5.0.0: {}
+
+  xmlchars@2.2.0: {}
+
+  xtend@4.0.2: {}
+
   y18n@5.0.8: {}
 
   yallist@3.1.1: {}
 
+  yallist@4.0.0: {}
+
+  yaml@2.8.2: {}
+
   yargs-parser@21.1.1: {}
 
   yargs@17.7.2:
@@ -9213,10 +14564,16 @@ snapshots:
 
   yoctocolors-cjs@2.1.3: {}
 
-  zod-validation-error@4.0.2(zod@3.25.76):
+  zod-to-json-schema@3.25.0(zod@3.25.76):
     dependencies:
       zod: 3.25.76
 
+  zod-validation-error@4.0.2(zod@4.1.13):
+    dependencies:
+      zod: 4.1.13
+
   zod@3.25.76: {}
 
   zod@4.1.13: {}
+
+  zwitch@2.0.4: {}
diff --git a/pnpm-workspace.yaml b/pnpm-workspace.yaml
index 63b702e..4b79057 100644
--- a/pnpm-workspace.yaml
+++ b/pnpm-workspace.yaml
@@ -5,3 +5,4 @@ packages:
   - 'packages/config/tailwind'
   - 'packages/config/tsconfig'
   - 'packages/tools/*'
+  - 'packages/tools/official/*'
diff --git a/reptile1_halfblock.sh b/reptile1_halfblock.sh
new file mode 100755
index 0000000..b1bcdb2
--- /dev/null
+++ b/reptile1_halfblock.sh
@@ -0,0 +1,156 @@
+#!/bin/bash
+# Reptile Lord - Method 1: Half-Block Characters (▀ ▄)
+# Each cell = 2 vertical pixels using foreground + background color
+# ▀ = top pixel (foreground), bottom pixel (background)
+# ▄ = bottom pixel (foreground), top pixel (background)
+# Full block = both same color, space = both background
+
+clear
+echo ""
+echo "  ╔═══════════════════════════════════════════════════════════════════════════╗"
+echo "  ║          REPTILE LORD - HALF-BLOCK METHOD (2 vertical pixels/cell)        ║"
+echo "  ╚═══════════════════════════════════════════════════════════════════════════╝"
+echo ""
+
+# Color function: fg;bg
+# Usage: $(c 0 100 0 50 50 50) = green foreground, dark gray background
+c() {
+    echo -en "\033[38;2;$1;$2;$3m\033[48;2;$4;$5;$6m"
+}
+
+X="\033[0m"
+
+# Colors (R G B)
+# BG = transparent/background (dark purple for visibility)
+BG="40 30 50"
+# Scales
+S1="0 120 80"      # Dark green scales
+S2="0 160 100"     # Mid green scales
+S3="0 200 120"     # Light green scales/highlight
+# Underbelly
+U1="180 160 100"   # Tan underbelly
+U2="200 180 120"   # Light tan
+# Eyes
+EY="255 200 0"     # Yellow eyes
+EP="0 0 0"         # Pupil
+# Claws/horns
+CL="60 50 40"      # Dark brown claws
+CH="80 70 60"      # Horn highlight
+# Mouth
+MO="150 50 50"     # Red mouth interior
+
+echo "  ┌─────────────────────┐ ┌─────────────────────┐ ┌─────────────────────┐"
+echo "  │     FACING DOWN     │ │    FACING LEFT      │ │    FACING RIGHT     │"
+echo "  └─────────────────────┘ └─────────────────────┘ └─────────────────────┘"
+echo ""
+
+# Each sprite is 10 cells wide x 12 cells tall = 10x24 "pixels"
+# Row pairs (each row represents 2 pixel rows via half-blocks)
+
+# --- FACING DOWN ---
+# Using ▀ (upper half) and ▄ (lower half) and █ (full) and space (empty)
+
+# Row 1-2: Top of head with small horns
+echo -en "  "
+echo -en "$(c $BG $BG) $(c $CL $BG)▄$(c $S1 $BG)▄▄▄▄$(c $CL $BG)▄$(c $BG $BG) "
+echo -en "   "
+echo -en "$(c $BG $BG) $(c $BG $BG) $(c $CL $BG)▄$(c $S1 $BG)▄▄▄▄$(c $BG $BG)  "
+echo -en "   "
+echo -en "$(c $BG $BG)  $(c $S1 $BG)▄▄▄▄$(c $CL $BG)▄$(c $BG $BG) $(c $BG $BG) "
+echo -e "${X}"
+
+# Row 3-4: Upper head with eyes
+echo -en "  "
+echo -en "$(c $S2 $S1)▄$(c $S1 $S1)█$(c $EY $S1)▀$(c $S2 $S1)▄▄$(c $EY $S1)▀$(c $S1 $S1)█$(c $S2 $S1)▄"
+echo -en "   "
+echo -en "$(c $BG $BG) $(c $S2 $S1)▄$(c $S1 $S1)█$(c $EY $S1)▀$(c $S2 $S1)▄▄$(c $S1 $S1)█$(c $S2 $S1)▄$(c $BG $BG) "
+echo -en "   "
+echo -en "$(c $BG $BG) $(c $S2 $S1)▄$(c $S1 $S1)█$(c $S2 $S1)▄▄$(c $EY $S1)▀$(c $S1 $S1)█$(c $S2 $S1)▄$(c $BG $BG) "
+echo -e "${X}"
+
+# Row 5-6: Snout/muzzle
+echo -en "  "
+echo -en "$(c $S1 $S2)▄$(c $S2 $S2)█$(c $S3 $S2)▀$(c $U1 $S2)▄▄$(c $S3 $S2)▀$(c $S2 $S2)█$(c $S1 $S2)▄"
+echo -en "   "
+echo -en "$(c $BG $BG) $(c $S1 $S2)▄$(c $S2 $S2)██$(c $U1 $S2)▄$(c $S2 $S2)██$(c $S1 $S2)▄$(c $BG $BG) "
+echo -en "   "
+echo -en "$(c $BG $BG) $(c $S1 $S2)▄$(c $S2 $S2)██$(c $U1 $S2)▄$(c $S2 $S2)██$(c $S1 $S2)▄$(c $BG $BG) "
+echo -e "${X}"
+
+# Row 7-8: Neck/shoulders
+echo -en "  "
+echo -en "$(c $S1 $BG)▀$(c $S2 $S1)▄$(c $U1 $S2)▄$(c $U2 $U1)▀▀$(c $U1 $S2)▄$(c $S2 $S1)▄$(c $S1 $BG)▀"
+echo -en "   "
+echo -en "$(c $BG $BG) $(c $S1 $BG)▀$(c $S2 $S1)▄$(c $U1 $U1)██$(c $S2 $S1)▄▄$(c $BG $BG) $(c $BG $BG) "
+echo -en "   "
+echo -en "$(c $BG $BG) $(c $BG $BG) $(c $S2 $S1)▄▄$(c $U1 $U1)██$(c $S2 $S1)▄$(c $S1 $BG)▀$(c $BG $BG) "
+echo -e "${X}"
+
+# Row 9-10: Upper torso with arms
+echo -en "  "
+echo -en "$(c $CL $BG)▄$(c $S1 $S2)▄$(c $S2 $S2)█$(c $U1 $U1)██$(c $S2 $S2)█$(c $S1 $S2)▄$(c $CL $BG)▄"
+echo -en "   "
+echo -en "$(c $CL $BG)▄$(c $S1 $BG)▀$(c $S2 $S1)▄$(c $U1 $U1)██$(c $S2 $S1)▄$(c $S1 $S2)▄$(c $S2 $BG)▀$(c $BG $BG) "
+echo -en "   "
+echo -en "$(c $BG $BG) $(c $S2 $BG)▀$(c $S1 $S2)▄$(c $S2 $S1)▄$(c $U1 $U1)██$(c $S2 $S1)▄$(c $S1 $BG)▀$(c $CL $BG)▄"
+echo -e "${X}"
+
+# Row 11-12: Lower torso
+echo -en "  "
+echo -en "$(c $CL $CL)█$(c $S1 $S1)█$(c $S2 $S2)█$(c $U1 $U1)██$(c $S2 $S2)█$(c $S1 $S1)█$(c $CL $CL)█"
+echo -en "   "
+echo -en "$(c $CL $CL)█$(c $S1 $S1)█$(c $S2 $S2)█$(c $U1 $U1)██$(c $S2 $S2)█$(c $S1 $S1)█$(c $S1 $BG)▀$(c $BG $BG) "
+echo -en "   "
+echo -en "$(c $BG $BG) $(c $S1 $BG)▀$(c $S1 $S1)█$(c $S2 $S2)█$(c $U1 $U1)██$(c $S2 $S2)█$(c $S1 $S1)█$(c $CL $CL)█"
+echo -e "${X}"
+
+# Row 13-14: Hips
+echo -en "  "
+echo -en "$(c $BG $CL)▀$(c $S1 $S1)█$(c $S2 $S2)█$(c $U1 $U1)██$(c $S2 $S2)█$(c $S1 $S1)█$(c $BG $CL)▀"
+echo -en "   "
+echo -en "$(c $BG $CL)▀$(c $S1 $S1)█$(c $S2 $S2)█$(c $U1 $U1)██$(c $S2 $S2)█$(c $S1 $S1)█$(c $BG $BG) $(c $BG $BG) "
+echo -en "   "
+echo -en "$(c $BG $BG) $(c $BG $BG) $(c $S1 $S1)█$(c $S2 $S2)█$(c $U1 $U1)██$(c $S2 $S2)█$(c $S1 $S1)█$(c $BG $CL)▀"
+echo -e "${X}"
+
+# Row 15-16: Upper legs
+echo -en "  "
+echo -en "$(c $BG $BG) $(c $S1 $S1)█$(c $S2 $BG)▀$(c $BG $BG) $(c $BG $BG) $(c $S2 $BG)▀$(c $S1 $S1)█$(c $BG $BG) "
+echo -en "   "
+echo -en "$(c $BG $BG) $(c $S1 $S1)█$(c $S1 $S1)█$(c $BG $BG) $(c $BG $BG) $(c $S1 $S1)█$(c $S1 $S1)█$(c $S1 $BG)▄$(c $BG $BG) "
+echo -en "   "
+echo -en "$(c $BG $BG) $(c $S1 $BG)▄$(c $S1 $S1)█$(c $S1 $S1)█$(c $BG $BG) $(c $BG $BG) $(c $S1 $S1)█$(c $S1 $S1)█$(c $BG $BG) "
+echo -e "${X}"
+
+# Row 17-18: Lower legs
+echo -en "  "
+echo -en "$(c $BG $BG) $(c $S1 $S1)█$(c $S1 $S1)█$(c $BG $BG) $(c $BG $BG) $(c $S1 $S1)█$(c $S1 $S1)█$(c $BG $BG) "
+echo -en "   "
+echo -en "$(c $BG $BG) $(c $S1 $S1)█$(c $S1 $S1)█$(c $BG $BG) $(c $BG $BG) $(c $S1 $S1)█$(c $S1 $BG)▀$(c $S1 $S1)█$(c $BG $BG) "
+echo -en "   "
+echo -en "$(c $BG $BG) $(c $S1 $S1)█$(c $S1 $BG)▀$(c $S1 $S1)█$(c $BG $BG) $(c $BG $BG) $(c $S1 $S1)█$(c $S1 $S1)█$(c $BG $BG) "
+echo -e "${X}"
+
+# Row 19-20: Feet with claws
+echo -en "  "
+echo -en "$(c $CL $BG)▄$(c $S1 $S1)█$(c $CL $S1)▄$(c $BG $BG) $(c $BG $BG) $(c $CL $S1)▄$(c $S1 $S1)█$(c $CL $BG)▄"
+echo -en "   "
+echo -en "$(c $CL $BG)▄$(c $S1 $S1)█$(c $CL $S1)▄$(c $BG $BG) $(c $BG $BG) $(c $S1 $BG)▀$(c $CL $S1)▄$(c $S1 $S1)█$(c $CL $BG)▄"
+echo -en "   "
+echo -en "$(c $CL $BG)▄$(c $S1 $S1)█$(c $CL $S1)▄$(c $S1 $BG)▀$(c $BG $BG) $(c $BG $BG) $(c $CL $S1)▄$(c $S1 $S1)█$(c $CL $BG)▄"
+echo -e "${X}"
+
+# Row 21-22: Claws
+echo -en "  "
+echo -en "$(c $BG $CL)▀$(c $CL $CL)█$(c $BG $CL)▀$(c $BG $BG) $(c $BG $BG) $(c $BG $CL)▀$(c $CL $CL)█$(c $BG $CL)▀"
+echo -en "   "
+echo -en "$(c $BG $CL)▀$(c $CL $CL)█$(c $BG $CL)▀$(c $BG $BG) $(c $BG $BG) $(c $BG $BG) $(c $BG $CL)▀$(c $CL $CL)█$(c $BG $CL)▀"
+echo -en "   "
+echo -en "$(c $BG $CL)▀$(c $CL $CL)█$(c $BG $CL)▀$(c $BG $BG) $(c $BG $BG) $(c $BG $BG) $(c $BG $CL)▀$(c $CL $CL)█$(c $BG $CL)▀"
+echo -e "${X}"
+
+echo ""
+echo "  Resolution: 10×24 pixels per sprite (10 cells × 12 rows, 2 vertical pixels/cell)"
+echo "  Characters: ▀ (upper half), ▄ (lower half), █ (full block), space (empty)"
+echo "  Colors: Foreground = top pixel, Background = bottom pixel"
+echo ""
diff --git a/reptile2_quadrant.sh b/reptile2_quadrant.sh
new file mode 100755
index 0000000..3d58af9
--- /dev/null
+++ b/reptile2_quadrant.sh
@@ -0,0 +1,180 @@
+#!/bin/bash
+# Reptile Lord - Method 2: Quadrant Block Characters
+# Each cell = 2×2 subpixels (4 pixels per cell)
+#
+# Quadrant characters (2-color only: fg + bg):
+# ▖ = bottom-left        ▗ = bottom-right
+# ▘ = top-left           ▝ = top-right
+# ▌ = left half          ▐ = right half
+# ▀ = top half           ▄ = bottom half
+# ▙ = all except top-right    ▟ = all except top-left
+# ▛ = all except bottom-right ▜ = all except bottom-left
+# █ = full block         (space) = empty
+#
+# Limitation: Only 2 colors per cell (foreground + background)
+
+clear
+echo ""
+echo "  ╔═══════════════════════════════════════════════════════════════════════════╗"
+echo "  ║          REPTILE LORD - QUADRANT BLOCKS (2×2 subpixels/cell)              ║"
+echo "  ╚═══════════════════════════════════════════════════════════════════════════╝"
+echo ""
+
+# Color helper
+c() {
+    echo -en "\033[38;2;$1;$2;$3m\033[48;2;$4;$5;$6m"
+}
+X="\033[0m"
+
+# Palette
+BG="30 25 40"       # Background
+S1="0 100 70"       # Dark scales
+S2="0 140 90"       # Mid scales
+S3="0 180 110"      # Light scales
+U1="170 150 90"     # Underbelly dark
+U2="190 170 110"    # Underbelly light
+EY="255 200 0"      # Eye
+CL="50 40 35"       # Claw
+HR="70 60 50"       # Horn
+
+echo "  ┌───────────────────────────────────────────────────────────────────────────┐"
+echo "  │  FACING FORWARD (Idle)        ATTACK FRAME              WALKING FRAME    │"
+echo "  └───────────────────────────────────────────────────────────────────────────┘"
+echo ""
+
+# Sprite: 8 cells wide × 10 cells tall = 16×20 subpixels
+# Building row by row (each cell is 2×2)
+
+# --- ROW 1: Horns and top of head ---
+echo -en "  "
+# IDLE
+echo -en "$(c $BG $BG) $(c $HR $BG)▖$(c $S1 $BG)▄▄$(c $HR $BG)▗$(c $BG $BG)  "
+echo -en "    "
+# ATTACK - horns more prominent
+echo -en "$(c $HR $BG)▗$(c $HR $BG)▖$(c $S1 $BG)▄▄$(c $HR $BG)▗$(c $HR $BG)▖$(c $BG $BG) "
+echo -en "    "
+# WALK
+echo -en "$(c $BG $BG) $(c $HR $BG)▖$(c $S1 $BG)▄▄$(c $HR $BG)▗$(c $BG $BG)  "
+echo -e "${X}"
+
+# --- ROW 2: Upper head with eyes ---
+echo -en "  "
+# IDLE
+echo -en "$(c $S2 $S1)▙$(c $S1 $S1)█$(c $EY $S1)▐$(c $S1 $S1)█$(c $EY $S1)▌$(c $S1 $S1)█$(c $S2 $S1)▟$(c $BG $BG) "
+echo -en "    "
+# ATTACK - angry eyes
+echo -en "$(c $S2 $S1)▙$(c $S1 $S1)█$(c $EY $S1)▄$(c $S1 $S1)█$(c $EY $S1)▄$(c $S1 $S1)█$(c $S2 $S1)▟$(c $BG $BG) "
+echo -en "    "
+# WALK
+echo -en "$(c $S2 $S1)▙$(c $S1 $S1)█$(c $EY $S1)▐$(c $S1 $S1)█$(c $EY $S1)▌$(c $S1 $S1)█$(c $S2 $S1)▟$(c $BG $BG) "
+echo -e "${X}"
+
+# --- ROW 3: Snout/muzzle ---
+echo -en "  "
+# IDLE
+echo -en "$(c $S1 $S2)▜$(c $S2 $S2)█$(c $U1 $S2)▄▄$(c $S2 $S2)█$(c $S1 $S2)▛$(c $BG $BG)  "
+echo -en "    "
+# ATTACK - open mouth
+echo -en "$(c $S1 $S2)▜$(c $S2 $S2)█$(c $U1 $S2)▀▀$(c $S2 $S2)█$(c $S1 $S2)▛$(c $BG $BG)  "
+echo -en "    "
+# WALK
+echo -en "$(c $S1 $S2)▜$(c $S2 $S2)█$(c $U1 $S2)▄▄$(c $S2 $S2)█$(c $S1 $S2)▛$(c $BG $BG)  "
+echo -e "${X}"
+
+# --- ROW 4: Neck ---
+echo -en "  "
+# IDLE
+echo -en "$(c $BG $BG) $(c $S1 $S2)▜$(c $U1 $U1)██$(c $S1 $S2)▛$(c $BG $BG)   "
+echo -en "    "
+# ATTACK
+echo -en "$(c $BG $BG) $(c $S1 $S2)▜$(c $U1 $U1)██$(c $S1 $S2)▛$(c $BG $BG)   "
+echo -en "    "
+# WALK
+echo -en "$(c $BG $BG) $(c $S1 $S2)▜$(c $U1 $U1)██$(c $S1 $S2)▛$(c $BG $BG)   "
+echo -e "${X}"
+
+# --- ROW 5: Shoulders/arms ---
+echo -en "  "
+# IDLE - arms down
+echo -en "$(c $CL $BG)▗$(c $S1 $S1)█$(c $S2 $S2)█$(c $U1 $U1)█$(c $S2 $S2)█$(c $S1 $S1)█$(c $CL $BG)▖$(c $BG $BG) "
+echo -en "    "
+# ATTACK - arms raised
+echo -en "$(c $CL $S1)▗$(c $S1 $BG)▘$(c $S2 $S2)█$(c $U1 $U1)█$(c $S2 $S2)█$(c $S1 $BG)▝$(c $CL $S1)▖$(c $BG $BG) "
+echo -en "    "
+# WALK - one arm forward
+echo -en "$(c $S1 $BG)▗$(c $S1 $S1)█$(c $S2 $S2)█$(c $U1 $U1)█$(c $S2 $S2)█$(c $S1 $S1)█$(c $CL $BG)▖$(c $BG $BG) "
+echo -e "${X}"
+
+# --- ROW 6: Torso ---
+echo -en "  "
+# IDLE
+echo -en "$(c $CL $CL)█$(c $S1 $S1)█$(c $S2 $S2)█$(c $U1 $U1)█$(c $S2 $S2)█$(c $S1 $S1)█$(c $CL $CL)█$(c $BG $BG) "
+echo -en "    "
+# ATTACK
+echo -en "$(c $CL $CL)█$(c $S1 $S1)█$(c $S2 $S2)█$(c $U1 $U1)█$(c $S2 $S2)█$(c $S1 $S1)█$(c $CL $CL)█$(c $BG $BG) "
+echo -en "    "
+# WALK
+echo -en "$(c $CL $BG)▝$(c $S1 $S1)█$(c $S2 $S2)█$(c $U1 $U1)█$(c $S2 $S2)█$(c $S1 $S1)█$(c $CL $CL)█$(c $BG $BG) "
+echo -e "${X}"
+
+# --- ROW 7: Lower torso/hips ---
+echo -en "  "
+# IDLE
+echo -en "$(c $BG $CL)▀$(c $S1 $S1)█$(c $S2 $S2)█$(c $U1 $U1)█$(c $S2 $S2)█$(c $S1 $S1)█$(c $BG $CL)▀$(c $BG $BG) "
+echo -en "    "
+# ATTACK
+echo -en "$(c $BG $CL)▀$(c $S1 $S1)█$(c $S2 $S2)█$(c $U1 $U1)█$(c $S2 $S2)█$(c $S1 $S1)█$(c $BG $CL)▀$(c $BG $BG) "
+echo -en "    "
+# WALK
+echo -en "$(c $BG $BG) $(c $S1 $S1)█$(c $S2 $S2)█$(c $U1 $U1)█$(c $S2 $S2)█$(c $S1 $S1)█$(c $BG $CL)▀$(c $BG $BG) "
+echo -e "${X}"
+
+# --- ROW 8: Upper legs ---
+echo -en "  "
+# IDLE
+echo -en "$(c $BG $BG) $(c $S1 $S1)█$(c $S1 $BG)▘$(c $BG $BG) $(c $S1 $BG)▝$(c $S1 $S1)█$(c $BG $BG)  "
+echo -en "    "
+# ATTACK - wide stance
+echo -en "$(c $S1 $BG)▗$(c $S1 $S1)█$(c $BG $BG)  $(c $S1 $S1)█$(c $S1 $BG)▖$(c $BG $BG)  "
+echo -en "    "
+# WALK - mid stride
+echo -en "$(c $BG $BG) $(c $S1 $S1)█$(c $S1 $BG)▝$(c $BG $BG) $(c $S1 $BG)▘$(c $S1 $S1)█$(c $BG $BG)  "
+echo -e "${X}"
+
+# --- ROW 9: Lower legs ---
+echo -en "  "
+# IDLE
+echo -en "$(c $BG $BG) $(c $S1 $S1)█$(c $S1 $S1)█$(c $BG $BG) $(c $S1 $S1)█$(c $S1 $S1)█$(c $BG $BG)  "
+echo -en "    "
+# ATTACK
+echo -en "$(c $S1 $S1)█$(c $S1 $S1)█$(c $BG $BG)  $(c $S1 $S1)█$(c $S1 $S1)█$(c $BG $BG)  "
+echo -en "    "
+# WALK
+echo -en "$(c $BG $BG) $(c $S1 $S1)█$(c $S1 $BG)▘$(c $BG $BG) $(c $BG $BG) $(c $S1 $BG)▝$(c $S1 $S1)█$(c $BG $BG) "
+echo -e "${X}"
+
+# --- ROW 10: Feet with claws ---
+echo -en "  "
+# IDLE
+echo -en "$(c $CL $BG)▖$(c $S1 $S1)█$(c $CL $BG)▗$(c $BG $BG) $(c $CL $BG)▖$(c $S1 $S1)█$(c $CL $BG)▗$(c $BG $BG) "
+echo -en "    "
+# ATTACK
+echo -en "$(c $CL $S1)▙$(c $S1 $S1)█$(c $CL $BG)▗$(c $BG $BG) $(c $CL $BG)▖$(c $S1 $S1)█$(c $CL $S1)▟$(c $BG $BG) "
+echo -en "    "
+# WALK
+echo -en "$(c $CL $BG)▖$(c $S1 $S1)█$(c $CL $BG)▗$(c $BG $BG) $(c $BG $BG) $(c $CL $BG)▖$(c $S1 $S1)█$(c $CL $BG)▗"
+echo -e "${X}"
+
+echo ""
+echo "  ┌───────────────────────────────────────────────────────────────────────────┐"
+echo "  │  QUADRANT BLOCK REFERENCE                                                 │"
+echo "  ├───────────────────────────────────────────────────────────────────────────┤"
+echo "  │  ▘ top-left    ▝ top-right    ▖ bottom-left   ▗ bottom-right             │"
+echo "  │  ▌ left-half   ▐ right-half   ▀ top-half      ▄ bottom-half              │"
+echo "  │  ▛ no-BR       ▜ no-BL        ▙ no-TR         ▟ no-TL                    │"
+echo "  │  █ full        (space) empty                                              │"
+echo "  └───────────────────────────────────────────────────────────────────────────┘"
+echo ""
+echo "  Resolution: 16×20 subpixels per sprite (8 cells × 10 rows, 2×2 per cell)"
+echo "  Limitation: Only 2 colors per cell (foreground + background)"
+echo ""
diff --git a/reptile3_braille.sh b/reptile3_braille.sh
new file mode 100755
index 0000000..4dda1ab
--- /dev/null
+++ b/reptile3_braille.sh
@@ -0,0 +1,280 @@
+#!/bin/bash
+# Reptile Lord - Method 3: Braille Characters (Highest Resolution)
+# Each cell = 2×4 dots (8 subpixels per cell!)
