diff --git a/.github/workflows/check-data-health.yml b/.github/workflows/check-data-health.yml
new file mode 100644
index 00000000..67510236
--- /dev/null
+++ b/.github/workflows/check-data-health.yml
@@ -0,0 +1,119 @@
+name: Check Current Data Health
+
+on:
+  schedule:
+    - cron: '0 3 * * 1'
+  workflow_dispatch:
+
+concurrency:
+  group: check-current-data-health
+  cancel-in-progress: false
+
+permissions:
+  contents: read
+  issues: write
+
+jobs:
+  check-data-health:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v7
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v7
+        with:
+          node-version: '22'
+          cache: 'npm'
+
+      - name: Install dependencies
+        run: npm ci
+
+      - name: Check current data health
+        id: data-health
+        continue-on-error: true
+        run: |
+          npx tsx scripts/validate/data-health.ts \
+            --as-of="$(TZ=Asia/Shanghai date +%F)" \
+            --fail-on=error \
+            --fail-on-code=stale-verification,future-verification-date \
+            2>&1 | tee data-health-current.log
+
+      - name: Report stale or invalid data
+        if: steps.data-health.outcome == 'failure'
+        uses: actions/github-script@v8
+        with:
+          script: |
+            const fs = require('node:fs');
+            const title = 'Current manifest data requires review';
+            const output = fs.readFileSync('data-health-current.log', 'utf8').slice(-6000);
+            const body = `## Current Data Health Check Failed
+
+            The scheduled check evaluates freshness against today's date in Asia/Shanghai without
+            rewriting the committed snapshot.
+
+            **Check run:** [View details](${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }})
+
+            \`\`\`text
+            ${output}
+            \`\`\``;
+
+            const issues = await github.paginate(github.rest.issues.listForRepo, {
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              state: 'open',
+              labels: 'automated',
+              per_page: 100
+            });
+            const existingIssue = issues.find(issue => issue.title === title);
+
+            if (!existingIssue) {
+              await github.rest.issues.create({
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                title,
+                body,
+                labels: ['automated', 'maintenance']
+              });
+            } else {
+              await github.rest.issues.update({
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                issue_number: existingIssue.number,
+                body
+              });
+            }
+
+      - name: Close resolved data-health issues
+        if: steps.data-health.outcome == 'success'
+        uses: actions/github-script@v8
+        with:
+          script: |
+            const issues = await github.paginate(github.rest.issues.listForRepo, {
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              state: 'open',
+              labels: 'automated',
+              per_page: 100
+            });
+
+            for (const issue of issues.filter(issue => issue.title === 'Current manifest data requires review')) {
+              await github.rest.issues.createComment({
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                issue_number: issue.number,
+                body: `Current-date data health passed in ${context.serverUrl}/${context.repo.owner}/${context.repo.repo}/actions/runs/${context.runId}.`
+              });
+              await github.rest.issues.update({
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                issue_number: issue.number,
+                state: 'closed',
+                state_reason: 'completed'
+              });
+            }
+
+      - name: Fail after reporting
+        if: steps.data-health.outcome == 'failure'
+        run: exit 1
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 861675dd..1cf4b0b1 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -73,11 +73,6 @@ jobs:
       - name: Check data health
         run: npm run data-health:check
 
-      - name: Check manifest changelog
-        run: npm run changelog:check
-        env:
-          CHANGELOG_BASE: ${{ github.event.pull_request.base.sha || github.event.before }}
-
   spell-check:
     name: Spell Check
     runs-on: ubuntu-latest
diff --git a/.github/workflows/monitor-model-sources.yml b/.github/workflows/monitor-model-sources.yml
new file mode 100644
index 00000000..3bea449f
--- /dev/null
+++ b/.github/workflows/monitor-model-sources.yml
@@ -0,0 +1,65 @@
+name: Monitor Model Pricing and Lifecycle Sources
+
+on:
+  schedule:
+    - cron: '0 4 * * 1'
+  workflow_dispatch:
+
+concurrency:
+  group: monitor-model-sources
+  cancel-in-progress: false
+
+permissions:
+  contents: write
+  pull-requests: write
+
+jobs:
+  monitor-model-sources:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v7
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v7
+        with:
+          node-version: '22'
+          cache: 'npm'
+
+      - name: Install dependencies
+        run: npm ci
+
+      - name: Check monitored official sources
+        run: npm run fetch:model-sources
+
+      - name: Validate monitoring metadata
+        run: |
+          npm run test:validate
+          npm run format:check
+          npm run biome:check
+          git diff --check
+
+      - name: Check for changes
+        id: git-check
+        run: |
+          git diff --exit-code manifests/models || echo "changes=true" >> "$GITHUB_OUTPUT"
+
+      - name: Create review pull request
+        if: steps.git-check.outputs.changes == 'true'
+        uses: peter-evans/create-pull-request@v8
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          commit-message: 'chore(data): flag changed model sources'
+          title: 'chore(data): review changed model sources'
+          body: |
+            ## Review required
+            One or more monitored official pricing or lifecycle pages changed.
+
+            This automation updates only normalized source-content digests and observation dates.
+            It deliberately does **not** change token prices, model availability, lifecycle status,
+            or any other model fact. Review the cited official pages before changing those fields.
+          branch: auto-review-model-sources
+          delete-branch: true
+          labels: |
+            automated
diff --git a/.github/workflows/update-benchmarks.yml b/.github/workflows/update-benchmarks.yml
new file mode 100644
index 00000000..2dc59c28
--- /dev/null
+++ b/.github/workflows/update-benchmarks.yml
@@ -0,0 +1,73 @@
+name: Update Benchmarks
+
+on:
+  schedule:
+    - cron: '30 2 * * 1'
+  workflow_dispatch:
+
+concurrency:
+  group: update-benchmarks
+  cancel-in-progress: false
+
+permissions:
+  contents: write
+  pull-requests: write
+
+jobs:
+  update-benchmarks:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v7
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v7
+        with:
+          node-version: '22'
+          cache: 'npm'
+
+      - name: Install dependencies
+        run: npm ci
+
+      - name: Refresh exact benchmark mappings
+        run: npm run fetch:benchmarks
+
+      - name: Regenerate manifest modules
+        run: npm run generate:manifests
+
+      - name: Validate updated data
+        run: |
+          npm run test:validate
+          npm run data-health:check
+          npm run format:check
+          npm run biome:check
+          git diff --check
+
+      - name: Check for changes
+        id: git-check
+        run: |
+          git diff --exit-code manifests src/lib/generated || echo "changes=true" >> "$GITHUB_OUTPUT"
+
+      - name: Create pull request
+        if: steps.git-check.outputs.changes == 'true'
+        uses: peter-evans/create-pull-request@v8
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          commit-message: 'chore(data): refresh benchmark scores'
+          title: 'chore(data): refresh benchmark scores'
+          body: |
+            ## Summary
+            Automated refresh from exact entries in the official SWE-bench leaderboard data.
+
+            Each model manifest declares the upstream result ID and exact displayed label. The
+            refresh fails rather than applying fuzzy model-name matching.
+
+            ## Validation
+            - Manifest schemas
+            - Generated manifest modules
+            - Data health
+          branch: auto-update-benchmarks
+          delete-branch: true
+          labels: |
+            automated
diff --git a/.github/workflows/update-product-versions.yml b/.github/workflows/update-product-versions.yml
new file mode 100644
index 00000000..46f51898
--- /dev/null
+++ b/.github/workflows/update-product-versions.yml
@@ -0,0 +1,76 @@
+name: Update Product Versions
+
+on:
+  schedule:
+    - cron: '0 2 * * 1'
+  workflow_dispatch:
+
+concurrency:
+  group: update-product-versions
+  cancel-in-progress: false
+
+permissions:
+  contents: write
+  pull-requests: write
+
+jobs:
+  update-product-versions:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v7
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v7
+        with:
+          node-version: '22'
+          cache: 'npm'
+
+      - name: Install dependencies
+        run: npm ci
+
+      - name: Refresh tracked product versions
+        run: npm run fetch:product-versions
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Regenerate manifest modules
+        run: npm run generate:manifests
+
+      - name: Validate updated data
+        run: |
+          npm run test:validate
+          npm run validate:i18n
+          npm run data-health:check
+          npm run format:check
+          npm run biome:check
+          git diff --check
+
+      - name: Check for changes
+        id: git-check
+        run: |
+          git diff --exit-code manifests src/lib/generated || echo "changes=true" >> "$GITHUB_OUTPUT"
+
+      - name: Create pull request
+        if: steps.git-check.outputs.changes == 'true'
+        uses: peter-evans/create-pull-request@v8
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          commit-message: 'chore(data): refresh product versions'
+          title: 'chore(data): refresh product versions'
+          body: |
+            ## Summary
+            Automated refresh of product versions from the registry sources declared in each manifest.
+
+            ## Validation
+            - Manifest schemas
+            - Generated manifest modules
+            - Internationalization structure
+            - Data health
+
+            The workflow preserves existing values when any configured source cannot be verified.
+          branch: auto-update-product-versions
+          delete-branch: true
+          labels: |
+            automated
diff --git a/AGENTS.md b/AGENTS.md
index 9b553914..45d0922f 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -1,104 +1,37 @@
 # AGENTS.md
 
-This file provides guidance to Codex (Codex.ai/code) when working with code in this repository.
+## Internationalization
 
-## Internationalization (i18n)
+- Translation resources live under `translations/`. Every page, module, and data change must support every locale configured in `src/i18n/config.ts`; never hardcode a locale subset.
+- Always use `Link` from `@/i18n/navigation`, not the Next.js default.
+- Localize page metadata and reuse existing translation keys and shared phrases before adding new ones.
+- Follow [docs/I18N-ARCHITECTURE-RULES.md](docs/I18N-ARCHITECTURE-RULES.md): keep page and component translations in their prescribed namespaces, co-locate page metadata under `meta`, and minimize cross-namespace `@:` references.
+- Add new keys to every locale with English placeholders first; perform proper translation as a separate batch.
 