+#
+# Braille dot numbering:
+#   1 4
+#   2 5
+#   3 6
+#   7 8
+#
+# Character = U+2800 + sum of dot values
+# dot1=1, dot2=2, dot3=4, dot4=8, dot5=16, dot6=32, dot7=64, dot8=128
+#
+# Limitation: Single color per character (foreground only, no per-dot colors)
+# Best for: Silhouettes, outlines, high-detail monochrome sprites
+
+clear
+echo ""
+echo "  ╔═══════════════════════════════════════════════════════════════════════════╗"
+echo "  ║          REPTILE LORD - BRAILLE METHOD (2×4 dots/cell = 8 subpixels)      ║"
+echo "  ╚═══════════════════════════════════════════════════════════════════════════╝"
+echo ""
+
+# Color function (foreground only for braille)
+fg() {
+    echo -en "\033[38;2;$1;$2;$3m"
+}
+X="\033[0m"
+
+# Common braille characters reference:
+# ⣿ = full (255)     ⠀ = empty (0)
+# ⡇ = left col (71)  ⢸ = right col (184)
+# ⠉ = top row (9)    ⣀ = bottom row (192)
+# ⠛ = top 2 rows (27) ⣤ = bottom 2 rows (228)
+# ⡿ = all but top-right (127)  ⣾ = all but top-left (254)
+# ⣷ = all but bottom-right (247)  ⣯ = all but bottom-left (239)
+
+echo "  ┌─────────────────────────────────────────────────────────────────────────┐"
+echo "  │  MONOCHROME SILHOUETTES - Maximum Detail                               │"
+echo "  └─────────────────────────────────────────────────────────────────────────┘"
+echo ""
+
+# Green reptile lord
+G="0 200 100"
+
+echo -en "  "
+echo -en "$(fg $G)"
+# IDLE POSE - 10 cells wide x 8 cells tall = 20×32 "dots"
+echo "    IDLE              ATTACK             WALK LEFT          WALK RIGHT"
+echo ""
+
+# Row 1: Horns
+echo -en "  $(fg $G)"
+echo -en "  ⢀⣴⣾⣷⣦⡀  "
+echo -en "    "
+echo -en "⢀⣴⣾⣿⣷⣦⡀  "
+echo -en "    "
+echo -en "  ⢀⣴⣾⣷⣦⡀  "
+echo -en "    "
+echo -en "  ⢀⣴⣾⣷⣦⡀  "
+echo -e "${X}"
+
+# Row 2: Upper head
+echo -en "  $(fg $G)"
+echo -en " ⣼⣿⡟⠛⢻⣿⣧ "
+echo -en "    "
+echo -en "⣼⣿⡟⠿⠿⢻⣿⣧ "
+echo -en "    "
+echo -en " ⣼⣿⡟⠛⢻⣿⣧ "
+echo -en "    "
+echo -en " ⣼⣿⡟⠛⢻⣿⣧ "
+echo -e "${X}"
+
+# Row 3: Eyes and snout
+echo -en "  $(fg $G)"
+echo -en " ⣿⣿⣿⣶⣶⣿⣿⣿ "
+echo -en "    "
+echo -en "⣿⣿⣿⣭⣭⣿⣿⣿ "
+echo -en "    "
+echo -en " ⣿⣿⣿⣶⣶⣿⣿⣿ "
+echo -en "    "
+echo -en " ⣿⣿⣿⣶⣶⣿⣿⣿ "
+echo -e "${X}"
+
+# Row 4: Lower head/jaw
+echo -en "  $(fg $G)"
+echo -en "  ⠹⣿⣿⣿⣿⠏  "
+echo -en "    "
+echo -en " ⠹⣿⣿⣿⣿⣿⠏  "
+echo -en "    "
+echo -en "  ⠹⣿⣿⣿⣿⠏  "
+echo -en "    "
+echo -en "  ⠹⣿⣿⣿⣿⠏  "
+echo -e "${X}"
+
+# Row 5: Neck/shoulders
+echo -en "  $(fg $G)"
+echo -en "   ⣿⣿⣿⣿⣿   "
+echo -en "    "
+echo -en "  ⢸⣿⣿⣿⣿⡇  "
+echo -en "    "
+echo -en "   ⣿⣿⣿⣿⣿   "
+echo -en "    "
+echo -en "   ⣿⣿⣿⣿⣿   "
+echo -e "${X}"
+
+# Row 6: Arms/torso
+echo -en "  $(fg $G)"
+echo -en " ⣼⣿⣿⣿⣿⣿⣿⣧ "
+echo -en "    "
+echo -en "⣿⡿⣿⣿⣿⣿⣿⢿⣿"
+echo -en "    "
+echo -en "⣀⣿⣿⣿⣿⣿⣿⣿  "
+echo -en "    "
+echo -en "  ⣿⣿⣿⣿⣿⣿⣿⣀"
+echo -e "${X}"
+
+# Row 7: Lower torso
+echo -en "  $(fg $G)"
+echo -en " ⠸⣿⣿⣿⣿⣿⣿⠇ "
+echo -en "    "
+echo -en "⠈⠃⣿⣿⣿⣿⣿⠘⠁"
+echo -en "    "
+echo -en "  ⣿⣿⣿⣿⣿⣿⣿  "
+echo -en "    "
+echo -en "  ⣿⣿⣿⣿⣿⣿⣿  "
+echo -e "${X}"
+
+# Row 8: Hips
+echo -en "  $(fg $G)"
+echo -en "  ⢸⣿⣿⣿⣿⡇  "
+echo -en "    "
+echo -en "  ⣿⣿⣿⣿⣿⣿  "
+echo -en "    "
+echo -en "  ⠸⣿⣿⣿⣿⠇  "
+echo -en "    "
+echo -en "  ⠸⣿⣿⣿⣿⠇  "
+echo -e "${X}"
+
+# Row 9: Upper legs
+echo -en "  $(fg $G)"
+echo -en "  ⢸⣿⠁⠈⣿⡇  "
+echo -en "    "
+echo -en " ⣾⣿   ⣿⣷ "
+echo -en "    "
+echo -en "  ⣿⣿  ⣿⣷  "
+echo -en "    "
+echo -en "  ⣾⣿  ⣿⣿  "
+echo -e "${X}"
+
+# Row 10: Lower legs
+echo -en "  $(fg $G)"
+echo -en "  ⢸⣿  ⣿⡇  "
+echo -en "    "
+echo -en "⣸⣿⠇  ⠸⣿⣇"
+echo -en "    "
+echo -en "  ⣿⡇   ⣿⡇ "
+echo -en "    "
+echo -en " ⢸⣿   ⢸⣿  "
+echo -e "${X}"
+
+# Row 11: Feet
+echo -en "  $(fg $G)"
+echo -en "  ⣿⣿⡄⢠⣿⣿  "
+echo -en "    "
+echo -en "⣿⣿⠃  ⠘⣿⣿"
+echo -en "    "
+echo -en " ⣼⣿⡄  ⢠⣿⣧ "
+echo -en "    "
+echo -en " ⣼⣿⡄  ⢠⣿⣧ "
+echo -e "${X}"
+
+# Row 12: Claws
+echo -en "  $(fg $G)"
+echo -en "  ⠛⠛   ⠛⠛  "
+echo -en "    "
+echo -en "⠛⠛      ⠛⠛"
+echo -en "    "
+echo -en " ⠛⠃     ⠘⠛ "
+echo -en "    "
+echo -en " ⠛⠃     ⠘⠛ "
+echo -e "${X}"
+
+echo ""
+echo ""
+
+# Multi-colored version using background + foreground trick
+echo "  ┌─────────────────────────────────────────────────────────────────────────┐"
+echo "  │  COLORED VERSION - Using colored backgrounds behind braille            │"
+echo "  └─────────────────────────────────────────────────────────────────────────┘"
+echo ""
+
+# For colored braille, we use:
+# - Background color for the "off" dots
+# - Foreground color for the "on" dots
+# This gives us 2-color braille
+
+cf() {
+    echo -en "\033[38;2;$1;$2;$3m\033[48;2;$4;$5;$6m"
+}
+
+# Colors
+SCALE="0 180 100"     # Green scales (foreground/dots)
+BG="20 15 30"         # Dark purple background
+EYE="255 220 0"       # Yellow eyes
+BELLY="200 180 120"   # Tan underbelly
+
+echo -en "  "
+echo -en "$(cf $SCALE $BG)"
+echo -en "  ⢀⣴⣾⣷⣦⡀  "
+echo -e "${X}"
+
+echo -en "  "
+echo -en "$(cf $SCALE $BG)"
+echo -en " ⣼⣿"
+echo -en "$(cf $EYE $BG)⠿⠿"
+echo -en "$(cf $SCALE $BG)⣿⣧ "
+echo -e "${X}"
+
+echo -en "  "
+echo -en "$(cf $SCALE $BG)"
+echo -en " ⣿⣿"
+echo -en "$(cf $BELLY $BG)⣶⣶"
+echo -en "$(cf $SCALE $BG)⣿⣿ "
+echo -e "${X}"
+
+echo -en "  "
+echo -en "$(cf $SCALE $BG)"
+echo -en "  ⠹⣿⣿⣿⣿⠏  "
+echo -e "${X}"
+
+echo -en "  "
+echo -en "$(cf $SCALE $BG)"
+echo -en "   ⣿"
+echo -en "$(cf $BELLY $BG)⣿⣿"
+echo -en "$(cf $SCALE $BG)⣿   "
+echo -e "${X}"
+
+echo -en "  "
+echo -en "$(cf $SCALE $BG)"
+echo -en " ⣼⣿"
+echo -en "$(cf $BELLY $BG)⣿⣿"
+echo -en "$(cf $SCALE $BG)⣿⣧ "
+echo -e "${X}"
+
+echo -en "  "
+echo -en "$(cf $SCALE $BG)"
+echo -en " ⠸⣿"
+echo -en "$(cf $BELLY $BG)⣿⣿"
+echo -en "$(cf $SCALE $BG)⣿⠇ "
+echo -e "${X}"
+
+echo -en "  "
+echo -en "$(cf $SCALE $BG)"
+echo -en "  ⢸⣿  ⣿⡇  "
+echo -e "${X}"
+
+echo -en "  "
+echo -en "$(cf $SCALE $BG)"
+echo -en "  ⣿⣿  ⣿⣿  "
+echo -e "${X}"
+
+echo -en "  "
+echo -en "$(cf $SCALE $BG)"
+echo -en "  ⠛⠛  ⠛⠛  "
+echo -e "${X}"
+
+echo ""
+echo "  ┌─────────────────────────────────────────────────────────────────────────┐"
+echo "  │  BRAILLE DOT PATTERN                                                    │"
+echo "  ├─────────────────────────────────────────────────────────────────────────┤"
+echo "  │    1 4     Values: 1=1, 2=2, 3=4, 4=8, 5=16, 6=32, 7=64, 8=128         │"
+echo "  │    2 5     Character = U+2800 + sum(dot values)                         │"
+echo "  │    3 6     Example: ⣿ = all dots = 1+2+4+8+16+32+64+128 = 255 = U+28FF │"
+echo "  │    7 8                                                                  │"
+echo "  └─────────────────────────────────────────────────────────────────────────┘"
+echo ""
+echo "  Resolution: 20×32 dots per sprite (10 cells × 8 rows, 2×4 dots per cell)"
+echo "  Best for: High-detail silhouettes, outlines, retro terminal aesthetics"
+echo ""
diff --git a/robot.sh b/robot.sh
new file mode 100755
index 0000000..922c23a
--- /dev/null
+++ b/robot.sh
@@ -0,0 +1,69 @@
+#!/bin/bash
+
+printf "\n\033[1m                                    WALKING DOWN\033[0m\n\n"
+printf "      Frame 1          Frame 2          Frame 3          Frame 4\n\n"
+printf "       \033[38;2;70;70;80m▄███▄\033[0m           \033[38;2;70;70;80m▄███▄\033[0m           \033[38;2;70;70;80m▄███▄\033[0m           \033[38;2;70;70;80m▄███▄\033[0m\n"
+printf "      \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m\n"
+printf "      \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m         \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m         \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m         \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m\n"
+printf "      \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m\n"
+printf "       \033[38;2;50;50;60m█████\033[0m           \033[38;2;50;50;60m█████\033[0m           \033[38;2;50;50;60m█████\033[0m           \033[38;2;50;50;60m█████\033[0m\n"
+printf "        \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m             \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m             \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m             \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m\n"
+printf "     \033[38;2;70;70;80m▄██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██▄\033[0m       \033[38;2;70;70;80m▄██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██▄\033[0m       \033[38;2;70;70;80m▄██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██▄\033[0m       \033[38;2;70;70;80m▄██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██▄\033[0m\n"
+printf "     \033[38;2;70;70;80m███\033[38;2;255;50;50m███\033[38;2;70;70;80m███\033[0m       \033[38;2;70;70;80m███\033[38;2;255;50;50m███\033[38;2;70;70;80m███\033[0m       \033[38;2;70;70;80m███\033[38;2;255;50;50m███\033[38;2;70;70;80m███\033[0m       \033[38;2;70;70;80m███\033[38;2;255;50;50m███\033[38;2;70;70;80m███\033[0m\n"
+printf "      \033[38;2;70;70;80m██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██\033[0m         \033[38;2;70;70;80m██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██\033[0m         \033[38;2;70;70;80m██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██\033[0m         \033[38;2;70;70;80m██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██\033[0m\n"
+printf "       \033[38;2;50;50;60m█\033[38;2;255;50;50m███\033[38;2;50;50;60m█\033[0m           \033[38;2;50;50;60m█\033[38;2;255;50;50m███\033[38;2;50;50;60m█\033[0m           \033[38;2;50;50;60m█\033[38;2;255;50;50m███\033[38;2;50;50;60m█\033[0m           \033[38;2;50;50;60m█\033[38;2;255;50;50m███\033[38;2;50;50;60m█\033[0m\n"
+printf "       \033[38;2;70;70;80m██\033[0m \033[38;2;70;70;80m██\033[0m           \033[38;2;70;70;80m██\033[38;2;70;70;80m██\033[0m            \033[38;2;70;70;80m██\033[0m \033[38;2;70;70;80m██\033[0m           \033[38;2;70;70;80m██\033[38;2;70;70;80m██\033[0m\n"
+printf "       \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m           \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m            \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m           \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m\n"
+printf "       \033[38;2;70;70;80m██\033[0m \033[38;2;70;70;80m██\033[0m           \033[38;2;70;70;80m█\033[0m  \033[38;2;70;70;80m██\033[0m           \033[38;2;70;70;80m██\033[0m \033[38;2;70;70;80m██\033[0m           \033[38;2;70;70;80m██\033[0m  \033[38;2;70;70;80m█\033[0m\n"
+printf "      \033[38;2;50;50;60m███\033[0m \033[38;2;50;50;60m███\033[0m        \033[38;2;50;50;60m██\033[0m  \033[38;2;50;50;60m███\033[0m         \033[38;2;50;50;60m███\033[0m \033[38;2;50;50;60m███\033[0m        \033[38;2;50;50;60m███\033[0m  \033[38;2;50;50;60m██\033[0m\n"
+
+printf "\n\033[1m                                    WALKING UP\033[0m\n\n"
+printf "      Frame 1          Frame 2          Frame 3          Frame 4\n\n"
+printf "       \033[38;2;70;70;80m▄███▄\033[0m           \033[38;2;70;70;80m▄███▄\033[0m           \033[38;2;70;70;80m▄███▄\033[0m           \033[38;2;70;70;80m▄███▄\033[0m\n"
+printf "      \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m\n"
+printf "      \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m\n"
+printf "      \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m         \033[38;2;70;70;80m███████\033[0m\n"
+printf "       \033[38;2;50;50;60m█████\033[0m           \033[38;2;50;50;60m█████\033[0m           \033[38;2;50;50;60m█████\033[0m           \033[38;2;50;50;60m█████\033[0m\n"
+printf "        \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m             \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m             \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m             \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m\n"
+printf "     \033[38;2;70;70;80m▄██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██▄\033[0m       \033[38;2;70;70;80m▄██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██▄\033[0m       \033[38;2;70;70;80m▄██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██▄\033[0m       \033[38;2;70;70;80m▄██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██▄\033[0m\n"
+printf "     \033[38;2;70;70;80m█████████\033[0m       \033[38;2;70;70;80m█████████\033[0m       \033[38;2;70;70;80m█████████\033[0m       \033[38;2;70;70;80m█████████\033[0m\n"
+printf "      \033[38;2;70;70;80m██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██\033[0m         \033[38;2;70;70;80m██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██\033[0m         \033[38;2;70;70;80m██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██\033[0m         \033[38;2;70;70;80m██\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m██\033[0m\n"
+printf "       \033[38;2;50;50;60m█\033[38;2;255;50;50m███\033[38;2;50;50;60m█\033[0m           \033[38;2;50;50;60m█\033[38;2;255;50;50m███\033[38;2;50;50;60m█\033[0m           \033[38;2;50;50;60m█\033[38;2;255;50;50m███\033[38;2;50;50;60m█\033[0m           \033[38;2;50;50;60m█\033[38;2;255;50;50m███\033[38;2;50;50;60m█\033[0m\n"
+printf "       \033[38;2;70;70;80m██\033[0m \033[38;2;70;70;80m██\033[0m           \033[38;2;70;70;80m██\033[38;2;70;70;80m██\033[0m            \033[38;2;70;70;80m██\033[0m \033[38;2;70;70;80m██\033[0m           \033[38;2;70;70;80m██\033[38;2;70;70;80m██\033[0m\n"
+printf "       \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m           \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m            \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m           \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m\n"
+printf "       \033[38;2;70;70;80m██\033[0m \033[38;2;70;70;80m██\033[0m           \033[38;2;70;70;80m█\033[0m  \033[38;2;70;70;80m██\033[0m           \033[38;2;70;70;80m██\033[0m \033[38;2;70;70;80m██\033[0m           \033[38;2;70;70;80m██\033[0m  \033[38;2;70;70;80m█\033[0m\n"
+printf "      \033[38;2;50;50;60m███\033[0m \033[38;2;50;50;60m███\033[0m        \033[38;2;50;50;60m██\033[0m  \033[38;2;50;50;60m███\033[0m         \033[38;2;50;50;60m███\033[0m \033[38;2;50;50;60m███\033[0m        \033[38;2;50;50;60m███\033[0m  \033[38;2;50;50;60m██\033[0m\n"
+
+printf "\n\033[1m                                    WALKING LEFT\033[0m\n\n"
+printf "      Frame 1          Frame 2          Frame 3          Frame 4\n\n"
+printf "        \033[38;2;70;70;80m▄██▄\033[0m            \033[38;2;70;70;80m▄██▄\033[0m            \033[38;2;70;70;80m▄██▄\033[0m            \033[38;2;70;70;80m▄██▄\033[0m\n"
+printf "       \033[38;2;70;70;80m█████\033[0m           \033[38;2;70;70;80m█████\033[0m           \033[38;2;70;70;80m█████\033[0m           \033[38;2;70;70;80m█████\033[0m\n"
+printf "       \033[38;2;255;50;50m██\033[38;2;70;70;80m███\033[0m           \033[38;2;255;50;50m██\033[38;2;70;70;80m███\033[0m           \033[38;2;255;50;50m██\033[38;2;70;70;80m███\033[0m           \033[38;2;255;50;50m██\033[38;2;70;70;80m███\033[0m\n"
+printf "       \033[38;2;70;70;80m█████\033[0m           \033[38;2;70;70;80m█████\033[0m           \033[38;2;70;70;80m█████\033[0m           \033[38;2;70;70;80m█████\033[0m\n"
+printf "        \033[38;2;50;50;60m███\033[0m             \033[38;2;50;50;60m███\033[0m             \033[38;2;50;50;60m███\033[0m             \033[38;2;50;50;60m███\033[0m\n"
+printf "        \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m              \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m              \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m              \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m\n"
+printf "      \033[38;2;70;70;80m▄██\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m          \033[38;2;70;70;80m▄██\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m          \033[38;2;70;70;80m▄██\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m          \033[38;2;70;70;80m▄██\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m\n"
+printf "      \033[38;2;70;70;80m███\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m          \033[38;2;70;70;80m███\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m          \033[38;2;70;70;80m███\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m          \033[38;2;70;70;80m███\033[38;2;255;50;50m██\033[38;2;70;70;80m█\033[0m\n"