-**Translation Resources Location:** All translation files are located in the `translations/` directory at the project root, organized by locale code (e.g., `translations/en/`, `translations/zh-Hans/`).
+## Data and Schema
 
-When creating or modifying any page, module, or data:
-- **MUST support all configured languages (12 total):**
-  - English (en)
-  - German (de)
-  - Spanish (es)
-  - French (fr)
-  - Indonesian (id)
-  - Japanese (ja)
-  - Korean (ko)
-  - Portuguese (pt)
-  - Russian (ru)
-  - Turkish (tr)
-  - Simplified Chinese (zh-Hans)
-  - Traditional Chinese (zh-Hant)
+- Never store product, catalog, editorial, ranking, pricing, benchmark, configuration, or other independently adjustable data in `.ts` or `.tsx` files.
+- Store data in schema-validated JSON under `data/`, the appropriate manifest, or translation resources. This includes curated selections, display order, metadata, prices, scores, timelines, chart-label placement, and ranking weights.
+- TypeScript may contain types, loaders, validators, transformations, calculations, presentation logic, and implementation-only constants with no product or editorial meaning. When uncertain, treat a value as data.
+- Update the JSON schema, corresponding TypeScript type, and validation tests together whenever a data shape changes.
+- Keep `src/types/manifests.ts` in one-to-one correspondence with the schemas under `manifests/$schemas/`.
 
-- **NEVER hardcode** a subset of locales like `'en' | 'zh-Hans'`
-- **MUST use the localized Link component:** Always import and use `import { Link } from '@/i18n/navigation'` instead of Next.js default Link
+## Design
 
-### Localization Best Practices
+- Use the existing extremely minimalist visual language: sharp corners, restrained low-saturation color, and accents only where necessary.
+- Prefer Lucide SVG icons; do not use emoji or text characters as icons.
+- Use `max-w-8xl` globally and `max-w-6xl` for content pages and the homepage.
 
-- **Metadata localization:** All meta information (titles, descriptions, keywords, OG tags, etc.) in pages MUST be properly localized
-- **DRY principle for translations:** Before creating new translation keys, search existing translation modules thoroughly to reuse existing terms and phrases
-- **Consistency:** Use the same translation keys across similar contexts
+## Metadata and SEO
 
-### Translation File Organization
-
-Follow the detailed architecture rules in [docs/I18N-ARCHITECTURE-RULES.md](docs/I18N-ARCHITECTURE-RULES.md) for organizing translation resources.
-
-**Core Principles:**
-1. **Page translations**: Each page or page group should have its own JSON file (e.g., `ides.json`, `ide-detail.json`)
-2. **Component translations**: Organize by component directory:
-   - `components/common.json` - Root-level components (Header, Footer, etc.)
-   - `components/navigation.json` - All navigation/* components
-   - `components/controls.json` - All controls/* components
-   - `components/sidebar.json` - All sidebar/* components
-   - `components/product.json` - All product/* components
-3. **Minimize `@:` references**: Use `tPage + tShared` or `tComponent + tShared` patterns in code instead of cross-namespace references in JSON
-4. **Metadata placement**: Co-locate page metadata (title, description, etc.) with page translations under a `meta` object
-5. **Multi-language workflow**: New translation keys should initially use English placeholders across all locales, with proper translation in a separate batch step
-
-**Usage Pattern:**
-```tsx
-// Pages
-const tPage = useTranslations('pages.modelDetail')
-const tShared = useTranslations('shared')
-
-// Components (root-level)
-const tComponent = useTranslations('components.common.header')
-
-// Components (subdirectories)
-const tComponent = useTranslations('components.navigation.breadcrumb')
-```
-
-## Design System
-
-**Global Design Principles:**
-
-- **Minimalist approach:** Follow a unified, extremely minimalist design style throughout the entire application
-- **No rounded corners:** All controls, components, labels, and UI elements MUST use sharp corners (border-radius: 0)
-- **Restrained color usage:** Use colors extremely sparingly and intentionally. Prefer grayscale and limit accent colors to essential UI elements only. If colors must be used, prefer low-saturation designs.
-- **Icon usage:** Prefer using Lucide SVG icons. Avoid using emoji or any other characters as icons.
-- **Page width:**
-  - `max-w-8xl`: for all pages globally
-  - `max-w-6xl`: for content pages and homepage
-
-## Coding Principles
-
-### DRY - Don't Repeat Yourself
-- Eliminate code duplication by extracting common logic
-- Reuse existing components, functions, and translation keys
-- Create shared utilities when patterns emerge
-
-### Type Safety & Schema Alignment
-- **Manifest type definitions:** Always ensure that `src/types/manifests.ts` stays in one-to-one correspondence with the JSON schemas in `manifests/$schemas/`
-- When modifying schema files, update the corresponding TypeScript types accordingly
-- When adding new types, verify they match the schema structure exactly
-- Maintain consistency between schema definitions and type definitions to prevent runtime errors
-
-## Metadata & SEO
-
-- **File-based OG images:** Use `opengraph-image.tsx` files for all routes, NOT code-based image paths
-- **Request memoization:** Wrap all data fetchers with React `cache()` to prevent duplicate fetching in `generateMetadata()` and page components
-- **Type-safe locales:** Always use `import type { Locale } from '@/i18n/config'`
-- **Auto-detected OG images:** Do NOT manually specify `images` in OpenGraph metadata - Next.js auto-detects `opengraph-image.tsx` files
-
-**OG Image Design:**
-- Size: 1200x630px (OpenGraph standard)
-- Follow global design system strictly
+- Use route-level `opengraph-image.tsx` files; do not manually set OpenGraph image paths. OG images are 1200×630 and follow the design system.
+- Wrap data fetchers shared by `generateMetadata()` and page rendering with React `cache()`.
+- Use `Locale` from `@/i18n/config` for locale types.
 
 ## Development Workflow
 
-- **Development server:** Do not start `npm run dev` automatically. User will start it manually when needed.
-- **Standalone preview assets:** Before starting `.next/standalone/server.js`, sync `public/` into `.next/standalone/public/` and `.next/static/` into `.next/standalone/.next/static/`. Repeat this after every production build because Next.js regenerates `.next/standalone/`. Never start the standalone server without these assets.
-- **Standalone preview host:** The standalone server `HOSTNAME` must match the hostname used in the preview URL. For a `http://localhost:<port>` preview, start with `HOSTNAME=localhost`; do not substitute `127.0.0.1`, because locale middleware rewrites can otherwise become self-redirects.
-- **Standalone preview verification:** After starting or restarting a standalone preview, verify that one default-locale URL without a locale prefix returns `200`, one locale-prefixed URL returns `200`, and a stylesheet referenced by the page returns `200` with a CSS content type. When using tmux, include the asset sync and matching `HOSTNAME` in the pane start command.
-- **Git commits:** Do not create commits autonomously. Always ask the user before committing changes.
+- Do not start `npm run dev` automatically; the user starts it when needed.
+- Before every `.next/standalone/server.js` start, including after each production build, sync `public/` to `.next/standalone/public/` and `.next/static/` to `.next/standalone/.next/static/`.
+- Match standalone `HOSTNAME` to the preview URL hostname. For `http://localhost:<port>`, use `HOSTNAME=localhost`, never `127.0.0.1`.
+- After each standalone start or restart, verify a default-locale URL, a locale-prefixed URL, and a referenced stylesheet all return `200`, with the stylesheet served as CSS. A tmux start command must include asset sync and the matching `HOSTNAME`.
+- Never create a commit without asking the user first.
diff --git a/cspell.json b/cspell.json
index ce31117e..9cc860e4 100644
--- a/cspell.json
+++ b/cspell.json
@@ -241,6 +241,7 @@
     "mengdebug",
     "menginstal",
     "mnda",
+    "mistralai",
     "modalli",
     "modaliteleri",
     "modlu",
@@ -248,6 +249,7 @@
     "Modları",
     "multilíngue",
     "npmjs",
+    "pypi",
     "orkestr",
     "мультимодальный",
     "мультимодального",
diff --git a/data/$schemas/model-intelligence-index.schema.json b/data/$schemas/model-intelligence-index.schema.json
deleted file mode 100644
index c7e61ca1..00000000
--- a/data/$schemas/model-intelligence-index.schema.json
+++ /dev/null
@@ -1,21 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "title": "Model Intelligence Index Configuration",
-  "description": "Editorial display configuration for the model intelligence ranking.",
-  "type": "object",
-  "properties": {
-    "$schema": {
-      "type": "string"
-    },
-    "hiddenVendorIds": {
-      "type": "array",
-      "items": {
-        "type": "string",
-        "pattern": "^[a-z0-9-]+$"
-      },
-      "uniqueItems": true
-    }
-  },
-  "required": ["$schema", "hiddenVendorIds"],
-  "additionalProperties": false
-}
diff --git a/data/$schemas/model-price-intelligence-index.schema.json b/data/$schemas/model-price-intelligence-index.schema.json
index 741d8183..019674fe 100644
--- a/data/$schemas/model-price-intelligence-index.schema.json
+++ b/data/$schemas/model-price-intelligence-index.schema.json
@@ -57,33 +57,10 @@
         },
         "linearLabelAnchor": {
           "$ref": "#/$defs/labelAnchor"
-        },
-        "usdPriceOverride": {
-          "$ref": "#/$defs/usdPriceOverride"
         }
       },
       "required": ["modelId", "labelDx", "labelDy", "labelAnchor"],
       "additionalProperties": false
-    },
-    "usdPriceOverride": {
-      "type": "object",
-      "properties": {
-        "input": {
-          "type": "number",
-          "exclusiveMinimum": 0
-        },
-        "output": {
-          "type": "number",
-          "exclusiveMinimum": 0
-        },
-        "sourceUrl": {
-          "type": "string",
-          "format": "uri",
-          "pattern": "^https://"
-        }
-      },
-      "required": ["input", "output", "sourceUrl"],
-      "additionalProperties": false
     }
   }
 }
diff --git a/data/changelogs.json b/data/changelogs.json
deleted file mode 100644
index 83e05aca..00000000
--- a/data/changelogs.json
+++ /dev/null
@@ -1,7937 +0,0 @@
-{
-  "version": 1,
-  "entries": [
-    {
-      "id": "2026-07-28-manifest-update",
-      "date": "2026-07-28",
-      "summary": "Catalog provenance and community links completed",
-      "changes": [
-        {
-          "category": "clis",
-          "id": "amazon-q-developer-cli",
-          "change": "updated",
-          "fields": ["communityUrls", "sources"]
-        },
-        {
-          "category": "clis",
-          "id": "amp-cli",
-          "change": "updated",
-          "fields": ["sources"]
-        },
-        {
-          "category": "clis",
-          "id": "augment-code-cli",
-          "change": "updated",
-          "fields": ["communityUrls", "sources"]
-        },
-        {
-          "category": "clis",
-          "id": "claude-code-cli",
-          "change": "updated",
-          "fields": ["sources"]
-        },
-        {
-          "category": "clis",
-          "id": "cline-cli",
-          "change": "updated",
-          "fields": ["communityUrls", "sources"]
-        },
-        {
-          "category": "clis",
-          "id": "codebuddy-cli",
-          "change": "updated",
-          "fields": ["communityUrls", "sources"]
-        },
-        {
-          "category": "clis",
-          "id": "codex-cli",
-          "change": "updated",
-          "fields": ["communityUrls", "sources"]
-        },
-        {
-          "category": "clis",
-          "id": "continue-cli",
-          "change": "updated",
-          "fields": [
-            "communityUrls",
-            "description",
-            "latestVersion",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "translations",
-            "verified",
-            "confidence",
-            "deprecated",
-            "familyId",
-            "lastVerifiedAt",
-            "sources",
-            "verifiedBy"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "cursor-cli",
-          "change": "updated",
-          "fields": ["sources"]
-        },
-        {
-          "category": "clis",
-          "id": "droid-cli",
-          "change": "updated",
-          "fields": ["communityUrls"]
-        },
-        {
-          "category": "clis",
-          "id": "gemini-cli",
-          "change": "updated",
-          "fields": ["sources"]
-        },
-        {
-          "category": "clis",
-          "id": "github-copilot-cli",
-          "change": "updated",
-          "fields": ["communityUrls", "sources"]
-        },
-        {
-          "category": "clis",
-          "id": "gitlab-duo-cli",
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-      "summary": "22 manifest records changed",
-      "changes": [
-        {
-          "category": "models",
-          "id": "claude-opus-5",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "gemma-4-26b-a4b",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "gemma-4-31b",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "hy3",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "mimo-v2-5",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "mimo-v2-5-pro",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "mimo-v2-flash",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "qwen3-5-122b-a10b",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "qwen3-5-35b-a3b",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "qwen3-5-397b-a17b",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "vendors",
-          "id": "alibaba",
-          "change": "updated",
-          "fields": ["verified", "confidence", "lastVerifiedAt", "sources", "verifiedBy"]
-        },
-        {
-          "category": "vendors",
-          "id": "anthropic",
-          "change": "updated",
-          "fields": ["verified", "confidence", "lastVerifiedAt", "sources", "verifiedBy"]
-        },
-        {
-          "category": "vendors",
-          "id": "deepseek",
-          "change": "updated",
-          "fields": ["verified", "confidence", "lastVerifiedAt", "sources", "verifiedBy"]
-        },
-        {
-          "category": "vendors",
-          "id": "google",
-          "change": "updated",
-          "fields": ["verified", "confidence", "lastVerifiedAt", "sources", "verifiedBy"]
-        },
-        {
-          "category": "vendors",
-          "id": "kilo",
-          "change": "updated",
-          "fields": ["confidence", "lastVerifiedAt", "sources", "verifiedBy"]
-        },
-        {
-          "category": "vendors",
-          "id": "moonshot",
-          "change": "updated",
-          "fields": ["verified", "confidence", "lastVerifiedAt", "sources", "verifiedBy"]
-        },
-        {
-          "category": "vendors",
-          "id": "openai",
-          "change": "updated",
-          "fields": ["verified", "confidence", "lastVerifiedAt", "sources", "verifiedBy"]
-        },
-        {
-          "category": "vendors",
-          "id": "siliconflow",
-          "change": "updated",
-          "fields": ["confidence", "lastVerifiedAt", "sources", "verifiedBy"]
-        },
-        {
-          "category": "vendors",
-          "id": "tencent",
-          "change": "updated",
-          "fields": ["themeColor"]
-        },
-        {
-          "category": "vendors",
-          "id": "xai",
-          "change": "updated",
-          "fields": ["verified", "confidence", "lastVerifiedAt", "sources", "verifiedBy"]
-        },
-        {
-          "category": "vendors",
-          "id": "xiaomi",
-          "change": "added",
-          "fields": [
-            "communityUrls",
-            "confidence",
-            "description",
-            "id",
-            "lastVerifiedAt",
-            "name",
-            "sources",
-            "themeColor",
-            "translations",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "vendors",
-          "id": "z-ai",
-          "change": "updated",
-          "fields": ["verified", "confidence", "lastVerifiedAt", "sources", "verifiedBy"]
-        }
-      ]
-    },
-    {
-      "id": "2026-07-26-manifest-update",
-      "date": "2026-07-26",
-      "summary": "77 manifest records changed",
-      "changes": [
-        {
-          "category": "clis",
-          "id": "antigravity-cli",
-          "change": "added",
-          "fields": [
-            "communityUrls",
-            "confidence",
-            "description",
-            "docsUrl",
-            "familyId",
-            "githubUrl",
-            "id",
-            "lastVerifiedAt",
-            "latestVersion",
-            "license",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "sources",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "deepv-code",
-          "change": "removed",
-          "fields": [
-            "communityUrls",
-            "confidence",
-            "description",
-            "docsUrl",
-            "githubUrl",
-            "id",
-            "lastVerifiedAt",
-            "latestVersion",
-            "license",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "sources",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "gemini-cli",
-          "change": "updated",
-          "fields": [
-            "latestVersion",
-            "pricing",
-            "relatedProducts",
-            "verified",
-            "confidence",
-            "deprecated",
-            "lastVerifiedAt",
-            "sources",
-            "verifiedBy"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "grok-build",
-          "change": "updated",
-          "fields": [
-            "communityUrls",
-            "githubUrl",
-            "lastVerifiedAt",
-            "latestVersion",
-            "resourceUrls",
-            "sources"
-          ]
-        },
-        {
-          "category": "ides",
-          "id": "antigravity",
-          "change": "updated",
-          "fields": ["relatedProducts", "familyId"]
-        },
-        {