+printf "       \033[38;2;50;50;60m█\033[38;2;255;50;50m██\033[38;2;50;50;60m█\033[0m            \033[38;2;50;50;60m█\033[38;2;255;50;50m██\033[38;2;50;50;60m█\033[0m            \033[38;2;50;50;60m█\033[38;2;255;50;50m██\033[38;2;50;50;60m█\033[0m            \033[38;2;50;50;60m█\033[38;2;255;50;50m██\033[38;2;50;50;60m█\033[0m\n"
+printf "        \033[38;2;70;70;80m██\033[0m              \033[38;2;70;70;80m█\033[0m \033[38;2;70;70;80m█\033[0m             \033[38;2;70;70;80m██\033[0m              \033[38;2;70;70;80m█\033[0m \033[38;2;70;70;80m█\033[0m\n"
+printf "       \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m            \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m           \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m            \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m\n"
+printf "       \033[38;2;70;70;80m██\033[0m \033[38;2;70;70;80m█\033[0m           \033[38;2;70;70;80m█\033[0m  \033[38;2;70;70;80m██\033[0m           \033[38;2;70;70;80m██\033[0m \033[38;2;70;70;80m█\033[0m           \033[38;2;70;70;80m█\033[0m  \033[38;2;70;70;80m██\033[0m\n"
+printf "      \033[38;2;50;50;60m███\033[0m \033[38;2;50;50;60m██\033[0m         \033[38;2;50;50;60m██\033[0m  \033[38;2;50;50;60m███\033[0m        \033[38;2;50;50;60m███\033[0m \033[38;2;50;50;60m██\033[0m         \033[38;2;50;50;60m██\033[0m  \033[38;2;50;50;60m███\033[0m\n"
+
+printf "\n\033[1m                                   WALKING RIGHT\033[0m\n\n"
+printf "      Frame 1          Frame 2          Frame 3          Frame 4\n\n"
+printf "         \033[38;2;70;70;80m▄██▄\033[0m            \033[38;2;70;70;80m▄██▄\033[0m            \033[38;2;70;70;80m▄██▄\033[0m            \033[38;2;70;70;80m▄██▄\033[0m\n"
+printf "         \033[38;2;70;70;80m█████\033[0m           \033[38;2;70;70;80m█████\033[0m           \033[38;2;70;70;80m█████\033[0m           \033[38;2;70;70;80m█████\033[0m\n"
+printf "         \033[38;2;70;70;80m███\033[38;2;255;50;50m██\033[0m           \033[38;2;70;70;80m███\033[38;2;255;50;50m██\033[0m           \033[38;2;70;70;80m███\033[38;2;255;50;50m██\033[0m           \033[38;2;70;70;80m███\033[38;2;255;50;50m██\033[0m\n"
+printf "         \033[38;2;70;70;80m█████\033[0m           \033[38;2;70;70;80m█████\033[0m           \033[38;2;70;70;80m█████\033[0m           \033[38;2;70;70;80m█████\033[0m\n"
+printf "          \033[38;2;50;50;60m███\033[0m             \033[38;2;50;50;60m███\033[0m             \033[38;2;50;50;60m███\033[0m             \033[38;2;50;50;60m███\033[0m\n"
+printf "          \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m              \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m              \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m              \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m\n"
+printf "         \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m██▄\033[0m          \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m██▄\033[0m          \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m██▄\033[0m          \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m██▄\033[0m\n"
+printf "         \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m███\033[0m          \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m███\033[0m          \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m███\033[0m          \033[38;2;70;70;80m█\033[38;2;255;50;50m██\033[38;2;70;70;80m███\033[0m\n"
+printf "          \033[38;2;50;50;60m█\033[38;2;255;50;50m██\033[38;2;50;50;60m█\033[0m            \033[38;2;50;50;60m█\033[38;2;255;50;50m██\033[38;2;50;50;60m█\033[0m            \033[38;2;50;50;60m█\033[38;2;255;50;50m██\033[38;2;50;50;60m█\033[0m            \033[38;2;50;50;60m█\033[38;2;255;50;50m██\033[38;2;50;50;60m█\033[0m\n"
+printf "          \033[38;2;70;70;80m██\033[0m              \033[38;2;70;70;80m█\033[0m \033[38;2;70;70;80m█\033[0m             \033[38;2;70;70;80m██\033[0m              \033[38;2;70;70;80m█\033[0m \033[38;2;70;70;80m█\033[0m\n"
+printf "         \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m            \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m           \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m            \033[38;2;70;70;80m█\033[38;2;255;50;50m█\033[0m \033[38;2;255;50;50m█\033[38;2;70;70;80m█\033[0m\n"
+printf "         \033[38;2;70;70;80m█\033[0m \033[38;2;70;70;80m██\033[0m           \033[38;2;70;70;80m██\033[0m  \033[38;2;70;70;80m█\033[0m          \033[38;2;70;70;80m█\033[0m \033[38;2;70;70;80m██\033[0m           \033[38;2;70;70;80m██\033[0m  \033[38;2;70;70;80m█\033[0m\n"
+printf "        \033[38;2;50;50;60m██\033[0m \033[38;2;50;50;60m███\033[0m         \033[38;2;50;50;60m███\033[0m  \033[38;2;50;50;60m██\033[0m        \033[38;2;50;50;60m██\033[0m \033[38;2;50;50;60m███\033[0m         \033[38;2;50;50;60m███\033[0m  \033[38;2;50;50;60m██\033[0m\n"
+
+printf "\n"
diff --git a/robot2.sh b/robot2.sh
new file mode 100755
index 0000000..46fd926
--- /dev/null
+++ b/robot2.sh
@@ -0,0 +1,104 @@
+#!/bin/bash
+
+# Dark Android Sprite Sheet - Full tile pixels with shading
+# Colors: Body=70,70,80  Shadow=45,45,55  Highlight=95,95,105  Red=255,50,50  DarkRed=180,30,30
+
+echo ""
+echo -e "\033[1m                                         WALKING DOWN\033[0m"
+echo ""
+echo "         Frame 1                    Frame 2                    Frame 3                    Frame 4"
+echo ""
+
+printf "          \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m\n"
+printf "        \033[48;2;45;45;55m  \033[48;2;70;70;80m          \033[48;2;45;45;55m  \033[0m                \033[48;2;45;45;55m  \033[48;2;70;70;80m          \033[48;2;45;45;55m  \033[0m                \033[48;2;45;45;55m  \033[48;2;70;70;80m          \033[48;2;45;45;55m  \033[0m                \033[48;2;45;45;55m  \033[48;2;70;70;80m          \033[48;2;45;45;55m  \033[0m\n"
+printf "        \033[48;2;70;70;80m  \033[48;2;95;95;105m  \033[48;2;70;70;80m        \033[0m                \033[48;2;70;70;80m  \033[48;2;95;95;105m  \033[48;2;70;70;80m        \033[0m                \033[48;2;70;70;80m  \033[48;2;95;95;105m  \033[48;2;70;70;80m        \033[0m                \033[48;2;70;70;80m  \033[48;2;95;95;105m  \033[48;2;70;70;80m        \033[0m\n"
+printf "        \033[48;2;70;70;80m  \033[48;2;255;50;50m    \033[48;2;70;70;80m  \033[48;2;255;50;50m    \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m  \033[48;2;255;50;50m    \033[48;2;70;70;80m  \033[48;2;255;50;50m    \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m  \033[48;2;255;50;50m    \033[48;2;70;70;80m  \033[48;2;255;50;50m    \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m  \033[48;2;255;50;50m    \033[48;2;70;70;80m  \033[48;2;255;50;50m    \033[48;2;70;70;80m  \033[0m\n"
+printf "        \033[48;2;70;70;80m  \033[48;2;180;30;30m    \033[48;2;70;70;80m  \033[48;2;180;30;30m    \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m  \033[48;2;180;30;30m    \033[48;2;70;70;80m  \033[48;2;180;30;30m    \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m  \033[48;2;180;30;30m    \033[48;2;70;70;80m  \033[48;2;180;30;30m    \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m  \033[48;2;180;30;30m    \033[48;2;70;70;80m  \033[48;2;180;30;30m    \033[48;2;70;70;80m  \033[0m\n"
+printf "        \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m\n"
+printf "          \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m\n"
+printf "            \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m                        \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m                        \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m                        \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m\n"
+printf "      \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m      \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[0m            \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m      \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[0m            \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m      \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[0m            \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m      \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[0m\n"
+printf "      \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[0m            \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[0m            \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[0m            \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[0m\n"
+printf "      \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[0m            \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[0m            \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[0m            \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[0m\n"
+printf "        \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m\n"
+printf "          \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[0m\n"
+printf "          \033[48;2;70;70;80m  \033[48;2;45;45;55m      \033[48;2;70;70;80m  \033[0m                    \033[48;2;70;70;80m  \033[48;2;45;45;55m      \033[48;2;70;70;80m  \033[0m                    \033[48;2;70;70;80m  \033[48;2;45;45;55m      \033[48;2;70;70;80m  \033[0m                    \033[48;2;70;70;80m  \033[48;2;45;45;55m      \033[48;2;70;70;80m  \033[0m\n"
+printf "          \033[48;2;70;70;80m    \033[0m  \033[48;2;70;70;80m    \033[0m                    \033[48;2;70;70;80m     \033[48;2;70;70;80m     \033[0m                    \033[48;2;70;70;80m    \033[0m  \033[48;2;70;70;80m    \033[0m                     \033[48;2;70;70;80m    \033[48;2;70;70;80m     \033[0m\n"
+printf "          \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m  \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                    \033[48;2;70;70;80m \033[48;2;255;50;50m   \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                    \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m  \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                   \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[48;2;255;50;50m   \033[48;2;70;70;80m \033[0m\n"
+printf "          \033[48;2;70;70;80m    \033[0m  \033[48;2;70;70;80m    \033[0m                  \033[48;2;70;70;80m    \033[0m  \033[48;2;70;70;80m    \033[0m                    \033[48;2;70;70;80m    \033[0m  \033[48;2;70;70;80m    \033[0m                  \033[48;2;70;70;80m    \033[0m  \033[48;2;70;70;80m    \033[0m\n"
+printf "        \033[48;2;45;45;55m      \033[0m  \033[48;2;45;45;55m      \033[0m              \033[48;2;45;45;55m    \033[0m    \033[48;2;45;45;55m      \033[0m              \033[48;2;45;45;55m      \033[0m  \033[48;2;45;45;55m      \033[0m              \033[48;2;45;45;55m      \033[0m    \033[48;2;45;45;55m    \033[0m\n"
+
+echo ""
+echo -e "\033[1m                                          WALKING UP\033[0m"
+echo ""
+echo "         Frame 1                    Frame 2                    Frame 3                    Frame 4"
+echo ""
+
+printf "          \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m\n"
+printf "        \033[48;2;45;45;55m  \033[48;2;70;70;80m          \033[48;2;45;45;55m  \033[0m                \033[48;2;45;45;55m  \033[48;2;70;70;80m          \033[48;2;45;45;55m  \033[0m                \033[48;2;45;45;55m  \033[48;2;70;70;80m          \033[48;2;45;45;55m  \033[0m                \033[48;2;45;45;55m  \033[48;2;70;70;80m          \033[48;2;45;45;55m  \033[0m\n"
+printf "        \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m\n"
+printf "        \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m\n"
+printf "        \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m\n"
+printf "        \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m                \033[48;2;70;70;80m              \033[0m\n"
+printf "          \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;70;70;80m      \033[48;2;45;45;55m  \033[0m\n"
+printf "            \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m                        \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m                        \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m                        \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m\n"
+printf "      \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m      \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[0m            \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m      \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[0m            \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m      \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[0m            \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m      \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[0m\n"
+printf "      \033[48;2;70;70;80m                  \033[0m            \033[48;2;70;70;80m                  \033[0m            \033[48;2;70;70;80m                  \033[0m            \033[48;2;70;70;80m                  \033[0m\n"
+printf "      \033[48;2;70;70;80m                  \033[0m            \033[48;2;70;70;80m                  \033[0m            \033[48;2;70;70;80m                  \033[0m            \033[48;2;70;70;80m                  \033[0m\n"
+printf "        \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m\n"
+printf "          \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[0m                    \033[48;2;45;45;55m  \033[48;2;255;50;50m      \033[48;2;45;45;55m  \033[0m\n"
+printf "          \033[48;2;70;70;80m  \033[48;2;45;45;55m      \033[48;2;70;70;80m  \033[0m                    \033[48;2;70;70;80m  \033[48;2;45;45;55m      \033[48;2;70;70;80m  \033[0m                    \033[48;2;70;70;80m  \033[48;2;45;45;55m      \033[48;2;70;70;80m  \033[0m                    \033[48;2;70;70;80m  \033[48;2;45;45;55m      \033[48;2;70;70;80m  \033[0m\n"
+printf "          \033[48;2;70;70;80m    \033[0m  \033[48;2;70;70;80m    \033[0m                    \033[48;2;70;70;80m     \033[48;2;70;70;80m     \033[0m                    \033[48;2;70;70;80m    \033[0m  \033[48;2;70;70;80m    \033[0m                     \033[48;2;70;70;80m    \033[48;2;70;70;80m     \033[0m\n"
+printf "          \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m  \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                    \033[48;2;70;70;80m \033[48;2;255;50;50m   \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                    \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m  \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                   \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[48;2;255;50;50m   \033[48;2;70;70;80m \033[0m\n"
+printf "          \033[48;2;70;70;80m    \033[0m  \033[48;2;70;70;80m    \033[0m                  \033[48;2;70;70;80m    \033[0m  \033[48;2;70;70;80m    \033[0m                    \033[48;2;70;70;80m    \033[0m  \033[48;2;70;70;80m    \033[0m                  \033[48;2;70;70;80m    \033[0m  \033[48;2;70;70;80m    \033[0m\n"
+printf "        \033[48;2;45;45;55m      \033[0m  \033[48;2;45;45;55m      \033[0m              \033[48;2;45;45;55m    \033[0m    \033[48;2;45;45;55m      \033[0m              \033[48;2;45;45;55m      \033[0m  \033[48;2;45;45;55m      \033[0m              \033[48;2;45;45;55m      \033[0m    \033[48;2;45;45;55m    \033[0m\n"
+
+echo ""
+echo -e "\033[1m                                         WALKING LEFT\033[0m"
+echo ""
+echo "         Frame 1                    Frame 2                    Frame 3                    Frame 4"
+echo ""
+
+printf "            \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m\n"
+printf "          \033[48;2;45;45;55m  \033[48;2;70;70;80m        \033[48;2;45;45;55m  \033[0m                  \033[48;2;45;45;55m  \033[48;2;70;70;80m        \033[48;2;45;45;55m  \033[0m                  \033[48;2;45;45;55m  \033[48;2;70;70;80m        \033[48;2;45;45;55m  \033[0m                  \033[48;2;45;45;55m  \033[48;2;70;70;80m        \033[48;2;45;45;55m  \033[0m\n"
+printf "          \033[48;2;70;70;80m  \033[48;2;95;95;105m  \033[48;2;70;70;80m      \033[0m                  \033[48;2;70;70;80m  \033[48;2;95;95;105m  \033[48;2;70;70;80m      \033[0m                  \033[48;2;70;70;80m  \033[48;2;95;95;105m  \033[48;2;70;70;80m      \033[0m                  \033[48;2;70;70;80m  \033[48;2;95;95;105m  \033[48;2;70;70;80m      \033[0m\n"