-          "category": "ides",
-          "id": "codeflicker",
-          "change": "removed",
-          "fields": [
-            "communityUrls",
-            "description",
-            "docsUrl",
-            "githubUrl",
-            "id",
-            "latestVersion",
-            "license",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "translations",
-            "vendor",
-            "verified",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "claude-fable-5",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-haiku-4-5",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-mythos-5",
-          "change": "removed",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "claude-opus-4",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-opus-4-1",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-opus-4-5",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-opus-4-8",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-sonnet-4",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-sonnet-4-5",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-sonnet-5",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "codestral-2405",
-          "change": "removed",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "codestral-2501",
-          "change": "removed",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "codestral-2508",
-          "change": "removed",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "composer",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "deepseek-coder-v2-0724",
-          "change": "removed",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "devstral-medium-1-0",
-          "change": "removed",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "devstral-small-1-0",
-          "change": "removed",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "devstral-small-1-1",
-          "change": "removed",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "gemini-2-0-flash-lite",
-          "change": "removed",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-1-flash-lite",
-          "change": "removed",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-1-pro-preview",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-5-flash",
-          "change": "updated",
-          "fields": ["lastVerifiedAt", "lifecycle", "size"]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-5-flash-lite",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-6-flash",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
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-          "fields": ["lastVerifiedAt", "lifecycle", "size"]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-5-flash-lite",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-6-flash",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-flash",
-          "change": "updated",
-          "fields": ["lastVerifiedAt", "lifecycle", "size"]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-pro",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-4-1",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-4o",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-1",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-1-codex",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-2",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-6-luna",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-6-sol",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-6-terra",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-codex",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "grok-code-fast-1",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "kat-coder-pro-v1",
-          "change": "updated",
-          "fields": ["size"]
-        }
-      ]
-    },
-    {
-      "id": "2026-07-22-manifest-update",
-      "date": "2026-07-22",
-      "summary": "33 manifest records changed",
-      "changes": [
-        {
-          "category": "clis",
-          "id": "antigravity-cli",
-          "change": "added",
-          "fields": [
-            "communityUrls",
-            "confidence",
-            "description",
-            "docsUrl",
-            "familyId",
-            "githubUrl",
-            "id",
-            "lastVerifiedAt",
-            "latestVersion",
-            "license",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "sources",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "gemini-cli",
-          "change": "updated",
-          "fields": [
-            "latestVersion",
-            "pricing",
-            "relatedProducts",
-            "verified",
-            "confidence",
-            "deprecated",
-            "lastVerifiedAt",
-            "sources",
-            "verifiedBy"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "grok-build",
-          "change": "updated",
-          "fields": [
-            "communityUrls",
-            "githubUrl",
-            "lastVerifiedAt",
-            "latestVersion",
-            "resourceUrls",
-            "sources"
-          ]
-        },
-        {
-          "category": "ides",
-          "id": "antigravity",
-          "change": "updated",
-          "fields": ["relatedProducts", "familyId"]
-        },
-        {
-          "category": "models",
-          "id": "claude-fable-5",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-haiku-4-5",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-opus-4",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-opus-4-1",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-opus-4-5",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-opus-4-8",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-sonnet-4",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-sonnet-4-5",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "claude-sonnet-5",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "composer",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-1-flash-lite",
-          "change": "updated",
-          "fields": ["lastVerifiedAt", "lifecycle", "size"]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-1-pro-preview",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-5-flash",
-          "change": "updated",
-          "fields": ["lastVerifiedAt", "lifecycle", "size"]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-5-flash-lite",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-6-flash",
-          "change": "added",
-          "fields": [
-            "benchmarks",
-            "capabilities",
-            "confidence",
-            "contextWindow",
-            "description",
-            "docsUrl",
-            "id",
-            "inputModalities",
-            "knowledgeCutoff",
-            "lastVerifiedAt",
-            "lifecycle",
-            "maxOutput",
-            "name",
-            "outputModalities",
-            "platformUrls",
-            "releaseDate",
-            "size",
-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-flash",
-          "change": "updated",
-          "fields": ["lastVerifiedAt", "lifecycle", "size"]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-pro",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-4-1",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-4o",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-1",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-1-codex",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-2",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-6-luna",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-6-sol",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-6-terra",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-codex",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "grok-code-fast-1",
-          "change": "updated",
-          "fields": ["size"]
-        },
-        {
-          "category": "models",
-          "id": "kat-coder-pro-v1",
-          "change": "updated",
-          "fields": ["size"]
-        }
-      ]
-    },
-    {
-      "id": "2026-07-21-url-validation",
-      "date": "2026-07-21",
-      "summary": "Normalized and repaired manifest URLs flagged by scheduled validation",
-      "changes": [
-        {
-          "category": "clis",
-          "id": "amazon-q-developer-cli",
-          "change": "updated",
-          "fields": ["websiteUrl"]
-        },
-        {
-          "category": "clis",
-          "id": "deepv-code",
-          "change": "updated",
-          "fields": ["docsUrl", "websiteUrl"]
-        },
-        {
-          "category": "clis",
-          "id": "droid-cli",
-          "change": "updated",
-          "fields": ["resourceUrls"]
-        },
-        {
-          "category": "clis",
-          "id": "qoder-cli",
-          "change": "updated",
-          "fields": ["docsUrl"]
-        },
-        {
-          "category": "extensions",
-          "id": "gemini-code-assist",
-          "change": "updated",
-          "fields": ["communityUrls", "websiteUrl"]
-        },
-        {
-          "category": "ides",
-          "id": "air",
-          "change": "updated",
-          "fields": ["docsUrl", "resourceUrls", "websiteUrl"]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-1-pro-preview",
-          "change": "updated",
-          "fields": ["sources"]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-flash",
-          "change": "updated",
-          "fields": ["sources"]
-        },
-        {
-          "category": "models",
-          "id": "glm-4-6v",
-          "change": "updated",
-          "fields": ["websiteUrl"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-2",
-          "change": "updated",
-          "fields": ["sources"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-6-luna",
-          "change": "updated",
-          "fields": ["sources"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-6-sol",
-          "change": "updated",
-          "fields": ["sources"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-6-terra",
-          "change": "updated",
-          "fields": ["sources"]
-        },
-        {
-          "category": "providers",
-          "id": "alibaba",
-          "change": "updated",
-          "fields": ["communityUrls"]
-        },
-        {
-          "category": "providers",
-          "id": "anthropic",
-          "change": "updated",
-          "fields": ["applyKeyUrl", "sources"]
-        },
-        {
-          "category": "providers",
-          "id": "google",
-          "change": "updated",
-          "fields": ["sources"]
-        },
-        {
-          "category": "providers",
-          "id": "meta",
-          "change": "updated",
-          "fields": ["applyKeyUrl", "docsUrl"]
-        },
-        {
-          "category": "providers",
-          "id": "moonshot",
-          "change": "updated",
-          "fields": ["platformUrls"]
-        },
-        {
-          "category": "providers",
-          "id": "openai",
-          "change": "updated",
-          "fields": ["sources"]
-        },
-        {
-          "category": "vendors",
-          "id": "orionstar",
-          "change": "updated",
-          "fields": ["communityUrls"]
-        },
-        {
-          "category": "vendors",
-          "id": "tabnine",
-          "change": "updated",
-          "fields": ["communityUrls"]
-        }
-      ]
-    },
-    {
-      "id": "2026-07-21-manifest-update",
-      "date": "2026-07-21",
-      "summary": "183 manifest records changed",
-      "changes": [
-        {
-          "category": "clis",
-          "id": "claude-code-cli",
-          "change": "updated",
-          "fields": ["relatedProducts", "familyId"]
-        },
-        {
-          "category": "clis",
-          "id": "codex-cli",
-          "change": "updated",
-          "fields": ["relatedProducts", "familyId"]
-        },
-        {
-          "category": "clis",
-          "id": "deepv-code",
-          "change": "updated",
-          "fields": [
-            "githubUrl",
-            "resourceUrls",
-            "confidence",
-            "lastVerifiedAt",
-            "sources",
-            "verifiedBy"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "droid-cli",
-          "change": "updated",
-          "fields": ["relatedProducts", "familyId"]
-        },
-        {
-          "category": "clis",
-          "id": "gitlab-duo-cli",
-          "change": "added",
-          "fields": [
-            "communityUrls",
-            "confidence",
-            "description",
-            "docsUrl",
-            "familyId",
-            "githubUrl",
-            "id",
-            "lastVerifiedAt",
-            "latestVersion",
-            "license",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "sources",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "grok-build",
-          "change": "added",
-          "fields": [
-            "communityUrls",
-            "confidence",
-            "description",
-            "docsUrl",
-            "familyId",
-            "githubUrl",
-            "id",
-            "lastVerifiedAt",
-            "latestVersion",
-            "license",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "sources",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "junie-cli",
-          "change": "added",
-          "fields": [
-            "communityUrls",
-            "confidence",
-            "description",
-            "docsUrl",
-            "familyId",
-            "githubUrl",
-            "id",
-            "lastVerifiedAt",
-            "latestVersion",
-            "license",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "sources",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "kimi-cli",
-          "change": "updated",
-          "fields": [
-            "communityUrls",
-            "description",
-            "docsUrl",
-            "githubUrl",
-            "latestVersion",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "translations",
-            "websiteUrl",
-            "confidence",
-            "familyId",
-            "lastVerifiedAt",
-            "sources",
-            "verifiedBy"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "mistral-vibe-cli",
-          "change": "added",
-          "fields": [
-            "communityUrls",
-            "confidence",
-            "description",
-            "docsUrl",
-            "familyId",
-            "githubUrl",
-            "id",
-            "lastVerifiedAt",
-            "latestVersion",
-            "license",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "sources",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "omp",
-          "change": "added",
-          "fields": [
-            "communityUrls",
-            "confidence",
-            "description",
-            "docsUrl",
-            "familyId",
-            "githubUrl",
-            "id",
-            "lastVerifiedAt",
-            "latestVersion",
-            "license",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "sources",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "opencode",
-          "change": "updated",
-          "fields": [
-            "communityUrls",
-            "githubUrl",
-            "relatedProducts",
-            "resourceUrls",
-            "vendor",
-            "familyId"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "qoder-cli",
-          "change": "updated",
-          "fields": ["relatedProducts", "familyId"]
-        },
-        {
-          "category": "clis",
-          "id": "qwen-code",
-          "change": "added",
-          "fields": [
-            "communityUrls",
-            "confidence",
-            "description",
-            "docsUrl",
-            "familyId",
-            "githubUrl",
-            "id",
-            "lastVerifiedAt",
-            "latestVersion",
-            "license",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "sources",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "clis",
-          "id": "rovo-dev-cli",
-          "change": "added",
-          "fields": [
-            "communityUrls",
-            "confidence",
-            "description",
-            "docsUrl",
-            "familyId",
-            "githubUrl",
-            "id",
-            "lastVerifiedAt",
-            "latestVersion",
-            "license",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "sources",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "desktops",
-          "id": "air",
-          "change": "added",
-          "fields": [
-            "communityUrls",
-            "confidence",
-            "description",
-            "docsUrl",
-            "familyId",
-            "githubUrl",
-            "id",
-            "lastVerifiedAt",
-            "latestVersion",
-            "license",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "sources",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "desktops",
-          "id": "claude-code-desktop",
-          "change": "added",
-          "fields": [
-            "communityUrls",
-            "confidence",
-            "description",
-            "docsUrl",
-            "familyId",
-            "githubUrl",
-            "id",
-            "lastVerifiedAt",
-            "latestVersion",
-            "license",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
-            "sources",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        },
-        {
-          "category": "desktops",
-          "id": "codex-app",
-          "change": "added",
-          "fields": [
-            "communityUrls",
-            "confidence",
-            "description",
-            "docsUrl",
-            "familyId",
-            "githubUrl",
-            "id",
-            "lastVerifiedAt",
-            "latestVersion",
-            "license",
-            "name",
-            "platforms",
-            "pricing",
-            "relatedProducts",
-            "resourceUrls",
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-            "sources",
-            "tokenPricing",
-            "translations",
-            "vendor",
-            "verified",
-            "verifiedBy",
-            "websiteUrl"
-          ]
-        }
-      ]
-    },
-    {
-      "id": "2026-07-19-data-integrity",
-      "date": "2026-07-19",
-      "summary": "Fixed product relationships and expanded official-source provenance for coding assistants",
-      "changes": [
-        {
-          "category": "clis",
-          "id": "claude-code-cli",
-          "change": "updated",
-          "fields": [
-            "docsUrl",
-            "latestVersion",
-            "resourceUrls",
-            "confidence",
-            "lastVerifiedAt",
-            "sources",
-            "verifiedBy"
-          ]
-        },
-        {
-          "category": "extensions",
-          "id": "claude-code",
-          "change": "updated",
-          "fields": [
-            "docsUrl",
-            "latestVersion",
-            "resourceUrls",
-            "confidence",
-            "lastVerifiedAt",
-            "sources",
-            "verifiedBy"
-          ]
-        },
-        {
-          "category": "extensions",
-          "id": "droid",
-          "change": "updated",
-          "fields": ["relatedProducts"]
-        },
-        {
-          "category": "extensions",
-          "id": "gemini-code-assist",
-          "change": "updated",
-          "fields": [
-            "docsUrl",
-            "latestVersion",
-            "license",
-            "pricing",
-            "resourceUrls",
-            "supportedIdes",
-            "confidence",
-            "lastVerifiedAt",
-            "sources",
-            "verifiedBy"
-          ]
-        },
-        {
-          "category": "extensions",
-          "id": "qoder",
-          "change": "updated",
-          "fields": ["relatedProducts"]
-        },
-        {
-          "category": "ides",
-          "id": "intellij-idea",
-          "change": "updated",
-          "fields": ["relatedProducts"]
-        },
-        {
-          "category": "ides",
-          "id": "vscode",
-          "change": "updated",
-          "fields": ["relatedProducts"]
-        },
-        {
-          "category": "ides",
-          "id": "zed",
-          "change": "updated",
-          "fields": ["relatedProducts"]
-        }
-      ]
-    },
-    {
-      "id": "2026-07-18-project-review",
-      "date": "2026-07-18",
-      "summary": "Backfilled official-source provenance for priority providers and models",
-      "changes": [
-        {
-          "category": "models",
-          "id": "claude-haiku-4-5",
-          "change": "updated",
-          "fields": ["docsUrl", "confidence", "lastVerifiedAt", "sources", "verifiedBy"]
-        },
-        {
-          "category": "models",
-          "id": "gemini-3-flash",
-          "change": "updated",
-          "fields": ["docsUrl", "confidence", "lastVerifiedAt", "sources", "verifiedBy"]
-        },
-        {
-          "category": "models",
-          "id": "gpt-5-2",
-          "change": "updated",
-          "fields": [
-            "docsUrl",
-            "lifecycle",
-            "confidence",
-            "lastVerifiedAt",
-            "sources",
-            "verifiedBy"
-          ]
-        },
-        {
-          "category": "providers",
-          "id": "anthropic",
-          "change": "updated",
-          "fields": [
-            "applyKeyUrl",
-            "docsUrl",
-            "verified",
-            "confidence",
-            "lastVerifiedAt",
-            "sources",
-            "verifiedBy"
-          ]
-        },
-        {
-          "category": "providers",
-          "id": "google",
-          "change": "updated",
-          "fields": ["docsUrl", "verified", "confidence", "lastVerifiedAt", "sources", "verifiedBy"]
-        },
-        {
-          "category": "providers",
-          "id": "openai",
-          "change": "updated",
-          "fields": ["docsUrl", "verified", "confidence", "lastVerifiedAt", "sources", "verifiedBy"]
-        }
-      ]
-    }
-  ]
-}
diff --git a/data/data-health.json b/data/data-health.json
index 04df5675..534f249d 100644
--- a/data/data-health.json
+++ b/data/data-health.json
@@ -1,5 +1,5 @@
 {
-  "asOf": "2026-07-28",
+  "asOf": "2026-07-29",
   "thresholds": {
     "models": 30,
     "providers": 30,
diff --git a/data/model-intelligence-index.json b/data/model-intelligence-index.json
deleted file mode 100644
index f74dd810..00000000
--- a/data/model-intelligence-index.json
+++ /dev/null
@@ -1,4 +0,0 @@
-{
-  "$schema": "./$schemas/model-intelligence-index.schema.json",
-  "hiddenVendorIds": ["mistral-ai"]
-}
diff --git a/data/model-price-intelligence-index.json b/data/model-price-intelligence-index.json
index 0cbfff38..f1574da6 100644
--- a/data/model-price-intelligence-index.json
+++ b/data/model-price-intelligence-index.json
@@ -28,12 +28,7 @@
       "labelAnchor": "start",
       "linearLabelDx": -16,
       "linearLabelDy": -46,
-      "linearLabelAnchor": "end",
-      "usdPriceOverride": {
-        "input": 0.14,
-        "output": 0.58,
-        "sourceUrl": "https://artificialanalysis.ai/models/hy3"
-      }
+      "linearLabelAnchor": "end"
     },
     {
       "modelId": "minimax-m3",
@@ -60,12 +55,7 @@
       "labelAnchor": "start",
       "linearLabelDx": 18,
       "linearLabelDy": -22,
-      "linearLabelAnchor": "start",
-      "usdPriceOverride": {
-        "input": 0.4,
-        "output": 1.6,
-        "sourceUrl": "https://artificialanalysis.ai/models/qwen3-7-plus"
-      }
+      "linearLabelAnchor": "start"
     },
     {
       "modelId": "glm-5-2",
@@ -113,12 +103,7 @@
       "modelId": "qwen3-7-max",
       "labelDx": -10,
       "labelDy": 24,
-      "labelAnchor": "end",
-      "usdPriceOverride": {
-        "input": 2.5,
-        "output": 7.5,
-        "sourceUrl": "https://artificialanalysis.ai/models/qwen3-7-max"
-      }
+      "labelAnchor": "end"
     },
     {
       "modelId": "gemini-3-1-pro-preview",
@@ -144,6 +129,15 @@
       "labelDy": 34,
       "labelAnchor": "end"
     },
+    {
+      "modelId": "claude-fable-5",
+      "labelDx": 12,
+      "labelDy": -14,
+      "labelAnchor": "start",
+      "linearLabelDx": -10,
+      "linearLabelDy": -14,
+      "linearLabelAnchor": "end"
+    },
     {
       "modelId": "gpt-5-6-sol",
       "labelDx": 8,
diff --git a/docs/DATA-HEALTH.md b/docs/DATA-HEALTH.md
index 9c82ec80..243cf0c4 100644
--- a/docs/DATA-HEALTH.md
+++ b/docs/DATA-HEALTH.md
@@ -1,6 +1,6 @@
 # Data Health Report
 