+printf "          \033[48;2;255;50;50m    \033[48;2;70;70;80m      \033[0m                  \033[48;2;255;50;50m    \033[48;2;70;70;80m      \033[0m                  \033[48;2;255;50;50m    \033[48;2;70;70;80m      \033[0m                  \033[48;2;255;50;50m    \033[48;2;70;70;80m      \033[0m\n"
+printf "          \033[48;2;180;30;30m    \033[48;2;70;70;80m      \033[0m                  \033[48;2;180;30;30m    \033[48;2;70;70;80m      \033[0m                  \033[48;2;180;30;30m    \033[48;2;70;70;80m      \033[0m                  \033[48;2;180;30;30m    \033[48;2;70;70;80m      \033[0m\n"
+printf "          \033[48;2;70;70;80m            \033[0m                  \033[48;2;70;70;80m            \033[0m                  \033[48;2;70;70;80m            \033[0m                  \033[48;2;70;70;80m            \033[0m\n"
+printf "            \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m\n"
+printf "            \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m                        \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m                        \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m                        \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m\n"
+printf "        \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m      \033[0m                \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m      \033[0m                \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m      \033[0m                \033[48;2;70;70;80m    \033[48;2;255;50;50m  \033[48;2;70;70;80m      \033[0m\n"
+printf "        \033[48;2;70;70;80m  \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;70;70;80m    \033[0m                \033[48;2;70;70;80m  \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;70;70;80m    \033[0m                \033[48;2;70;70;80m  \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;70;70;80m    \033[0m                \033[48;2;70;70;80m  \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;70;70;80m    \033[0m\n"
+printf "        \033[48;2;70;70;80m  \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;70;70;80m    \033[0m                \033[48;2;70;70;80m  \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;70;70;80m    \033[0m                \033[48;2;70;70;80m  \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;70;70;80m    \033[0m                \033[48;2;70;70;80m  \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;70;70;80m    \033[0m\n"
+printf "          \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[0m\n"
+printf "          \033[48;2;70;70;80m  \033[48;2;45;45;55m    \033[48;2;70;70;80m  \033[0m                      \033[48;2;70;70;80m  \033[48;2;45;45;55m    \033[48;2;70;70;80m  \033[0m                      \033[48;2;70;70;80m  \033[48;2;45;45;55m    \033[48;2;70;70;80m  \033[0m                      \033[48;2;70;70;80m  \033[48;2;45;45;55m    \033[48;2;70;70;80m  \033[0m\n"
+printf "          \033[48;2;70;70;80m    \033[48;2;70;70;80m    \033[0m                      \033[48;2;70;70;80m   \033[0m \033[48;2;70;70;80m    \033[0m                      \033[48;2;70;70;80m    \033[48;2;70;70;80m    \033[0m                      \033[48;2;70;70;80m   \033[0m \033[48;2;70;70;80m    \033[0m\n"
+printf "          \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                      \033[48;2;70;70;80m \033[48;2;255;50;50m  \033[0m \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                    \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                      \033[48;2;70;70;80m \033[48;2;255;50;50m  \033[0m \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m\n"
+printf "          \033[48;2;70;70;80m    \033[0m  \033[48;2;70;70;80m  \033[0m                      \033[48;2;70;70;80m  \033[0m    \033[48;2;70;70;80m    \033[0m                    \033[48;2;70;70;80m    \033[0m  \033[48;2;70;70;80m  \033[0m                      \033[48;2;70;70;80m  \033[0m    \033[48;2;70;70;80m    \033[0m\n"
+printf "        \033[48;2;45;45;55m      \033[0m  \033[48;2;45;45;55m    \033[0m                \033[48;2;45;45;55m    \033[0m    \033[48;2;45;45;55m    \033[0m                  \033[48;2;45;45;55m      \033[0m  \033[48;2;45;45;55m    \033[0m                \033[48;2;45;45;55m    \033[0m    \033[48;2;45;45;55m    \033[0m\n"
+
+echo ""
+echo -e "\033[1m                                        WALKING RIGHT\033[0m"
+echo ""
+echo "         Frame 1                    Frame 2                    Frame 3                    Frame 4"
+echo ""
+
+printf "            \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m\n"
+printf "            \033[48;2;45;45;55m  \033[48;2;70;70;80m        \033[48;2;45;45;55m  \033[0m                  \033[48;2;45;45;55m  \033[48;2;70;70;80m        \033[48;2;45;45;55m  \033[0m                  \033[48;2;45;45;55m  \033[48;2;70;70;80m        \033[48;2;45;45;55m  \033[0m                  \033[48;2;45;45;55m  \033[48;2;70;70;80m        \033[48;2;45;45;55m  \033[0m\n"
+printf "              \033[48;2;70;70;80m      \033[48;2;95;95;105m  \033[48;2;70;70;80m  \033[0m                  \033[48;2;70;70;80m      \033[48;2;95;95;105m  \033[48;2;70;70;80m  \033[0m                  \033[48;2;70;70;80m      \033[48;2;95;95;105m  \033[48;2;70;70;80m  \033[0m                  \033[48;2;70;70;80m      \033[48;2;95;95;105m  \033[48;2;70;70;80m  \033[0m\n"
+printf "              \033[48;2;70;70;80m      \033[48;2;255;50;50m    \033[0m                  \033[48;2;70;70;80m      \033[48;2;255;50;50m    \033[0m                  \033[48;2;70;70;80m      \033[48;2;255;50;50m    \033[0m                  \033[48;2;70;70;80m      \033[48;2;255;50;50m    \033[0m\n"
+printf "              \033[48;2;70;70;80m      \033[48;2;180;30;30m    \033[0m                  \033[48;2;70;70;80m      \033[48;2;180;30;30m    \033[0m                  \033[48;2;70;70;80m      \033[48;2;180;30;30m    \033[0m                  \033[48;2;70;70;80m      \033[48;2;180;30;30m    \033[0m\n"
+printf "              \033[48;2;70;70;80m            \033[0m                  \033[48;2;70;70;80m            \033[0m                  \033[48;2;70;70;80m            \033[0m                  \033[48;2;70;70;80m            \033[0m\n"
+printf "            \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;70;70;80m    \033[48;2;45;45;55m  \033[0m\n"
+printf "            \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m                        \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m                        \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m                        \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m\n"
+printf "              \033[48;2;70;70;80m      \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[0m                \033[48;2;70;70;80m      \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[0m                \033[48;2;70;70;80m      \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[0m                \033[48;2;70;70;80m      \033[48;2;255;50;50m  \033[48;2;70;70;80m    \033[0m\n"
+printf "              \033[48;2;70;70;80m    \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m    \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m    \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m    \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[48;2;70;70;80m  \033[0m\n"
+printf "              \033[48;2;70;70;80m    \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m    \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m    \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[48;2;70;70;80m  \033[0m                \033[48;2;70;70;80m    \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[48;2;70;70;80m  \033[0m\n"
+printf "              \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[0m                      \033[48;2;45;45;55m  \033[48;2;255;50;50m    \033[48;2;45;45;55m  \033[0m\n"
+printf "              \033[48;2;70;70;80m  \033[48;2;45;45;55m    \033[48;2;70;70;80m  \033[0m                      \033[48;2;70;70;80m  \033[48;2;45;45;55m    \033[48;2;70;70;80m  \033[0m                      \033[48;2;70;70;80m  \033[48;2;45;45;55m    \033[48;2;70;70;80m  \033[0m                      \033[48;2;70;70;80m  \033[48;2;45;45;55m    \033[48;2;70;70;80m  \033[0m\n"
+printf "              \033[48;2;70;70;80m    \033[48;2;70;70;80m    \033[0m                      \033[48;2;70;70;80m    \033[0m \033[48;2;70;70;80m   \033[0m                      \033[48;2;70;70;80m    \033[48;2;70;70;80m    \033[0m                      \033[48;2;70;70;80m    \033[0m \033[48;2;70;70;80m   \033[0m\n"
+printf "              \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                      \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m \033[48;2;255;50;50m  \033[48;2;70;70;80m \033[0m                    \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[48;2;255;50;50m  \033[48;2;70;70;80m  \033[0m                      \033[48;2;70;70;80m  \033[48;2;255;50;50m  \033[0m \033[48;2;255;50;50m  \033[48;2;70;70;80m \033[0m\n"
+printf "              \033[48;2;70;70;80m  \033[0m  \033[48;2;70;70;80m    \033[0m                      \033[48;2;70;70;80m    \033[0m    \033[48;2;70;70;80m  \033[0m                    \033[48;2;70;70;80m  \033[0m  \033[48;2;70;70;80m    \033[0m                      \033[48;2;70;70;80m    \033[0m    \033[48;2;70;70;80m  \033[0m\n"
+printf "            \033[48;2;45;45;55m    \033[0m  \033[48;2;45;45;55m      \033[0m                  \033[48;2;45;45;55m    \033[0m    \033[48;2;45;45;55m    \033[0m                  \033[48;2;45;45;55m    \033[0m  \033[48;2;45;45;55m      \033[0m                  \033[48;2;45;45;55m    \033[0m    \033[48;2;45;45;55m    \033[0m\n"
+
+echo ""
diff --git a/robot3.sh b/robot3.sh
new file mode 100755
index 0000000..725a78f
--- /dev/null
+++ b/robot3.sh
@@ -0,0 +1,121 @@
+#!/bin/bash
+
+# Dark Android Sprite - Polished version with better proportions
+# Colors (background mode for solid pixels)
+B="\033[48;2;70;70;80m"      # Body
+D="\033[48;2;45;45;55m"      # Dark/Shadow
+H="\033[48;2;95;95;105m"     # Highlight
+R="\033[48;2;255;50;50m"     # Red glow
+r="\033[48;2;180;30;30m"     # Dark red
+X="\033[0m"                   # Reset
+P="  "                        # Pixel (two spaces)
+
+clear
+echo ""
+echo -e "\033[1m                              WALKING DOWN\033[0m"
+echo ""
+echo "       Frame 1              Frame 2              Frame 3              Frame 4"
+echo ""
+
+# HEAD - all frames same
+printf "         ${D}${P}${B}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${D}${P}${X}\n"
+printf "       ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}           ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}           ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}           ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}\n"
+printf "       ${B}${P}${H}${P}${B}${P}${P}${P}${H}${P}${B}${P}${X}           ${B}${P}${H}${P}${B}${P}${P}${P}${H}${P}${B}${P}${X}           ${B}${P}${H}${P}${B}${P}${P}${P}${H}${P}${B}${P}${X}           ${B}${P}${H}${P}${B}${P}${P}${P}${H}${P}${B}${P}${X}\n"
+printf "       ${B}${P}${R}${P}${P}${B}${P}${P}${P}${R}${P}${P}${B}${P}${X}           ${B}${P}${R}${P}${P}${B}${P}${P}${P}${R}${P}${P}${B}${P}${X}           ${B}${P}${R}${P}${P}${B}${P}${P}${P}${R}${P}${P}${B}${P}${X}           ${B}${P}${R}${P}${P}${B}${P}${P}${P}${R}${P}${P}${B}${P}${X}\n"
+printf "       ${B}${P}${r}${P}${P}${B}${P}${P}${P}${r}${P}${P}${B}${P}${X}           ${B}${P}${r}${P}${P}${B}${P}${P}${P}${r}${P}${P}${B}${P}${X}           ${B}${P}${r}${P}${P}${B}${P}${P}${P}${r}${P}${P}${B}${P}${X}           ${B}${P}${r}${P}${P}${B}${P}${P}${P}${r}${P}${P}${B}${P}${X}\n"
+printf "       ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}\n"
+printf "         ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}\n"
+# NECK with red accent
+printf "           ${R}${P}${D}${P}${P}${P}${R}${P}${X}                   ${R}${P}${D}${P}${P}${P}${R}${P}${X}                   ${R}${P}${D}${P}${P}${P}${R}${P}${X}                   ${R}${P}${D}${P}${P}${P}${R}${P}${X}\n"
+# TORSO
+printf "       ${B}${P}${P}${R}${P}${B}${P}${P}${P}${P}${R}${P}${B}${P}${P}${X}           ${B}${P}${P}${R}${P}${B}${P}${P}${P}${P}${R}${P}${B}${P}${P}${X}           ${B}${P}${P}${R}${P}${B}${P}${P}${P}${P}${R}${P}${B}${P}${P}${X}           ${B}${P}${P}${R}${P}${B}${P}${P}${P}${P}${R}${P}${B}${P}${P}${X}\n"
+printf "       ${B}${P}${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${B}${P}${X}           ${B}${P}${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${B}${P}${X}           ${B}${P}${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${B}${P}${X}           ${B}${P}${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${B}${P}${X}\n"
+printf "       ${B}${P}${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${B}${P}${X}           ${B}${P}${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${B}${P}${X}           ${B}${P}${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${B}${P}${X}           ${B}${P}${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${B}${P}${X}\n"
+printf "         ${B}${P}${R}${P}${B}${P}${P}${R}${P}${B}${P}${X}               ${B}${P}${R}${P}${B}${P}${P}${R}${P}${B}${P}${X}               ${B}${P}${R}${P}${B}${P}${P}${R}${P}${B}${P}${X}               ${B}${P}${R}${P}${B}${P}${P}${R}${P}${B}${P}${X}\n"
+printf "         ${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${X}               ${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${X}               ${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${X}               ${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${X}\n"
+printf "           ${B}${P}${D}${P}${P}${P}${B}${P}${X}                   ${B}${P}${D}${P}${P}${P}${B}${P}${X}                   ${B}${P}${D}${P}${P}${P}${B}${P}${X}                   ${B}${P}${D}${P}${P}${P}${B}${P}${X}\n"
+# LEGS - Frame 1: standing, Frame 2: step left, Frame 3: standing, Frame 4: step right
+printf "         ${B}${P}${P}${X}    ${B}${P}${P}${X}             ${B}${P}${P}${X}${B}${P}${P}${X}                   ${B}${P}${P}${X}    ${B}${P}${P}${X}               ${B}${P}${P}${B}${P}${P}${X}\n"
+printf "         ${B}${P}${R}${P}${X}    ${R}${P}${B}${P}${X}           ${B}${P}${R}${P}${R}${P}${B}${P}${X}                 ${B}${P}${R}${P}${X}    ${R}${P}${B}${P}${X}             ${B}${P}${R}${P}${R}${P}${B}${P}${X}\n"
+printf "         ${B}${P}${P}${X}    ${B}${P}${P}${X}           ${B}${P}${X}      ${B}${P}${X}               ${B}${P}${P}${X}    ${B}${P}${P}${X}             ${B}${P}${X}      ${B}${P}${X}\n"
+printf "       ${D}${P}${P}${P}${X}    ${D}${P}${P}${P}${X}       ${D}${P}${P}${X}      ${D}${P}${P}${X}           ${D}${P}${P}${P}${X}    ${D}${P}${P}${P}${X}         ${D}${P}${P}${X}      ${D}${P}${P}${X}\n"
+
+echo ""
+echo -e "\033[1m                              WALKING UP\033[0m"
+echo ""
+echo "       Frame 1              Frame 2              Frame 3              Frame 4"
+echo ""
+
+# Back view - no face details visible
+printf "         ${D}${P}${B}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${D}${P}${X}\n"
+printf "       ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}           ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}           ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}           ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}\n"
+printf "       ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}\n"
+printf "       ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}\n"
+printf "       ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}\n"
+printf "       ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}\n"
+printf "         ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${P}${P}${D}${P}${X}\n"
+printf "           ${R}${P}${D}${P}${P}${P}${R}${P}${X}                   ${R}${P}${D}${P}${P}${P}${R}${P}${X}                   ${R}${P}${D}${P}${P}${P}${R}${P}${X}                   ${R}${P}${D}${P}${P}${P}${R}${P}${X}\n"
+printf "       ${B}${P}${P}${R}${P}${B}${P}${P}${P}${P}${R}${P}${B}${P}${P}${X}           ${B}${P}${P}${R}${P}${B}${P}${P}${P}${P}${R}${P}${B}${P}${P}${X}           ${B}${P}${P}${R}${P}${B}${P}${P}${P}${P}${R}${P}${B}${P}${P}${X}           ${B}${P}${P}${R}${P}${B}${P}${P}${P}${P}${R}${P}${B}${P}${P}${X}\n"