-Snapshot date: 2026-07-28. Regenerate with `npm run data-health:report`.
+Snapshot date: 2026-07-29. Regenerate with `npm run data-health:report`.
 
 ## Scorecard
 
diff --git a/docs/PROJECT-REVIEW-2026-07-18.md b/docs/PROJECT-REVIEW-2026-07-18.md
index ce81809e..5ac78abd 100644
--- a/docs/PROJECT-REVIEW-2026-07-18.md
+++ b/docs/PROJECT-REVIEW-2026-07-18.md
@@ -74,7 +74,6 @@ Baseline captured on 2026-07-18:
   integrity, translation placeholders, and missing pricing/benchmark values.
 - [x] Add freshness policies (for example 30/60/90-day review thresholds by field/category).
 - [ ] Automate change discovery from official sources, but keep human review before merge.
-- [x] Populate a real changelog from manifest diffs instead of keeping an empty static file.
 
 ## P1 — Product Experience
 
@@ -173,8 +172,6 @@ evidence; completed items are reflected in the checklists and implementation log
   canonical pair URLs, and the comparison selector; adding a third model replaces the oldest pick.
 - Added Playwright browser smoke coverage for search-to-detail navigation, locale-preserving route
   switches, and persistent model comparison selections, and made it a required CI job.
-- Replaced the empty changelog placeholder with a deterministic manifest-diff record and added a CI
-  guard requiring future manifest changes to be represented in `data/changelogs.json`.
 - Fixed the search result category badge to use the shared translated category names after browser
   testing exposed a missing runtime message lookup.
 - Upgraded Next.js, OpenNext Cloudflare, next-intl, React, Vitest, Wrangler, and AJV to compatible
diff --git a/manifests/$schemas/model.schema.json b/manifests/$schemas/model.schema.json
index bd24099b..a79666a6 100644
--- a/manifests/$schemas/model.schema.json
+++ b/manifests/$schemas/model.schema.json
@@ -27,6 +27,10 @@
         "tokenPricing": {
           "$ref": "#/$defs/tokenPricing"
         },
+        "referenceTokenPricing": {
+          "$ref": "#/$defs/referenceTokenPricing",
+          "description": "Optional externally tracked token pricing used when the first-party offer is unavailable or not directly comparable. This must not replace tokenPricing."
+        },
         "releaseDate": {
           "type": ["string", "null"],
           "format": "date",
@@ -115,6 +119,15 @@
           ],
           "additionalProperties": false
         },
+        "benchmarkTracking": {
+          "type": "array",
+          "description": "Exact upstream leaderboard entries used to refresh benchmark fields without fuzzy model-name matching",
+          "items": {
+            "$ref": "#/$defs/benchmarkTracking"
+          },
+          "minItems": 1,
+          "uniqueItems": true
+        },
         "platformUrls": {
           "$ref": "./ref/platform-urls.schema.json",
           "description": "URLs to various third-party platform pages for this model"
@@ -137,6 +150,30 @@
     }
   ],
   "$defs": {
+    "benchmarkTracking": {
+      "type": "object",
+      "properties": {
+        "provider": {
+          "const": "swe-bench"
+        },
+        "benchmark": {
+          "const": "sweBench"
+        },
+        "leaderboard": {
+          "const": "Verified"
+        },
+        "resultId": {
+          "type": "string",
+          "minLength": 1
+        },
+        "modelLabel": {
+          "type": "string",
+          "minLength": 1
+        }
+      },
+      "required": ["provider", "benchmark", "leaderboard", "resultId", "modelLabel"],
+      "additionalProperties": false
+    },
     "tokenPricing": {
       "description": "First-party, pay-as-you-go standard API token pricing. Rates use the offer's native currency per million tokens.",
       "oneOf": [
@@ -320,6 +357,46 @@
       },
       "required": ["input", "output", "cacheRead", "cacheWrite"],
       "additionalProperties": false
+    },
+    "referenceTokenPricing": {
+      "type": "object",
+      "properties": {
+        "currency": {
+          "type": "string",
+          "pattern": "^[A-Z]{3}$",
+          "description": "ISO 4217 currency code"
+        },
+        "basis": {
+          "type": "string",
+          "enum": ["first-party-api", "provider-median"],
+          "description": "Whether the tracked price represents the model vendor's API or a median across third-party API providers"
+        },
+        "rates": {
+          "$ref": "#/$defs/tokenPricingRates"
+        },
+        "source": {
+          "type": "object",
+          "properties": {
+            "name": {
+              "type": "string",
+              "minLength": 1
+            },
+            "url": {
+              "type": "string",
+              "format": "uri",
+              "pattern": "^https://"
+            },
+            "observedAt": {
+              "type": "string",
+              "format": "date"
+            }
+          },
+          "required": ["name", "url", "observedAt"],
+          "additionalProperties": false
+        }
+      },
+      "required": ["currency", "basis", "rates", "source"],
+      "additionalProperties": false
     }
   }
 }
diff --git a/manifests/$schemas/ref/entity.schema.json b/manifests/$schemas/ref/entity.schema.json
index 627e8771..e1b2adad 100644
--- a/manifests/$schemas/ref/entity.schema.json
+++ b/manifests/$schemas/ref/entity.schema.json
@@ -84,10 +84,32 @@
           },
           "minItems": 1,
           "uniqueItems": true
+        },
+        "changeTracking": {
+          "$ref": "#/$defs/sourceChangeTracking",
+          "description": "Optional content fingerprint used to detect upstream source changes without automatically accepting field-value changes"
         }
       },
       "required": ["url"],
       "additionalProperties": false
+    },
+    "sourceChangeTracking": {
+      "type": "object",
+      "properties": {
+        "method": {
+          "const": "normalized-content-sha256"
+        },
+        "digest": {
+          "type": ["string", "null"],
+          "pattern": "^sha256:[a-f0-9]{64}$"
+        },
+        "observedAt": {
+          "type": ["string", "null"],
+          "format": "date"
+        }
+      },
+      "required": ["method", "digest", "observedAt"],
+      "additionalProperties": false
     }
   }
 }
diff --git a/manifests/$schemas/ref/product.schema.json b/manifests/$schemas/ref/product.schema.json
index 3c2d9e8a..8579501c 100644
--- a/manifests/$schemas/ref/product.schema.json
+++ b/manifests/$schemas/ref/product.schema.json
@@ -19,6 +19,10 @@
           "type": "string",
           "description": "The latest stable version number (typically found on download page or changelog page)"
         },
+        "releaseTracking": {
+          "$ref": "#/$defs/releaseTracking",
+          "description": "Optional declarative source used to refresh latestVersion without embedding product data in synchronization code"
+        },
         "githubUrl": {
           "type": ["string", "null"],
           "format": "uri",
@@ -62,6 +66,70 @@
     }
   ],
   "$defs": {
+    "releaseTracking": {
+      "oneOf": [
+        {
+          "type": "object",
+          "properties": {
+            "provider": {
+              "const": "npm"
+            },
+            "identifier": {
+              "type": "string",
+              "minLength": 1
+            },
+            "channel": {
+              "type": "string",
+              "pattern": "^[a-z][a-z0-9._-]*$"
+            }
+          },
+          "required": ["provider", "identifier"],
+          "additionalProperties": false
+        },
+        {
+          "type": "object",
+          "properties": {
+            "provider": {
+              "enum": ["homebrew-formula", "homebrew-cask", "crates-io", "pypi"]
+            },
+            "identifier": {
+              "type": "string",
+              "pattern": "^[a-z0-9][a-z0-9+._@-]*$"
+            }
+          },
+          "required": ["provider", "identifier"],
+          "additionalProperties": false
+        },
+        {
+          "type": "object",
+          "properties": {
+            "provider": {
+              "const": "vscode-marketplace"
+            },
+            "identifier": {
+              "type": "string",
+              "pattern": "^[a-zA-Z0-9][a-zA-Z0-9_-]*\\.[a-zA-Z0-9][a-zA-Z0-9._-]*$"
+            }
+          },
+          "required": ["provider", "identifier"],
+          "additionalProperties": false
+        },
+        {
+          "type": "object",
+          "properties": {
+            "provider": {
+              "const": "github-release"
+            },
+            "identifier": {
+              "type": "string",
+              "pattern": "^[a-zA-Z0-9._-]+/[a-zA-Z0-9._-]+$"
+            }
+          },
+          "required": ["provider", "identifier"],
+          "additionalProperties": false
+        }
+      ]
+    },
     "relatedProducts": {
       "type": "array",
       "description": "Related products (IDEs, CLIs, extensions, or desktop apps)",
diff --git a/manifests/clis/claude-code-cli.json b/manifests/clis/claude-code-cli.json
index 27f8825d..0eb90cb7 100644
--- a/manifests/clis/claude-code-cli.json
+++ b/manifests/clis/claude-code-cli.json
@@ -108,7 +108,11 @@
   "websiteUrl": "https://code.claude.com",
   "docsUrl": "https://code.claude.com/docs",
   "vendor": "Anthropic",
-  "latestVersion": "2.1.215",
+  "latestVersion": "2.1.220",
+  "releaseTracking": {
+    "provider": "npm",
+    "identifier": "@anthropic-ai/claude-code"
+  },
   "githubUrl": "https://github.com/anthropics/claude-code",
   "license": "Proprietary",
   "pricing": [
diff --git a/manifests/clis/cline-cli.json b/manifests/clis/cline-cli.json
index cfaa2989..cf4954b5 100644
--- a/manifests/clis/cline-cli.json
+++ b/manifests/clis/cline-cli.json
@@ -42,7 +42,11 @@
   "websiteUrl": "https://cline.bot/cline-cli",
   "docsUrl": "https://cline.bot/docs",
   "vendor": "Cline Bot",
-  "latestVersion": "Preview",
+  "latestVersion": "3.0.46",
+  "releaseTracking": {
+    "provider": "npm",
+    "identifier": "cline"
+  },
   "githubUrl": null,
   "license": "Proprietary",
   "pricing": [
diff --git a/manifests/clis/codebuddy-cli.json b/manifests/clis/codebuddy-cli.json
index 9cdb4322..9634581c 100644
--- a/manifests/clis/codebuddy-cli.json
+++ b/manifests/clis/codebuddy-cli.json
@@ -42,7 +42,11 @@
   "websiteUrl": "https://www.codebuddy.ai/cli",
   "docsUrl": "https://www.codebuddy.ai/docs/cli",
   "vendor": "Tencent",
-  "latestVersion": "Latest",
+  "latestVersion": "1.0.0",
+  "releaseTracking": {
+    "provider": "npm",
+    "identifier": "codebuddy-cli"
+  },
   "githubUrl": null,
   "license": "Proprietary",
   "pricing": [
diff --git a/manifests/clis/codex-cli.json b/manifests/clis/codex-cli.json
index 1afbd7c6..921d4329 100644
--- a/manifests/clis/codex-cli.json
+++ b/manifests/clis/codex-cli.json
@@ -43,7 +43,11 @@
   "websiteUrl": "https://openai.com/codex",
   "docsUrl": "https://developers.openai.com/codex/cli",
   "vendor": "OpenAI",
-  "latestVersion": "0.44.0",
+  "latestVersion": "0.145.0",
+  "releaseTracking": {
+    "provider": "npm",
+    "identifier": "@openai/codex"
+  },
   "githubUrl": "https://github.com/openai/codex",
   "license": "Apache-2.0",
   "pricing": [
diff --git a/manifests/clis/cursor-cli.json b/manifests/clis/cursor-cli.json
index 8488197d..0ac25135 100644
--- a/manifests/clis/cursor-cli.json
+++ b/manifests/clis/cursor-cli.json
@@ -42,7 +42,11 @@
   "websiteUrl": "https://cursor.com/cli",
   "docsUrl": "https://cursor.com/docs/cli/overview",
   "vendor": "Anysphere",
-  "latestVersion": "2025.11.25-e276529",
+  "latestVersion": "2026.07.23-e383d2b",
+  "releaseTracking": {
+    "provider": "homebrew-cask",
+    "identifier": "cursor-cli"
+  },
   "githubUrl": "https://github.com/cursor/cursor",
   "license": "Proprietary",
   "pricing": [
diff --git a/manifests/clis/gemini-cli.json b/manifests/clis/gemini-cli.json
index 573c4743..b568c374 100644
--- a/manifests/clis/gemini-cli.json
+++ b/manifests/clis/gemini-cli.json
@@ -73,7 +73,11 @@
   "websiteUrl": "https://geminicli.com",
   "docsUrl": "https://geminicli.com/docs",
   "vendor": "Google",
-  "latestVersion": "0.50.0",
+  "latestVersion": "0.52.0",
+  "releaseTracking": {
+    "provider": "npm",
+    "identifier": "@google/gemini-cli"
+  },
   "githubUrl": "https://github.com/google-gemini/gemini-cli",
   "license": "Apache-2.0",
   "pricing": [
diff --git a/manifests/clis/github-copilot-cli.json b/manifests/clis/github-copilot-cli.json
index 9a3686fb..73be6122 100644
--- a/manifests/clis/github-copilot-cli.json
+++ b/manifests/clis/github-copilot-cli.json
@@ -42,7 +42,11 @@
   "websiteUrl": "https://github.com/features/copilot/cli",
   "docsUrl": "https://docs.github.com/en/copilot/concepts/agents/about-copilot-cli",
   "vendor": "GitHub",
-  "latestVersion": "0.0.365",
+  "latestVersion": "1.0.75",
+  "releaseTracking": {
+    "provider": "npm",
+    "identifier": "@github/copilot"
+  },
   "githubUrl": "https://github.com/github/copilot-cli",
   "license": "Proprietary",
   "pricing": [
diff --git a/manifests/clis/kilo-code-cli.json b/manifests/clis/kilo-code-cli.json
index bb4312fa..9b08071d 100644
--- a/manifests/clis/kilo-code-cli.json
+++ b/manifests/clis/kilo-code-cli.json
@@ -43,6 +43,10 @@
   "docsUrl": "https://kilo.ai/docs/code-with-ai/platforms/cli",
   "vendor": "Kilo",
   "latestVersion": "7.4.16",
+  "releaseTracking": {
+    "provider": "npm",
+    "identifier": "@kilocode/cli"
+  },
   "githubUrl": "https://github.com/Kilo-Org/kilocode",
   "license": "Apache-2.0",
   "familyId": "kilo-code",
diff --git a/manifests/clis/kode.json b/manifests/clis/kode.json
index 32fe86fd..53e8c6d6 100644
--- a/manifests/clis/kode.json
+++ b/manifests/clis/kode.json
@@ -42,7 +42,11 @@
   "websiteUrl": "https://github.com/shareAI-lab/Kode",
   "docsUrl": "https://github.com/shareAI-lab/Kode/blob/main/README.md",
   "vendor": "shareAI Lab",
-  "latestVersion": "1.2.0",
+  "latestVersion": "2.2.1",
+  "releaseTracking": {
+    "provider": "npm",
+    "identifier": "@shareai-lab/kode"
+  },
   "githubUrl": "https://github.com/shareAI-lab/Kode-cli",
   "license": "Apache-2.0",
   "pricing": [
diff --git a/manifests/clis/mistral-vibe-cli.json b/manifests/clis/mistral-vibe-cli.json
index 4a9492c4..32c1ac44 100644
--- a/manifests/clis/mistral-vibe-cli.json
+++ b/manifests/clis/mistral-vibe-cli.json
@@ -56,7 +56,11 @@
   "websiteUrl": "https://mistral.ai/products/vibe",
   "docsUrl": "https://docs.mistral.ai/vibe/code/overview",
   "vendor": "Mistral AI",
-  "latestVersion": "Latest",
+  "latestVersion": "2.23.0",
+  "releaseTracking": {
+    "provider": "pypi",
+    "identifier": "mistral-vibe"
+  },
   "githubUrl": null,
   "license": "Proprietary",
   "pricing": [
diff --git a/manifests/clis/neovate-code.json b/manifests/clis/neovate-code.json
index bcb3a05f..8ab03fc7 100644
--- a/manifests/clis/neovate-code.json
+++ b/manifests/clis/neovate-code.json
@@ -42,7 +42,11 @@
   "websiteUrl": "https://neovateai.dev",
   "docsUrl": "https://neovateai.dev/en/docs/overview",
   "vendor": "Ant Group",
-  "latestVersion": "0.12.7",
+  "latestVersion": "0.28.5",
+  "releaseTracking": {
+    "provider": "npm",
+    "identifier": "@neovate/code"
+  },
   "githubUrl": "https://github.com/neovateai/neovate-code",
   "license": "MIT",
   "pricing": [
diff --git a/manifests/clis/opencode.json b/manifests/clis/opencode.json
index 2b1300b5..855b39ad 100644
--- a/manifests/clis/opencode.json
+++ b/manifests/clis/opencode.json
@@ -43,7 +43,11 @@
   "websiteUrl": "https://opencode.ai",
   "docsUrl": "https://opencode.ai",
   "vendor": "Anomaly",
-  "latestVersion": "0.15.16",
+  "latestVersion": "1.18.8",
+  "releaseTracking": {
+    "provider": "npm",
+    "identifier": "opencode-ai"
+  },
   "githubUrl": "https://github.com/anomalyco/opencode",
   "license": "MIT",
   "pricing": [
diff --git a/manifests/clis/qoder-cli.json b/manifests/clis/qoder-cli.json
index 3b939355..92e06572 100644
--- a/manifests/clis/qoder-cli.json
+++ b/manifests/clis/qoder-cli.json
@@ -43,7 +43,11 @@
   "websiteUrl": "https://qoder.com/cli",
   "docsUrl": "https://docs.qoder.com/en/cli/quick-start",
   "vendor": "Alibaba",
-  "latestVersion": "Latest",
+  "latestVersion": "1.1.7",
+  "releaseTracking": {
+    "provider": "npm",
+    "identifier": "@qoder-ai/qodercli"
+  },
   "githubUrl": null,
   "license": "Proprietary",
   "pricing": [
diff --git a/manifests/clis/qwen-code.json b/manifests/clis/qwen-code.json
index 5f3eb410..c61ad4e4 100644
--- a/manifests/clis/qwen-code.json
+++ b/manifests/clis/qwen-code.json
@@ -56,7 +56,11 @@
   "websiteUrl": "https://qwenlm.github.io/qwen-code-docs",
   "docsUrl": "https://qwenlm.github.io/qwen-code-docs",
   "vendor": "Alibaba",
-  "latestVersion": "0.18.0",
+  "latestVersion": "0.21.0",
+  "releaseTracking": {
+    "provider": "npm",
+    "identifier": "@qwen-code/qwen-code"
+  },
   "githubUrl": "https://github.com/QwenLM/qwen-code",
   "license": "Apache-2.0",
   "pricing": [
diff --git a/manifests/desktops/opencode-desktop.json b/manifests/desktops/opencode-desktop.json
index d8d8e028..c91fd8cc 100644
--- a/manifests/desktops/opencode-desktop.json
+++ b/manifests/desktops/opencode-desktop.json
@@ -56,7 +56,11 @@
   "websiteUrl": "https://opencode.ai/download",
   "docsUrl": "https://opencode.ai/docs",
   "vendor": "Anomaly",
-  "latestVersion": "Latest",
+  "latestVersion": "1.18.8",
+  "releaseTracking": {
+    "provider": "homebrew-cask",
+    "identifier": "opencode-desktop"
+  },
   "githubUrl": "https://github.com/anomalyco/opencode",
   "license": "MIT",
   "pricing": [
diff --git a/manifests/extensions/claude-code.json b/manifests/extensions/claude-code.json
index bac53aa6..084d220f 100644
--- a/manifests/extensions/claude-code.json
+++ b/manifests/extensions/claude-code.json
@@ -103,7 +103,11 @@
   "websiteUrl": "https://code.claude.com",
   "docsUrl": "https://code.claude.com/docs/en/ide-integrations",
   "vendor": "Anthropic",
-  "latestVersion": "Latest",
+  "latestVersion": "2.1.220",
+  "releaseTracking": {
+    "provider": "vscode-marketplace",
+    "identifier": "anthropic.claude-code"
+  },
   "githubUrl": "https://github.com/anthropics/claude-code",
   "license": "Proprietary",
   "pricing": [
diff --git a/manifests/extensions/codex.json b/manifests/extensions/codex.json
index 201534a6..f1bc8192 100644
--- a/manifests/extensions/codex.json
+++ b/manifests/extensions/codex.json
@@ -63,7 +63,11 @@
   "websiteUrl": "https://openai.com/codex",
   "docsUrl": "https://developers.openai.com/codex/ide",
   "vendor": "OpenAI",
-  "latestVersion": "Latest",
+  "latestVersion": "26.5721.30844",
+  "releaseTracking": {
+    "provider": "vscode-marketplace",
+    "identifier": "openai.chatgpt"
+  },
   "githubUrl": null,
   "license": "Proprietary",
   "pricing": [
diff --git a/manifests/extensions/droid.json b/manifests/extensions/droid.json
index 2594f654..36890ad4 100644
--- a/manifests/extensions/droid.json
+++ b/manifests/extensions/droid.json
@@ -43,7 +43,11 @@
   "websiteUrl": "https://factory.ai",
   "docsUrl": "https://docs.factory.ai",
   "vendor": "Factory.ai",
-  "latestVersion": "Latest",
+  "latestVersion": "0.2.3",
+  "releaseTracking": {
+    "provider": "vscode-marketplace",
+    "identifier": "Factory.factory-vscode-extension"
+  },
   "githubUrl": null,
   "license": "Proprietary",
   "pricing": [
diff --git a/manifests/extensions/kimi-code.json b/manifests/extensions/kimi-code.json
index b656add8..dc254f43 100644
--- a/manifests/extensions/kimi-code.json
+++ b/manifests/extensions/kimi-code.json
@@ -56,7 +56,11 @@
   "websiteUrl": "https://www.kimi.com/code",
   "docsUrl": "https://www.kimi.com/code/docs/en",
   "vendor": "Moonshot AI",
-  "latestVersion": "Latest",
+  "latestVersion": "0.6.4",
+  "releaseTracking": {
+    "provider": "vscode-marketplace",
+    "identifier": "moonshot-ai.kimi-code"
+  },
   "githubUrl": "https://github.com/MoonshotAI/kimi-code",
   "license": "Apache-2.0",
   "pricing": [
diff --git a/manifests/extensions/mistral-vibe.json b/manifests/extensions/mistral-vibe.json
index 94a6555d..23f8ad8d 100644
--- a/manifests/extensions/mistral-vibe.json
+++ b/manifests/extensions/mistral-vibe.json
@@ -56,7 +56,11 @@
   "websiteUrl": "https://mistral.ai/products/vibe",
   "docsUrl": "https://docs.mistral.ai/vibe/code/overview",
   "vendor": "Mistral AI",
-  "latestVersion": "Latest",
+  "latestVersion": "1.14.4",
+  "releaseTracking": {
+    "provider": "vscode-marketplace",
+    "identifier": "mistralai.mistral-vibe-code"
+  },
   "githubUrl": null,
   "license": "Proprietary",
   "pricing": [
diff --git a/manifests/extensions/opencode-extension.json b/manifests/extensions/opencode-extension.json
index eb0d6153..47ca4117 100644
--- a/manifests/extensions/opencode-extension.json
+++ b/manifests/extensions/opencode-extension.json
@@ -56,7 +56,11 @@
   "websiteUrl": "https://opencode.ai/download",
   "docsUrl": "https://opencode.ai/docs/ide",
   "vendor": "Anomaly",
-  "latestVersion": "Latest",
+  "latestVersion": "0.0.13",
+  "releaseTracking": {
+    "provider": "vscode-marketplace",
+    "identifier": "sst-dev.opencode"
+  },
   "githubUrl": "https://github.com/anomalyco/opencode",