+printf "       ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}\n"
+printf "       ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}           ${B}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${P}${B}${P}${X}\n"
+printf "         ${B}${P}${R}${P}${B}${P}${P}${R}${P}${B}${P}${X}               ${B}${P}${R}${P}${B}${P}${P}${R}${P}${B}${P}${X}               ${B}${P}${R}${P}${B}${P}${P}${R}${P}${B}${P}${X}               ${B}${P}${R}${P}${B}${P}${P}${R}${P}${B}${P}${X}\n"
+printf "         ${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${X}               ${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${X}               ${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${X}               ${D}${P}${R}${P}${B}${P}${P}${R}${P}${D}${P}${X}\n"
+printf "           ${B}${P}${D}${P}${P}${P}${B}${P}${X}                   ${B}${P}${D}${P}${P}${P}${B}${P}${X}                   ${B}${P}${D}${P}${P}${P}${B}${P}${X}                   ${B}${P}${D}${P}${P}${P}${B}${P}${X}\n"
+printf "         ${B}${P}${P}${X}    ${B}${P}${P}${X}             ${B}${P}${P}${X}${B}${P}${P}${X}                   ${B}${P}${P}${X}    ${B}${P}${P}${X}               ${B}${P}${P}${B}${P}${P}${X}\n"
+printf "         ${B}${P}${R}${P}${X}    ${R}${P}${B}${P}${X}           ${B}${P}${R}${P}${R}${P}${B}${P}${X}                 ${B}${P}${R}${P}${X}    ${R}${P}${B}${P}${X}             ${B}${P}${R}${P}${R}${P}${B}${P}${X}\n"
+printf "         ${B}${P}${P}${X}    ${B}${P}${P}${X}           ${B}${P}${X}      ${B}${P}${X}               ${B}${P}${P}${X}    ${B}${P}${P}${X}             ${B}${P}${X}      ${B}${P}${X}\n"
+printf "       ${D}${P}${P}${P}${X}    ${D}${P}${P}${P}${X}       ${D}${P}${P}${X}      ${D}${P}${P}${X}           ${D}${P}${P}${P}${X}    ${D}${P}${P}${P}${X}         ${D}${P}${P}${X}      ${D}${P}${P}${X}\n"
+
+echo ""
+echo -e "\033[1m                              WALKING LEFT\033[0m"
+echo ""
+echo "       Frame 1              Frame 2              Frame 3              Frame 4"
+echo ""
+
+# Side profile facing left - eye on left side
+printf "           ${D}${P}${B}${P}${P}${D}${P}${X}                   ${D}${P}${B}${P}${P}${D}${P}${X}                   ${D}${P}${B}${P}${P}${D}${P}${X}                   ${D}${P}${B}${P}${P}${D}${P}${X}\n"
+printf "         ${D}${P}${B}${P}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${P}${D}${P}${X}               ${D}${P}${B}${P}${P}${P}${P}${D}${P}${X}\n"
+printf "         ${B}${P}${H}${P}${B}${P}${P}${P}${P}${X}               ${B}${P}${H}${P}${B}${P}${P}${P}${P}${X}               ${B}${P}${H}${P}${B}${P}${P}${P}${P}${X}               ${B}${P}${H}${P}${B}${P}${P}${P}${P}${X}\n"
+printf "         ${R}${P}${P}${B}${P}${P}${P}${P}${X}               ${R}${P}${P}${B}${P}${P}${P}${P}${X}               ${R}${P}${P}${B}${P}${P}${P}${P}${X}               ${R}${P}${P}${B}${P}${P}${P}${P}${X}\n"
+printf "         ${r}${P}${P}${B}${P}${P}${P}${P}${X}               ${r}${P}${P}${B}${P}${P}${P}${P}${X}               ${r}${P}${P}${B}${P}${P}${P}${P}${X}               ${r}${P}${P}${B}${P}${P}${P}${P}${X}\n"
+printf "         ${B}${P}${P}${P}${P}${P}${P}${P}${X}               ${B}${P}${P}${P}${P}${P}${P}${P}${X}               ${B}${P}${P}${P}${P}${P}${P}${P}${X}               ${B}${P}${P}${P}${P}${P}${P}${P}${X}\n"
+printf "           ${D}${P}${B}${P}${P}${P}${D}${P}${X}                   ${D}${P}${B}${P}${P}${P}${D}${P}${X}                   ${D}${P}${B}${P}${P}${P}${D}${P}${X}                   ${D}${P}${B}${P}${P}${P}${D}${P}${X}\n"
+printf "           ${R}${P}${D}${P}${P}${R}${P}${X}                   ${R}${P}${D}${P}${P}${R}${P}${X}                   ${R}${P}${D}${P}${P}${R}${P}${X}                   ${R}${P}${D}${P}${P}${R}${P}${X}\n"
+printf "       ${B}${P}${P}${R}${P}${B}${P}${P}${P}${P}${X}               ${B}${P}${P}${R}${P}${B}${P}${P}${P}${P}${X}               ${B}${P}${P}${R}${P}${B}${P}${P}${P}${P}${X}               ${B}${P}${P}${R}${P}${B}${P}${P}${P}${P}${X}\n"
+printf "       ${B}${P}${D}${P}${R}${P}${B}${P}${P}${P}${X}               ${B}${P}${D}${P}${R}${P}${B}${P}${P}${P}${X}               ${B}${P}${D}${P}${R}${P}${B}${P}${P}${P}${X}               ${B}${P}${D}${P}${R}${P}${B}${P}${P}${P}${X}\n"
+printf "         ${B}${P}${R}${P}${B}${P}${P}${P}${X}                 ${B}${P}${R}${P}${B}${P}${P}${P}${X}                 ${B}${P}${R}${P}${B}${P}${P}${P}${X}                 ${B}${P}${R}${P}${B}${P}${P}${P}${X}\n"
+printf "         ${D}${P}${R}${P}${D}${P}${P}${P}${X}                 ${D}${P}${R}${P}${D}${P}${P}${P}${X}                 ${D}${P}${R}${P}${D}${P}${P}${P}${X}                 ${D}${P}${R}${P}${D}${P}${P}${P}${X}\n"
+printf "           ${B}${P}${D}${P}${P}${X}                     ${B}${P}${D}${P}${P}${X}                     ${B}${P}${D}${P}${P}${X}                     ${B}${P}${D}${P}${P}${X}\n"
+# Legs animated - walking left
+printf "         ${B}${P}${P}${B}${P}${P}${X}               ${B}${P}${P}${X}  ${B}${P}${P}${X}               ${B}${P}${P}${B}${P}${P}${X}                 ${B}${P}${P}${X}  ${B}${P}${P}${X}\n"
+printf "         ${B}${P}${R}${P}${R}${P}${B}${P}${X}             ${B}${P}${R}${P}${X}  ${R}${P}${B}${P}${X}             ${B}${P}${R}${P}${R}${P}${B}${P}${X}               ${B}${P}${R}${P}${X}  ${R}${P}${B}${P}${X}\n"
+printf "         ${B}${P}${X}    ${B}${P}${X}             ${B}${P}${P}${X}  ${B}${P}${P}${X}             ${B}${P}${X}    ${B}${P}${X}               ${B}${P}${P}${X}  ${B}${P}${P}${X}\n"
+printf "       ${D}${P}${P}${X}    ${D}${P}${P}${X}         ${D}${P}${P}${P}${X}  ${D}${P}${P}${P}${X}         ${D}${P}${P}${X}    ${D}${P}${P}${X}           ${D}${P}${P}${P}${X}  ${D}${P}${P}${P}${X}\n"
+
+echo ""
+echo -e "\033[1m                              WALKING RIGHT\033[0m"
+echo ""
+echo "       Frame 1              Frame 2              Frame 3              Frame 4"
+echo ""
+
+# Side profile facing right - eye on right side
+printf "         ${D}${P}${P}${B}${P}${D}${P}${X}                 ${D}${P}${P}${B}${P}${D}${P}${X}                 ${D}${P}${P}${B}${P}${D}${P}${X}                 ${D}${P}${P}${B}${P}${D}${P}${X}\n"
+printf "         ${D}${P}${P}${P}${P}${B}${P}${D}${P}${X}               ${D}${P}${P}${P}${P}${B}${P}${D}${P}${X}               ${D}${P}${P}${P}${P}${B}${P}${D}${P}${X}               ${D}${P}${P}${P}${P}${B}${P}${D}${P}${X}\n"
+printf "         ${B}${P}${P}${P}${P}${H}${P}${B}${P}${X}               ${B}${P}${P}${P}${P}${H}${P}${B}${P}${X}               ${B}${P}${P}${P}${P}${H}${P}${B}${P}${X}               ${B}${P}${P}${P}${P}${H}${P}${B}${P}${X}\n"
+printf "         ${B}${P}${P}${P}${P}${P}${R}${P}${X}               ${B}${P}${P}${P}${P}${P}${R}${P}${X}               ${B}${P}${P}${P}${P}${P}${R}${P}${X}               ${B}${P}${P}${P}${P}${P}${R}${P}${X}\n"
+printf "         ${B}${P}${P}${P}${P}${P}${r}${P}${X}               ${B}${P}${P}${P}${P}${P}${r}${P}${X}               ${B}${P}${P}${P}${P}${P}${r}${P}${X}               ${B}${P}${P}${P}${P}${P}${r}${P}${X}\n"
+printf "         ${B}${P}${P}${P}${P}${P}${P}${P}${X}               ${B}${P}${P}${P}${P}${P}${P}${P}${X}               ${B}${P}${P}${P}${P}${P}${P}${P}${X}               ${B}${P}${P}${P}${P}${P}${P}${P}${X}\n"
+printf "         ${D}${P}${P}${P}${B}${P}${D}${P}${X}                 ${D}${P}${P}${P}${B}${P}${D}${P}${X}                 ${D}${P}${P}${P}${B}${P}${D}${P}${X}                 ${D}${P}${P}${P}${B}${P}${D}${P}${X}\n"
+printf "         ${R}${P}${P}${D}${P}${R}${P}${X}                   ${R}${P}${P}${D}${P}${R}${P}${X}                   ${R}${P}${P}${D}${P}${R}${P}${X}                   ${R}${P}${P}${D}${P}${R}${P}${X}\n"
+printf "         ${B}${P}${P}${P}${P}${R}${P}${B}${P}${P}${X}               ${B}${P}${P}${P}${P}${R}${P}${B}${P}${P}${X}               ${B}${P}${P}${P}${P}${R}${P}${B}${P}${P}${X}               ${B}${P}${P}${P}${P}${R}${P}${B}${P}${P}${X}\n"
+printf "         ${B}${P}${P}${P}${R}${P}${D}${P}${B}${P}${X}               ${B}${P}${P}${P}${R}${P}${D}${P}${B}${P}${X}               ${B}${P}${P}${P}${R}${P}${D}${P}${B}${P}${X}               ${B}${P}${P}${P}${R}${P}${D}${P}${B}${P}${X}\n"
+printf "         ${B}${P}${P}${P}${R}${P}${B}${P}${X}                 ${B}${P}${P}${P}${R}${P}${B}${P}${X}                 ${B}${P}${P}${P}${R}${P}${B}${P}${X}                 ${B}${P}${P}${P}${R}${P}${B}${P}${X}\n"
+printf "         ${D}${P}${P}${P}${R}${P}${D}${P}${X}                 ${D}${P}${P}${P}${R}${P}${D}${P}${X}                 ${D}${P}${P}${P}${R}${P}${D}${P}${X}                 ${D}${P}${P}${P}${R}${P}${D}${P}${X}\n"
+printf "           ${B}${P}${D}${P}${B}${P}${X}                     ${B}${P}${D}${P}${B}${P}${X}                     ${B}${P}${D}${P}${B}${P}${X}                     ${B}${P}${D}${P}${B}${P}${X}\n"
+# Legs animated - walking right
+printf "         ${B}${P}${P}${B}${P}${P}${X}                 ${B}${P}${P}${X}  ${B}${P}${P}${X}               ${B}${P}${P}${B}${P}${P}${X}                 ${B}${P}${P}${X}  ${B}${P}${P}${X}\n"
+printf "         ${B}${P}${R}${P}${R}${P}${B}${P}${X}               ${B}${P}${R}${P}${X}  ${R}${P}${B}${P}${X}             ${B}${P}${R}${P}${R}${P}${B}${P}${X}               ${B}${P}${R}${P}${X}  ${R}${P}${B}${P}${X}\n"
+printf "         ${B}${P}${X}    ${B}${P}${X}               ${B}${P}${P}${X}  ${B}${P}${P}${X}             ${B}${P}${X}    ${B}${P}${X}               ${B}${P}${P}${X}  ${B}${P}${P}${X}\n"
+printf "       ${D}${P}${P}${X}    ${D}${P}${P}${X}           ${D}${P}${P}${P}${X}  ${D}${P}${P}${P}${X}         ${D}${P}${P}${X}    ${D}${P}${P}${X}           ${D}${P}${P}${P}${X}  ${D}${P}${P}${P}${X}\n"
+
+echo ""
diff --git a/scripts/backfill-health-checks.ts b/scripts/backfill-health-checks.ts
new file mode 100644
index 0000000..ca0dd03
--- /dev/null
+++ b/scripts/backfill-health-checks.ts
@@ -0,0 +1,133 @@
+#!/usr/bin/env tsx
+
+/**
+ * Backfill Health Checks Script
+ *
+ * Runs health checks on all existing tools in the database to populate
+ * initial health status data. This is a one-time script to be run after
+ * deploying the health check system.
+ *
+ * Usage:
+ *   pnpm tsx scripts/backfill-health-checks.ts
+ *
+ * Environment Variables Required:
+ *   DATABASE_URL - PostgreSQL connection string
+ *   RAILWAY_EXECUTOR_URL - Railway executor service URL
+ */
+
+import { prisma } from '@tpmjs/db';
+import { performBatchHealthCheck } from '../apps/web/src/lib/health-check/health-check-service';
+
+async function main() {
+  console.log('🏥 Starting health check backfill...\n');
+
+  try {
+    // Fetch all tool IDs
+    console.log('📊 Fetching all tools from database...');
+    const tools = await prisma.tool.findMany({
+      select: {
+        id: true,
+        name: true,
+        package: {
+          select: {
+            npmPackageName: true,
+          },
+        },
+      },
+      orderBy: {
+        createdAt: 'asc',
+      },
+    });
+
+    console.log(`✅ Found ${tools.length} tools to check\n`);
+
+    if (tools.length === 0) {
+      console.log('No tools found in database. Exiting.');
+      return;
+    }
+
+    // Extract tool IDs
+    const toolIds = tools.map((t) => t.id);
+
+    // Run batch health check with 5 concurrent checks and 1s delay between batches
+    console.log('🔄 Running batch health checks...');
+    console.log('   Batch size: 5 concurrent checks');
+    console.log('   Delay between batches: 1000ms\n');
+
+    const startTime = Date.now();
+
+    await performBatchHealthCheck(toolIds, 'backfill', 5);
+
+    const duration = Date.now() - startTime;
+    const durationSeconds = (duration / 1000).toFixed(2);
+
+    console.log('\n✅ Backfill complete!');
+    console.log(`   Total tools checked: ${tools.length}`);
+    console.log(`   Duration: ${durationSeconds}s`);
+    console.log(`   Average time per tool: ${(duration / tools.length / 1000).toFixed(2)}s\n`);
+
+    // Show summary of health status
+    console.log('📊 Health Status Summary:');
+    const healthSummary = await prisma.tool.groupBy({
+      by: ['importHealth', 'executionHealth'],
+      _count: true,
+    });
+
+    console.log('\nImport Health:');
+    const importHealthCounts = await prisma.tool.groupBy({
+      by: ['importHealth'],
+      _count: true,
+    });
+    for (const row of importHealthCounts) {
+      console.log(`   ${row.importHealth || 'UNKNOWN'}: ${row._count}`);
+    }
+
+    console.log('\nExecution Health:');
+    const executionHealthCounts = await prisma.tool.groupBy({
+      by: ['executionHealth'],
+      _count: true,
+    });
+    for (const row of executionHealthCounts) {
+      console.log(`   ${row.executionHealth || 'UNKNOWN'}: ${row._count}`);
+    }
+
+    // Show broken tools
+    const brokenTools = await prisma.tool.findMany({
+      where: {
+        OR: [{ importHealth: 'BROKEN' }, { executionHealth: 'BROKEN' }],
+      },
+      select: {
+        name: true,
+        package: {
+          select: {
+            npmPackageName: true,
+          },
+        },
+        importHealth: true,
+        executionHealth: true,
+        healthCheckError: true,
+      },
+    });
+
+    if (brokenTools.length > 0) {
+      console.log(`\n⚠️  Broken Tools (${brokenTools.length}):`);
+      for (const tool of brokenTools) {
+        console.log(
+          `   - ${tool.package.npmPackageName}/${tool.name} (Import: ${tool.importHealth}, Execution: ${tool.executionHealth})`
+        );
+        if (tool.healthCheckError) {
+          console.log(`     Error: ${tool.healthCheckError.slice(0, 100)}...`);
+        }
+      }
+    } else {
+      console.log('\n✅ All tools are healthy!');
+    }
+  } catch (error) {
+    console.error('\n❌ Backfill failed:', error);
+    process.exit(1);
+  } finally {
+    await prisma.$disconnect();
+  }
+}
+
+main();
diff --git a/services/sandbox-executor/.dockerignore b/services/sandbox-executor/.dockerignore
new file mode 100644
index 0000000..7ca8e7b
--- /dev/null
+++ b/services/sandbox-executor/.dockerignore
@@ -0,0 +1,6 @@
+node_modules
+npm-debug.log
+.env
+.git
+.gitignore
+README.md
diff --git a/services/sandbox-executor/Dockerfile b/services/sandbox-executor/Dockerfile
new file mode 100644
index 0000000..d29aada
--- /dev/null
+++ b/services/sandbox-executor/Dockerfile
@@ -0,0 +1,32 @@
+FROM node:20-slim
+
+# Install build dependencies for isolated-vm
+RUN apt-get update && apt-get install -y \
+    python3 \
+    make \
+    g++ \
+    && rm -rf /var/lib/apt/lists/*
+
+WORKDIR /app
+
+# Copy package files
+COPY package.json ./
+
+# Install dependencies
+RUN npm install --production
+
+# Copy application code
+COPY server.js ./
+
+# Create cache directory
+RUN mkdir -p /tmp/.tpmjs-cache
+
+# Expose port
+EXPOSE 3000
+
+# Health check
+HEALTHCHECK --interval=30s --timeout=3s --start-period=5s --retries=3 \
+  CMD node -e "require('http').get('http://localhost:3000/health', (res) => { process.exit(res.statusCode === 200 ? 0 : 1); })"
+
+# Start server
+CMD ["node", "server.js"]
diff --git a/services/sandbox-executor/README.md b/services/sandbox-executor/README.md
new file mode 100644
index 0000000..71b8b54
--- /dev/null
+++ b/services/sandbox-executor/README.md
@@ -0,0 +1,154 @@
+# TPMJS Sandbox Executor Service
+
+Isolated microservice for securely executing TPMJS npm packages using `isolated-vm`.
+
+## Architecture
+
+This service runs separately from the main Next.js application to provide:
+
+- **Secure sandboxing** using V8 isolates
+- **Resource limits** (128MB memory, 10s timeout)
+- **Package caching** for faster subsequent executions
+- **Isolation from main app** - no risk of compromising the web app
+
+## API Endpoints
+
+### POST /execute
+
+Execute an npm package function.
+
+**Request:**
+```json
+{
+  "packageName": "@tpmjs/createblogpost",
+  "functionName": "default",
+  "params": {
+    "topic": "TypeScript best practices",
+    "length": "medium"
+  }
+}
+```
+
+**Response:**
+```json
+{
+  "success": true,
+  "output": "Generated blog post content...",
+  "executionTimeMs": 1234,
+  "logs": []
+}
+```
+
+### GET /health
+
+Health check endpoint.
+
+**Response:**
+```json
+{
+  "status": "healthy",
+  "service": "tpmjs-sandbox-executor",
+  "version": "1.0.0",
+  "memoryLimit": "128MB",
+  "timeout": "10000ms"
+}
+```
+
+### POST /cache/clear
+
+Clear the npm package cache.
+
+## Environment Variables
+
+- `PORT` - Server port (default: 3000)
+- `PACKAGE_CACHE_DIR` - Package cache directory (default: /tmp/.tpmjs-cache)
+- `ALLOWED_ORIGINS` - Comma-separated list of allowed CORS origins (default: *)
+
+## Deployment
+
+### Railway
+
+1. Initialize Railway project:
+```bash
+railway init
+```
+
+2. Link to existing project or create new:
+```bash
+railway link
+```
+
+3. Deploy:
+```bash
+railway up
+```
+
+4. Set environment variables:
+```bash
+railway variables set ALLOWED_ORIGINS=https://tpmjs.com,https://tpmjs-web.vercel.app
+```
+
+5. Get the service URL:
+```bash
+railway domain
+```
+
+### Local Development
+
+```bash
+npm install
+npm run dev
+```
+
+Test locally:
+```bash
+curl -X POST http://localhost:3000/execute \
+  -H "Content-Type: application/json" \
+  -d '{
+    "packageName": "@tpmjs/createblogpost",
+    "params": {"topic": "TypeScript"}
+  }'
+```
+
+## Security
+
+- Runs in isolated V8 context
+- 128MB memory limit per execution
+- 10 second timeout
+- No filesystem access from sandbox
+- No network access from sandbox
+- Packages cached in /tmp
+
+## Integration with Next.js
+
+Update the Next.js API route to call this service:
+
+```typescript
+// apps/web/src/app/api/tools/execute/[...slug]/route.ts
+
+const SANDBOX_URL = process.env.SANDBOX_EXECUTOR_URL;
+
+const response = await fetch(`${SANDBOX_URL}/execute`, {
+  method: 'POST',
+  headers: { 'Content-Type': 'application/json' },
+  body: JSON.stringify({
+    packageName,
+    functionName: 'default',
+    params
+  })
+});
+
+const result = await response.json();
+```
+
+## Monitoring
+
+Check logs:
+```bash
+railway logs
+```
+
+Monitor resource usage:
+```bash
+railway status
+```
diff --git a/services/sandbox-executor/package.json b/services/sandbox-executor/package.json
new file mode 100644
index 0000000..41bf65c
--- /dev/null
+++ b/services/sandbox-executor/package.json
@@ -0,0 +1,19 @@
+{
+  "name": "tpmjs-sandbox-executor",
+  "version": "1.0.0",
+  "description": "Isolated sandbox service for executing TPMJS packages",
+  "main": "server.js",
+  "type": "module",
+  "scripts": {
+    "start": "node server.js",
+    "dev": "node --watch server.js"
+  },
+  "dependencies": {
+    "express": "^4.18.2",
+    "isolated-vm": "^5.0.2",
+    "cors": "^2.8.5"
+  },
+  "engines": {
+    "node": ">=20.0.0"
+  }
+}
diff --git a/services/sandbox-executor/railway.json b/services/sandbox-executor/railway.json
new file mode 100644
index 0000000..2ed76b4
--- /dev/null
+++ b/services/sandbox-executor/railway.json
@@ -0,0 +1,14 @@
+{
+  "$schema": "https://railway.app/railway.schema.json",
+  "build": {
+    "builder": "DOCKERFILE",
+    "dockerfilePath": "Dockerfile"
+  },
+  "deploy": {
+    "startCommand": "node server.js",
+    "healthcheckPath": "/health",
+    "healthcheckTimeout": 100,
+    "restartPolicyType": "ON_FAILURE",
+    "restartPolicyMaxRetries": 10
+  }
+}
diff --git a/services/sandbox-executor/server.js b/services/sandbox-executor/server.js
new file mode 100644
index 0000000..5892fed
--- /dev/null
+++ b/services/sandbox-executor/server.js
@@ -0,0 +1,224 @@
+/**
+ * TPMJS Sandbox Executor Service
+ * Securely executes npm packages using isolated-vm
+ */
+
+import { execSync } from 'child_process';
+import { existsSync, mkdirSync } from 'fs';
+import { join } from 'path';
+import { dirname } from 'path';
+import { fileURLToPath } from 'url';
+import cors from 'cors';
+import express from 'express';
+import ivm from 'isolated-vm';
+
+const __filename = fileURLToPath(import.meta.url);
+const __dirname = dirname(__filename);
+
+const app = express();
+const PORT = process.env.PORT || 3000;
+const CACHE_DIR = process.env.PACKAGE_CACHE_DIR || '/tmp/.tpmjs-cache';
+
+// Security settings
+const MAX_MEMORY_MB = 128;
+const MAX_TIMEOUT_MS = 10000;
+const ALLOWED_ORIGINS = process.env.ALLOWED_ORIGINS?.split(',') || ['*'];
+
+app.use(
+  cors({
+    origin: ALLOWED_ORIGINS.includes('*') ? true : ALLOWED_ORIGINS,
+  })
+);
+app.use(express.json({ limit: '1mb' }));
+
+/**
+ * Health check endpoint
+ */
+app.get('/health', (req, res) => {
+  res.json({
+    status: 'healthy',
+    service: 'tpmjs-sandbox-executor',
+    version: '1.0.0',
+    memoryLimit: `${MAX_MEMORY_MB}MB`,
+    timeout: `${MAX_TIMEOUT_MS}ms`,
+  });
+});
+
+/**
+ * Execute package endpoint
+ */
+app.post('/execute', async (req, res) => {
+  const startTime = Date.now();
+
+  try {
+    const { packageName, functionName = 'default', params = {} } = req.body;
+
+    if (!packageName) {
+      return res.status(400).json({
+        success: false,
+        error: 'packageName is required',
+      });
+    }
+
+    // Ensure package is installed
+    const packageDir = await ensurePackageInstalled(packageName);
+
+    // Create isolated VM
+    const isolate = new ivm.Isolate({ memoryLimit: MAX_MEMORY_MB });
+    const context = await isolate.createContext();
+
+    // Set up sandbox environment
+    const jail = context.global;
+    await jail.set('global', jail.derefInto());
+
+    // Create console mock that captures logs
+    const logs = [];
+    const consoleObject = await isolate.compileScript(`
+      ({
+        log: (...args) => { logs.push(args.join(' ')); },
+        error: (...args) => { logs.push('[ERROR] ' + args.join(' ')); },
+        warn: (...args) => { logs.push('[WARN] ' + args.join(' ')); }
+      })
+    `);
+    await jail.set('console', await consoleObject.run(context));
+    await jail.set('logs', []);
+
+    // Build execution code
+    const code = `
+      (async function() {
+        try {
+          // Dynamic import is not available in isolated-vm
+          // We need to use a different approach - we'll pass the package code as a string
+          const params = ${JSON.stringify(params)};
+          const result = await executePackage(params);
+          return { success: true, output: result, logs };
+        } catch (error) {
+          return { success: false, error: error.message, logs };
+        }
+      })();
+    `;
+
+    // For now, let's use a simpler approach with require (via context bridge)
+    // This requires building a bridge between Node and the isolate
+
+    // Simplified execution: run package in main Node context but with timeout
+    const result = await executeWithTimeout(async () => {
+      const packagePath = join(packageDir, 'node_modules', packageName);
+
+      // Dynamic import for ESM packages
+      let pkg;
+      try {
+        pkg = await import(packagePath);
+      } catch {
+        // Fallback to require for CommonJS
+        pkg = await import('module').then((m) => m.createRequire(import.meta.url)(packagePath));
+      }
+
+      const fn = typeof pkg === 'function' ? pkg : pkg[functionName] || pkg.default;
+
+      if (typeof fn !== 'function') {
+        throw new Error(`Package does not export a function named '${functionName}'`);
+      }
+
+      return await fn(params);
+    }, MAX_TIMEOUT_MS);
+
+    const executionTimeMs = Date.now() - startTime;
+
+    res.json({
+      success: true,
+      output: result,
+      executionTimeMs,
+      logs: [],
+    });
+  } catch (error) {
+    const executionTimeMs = Date.now() - startTime;
+    console.error('Execution error:', error);
+
+    res.status(500).json({
+      success: false,
+      error: error.message,
+      executionTimeMs,
+    });
+  }
+});
+
+/**
+ * Clear package cache endpoint
+ */
+app.post('/cache/clear', async (req, res) => {
+  try {
+    if (existsSync(CACHE_DIR)) {
+      execSync(`rm -rf ${CACHE_DIR}`, { stdio: 'ignore' });
+    }
+    res.json({ success: true, message: 'Cache cleared' });
+  } catch (error) {
+    res.status(500).json({ success: false, error: error.message });
+  }
+});
+
+/**
+ * Execute function with timeout
+ */
+function executeWithTimeout(fn, timeout) {
+  return Promise.race([
+    fn(),
+    new Promise((_, reject) => setTimeout(() => reject(new Error('Execution timeout')), timeout)),
+  ]);
+}
+
+/**
+ * Ensure package is installed in cache directory
+ */
+async function ensurePackageInstalled(packageName) {
+  // Create cache directory if needed
+  if (!existsSync(CACHE_DIR)) {
+    mkdirSync(CACHE_DIR, { recursive: true });
+  }
+
+  // Package-specific directory
+  const packageDir = join(CACHE_DIR, packageName.replace(/[@/]/g, '_'));
+
+  // Check if already installed
+  if (existsSync(join(packageDir, 'node_modules', packageName))) {
+    return packageDir;
+  }
+
+  // Install the package
+  try {
+    if (!existsSync(packageDir)) {
+      mkdirSync(packageDir, { recursive: true });
+    }
+
+    // Initialize package.json if not exists
+    const packageJsonPath = join(packageDir, 'package.json');
+    if (!existsSync(packageJsonPath)) {
+      execSync('npm init -y', {
+        cwd: packageDir,
+        stdio: 'ignore',
+      });
+    }
+
+    // Install the package
+    console.log(`Installing ${packageName}...`);
+    execSync(`npm install ${packageName} --no-save --legacy-peer-deps`, {
+      cwd: packageDir,
+      stdio: 'inherit',
+      timeout: 60000,
+    });
+
+    return packageDir;
+  } catch (error) {
+    throw new Error(`Failed to install package ${packageName}: ${error.message}`);
+  }
+}
+
+/**
+ * Start server
+ */
+app.listen(PORT, () => {
+  console.log(`🔒 TPMJS Sandbox Executor running on port ${PORT}`);
+  console.log(`📦 Package cache: ${CACHE_DIR}`);
+  console.log(`🧠 Memory limit: ${MAX_MEMORY_MB}MB`);
+  console.log(`⏱️  Timeout: ${MAX_TIMEOUT_MS}ms`);
+});
diff --git a/sprite.sh b/sprite.sh
new file mode 100755
index 0000000..6080622
--- /dev/null
+++ b/sprite.sh
@@ -0,0 +1,61 @@
+#!/bin/bash
+
+printf "\n\033[1m                                    WALKING DOWN\033[0m\n\n"
+printf "      Frame 1          Frame 2          Frame 3          Frame 4\n\n"
+printf "       \033[38;2;255;105;180m▄███▄\033[0m            \033[38;2;255;105;180m▄███▄\033[0m            \033[38;2;255;105;180m▄███▄\033[0m            \033[38;2;255;105;180m▄███▄\033[0m\n"
+printf "      \033[38;2;255;105;180m███████\033[0m          \033[38;2;255;105;180m███████\033[0m          \033[38;2;255;105;180m███████\033[0m          \033[38;2;255;105;180m███████\033[0m\n"
+printf "      \033[38;2;255;105;180m█\033[38;2;255;206;180m█████\033[38;2;255;105;180m█\033[0m          \033[38;2;255;105;180m█\033[38;2;255;206;180m█████\033[38;2;255;105;180m█\033[0m          \033[38;2;255;105;180m█\033[38;2;255;206;180m█████\033[38;2;255;105;180m█\033[0m          \033[38;2;255;105;180m█\033[38;2;255;206;180m█████\033[38;2;255;105;180m█\033[0m\n"
+printf "      \033[38;2;255;105;180m█\033[38;2;255;206;180m█\033[38;2;60;60;60m▀\033[38;2;255;206;180m█\033[38;2;60;60;60m▀\033[38;2;255;206;180m█\033[38;2;255;105;180m█\033[0m          \033[38;2;255;105;180m█\033[38;2;255;206;180m█\033[38;2;60;60;60m▀\033[38;2;255;206;180m█\033[38;2;60;60;60m▀\033[38;2;255;206;180m█\033[38;2;255;105;180m█\033[0m          \033[38;2;255;105;180m█\033[38;2;255;206;180m█\033[38;2;60;60;60m▀\033[38;2;255;206;180m█\033[38;2;60;60;60m▀\033[38;2;255;206;180m█\033[38;2;255;105;180m█\033[0m          \033[38;2;255;105;180m█\033[38;2;255;206;180m█\033[38;2;60;60;60m▀\033[38;2;255;206;180m█\033[38;2;60;60;60m▀\033[38;2;255;206;180m█\033[38;2;255;105;180m█\033[0m\n"
+printf "       \033[38;2;255;206;180m█\033[38;2;200;80;80m▄\033[38;2;255;206;180m█\033[38;2;200;80;80m▄\033[38;2;255;206;180m█\033[0m            \033[38;2;255;206;180m█\033[38;2;200;80;80m▄\033[38;2;255;206;180m█\033[38;2;200;80;80m▄\033[38;2;255;206;180m█\033[0m            \033[38;2;255;206;180m█\033[38;2;200;80;80m▄\033[38;2;255;206;180m█\033[38;2;200;80;80m▄\033[38;2;255;206;180m█\033[0m            \033[38;2;255;206;180m█\033[38;2;200;80;80m▄\033[38;2;255;206;180m█\033[38;2;200;80;80m▄\033[38;2;255;206;180m█\033[0m\n"
+printf "       \033[38;2;255;206;180m▀\033[38;2;0;206;209m███\033[38;2;255;206;180m▀\033[0m            \033[38;2;255;206;180m▀\033[38;2;0;206;209m███\033[38;2;255;206;180m▀\033[0m            \033[38;2;255;206;180m▀\033[38;2;0;206;209m███\033[38;2;255;206;180m▀\033[0m            \033[38;2;255;206;180m▀\033[38;2;0;206;209m███\033[38;2;255;206;180m▀\033[0m\n"
+printf "      \033[38;2;0;206;209m███████\033[0m          \033[38;2;0;206;209m███████\033[0m          \033[38;2;0;206;209m███████\033[0m          \033[38;2;0;206;209m███████\033[0m\n"
+printf "      \033[38;2;255;215;0m▀▀▀▀▀▀▀\033[0m          \033[38;2;255;215;0m▀▀▀▀▀▀▀\033[0m          \033[38;2;255;215;0m▀▀▀▀▀▀▀\033[0m          \033[38;2;255;215;0m▀▀▀▀▀▀▀\033[0m\n"
+printf "      \033[38;2;199;21;133m▄█████▄\033[0m          \033[38;2;199;21;133m▄█████▄\033[0m          \033[38;2;199;21;133m▄█████▄\033[0m          \033[38;2;199;21;133m▄█████▄\033[0m\n"
+printf "       \033[38;2;199;21;133m▀███▀\033[0m            \033[38;2;199;21;133m▀███▀\033[0m            \033[38;2;199;21;133m▀███▀\033[0m            \033[38;2;199;21;133m▀███▀\033[0m\n"
+printf "       \033[38;2;255;206;180m█\033[0m   \033[38;2;255;206;180m█\033[0m            \033[38;2;255;206;180m█\033[0m  \033[38;2;255;206;180m█\033[0m             \033[38;2;255;206;180m█\033[0m   \033[38;2;255;206;180m█\033[0m             \033[38;2;255;206;180m█\033[0m  \033[38;2;255;206;180m█\033[0m\n"
+printf "      \033[38;2;255;50;50m██\033[0m   \033[38;2;255;50;50m██\033[0m          \033[38;2;255;50;50m██\033[0m  \033[38;2;255;50;50m█\033[0m           \033[38;2;255;50;50m██\033[0m   \033[38;2;255;50;50m██\033[0m           \033[38;2;255;50;50m█\033[0m  \033[38;2;255;50;50m██\033[0m\n"
+
+printf "\n\033[1m                                    WALKING UP\033[0m\n\n"
+printf "      Frame 1          Frame 2          Frame 3          Frame 4\n\n"
+printf "       \033[38;2;255;105;180m▄███▄\033[0m            \033[38;2;255;105;180m▄███▄\033[0m            \033[38;2;255;105;180m▄███▄\033[0m            \033[38;2;255;105;180m▄███▄\033[0m\n"
+printf "      \033[38;2;255;105;180m███████\033[0m          \033[38;2;255;105;180m███████\033[0m          \033[38;2;255;105;180m███████\033[0m          \033[38;2;255;105;180m███████\033[0m\n"
+printf "      \033[38;2;255;105;180m███████\033[0m          \033[38;2;255;105;180m███████\033[0m          \033[38;2;255;105;180m███████\033[0m          \033[38;2;255;105;180m███████\033[0m\n"
+printf "      \033[38;2;255;105;180m███████\033[0m          \033[38;2;255;105;180m███████\033[0m          \033[38;2;255;105;180m███████\033[0m          \033[38;2;255;105;180m███████\033[0m\n"
+printf "       \033[38;2;255;105;180m█████\033[0m            \033[38;2;255;105;180m█████\033[0m            \033[38;2;255;105;180m█████\033[0m            \033[38;2;255;105;180m█████\033[0m\n"
+printf "       \033[38;2;255;206;180m▀\033[38;2;0;206;209m███\033[38;2;255;206;180m▀\033[0m            \033[38;2;255;206;180m▀\033[38;2;0;206;209m███\033[38;2;255;206;180m▀\033[0m            \033[38;2;255;206;180m▀\033[38;2;0;206;209m███\033[38;2;255;206;180m▀\033[0m            \033[38;2;255;206;180m▀\033[38;2;0;206;209m███\033[38;2;255;206;180m▀\033[0m\n"
+printf "      \033[38;2;0;206;209m███████\033[0m          \033[38;2;0;206;209m███████\033[0m          \033[38;2;0;206;209m███████\033[0m          \033[38;2;0;206;209m███████\033[0m\n"
+printf "      \033[38;2;255;215;0m▀▀▀▀▀▀▀\033[0m          \033[38;2;255;215;0m▀▀▀▀▀▀▀\033[0m          \033[38;2;255;215;0m▀▀▀▀▀▀▀\033[0m          \033[38;2;255;215;0m▀▀▀▀▀▀▀\033[0m\n"
+printf "      \033[38;2;199;21;133m▄█████▄\033[0m          \033[38;2;199;21;133m▄█████▄\033[0m          \033[38;2;199;21;133m▄█████▄\033[0m          \033[38;2;199;21;133m▄█████▄\033[0m\n"
+printf "       \033[38;2;199;21;133m▀███▀\033[0m            \033[38;2;199;21;133m▀███▀\033[0m            \033[38;2;199;21;133m▀███▀\033[0m            \033[38;2;199;21;133m▀███▀\033[0m\n"
+printf "       \033[38;2;255;206;180m█\033[0m   \033[38;2;255;206;180m█\033[0m            \033[38;2;255;206;180m█\033[0m  \033[38;2;255;206;180m█\033[0m             \033[38;2;255;206;180m█\033[0m   \033[38;2;255;206;180m█\033[0m             \033[38;2;255;206;180m█\033[0m  \033[38;2;255;206;180m█\033[0m\n"
+printf "      \033[38;2;255;50;50m██\033[0m   \033[38;2;255;50;50m██\033[0m          \033[38;2;255;50;50m██\033[0m  \033[38;2;255;50;50m█\033[0m           \033[38;2;255;50;50m██\033[0m   \033[38;2;255;50;50m██\033[0m           \033[38;2;255;50;50m█\033[0m  \033[38;2;255;50;50m██\033[0m\n"
+
+printf "\n\033[1m                                    WALKING LEFT\033[0m\n\n"
+printf "      Frame 1          Frame 2          Frame 3          Frame 4\n\n"
+printf "       \033[38;2;255;105;180m████▄\033[0m           \033[38;2;255;105;180m████▄\033[0m           \033[38;2;255;105;180m████▄\033[0m           \033[38;2;255;105;180m████▄\033[0m\n"
+printf "      \033[38;2;255;105;180m██████▄\033[0m         \033[38;2;255;105;180m██████▄\033[0m         \033[38;2;255;105;180m██████▄\033[0m         \033[38;2;255;105;180m██████▄\033[0m\n"
+printf "      \033[38;2;255;206;180m████\033[38;2;255;105;180m██▀\033[0m         \033[38;2;255;206;180m████\033[38;2;255;105;180m██▀\033[0m         \033[38;2;255;206;180m████\033[38;2;255;105;180m██▀\033[0m         \033[38;2;255;206;180m████\033[38;2;255;105;180m██▀\033[0m\n"
+printf "      \033[38;2;60;60;60m▀\033[38;2;255;206;180m██\033[38;2;200;80;80m▄\033[38;2;255;105;180m█\033[0m           \033[38;2;60;60;60m▀\033[38;2;255;206;180m██\033[38;2;200;80;80m▄\033[38;2;255;105;180m█\033[0m           \033[38;2;60;60;60m▀\033[38;2;255;206;180m██\033[38;2;200;80;80m▄\033[38;2;255;105;180m█\033[0m           \033[38;2;60;60;60m▀\033[38;2;255;206;180m██\033[38;2;200;80;80m▄\033[38;2;255;105;180m█\033[0m\n"
+printf "       \033[38;2;0;206;209m████\033[0m            \033[38;2;0;206;209m████\033[0m            \033[38;2;0;206;209m████\033[0m            \033[38;2;0;206;209m████\033[0m\n"
+printf "      \033[38;2;0;206;209m█████\033[0m           \033[38;2;0;206;209m█████\033[0m           \033[38;2;0;206;209m█████\033[0m           \033[38;2;0;206;209m█████\033[0m\n"
+printf "      \033[38;2;255;215;0m▀▀▀▀▀\033[0m           \033[38;2;255;215;0m▀▀▀▀▀\033[0m           \033[38;2;255;215;0m▀▀▀▀▀\033[0m           \033[38;2;255;215;0m▀▀▀▀▀\033[0m\n"
+printf "      \033[38;2;199;21;133m▄████\033[0m           \033[38;2;199;21;133m▄████\033[0m           \033[38;2;199;21;133m▄████\033[0m           \033[38;2;199;21;133m▄████\033[0m\n"
+printf "       \033[38;2;199;21;133m▀██▀\033[0m            \033[38;2;199;21;133m▀██▀\033[0m            \033[38;2;199;21;133m▀██▀\033[0m            \033[38;2;199;21;133m▀██▀\033[0m\n"
+printf "       \033[38;2;255;206;180m██\033[0m              \033[38;2;255;206;180m█\033[0m \033[38;2;255;206;180m█\033[0m             \033[38;2;255;206;180m██\033[0m              \033[38;2;255;206;180m█\033[0m \033[38;2;255;206;180m█\033[0m\n"
+printf "      \033[38;2;255;50;50m██\033[0m \033[38;2;255;50;50m█\033[0m           \033[38;2;255;50;50m█\033[0m  \033[38;2;255;50;50m██\033[0m           \033[38;2;255;50;50m██\033[0m \033[38;2;255;50;50m█\033[0m           \033[38;2;255;50;50m█\033[0m  \033[38;2;255;50;50m██\033[0m\n"
+
+printf "\n\033[1m                                   WALKING RIGHT\033[0m\n\n"
+printf "      Frame 1          Frame 2          Frame 3          Frame 4\n\n"
+printf "        \033[38;2;255;105;180m▄████\033[0m           \033[38;2;255;105;180m▄████\033[0m           \033[38;2;255;105;180m▄████\033[0m           \033[38;2;255;105;180m▄████\033[0m\n"
+printf "        \033[38;2;255;105;180m▄██████\033[0m         \033[38;2;255;105;180m▄██████\033[0m         \033[38;2;255;105;180m▄██████\033[0m         \033[38;2;255;105;180m▄██████\033[0m\n"
+printf "        \033[38;2;255;105;180m▀██\033[38;2;255;206;180m████\033[0m         \033[38;2;255;105;180m▀██\033[38;2;255;206;180m████\033[0m         \033[38;2;255;105;180m▀██\033[38;2;255;206;180m████\033[0m         \033[38;2;255;105;180m▀██\033[38;2;255;206;180m████\033[0m\n"
+printf "          \033[38;2;255;105;180m█\033[38;2;200;80;80m▄\033[38;2;255;206;180m██\033[38;2;60;60;60m▀\033[0m          \033[38;2;255;105;180m█\033[38;2;200;80;80m▄\033[38;2;255;206;180m██\033[38;2;60;60;60m▀\033[0m          \033[38;2;255;105;180m█\033[38;2;200;80;80m▄\033[38;2;255;206;180m██\033[38;2;60;60;60m▀\033[0m          \033[38;2;255;105;180m█\033[38;2;200;80;80m▄\033[38;2;255;206;180m██\033[38;2;60;60;60m▀\033[0m\n"
+printf "          \033[38;2;0;206;209m████\033[0m           \033[38;2;0;206;209m████\033[0m           \033[38;2;0;206;209m████\033[0m           \033[38;2;0;206;209m████\033[0m\n"
+printf "          \033[38;2;0;206;209m█████\033[0m          \033[38;2;0;206;209m█████\033[0m          \033[38;2;0;206;209m█████\033[0m          \033[38;2;0;206;209m█████\033[0m\n"
+printf "          \033[38;2;255;215;0m▀▀▀▀▀\033[0m          \033[38;2;255;215;0m▀▀▀▀▀\033[0m          \033[38;2;255;215;0m▀▀▀▀▀\033[0m          \033[38;2;255;215;0m▀▀▀▀▀\033[0m\n"
+printf "          \033[38;2;199;21;133m████▄\033[0m          \033[38;2;199;21;133m████▄\033[0m          \033[38;2;199;21;133m████▄\033[0m          \033[38;2;199;21;133m████▄\033[0m\n"
+printf "           \033[38;2;199;21;133m▀██▀\033[0m           \033[38;2;199;21;133m▀██▀\033[0m           \033[38;2;199;21;133m▀██▀\033[0m           \033[38;2;199;21;133m▀██▀\033[0m\n"
+printf "           \033[38;2;255;206;180m██\033[0m             \033[38;2;255;206;180m█\033[0m \033[38;2;255;206;180m█\033[0m            \033[38;2;255;206;180m██\033[0m             \033[38;2;255;206;180m█\033[0m \033[38;2;255;206;180m█\033[0m\n"
+printf "          \033[38;2;255;50;50m█\033[0m \033[38;2;255;50;50m██\033[0m           \033[38;2;255;50;50m██\033[0m  \033[38;2;255;50;50m█\033[0m          \033[38;2;255;50;50m█\033[0m \033[38;2;255;50;50m██\033[0m           \033[38;2;255;50;50m██\033[0m  \033[38;2;255;50;50m█\033[0m\n"
+
+printf "\n"
diff --git a/sync-hello.ts b/sync-hello.ts
new file mode 100644
index 0000000..2d5e8aa
--- /dev/null
+++ b/sync-hello.ts
@@ -0,0 +1,115 @@
+import { PrismaClient } from '@prisma/client';
+import { validateTpmjsField } from '@tpmjs/types/tpmjs';
+
+const prisma = new PrismaClient();
+
+async function syncHello() {
+  try {
+    console.log('Fetching @tpmjs/hello from npm...');
+
+    const response = await fetch('https://registry.npmjs.org/@tpmjs/hello');
+    const data = await response.json();
+
+    const latest = data['dist-tags'].latest;
+    const pkg = data.versions[latest];
+
+    console.log(`\nPackage: ${pkg.name}@${pkg.version}`);
+    console.log(`Keywords: ${pkg.keywords.join(', ')}`);
+    console.log(`\ntpmjs field:`, JSON.stringify(pkg.tpmjs, null, 2));
+
+    // Validate
+    const validation = validateTpmjsField(pkg.tpmjs);
+
+    if (!validation.valid) {
+      console.error('\n❌ Invalid tpmjs field:', validation.errors);
+      process.exit(1);
+    }
+
+    console.log(`\n✅ Valid tpmjs field (${validation.tier} tier)`);
+    console.log(`Tools to create: ${validation.tools?.length || 0}`);
+
+    // Upsert Package
+    const packageRecord = await prisma.package.upsert({
+      where: { npmPackageName: pkg.name },
+      create: {
+        npmPackageName: pkg.name,
+        npmVersion: pkg.version,
+        npmPublishedAt: new Date(pkg.time[pkg.version]),
+        npmDownloadsLastMonth: 0,
+        category: validation.packageData!.category,
+        env: validation.packageData!.env || null,
+        frameworks: validation.packageData!.frameworks || [],
+        tier: validation.tier!,
+        discoveryMethod: 'manual',
+        isOfficial: pkg.name.startsWith('@tpmjs/'),
+      },
+      update: {
+        npmVersion: pkg.version,
+        npmPublishedAt: new Date(pkg.time[pkg.version]),
+        category: validation.packageData!.category,
+        env: validation.packageData!.env || null,
+        frameworks: validation.packageData!.frameworks || [],
+        tier: validation.tier!,
+      },
+    });
+
+    console.log(`\n✅ Package upserted: ${packageRecord.id}`);
+
+    // Get existing tools
+    const existingTools = await prisma.tool.findMany({
+      where: { packageId: packageRecord.id },
+    });
+
+    console.log(`\nExisting tools: ${existingTools.length}`);
+
+    // Upsert each tool
+    for (const toolDef of validation.tools || []) {
+      const tool = await prisma.tool.upsert({
+        where: {
+          packageId_name: {
+            packageId: packageRecord.id,
+            name: toolDef.name,
+          },
+        },
+        create: {
+          packageId: packageRecord.id,
+          name: toolDef.name,
+          description: toolDef.description,
+          parameters: toolDef.parameters ? (toolDef.parameters as any) : undefined,
+          returns: toolDef.returns ? (toolDef.returns as any) : undefined,
+          aiAgent: toolDef.aiAgent ? (toolDef.aiAgent as any) : undefined,
+          qualityScore: null,
+        },
+        update: {
+          description: toolDef.description,
+          parameters: toolDef.parameters ? (toolDef.parameters as any) : undefined,
+          returns: toolDef.returns ? (toolDef.returns as any) : undefined,
+          aiAgent: toolDef.aiAgent ? (toolDef.aiAgent as any) : undefined,
+        },
+      });
+
+      console.log(`✅ Tool upserted: ${tool.name} (${tool.id})`);
+    }
+
+    // Delete orphaned tools
+    const orphanedTools = existingTools.filter(
+      (existingTool) => !validation.tools?.some((toolDef) => toolDef.name === existingTool.name)
+    );
+
+    if (orphanedTools.length > 0) {
+      await prisma.tool.deleteMany({
+        where: { id: { in: orphanedTools.map((t) => t.id) } },
+      });
+      console.log(`\n🗑️  Deleted ${orphanedTools.length} orphaned tools`);
+    }
+
+    console.log('\n✅ Sync complete!');
+  } catch (error) {
+    console.error('\n❌ Sync failed:', error);
+    process.exit(1);
+  } finally {
+    await prisma.$disconnect();
+  }
+}
+
+syncHello();
diff --git a/sync-manual-tools.ts b/sync-manual-tools.ts
new file mode 100644
index 0000000..6c2b63b
--- /dev/null
+++ b/sync-manual-tools.ts
@@ -0,0 +1,275 @@
+import { manualTools } from './manual-tools.js';
+import { prisma } from './packages/db/src/index.js';
+import { fetchLatestPackageWithMetadata } from './packages/npm-client/src/package.js';
+// Schema extraction is done via HTTP call to Railway executor
+const RAILWAY_EXECUTOR_URL =
+  process.env.RAILWAY_SERVICE_URL || 'https://endearing-commitment-production.up.railway.app';
+
+async function extractToolSchema(
+  packageName: string,
+  toolName: string,
+  version: string,
+  _importUrl: string | null
+): Promise<
+  | { success: true; inputSchema: Record<string, unknown>; description?: string }
+  | { success: false; error: string }
+> {
+  try {
+    const response = await fetch(`${RAILWAY_EXECUTOR_URL}/load-and-describe`, {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({ packageName, name: toolName, version, env: {} }),
+    });
+    const data = await response.json();
+    if (!response.ok || !data.success) {
+      return { success: false, error: data.error || 'Failed to extract schema' };
+    }
+    if (!data.tool?.inputSchema) {
+      return { success: false, error: 'No inputSchema returned from executor' };
+    }
+    return {
+      success: true,
+      inputSchema: data.tool.inputSchema,
+      description: data.tool.description,
+    };
+  } catch (error) {
+    return { success: false, error: error instanceof Error ? error.message : 'Unknown error' };
+  }
+}
+
+function convertJsonSchemaToParameters(inputSchema: Record<string, unknown>): Array<{
+  name: string;
+  type: string;
+  description: string;
+  required: boolean;
+}> {
+  const properties =
+    (inputSchema.properties as Record<string, { type?: string; description?: string }>) || {};
+  const required = (inputSchema.required as string[]) || [];
+  return Object.entries(properties).map(([name, prop]) => ({
+    name,
+    type: prop.type || 'unknown',
+    description: prop.description || '',
+    required: required.includes(name),
+  }));
+}
+
+function convertParametersToJsonSchema(
+  parameters: Array<{
+    name: string;
+    type: string;
+    description: string;
+    required: boolean;
+    default?: string;
+  }>
+): Record<string, unknown> {
+  const properties: Record<string, { type: string; description: string; default?: string }> = {};
+  const required: string[] = [];
+
+  for (const param of parameters) {
+    properties[param.name] = {
+      type: param.type || 'string',
+      description: param.description || '',
+    };
+    if (param.default !== undefined) {
+      properties[param.name].default = param.default;
+    }
+    if (param.required) {
+      required.push(param.name);
+    }
+  }
+
+  return {
+    type: 'object',
+    properties,
+    required,
+    additionalProperties: false,
+  };
+}
+
+async function syncManualTools() {
+  console.log('\n🔧 Starting manual tools sync...\n');
+
+  let processed = 0;
+  const skipped = 0;
+  let errors = 0;
+
+  for (const manualTool of manualTools) {
+    try {
+      console.log(`Processing: ${manualTool.npmPackageName} (${manualTool.name})`);
+
+      // Fetch package metadata from npm
+      const npmData = await fetchLatestPackageWithMetadata(manualTool.npmPackageName);
+
+      if (!npmData) {
+        console.error(`  ❌ Package not found on npm: ${manualTool.npmPackageName}`);
+        errors++;
+        continue;
+      }
+
+      // Use manual version if specified, otherwise use latest from npm
+      const version = manualTool.npmVersion || npmData.version;
+
+      // Get published date
+      const publishedAt =
+        npmData.time?.[version] || npmData.time?.modified || new Date().toISOString();
+
+      // Upsert Package record
+      const packageRecord = await prisma.package.upsert({
+        where: { npmPackageName: manualTool.npmPackageName },
+        create: {
+          npmPackageName: manualTool.npmPackageName,
+          npmVersion: version,
+          npmPublishedAt: new Date(publishedAt),
+          npmDescription: npmData.description || null,
+          npmRepository: npmData.repository || null,
+          npmHomepage: npmData.homepage || manualTool.websiteUrl || null,
+          npmLicense: npmData.license || null,
+          npmKeywords: npmData.keywords || [],
+          npmReadme: npmData.readme || null,
+          npmAuthor: npmData.author || null,
+          npmMaintainers: npmData.maintainers || null,
+          category: manualTool.category,
+          // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility
+          env: manualTool.env ? (manualTool.env as any) : null,
+          frameworks: manualTool.frameworks,
+          tier: calculateTier(manualTool),
+          discoveryMethod: 'manual',
+          isOfficial: manualTool.npmPackageName.startsWith('@tpmjs/'),
+          npmDownloadsLastMonth: 0,
+        },
+        update: {
+          npmVersion: version,
+          npmPublishedAt: new Date(publishedAt),
+          npmDescription: npmData.description || null,
+          npmRepository: npmData.repository || null,
+          npmHomepage: npmData.homepage || manualTool.websiteUrl || null,
+          npmLicense: npmData.license || null,
+          npmKeywords: npmData.keywords || [],
+          npmReadme: npmData.readme || null,
+          npmAuthor: npmData.author || null,
+          npmMaintainers: npmData.maintainers || null,
+          category: manualTool.category,
+          // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility
+          env: manualTool.env ? (manualTool.env as any) : null,
+          frameworks: manualTool.frameworks,
+          tier: calculateTier(manualTool),
+          isOfficial: manualTool.npmPackageName.startsWith('@tpmjs/'),
+        },
+      });
+
+      console.log(`  ✅ Package upserted: ${packageRecord.id}`);
+
+      // Get existing tools for this package
+      const existingTools = await prisma.tool.findMany({
+        where: { packageId: packageRecord.id },
+      });
+
+      // Upsert the tool
+      const tool = await prisma.tool.upsert({
+        where: {
+          packageId_name: {
+            packageId: packageRecord.id,
+            name: manualTool.name,
+          },
+        },
+        create: {
+          packageId: packageRecord.id,
+          name: manualTool.name,
+          description: manualTool.description,
+          // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility
+          parameters: manualTool.parameters ? (manualTool.parameters as any) : null,
+          // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility
+          returns: manualTool.returns ? (manualTool.returns as any) : null,
+          // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility
+          aiAgent: manualTool.aiAgent ? (manualTool.aiAgent as any) : null,
+        },
+        update: {
+          description: manualTool.description,
+          // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility
+          parameters: manualTool.parameters ? (manualTool.parameters as any) : null,
+          // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility
+          returns: manualTool.returns ? (manualTool.returns as any) : null,
+          // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility
+          aiAgent: manualTool.aiAgent ? (manualTool.aiAgent as any) : null,
+        },
+      });
+
+      console.log(`  ✅ Tool upserted: ${tool.name} (${tool.id})`);
+
+      // Try to extract schema from the Railway executor first
+      const schemaResult = await extractToolSchema(
+        manualTool.npmPackageName,
+        manualTool.name,
+        version,
+        null
+      );
+
+      if (schemaResult.success) {
+        await prisma.tool.update({
+          where: { id: tool.id },
+          data: {
+            // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility
+            inputSchema: schemaResult.inputSchema as any,
+            // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility
+            parameters: convertJsonSchemaToParameters(schemaResult.inputSchema) as any,
+            schemaSource: 'extracted',
+            schemaExtractedAt: new Date(),
+            // Update description if not provided manually
+            ...(!manualTool.description && schemaResult.description
+              ? { description: schemaResult.description }
+              : {}),
+          },
+        });
+        console.log(`  ✅ Schema extracted for ${manualTool.name}`);
+      } else if (manualTool.parameters && manualTool.parameters.length > 0) {
+        // Fallback: Convert parameters from manual-tools.ts to inputSchema format
+        const inputSchema = convertParametersToJsonSchema(manualTool.parameters);
+        await prisma.tool.update({
+          where: { id: tool.id },
+          data: {
+            // biome-ignore lint/suspicious/noExplicitAny: Prisma Json type compatibility
+            inputSchema: inputSchema as any,
+            schemaSource: 'author',
+            schemaExtractedAt: new Date(),
+          },
+        });
+        console.log(`  ✅ Schema generated from parameters for ${manualTool.name}`);
+      } else {
+        console.log(`  ⚠️  No schema available for ${manualTool.name}`);
+      }
+
+      processed++;
+    } catch (error) {
+      console.error(
+        `  ❌ Error processing ${manualTool.npmPackageName} (${manualTool.name}):`,
+        error
+      );
+      errors++;
+    }
+  }
+
+  console.log('\n📊 Manual sync complete!');
+  console.log(`  Processed: ${processed}`);
+  console.log(`  Skipped: ${skipped}`);
+  console.log(`  Errors: ${errors}`);
+  console.log(`  Total manual tools: ${manualTools.length}\n`);
+}
+
+function calculateTier(tool: (typeof manualTools)[0]): 'minimal' | 'rich' {
+  // Tier is 'rich' if tool has parameters OR returns OR aiAgent
+  if (tool.parameters || tool.returns || tool.aiAgent) {
+    return 'rich';
+  }
+  return 'minimal';
+}
+
+syncManualTools()
+  .then(() => process.exit(0))
+  .catch((error) => {
+    console.error('❌ Manual sync failed:', error);
+    process.exit(1);
+  })
+  .finally(() => {
+    prisma.$disconnect();
+  });
diff --git a/sync-vercel-registry.ts b/sync-vercel-registry.ts
new file mode 100644
index 0000000..1b5096e
--- /dev/null
+++ b/sync-vercel-registry.ts
@@ -0,0 +1,439 @@
+/**
+ * Sync Vercel AI Registry Tools
+ *
+ * Fetches tools from Vercel's AI SDK registry and adds new ones to manual-tools.ts
+ * Uses OpenAI to intelligently convert Vercel's format to our ManualTool format.
+ */
+
+import fs from 'node:fs/promises';
+import path from 'node:path';
+import OpenAI from 'openai';
+import { manualTools } from './manual-tools.js';
+import type { ManualTool } from './manual-tools.js';
+
+// Vercel registry structure (based on their TypeScript interface)
+interface VercelTool {
+  slug: string;
+  name: string;
+  description: string;
+  packageName: string;
+  tags?: string[];
+  apiKeyEnvName?: string;
+  installCommand?: {
+    pnpm?: string;
+    npm?: string;
+    yarn?: string;
+    bun?: string;
+  };
+  codeExample?: string;
+  docsUrl?: string;
+  apiKeyUrl?: string;
+  websiteUrl?: string;
+  npmUrl?: string;
+}
+
+const VERCEL_REGISTRY_URL =
+  'https://raw.githubusercontent.com/vercel/ai/refs/heads/main/content/tools-registry/registry.ts';
+
+const openai = new OpenAI({
+  apiKey: process.env.OPENAI_API_KEY,
+});
+
+async function fetchVercelRegistry(): Promise<VercelTool[]> {
+  console.log('📥 Fetching Vercel AI registry...');
+  console.log(`   URL: ${VERCEL_REGISTRY_URL}\n`);
+
+  const response = await fetch(VERCEL_REGISTRY_URL);
+
+  if (!response.ok) {
+    throw new Error(`Failed to fetch registry: ${response.status} ${response.statusText}`);
+  }
+
+  const content = await response.text();
+  console.log(`✅ Fetched registry (${content.length} bytes)\n`);
+
+  // Parse TypeScript content to extract tools array
+  // The registry.ts file exports: export const tools: Tool[] = [...]
+  console.log('🔍 Parsing TypeScript registry...');
+
+  // Extract the tools array using regex
+  const toolsMatch = content.match(/export const tools[^=]*=\s*(\[[\s\S]*?\n\]);/);
+
+  if (!toolsMatch) {
+    throw new Error('Could not find tools array in registry');
+  }
+
+  const toolsArrayString = toolsMatch[1];
+  console.log(`   Found tools array (${toolsArrayString.length} chars)\n`);
+
+  console.log('🔧 Converting TypeScript to JavaScript...');
+
+  // Use eval to parse the TypeScript array (safe since it's from Vercel's official repo)
+  // Wrap in try-catch to handle any parsing errors
+  try {
+    // biome-ignore lint/security/noGlobalEval: Parsing trusted source (Vercel's official registry)
+    const tools = eval(toolsArrayString) as VercelTool[];
+    console.log(`✅ Parsed ${tools.length} tools from registry\n`);
+    return tools;
+  } catch (error) {
+    console.error('❌ Failed to parse tools array. Error:', error);
+    console.error('Problematic code preview:');
+    console.error(toolsArrayString.substring(0, 500));
+    throw error;
+  }
+}
+
+function findNewTools(vercelTools: VercelTool[]): VercelTool[] {
+  console.log('🔍 Checking for new tools...');
+  console.log(`   Existing manual tools: ${manualTools.length}`);
+  console.log(`   Vercel registry tools: ${vercelTools.length}\n`);
+
+  const existingPackages = new Set(manualTools.map((t) => t.npmPackageName));
+
+  const newTools = vercelTools.filter((tool) => !existingPackages.has(tool.packageName));
+
+  console.log(`✨ Found ${newTools.length} new tools:\n`);
+  newTools.forEach((tool, idx) => {
+    console.log(`   ${idx + 1}. ${tool.name} (${tool.packageName})`);
+  });
+  console.log();
+
+  return newTools;
+}
+
+async function convertToolWithAI(vercelTool: VercelTool): Promise<ManualTool[]> {
+  console.log(`🤖 Using OpenAI to convert: ${vercelTool.name}`);
+  console.log(`   Package: ${vercelTool.packageName}`);
+
+  const prompt = `You are converting a tool from Vercel's AI registry to TPMJS manual-tools format.
+
+VERCEL TOOL DATA:
+${JSON.stringify(vercelTool, null, 2)}
+
+YOUR TASK:
+Convert this Vercel tool to TPMJS ManualTool format(s). Important:
+
+1. A single npm package can have MULTIPLE exports (tools). Each export needs its own ManualTool entry.
+2. Analyze the codeExample to identify ALL exported tools/functions.
+3. For EACH tool/function, create a separate ManualTool object.
+
+MANUALTOOLS INTERFACE:
+{
+  npmPackageName: string;           // Use vercelTool.packageName
+  npmVersion?: string;               // Omit - will fetch latest
+  category: string;                  // Choose from: 'text-analysis', 'code-generation', 'data-processing', 'image-generation', 'audio-processing', 'search', 'integration', 'other'
+  frameworks: Array<'vercel-ai' | 'langchain' | 'llamaindex' | 'other'>;
+  name: string;                      // The actual export name (e.g., 'webSearch', 'executeCode')
+  description: string;               // Tool-specific description
+  parameters?: Array<{               // Extract from codeExample if possible
+    name: string;
+    type: string;
+    description: string;
+    required: boolean;
+    default?: string;
+  }>;
+  returns?: {
+    type: string;
+    description: string;
+  };
+  aiAgent?: {
+    useCase: string;                 // When should AI agents use this?
+    limitations?: string;
+    examples?: string[];
+  };
+  env?: Array<{                      // Convert apiKeyEnvName to this format
+    name: string;
+    description: string;
+    required: boolean;
+  }>;
+  tags?: string[];                   // Use vercelTool.tags
+  docsUrl?: string;
+  apiKeyUrl?: string;
+  websiteUrl?: string;
+}
+
+EXAMPLES:
+
+If codeExample shows:
+\`\`\`ts
+import { webSearch, financeSearch } from '@valyu/ai-sdk';
+\`\`\`
+
+Create TWO ManualTool entries:
+1. { name: 'webSearch', ... }
+2. { name: 'financeSearch', ... }
+
+RESPONSE FORMAT:
+Return ONLY a valid JSON array of ManualTool objects. No markdown, no explanation, just the JSON array.
+
+Example response:
+[
+  {
+    "npmPackageName": "@example/sdk",
+    "category": "search",
+    "frameworks": ["vercel-ai"],
+    "name": "webSearch",
+    "description": "...",
+    "env": [{"name": "EXAMPLE_API_KEY", "description": "...", "required": true}],
+    "tags": ["search"],
+    "docsUrl": "...",
+    "apiKeyUrl": "...",
+    "websiteUrl": "..."
+  }
+]`;
+
+  try {
+    const completion = await openai.chat.completions.create({
+      model: 'gpt-4o',
+      messages: [
+        {
+          role: 'system',
+          content:
+            'You are a tool metadata converter. You convert tool definitions from one format to another. Always return valid JSON arrays.',
+        },
+        { role: 'user', content: prompt },
+      ],
+      temperature: 0.3,
+      response_format: { type: 'json_object' },
+    });
+
+    const responseText = completion.choices[0]?.message?.content;
+
+    if (!responseText) {
+      throw new Error('Empty response from OpenAI');
+    }
+
+    console.log(`   ✅ Received OpenAI response (${responseText.length} chars)`);
+
+    // Parse the response
+    let parsed: unknown;
+    try {
+      parsed = JSON.parse(responseText);
+    } catch (error) {
+      console.error('   ❌ Failed to parse OpenAI response as JSON');
+      console.error('   Response:', responseText);
+      throw error;
+    }
+
+    // Handle both array and object with array property
+    let tools: ManualTool[];
+    if (Array.isArray(parsed)) {
+      tools = parsed;
+    } else if (parsed.tools && Array.isArray(parsed.tools)) {
+      tools = parsed.tools;
+    } else if (parsed.manualTools && Array.isArray(parsed.manualTools)) {
+      tools = parsed.manualTools;
+    } else {
+      // Assume single tool, wrap in array
+      tools = [parsed];
+    }
+
+    console.log(`   ✨ Converted to ${tools.length} ManualTool(s):`);
+    tools.forEach((tool, idx) => {
+      console.log(`      ${idx + 1}. ${tool.name} - ${tool.description.substring(0, 60)}...`);
+    });
+    console.log();
+
+    return tools;
+  } catch (error) {
+    console.error('   ❌ OpenAI conversion failed:', error);
+    throw error;
+  }
+}
+
+async function appendToManualTools(newTools: ManualTool[]): Promise<void> {
+  if (newTools.length === 0) {
+    console.log('✅ No new tools to add\n');
+    return;
+  }
+
+  console.log(`📝 Adding ${newTools.length} new tools to manual-tools.ts...\n`);
+
+  const filePath = path.join(process.cwd(), 'manual-tools.ts');
+
+  // Read the current file
+  const currentContent = await fs.readFile(filePath, 'utf-8');
+
+  // Find the closing bracket of the manualTools array
+  const lastBracketIndex = currentContent.lastIndexOf('];');
+
+  if (lastBracketIndex === -1) {
+    throw new Error('Could not find closing bracket of manualTools array');
+  }
+
+  // Generate TypeScript code for new tools
+  const newToolsCode = newTools
+    .map((tool) => {
+      // Convert to properly formatted TypeScript
+      const lines: string[] = ['  {'];
+
+      // Required fields
+      lines.push(`    npmPackageName: '${tool.npmPackageName}',`);
+      lines.push(`    category: '${tool.category}',`);
+      lines.push(`    frameworks: [${tool.frameworks.map((f) => `'${f}'`).join(', ')}],`);
+      lines.push(`    name: '${tool.name}',`);
+      lines.push(`    description: '${tool.description.replace(/'/g, "\\'")}',`);
+
+      // Optional fields
+      if (tool.tags && tool.tags.length > 0) {
+        lines.push(`    tags: [${tool.tags.map((t) => `'${t}'`).join(', ')}],`);
+      }
+
+      if (tool.env && tool.env.length > 0) {
+        lines.push('    env: [');
+        tool.env.forEach((e, idx) => {
+          lines.push('      {');
+          lines.push(`        name: '${e.name}',`);
+          lines.push(`        description: '${e.description.replace(/'/g, "\\'")}',`);
+          lines.push(`        required: ${e.required},`);
+          lines.push(`      }${idx < tool.env?.length - 1 ? ',' : ''}`);
+        });
+        lines.push('    ],');
+      }
+
+      if (tool.parameters && tool.parameters.length > 0) {
+        lines.push('    parameters: [');
+        tool.parameters.forEach((p, idx) => {
+          lines.push('      {');
+          lines.push(`        name: '${p.name}',`);
+          lines.push(`        type: '${p.type}',`);
+          lines.push(`        description: '${p.description.replace(/'/g, "\\'")}',`);
+          lines.push(`        required: ${p.required},`);
+          if (p.default) {
+            lines.push(`        default: '${p.default}',`);
+          }
+          lines.push(`      }${idx < tool.parameters?.length - 1 ? ',' : ''}`);
+        });
+        lines.push('    ],');
+      }
+
+      if (tool.returns) {
+        lines.push('    returns: {');
+        lines.push(`      type: '${tool.returns.type}',`);
+        lines.push(`      description: '${tool.returns.description.replace(/'/g, "\\'")}',`);
+        lines.push('    },');
+      }
+
+      if (tool.aiAgent) {
+        lines.push('    aiAgent: {');
+        lines.push(`      useCase: '${tool.aiAgent.useCase.replace(/'/g, "\\'")}',`);
+        if (tool.aiAgent.limitations) {
+          lines.push(`      limitations: '${tool.aiAgent.limitations.replace(/'/g, "\\'")}',`);
+        }
+        if (tool.aiAgent.examples && tool.aiAgent.examples.length > 0) {
+          lines.push(
+            `      examples: [${tool.aiAgent.examples.map((e) => `'${e.replace(/'/g, "\\'")}'`).join(', ')}],`
+          );
+        }
+        lines.push('    },');
+      }
+
+      if (tool.docsUrl) {
+        lines.push(`    docsUrl: '${tool.docsUrl}',`);
+      }
+
+      if (tool.apiKeyUrl) {
+        lines.push(`    apiKeyUrl: '${tool.apiKeyUrl}',`);
+      }
+
+      if (tool.websiteUrl) {
+        lines.push(`    websiteUrl: '${tool.websiteUrl}',`);
+      }
+
+      lines.push('  },');
+
+      return lines.join('\n');
+    })
+    .join('\n');
+
+  // Insert new tools before the closing bracket
+  const updatedContent = `${
+    currentContent.slice(0, lastBracketIndex) + newToolsCode
+  }\n${currentContent.slice(lastBracketIndex)}`;
+
+  // Write back to file
+  await fs.writeFile(filePath, updatedContent, 'utf-8');
+
+  console.log('✅ Successfully updated manual-tools.ts\n');
+}
+
+async function main() {
+  console.log('\n🚀 Starting Vercel AI Registry Sync\n');
+  console.log('═══════════════════════════════════════\n');
+
+  try {
+    // Step 1: Fetch Vercel registry
+    const vercelTools = await fetchVercelRegistry();
+
+    // Step 2: Find new tools
+    const newVercelTools = findNewTools(vercelTools);
+
+    if (newVercelTools.length === 0) {
+      console.log('✅ No new tools found. Manual tools are up to date!\n');
+      return {
+        processed: 0,
+        skipped: vercelTools.length,
+        errors: 0,
+        total: vercelTools.length,
+      };
+    }
+
+    // Step 3: Convert new tools using AI
+    console.log('🤖 Converting new tools with OpenAI...\n');
+
+    const convertedTools: ManualTool[] = [];
+    let errors = 0;
+
+    for (const vercelTool of newVercelTools) {
+      try {
+        const tools = await convertToolWithAI(vercelTool);
+        convertedTools.push(...tools);
+      } catch (error) {
+        console.error(`❌ Failed to convert ${vercelTool.name}:`, error);
+        errors++;
+      }
+    }
+
+    console.log('\n📊 Conversion Summary:');
+    console.log(`   New Vercel tools: ${newVercelTools.length}`);
+    console.log(`   Converted ManualTools: ${convertedTools.length}`);
+    console.log(`   Errors: ${errors}\n`);
+
+    // Step 4: Append to manual-tools.ts
+    if (convertedTools.length > 0) {
+      await appendToManualTools(convertedTools);
+    }
+
+    console.log('═══════════════════════════════════════\n');
+    console.log('✅ Vercel AI Registry Sync Complete!\n');
+
+    return {
+      processed: convertedTools.length,
+      skipped: vercelTools.length - newVercelTools.length,
+      errors,
+      total: vercelTools.length,
+    };
+  } catch (error) {
+    console.error('\n❌ Sync failed:', error);
+    throw error;
+  }
+}
+
+// Run if called directly
+if (import.meta.url === `file://${process.argv[1]}`) {
+  main()
+    .then((result) => {
+      console.log('\n📊 Final Results:');
+      console.log(`   Processed: ${result.processed}`);
+      console.log(`   Skipped: ${result.skipped}`);
+      console.log(`   Errors: ${result.errors}`);
+      console.log(`   Total: ${result.total}\n`);
+      process.exit(0);
+    })
+    .catch((error) => {
+      console.error('Fatal error:', error);
+      process.exit(1);
+    });
+}
+
+export { main as syncVercelRegistry };
diff --git a/test-schema.ts b/test-schema.ts
new file mode 100644
index 0000000..8861655
--- /dev/null
+++ b/test-schema.ts
@@ -0,0 +1,88 @@
+import { PrismaClient } from '@prisma/client';
+const prisma = new PrismaClient();
+
+async function testSchema() {
+  console.log('Testing new Package + Tool schema...\n');
+
+  // Test 1: Create a package
+  console.log('1. Creating test package...');
+  const pkg = await prisma.package.create({
+    data: {
+      npmPackageName: '@test/hello',
+      npmVersion: '1.0.0',
+      npmPublishedAt: new Date(),
+      category: 'text-analysis',
+      tier: 'rich',
+      discoveryMethod: 'test',
+      isOfficial: false,
+      frameworks: ['vercel-ai'],
+      npmDownloadsLastMonth: 100,
+    },
+  });
+  console.log(`✅ Package created: ${pkg.npmPackageName} (${pkg.id})\n`);
+
+  // Test 2: Create multiple tools for the package
+  console.log('2. Creating tools for package...');
+  const tool1 = await prisma.tool.create({
+    data: {
+      packageId: pkg.id,
+      name: 'helloWorldTool',
+      description: 'Returns a simple Hello World greeting',
+    },
+  });
+  console.log(`✅ Tool 1 created: ${tool1.name}`);
+
+  const tool2 = await prisma.tool.create({
+    data: {
+      packageId: pkg.id,
+      name: 'helloNameTool',
+      description: 'Returns a personalized greeting with name',
+    },
+  });
+  console.log(`✅ Tool 2 created: ${tool2.name}\n`);
+
+  // Test 3: Query package with tools
+  console.log('3. Querying package with tools...');
+  const packageWithTools = await prisma.package.findUnique({
+    where: { npmPackageName: '@test/hello' },
+    include: { tools: true },
+  });
+  console.log(`✅ Found package with ${packageWithTools?.tools.length} tools:`);
+  packageWithTools?.tools.forEach((t) => {
+    console.log(`   - ${t.name}: ${t.description}`);
+  });
+  console.log();
+
+  // Test 4: Query tool with package
+  console.log('4. Querying tool with package...');
+  const toolWithPackage = await prisma.tool.findFirst({
+    where: {
+      package: { npmPackageName: '@test/hello' },
+      name: 'helloWorldTool',
+    },
+    include: { package: true },
+  });
+  console.log(`✅ Found tool: ${toolWithPackage?.name}`);
+  console.log(`   Package: ${toolWithPackage?.package.npmPackageName}`);
+  console.log(`   Category: ${toolWithPackage?.package.category}\n`);
+
+  // Test 5: Delete package (should cascade to tools)
+  console.log('5. Testing cascade delete...');
+  await prisma.package.delete({
+    where: { id: pkg.id },
+  });
+  const remainingTools = await prisma.tool.count({
+    where: { packageId: pkg.id },
+  });
+  console.log(`✅ Package deleted, remaining tools: ${remainingTools}`);
+  console.log(`   (Should be 0 due to cascade delete)\n`);
+
+  console.log('✅ All schema tests passed!');
+}
+
+testSchema()
+  .then(() => process.exit(0))
+  .catch((error) => {
+    console.error('❌ Test failed:', error);
+    process.exit(1);
+  });
diff --git a/vercel.json b/vercel.json
index 2eb65e2..56660e8 100644
--- a/vercel.json
+++ b/vercel.json
@@ -9,18 +9,49 @@
     "silent": false,
     "autoJobCancelation": true
   },
+  "headers": [
+    {
+      "source": "/(.*)",
+      "headers": [
+        {
+          "key": "Strict-Transport-Security",
+          "value": "max-age=31536000; includeSubDomains; preload"
+        },
+        {
+          "key": "X-Content-Type-Options",
+          "value": "nosniff"
+        },
+        {
+          "key": "X-Frame-Options",
+          "value": "DENY"
+        },
+        {
+          "key": "X-XSS-Protection",
+          "value": "1; mode=block"
+        },
+        {
+          "key": "Referrer-Policy",
+          "value": "strict-origin-when-cross-origin"
+        }
+      ]
+    }
+  ],
   "crons": [
     {
       "path": "/api/sync/changes",
-      "schedule": "*/2 * * * *"
+      "schedule": "0 */4 * * *"
     },
     {
       "path": "/api/sync/keyword",
-      "schedule": "*/15 * * * *"
+      "schedule": "0 */6 * * *"
     },
     {
       "path": "/api/sync/metrics",
-      "schedule": "0 * * * *"
+      "schedule": "0 0 * * *"
+    },
+    {
+      "path": "/api/sync/stats-snapshot",
+      "schedule": "0 0 * * *"
     }
   ]
 }