   "license": "MIT",
   "pricing": [
diff --git a/manifests/extensions/rovo-dev.json b/manifests/extensions/rovo-dev.json
index 1d1df147..bb4369f8 100644
--- a/manifests/extensions/rovo-dev.json
+++ b/manifests/extensions/rovo-dev.json
@@ -60,7 +60,11 @@
   "websiteUrl": "https://marketplace.visualstudio.com/items?itemName=Atlassian.atlascode",
   "docsUrl": "https://support.atlassian.com/rovo/docs/work-with-rovo-dev-agents/",
   "vendor": "Atlassian",
-  "latestVersion": "Latest",
+  "latestVersion": "4.1.191",
+  "releaseTracking": {
+    "provider": "vscode-marketplace",
+    "identifier": "Atlassian.atlascode"
+  },
   "githubUrl": null,
   "license": "Proprietary",
   "pricing": [
diff --git a/manifests/models/claude-haiku-4-5.json b/manifests/models/claude-haiku-4-5.json
index 36a912c2..4b160ab4 100644
--- a/manifests/models/claude-haiku-4-5.json
+++ b/manifests/models/claude-haiku-4-5.json
@@ -57,7 +57,12 @@
     {
       "url": "https://platform.claude.com/docs/en/about-claude/pricing",
       "title": "Claude API pricing",
-      "fields": ["tokenPricing"]
+      "fields": ["tokenPricing"],
+      "changeTracking": {
+        "method": "normalized-content-sha256",
+        "digest": "sha256:2ff7f541d89a824c7125b0cfab826e4b839e85f2ded2613c746415903266274b",
+        "observedAt": "2026-07-28"
+      }
     },
     {
       "url": "https://www.anthropic.com/news/claude-haiku-4-5",
diff --git a/manifests/models/claude-opus-4.json b/manifests/models/claude-opus-4.json
index 3aa15822..8cf0c338 100644
--- a/manifests/models/claude-opus-4.json
+++ b/manifests/models/claude-opus-4.json
@@ -43,7 +43,12 @@
     {
       "url": "https://platform.claude.com/docs/en/about-claude/model-deprecations",
       "title": "Anthropic model deprecations",
-      "fields": ["lifecycle"]
+      "fields": ["lifecycle"],
+      "changeTracking": {
+        "method": "normalized-content-sha256",
+        "digest": "sha256:af2e27075e6c7826cf4d7ef23f722bcbf0406d5bc0adaa0facf07e3b92b9c0b0",
+        "observedAt": "2026-07-28"
+      }
     }
   ],
   "lastVerifiedAt": "2026-07-21",
@@ -95,6 +100,15 @@
     "sciCode": 1.5,
     "liveCodeBench": 46.9
   },
+  "benchmarkTracking": [
+    {
+      "provider": "swe-bench",
+      "benchmark": "sweBench",
+      "leaderboard": "Verified",
+      "resultId": "20250802_mini-v1.0.0_claude-4-opus-20250514",
+      "modelLabel": "mini-SWE-agent + Claude 4 Opus (20250514)"
+    }
+  ],
   "platformUrls": {
     "huggingface": null,
     "artificialAnalysis": "https://artificialanalysis.ai/models/claude-4-opus",
diff --git a/manifests/models/claude-sonnet-4-5.json b/manifests/models/claude-sonnet-4-5.json
index 2d665cbd..f827a761 100644
--- a/manifests/models/claude-sonnet-4-5.json
+++ b/manifests/models/claude-sonnet-4-5.json
@@ -95,6 +95,15 @@
     "sciCode": null,
     "liveCodeBench": 46.9
   },
+  "benchmarkTracking": [
+    {
+      "provider": "swe-bench",
+      "benchmark": "sweBench",
+      "leaderboard": "Verified",
+      "resultId": "20250929_mini-v1.13.3_sonnet-4-5-20250929",
+      "modelLabel": "mini-SWE-agent + Claude 4.5 Sonnet (20250929)"
+    }
+  ],
   "platformUrls": {
     "huggingface": null,
     "artificialAnalysis": "https://artificialanalysis.ai/models/claude-4-5-sonnet",
diff --git a/manifests/models/claude-sonnet-4.json b/manifests/models/claude-sonnet-4.json
index 05dcfb46..55198c4e 100644
--- a/manifests/models/claude-sonnet-4.json
+++ b/manifests/models/claude-sonnet-4.json
@@ -95,6 +95,15 @@
     "sciCode": null,
     "liveCodeBench": 55.9
   },
+  "benchmarkTracking": [
+    {
+      "provider": "swe-bench",
+      "benchmark": "sweBench",
+      "leaderboard": "Verified",
+      "resultId": "20250726_mini-v1.0.0_claude-sonnet-4-20250514",
+      "modelLabel": "mini-SWE-agent + Claude 4 Sonnet (20250514)"
+    }
+  ],
   "platformUrls": {
     "huggingface": null,
     "artificialAnalysis": "https://artificialanalysis.ai/models/claude-4-sonnet",
diff --git a/manifests/models/deepseek-3-2.json b/manifests/models/deepseek-3-2.json
index 83cb2ffd..8723a164 100644
--- a/manifests/models/deepseek-3-2.json
+++ b/manifests/models/deepseek-3-2.json
@@ -60,7 +60,12 @@
     {
       "url": "https://api-docs.deepseek.com/quick_start/pricing",
       "title": "DeepSeek API pricing",
-      "fields": ["tokenPricing"]
+      "fields": ["tokenPricing"],
+      "changeTracking": {
+        "method": "normalized-content-sha256",
+        "digest": "sha256:d1c1fc8b58ad75475827f978beac79318391da95b942891f47a8aafe811712ba",
+        "observedAt": "2026-07-28"
+      }
     }
   ],
   "lastVerifiedAt": "2026-07-21",
diff --git a/manifests/models/gemini-2-5-flash.json b/manifests/models/gemini-2-5-flash.json
index 7758bc92..33ce1fbf 100644
--- a/manifests/models/gemini-2-5-flash.json
+++ b/manifests/models/gemini-2-5-flash.json
@@ -111,6 +111,15 @@
     "sciCode": null,
     "liveCodeBench": 60.6
   },
+  "benchmarkTracking": [
+    {
+      "provider": "swe-bench",
+      "benchmark": "sweBench",
+      "leaderboard": "Verified",
+      "resultId": "20250726_mini-v1.0.0_gemini-2.5-flash",
+      "modelLabel": "mini-SWE-agent + Gemini 2.5 Flash (2025-04-17)"
+    }
+  ],
   "platformUrls": {
     "huggingface": null,
     "artificialAnalysis": "https://artificialanalysis.ai/models/gemini-2-5-flash",
diff --git a/manifests/models/gemini-2-5-pro.json b/manifests/models/gemini-2-5-pro.json
index 2d1e3b84..486fdd98 100644
--- a/manifests/models/gemini-2-5-pro.json
+++ b/manifests/models/gemini-2-5-pro.json
@@ -111,6 +111,15 @@
     "sciCode": 1.5,
     "liveCodeBench": 71.8
   },
+  "benchmarkTracking": [
+    {
+      "provider": "swe-bench",
+      "benchmark": "sweBench",
+      "leaderboard": "Verified",
+      "resultId": "20250726_mini-v1.0.0_gemini-2.5-pro",
+      "modelLabel": "mini-SWE-agent + Gemini 2.5 Pro (2025-05-06)"
+    }
+  ],
   "platformUrls": {
     "huggingface": null,
     "artificialAnalysis": "https://artificialanalysis.ai/models/gemini-2-5-pro",
diff --git a/manifests/models/gemini-3-5-flash.json b/manifests/models/gemini-3-5-flash.json
index 10d8dad5..9ad61384 100644
--- a/manifests/models/gemini-3-5-flash.json
+++ b/manifests/models/gemini-3-5-flash.json
@@ -56,12 +56,22 @@
     {
       "url": "https://ai.google.dev/gemini-api/docs/pricing",
       "title": "Gemini Developer API pricing",
-      "fields": ["tokenPricing"]
+      "fields": ["tokenPricing"],
+      "changeTracking": {
+        "method": "normalized-content-sha256",
+        "digest": "sha256:aab4d993819344eb390d8e59a37ab5d9712daca3ed395b4271bbebb586bb0c50",
+        "observedAt": "2026-07-28"
+      }
     },
     {
       "url": "https://ai.google.dev/gemini-api/docs/changelog",
       "title": "Gemini API release notes",
-      "fields": ["name", "description", "releaseDate", "lifecycle"]
+      "fields": ["name", "description", "releaseDate", "lifecycle"],
+      "changeTracking": {
+        "method": "normalized-content-sha256",
+        "digest": "sha256:d903a1d48cc08625d5514f5f0d800daed7c207f46cfa33dcef4dcbb98ab16065",
+        "observedAt": "2026-07-28"
+      }
     }
   ],
   "lastVerifiedAt": "2026-07-22",
diff --git a/manifests/models/glm-4-6.json b/manifests/models/glm-4-6.json
index 9cc531e0..fe6461d5 100644
--- a/manifests/models/glm-4-6.json
+++ b/manifests/models/glm-4-6.json
@@ -85,6 +85,15 @@
     "sciCode": null,
     "liveCodeBench": null
   },
+  "benchmarkTracking": [
+    {
+      "provider": "swe-bench",
+      "benchmark": "sweBench",
+      "leaderboard": "Verified",
+      "resultId": "20251201_mini-v1.17.1_glm-4.6",
+      "modelLabel": "mini-SWE-agent + GLM-4.6 (T=1)"
+    }
+  ],
   "platformUrls": {
     "huggingface": "https://huggingface.co/zai-org/GLM-4.6",
     "artificialAnalysis": "https://artificialanalysis.ai/models/glm-4-6",
diff --git a/manifests/models/glm-5-2.json b/manifests/models/glm-5-2.json
index ddc50861..86341d6f 100644
--- a/manifests/models/glm-5-2.json
+++ b/manifests/models/glm-5-2.json
@@ -57,12 +57,22 @@
     {
       "url": "https://docs.z.ai/release-notes/new-released",
       "title": "Z.ai model release notes",
-      "fields": ["releaseDate", "lifecycle"]
+      "fields": ["releaseDate", "lifecycle"],
+      "changeTracking": {
+        "method": "normalized-content-sha256",
+        "digest": "sha256:5b5ab3620167e1331f3de0aeeefe0cb5df12d59e706e0228bac5dcab6248a6fe",
+        "observedAt": "2026-07-28"
+      }
     },
     {
       "url": "https://docs.z.ai/guides/overview/pricing",
       "title": "Z.ai API pricing",
-      "fields": ["tokenPricing"]
+      "fields": ["tokenPricing"],
+      "changeTracking": {
+        "method": "normalized-content-sha256",
+        "digest": "sha256:3f331fe3d6f5ed696378e4c29c6ce553f463417299d5aa2d222ad8b48fe3ec7a",
+        "observedAt": "2026-07-28"
+      }
     },
     {
       "url": "https://huggingface.co/zai-org/GLM-5.2",
diff --git a/manifests/models/gpt-4-1.json b/manifests/models/gpt-4-1.json
index 6598e070..703f6606 100644
--- a/manifests/models/gpt-4-1.json
+++ b/manifests/models/gpt-4-1.json
@@ -85,6 +85,15 @@
     "sciCode": null,
     "liveCodeBench": null
   },
+  "benchmarkTracking": [
+    {
+      "provider": "swe-bench",
+      "benchmark": "sweBench",
+      "leaderboard": "Verified",
+      "resultId": "20250726_mini-v1.0.0_gpt-4.1-2025-04-14",
+      "modelLabel": "mini-SWE-agent + GPT-4.1 (2025-04-14)"
+    }
+  ],
   "platformUrls": {
     "huggingface": null,
     "artificialAnalysis": "https://artificialanalysis.ai/models/gpt-4-1",
diff --git a/manifests/models/gpt-4o.json b/manifests/models/gpt-4o.json
index c6f55a61..0c3f58f3 100644
--- a/manifests/models/gpt-4o.json
+++ b/manifests/models/gpt-4o.json
@@ -85,6 +85,15 @@
     "sciCode": 1.5,
     "liveCodeBench": 29.5
   },
+  "benchmarkTracking": [
+    {
+      "provider": "swe-bench",
+      "benchmark": "sweBench",
+      "leaderboard": "Verified",
+      "resultId": "20250720_mini-v0.0.0-gpt-4o-2024-11-20",
+      "modelLabel": "mini-SWE-agent + GPT-4o (2024-11-20)"
+    }
+  ],
   "platformUrls": {
     "huggingface": null,
     "artificialAnalysis": "https://artificialanalysis.ai/models/gpt-4o",
diff --git a/manifests/models/gpt-5-1.json b/manifests/models/gpt-5-1.json
index da92f19a..362baffa 100644
--- a/manifests/models/gpt-5-1.json
+++ b/manifests/models/gpt-5-1.json
@@ -85,6 +85,15 @@
     "sciCode": null,
     "liveCodeBench": null
   },
+  "benchmarkTracking": [
+    {
+      "provider": "swe-bench",
+      "benchmark": "sweBench",
+      "leaderboard": "Verified",
+      "resultId": "20251120_mini-v1.15.0_gpt-5.1-2025-11-13",
+      "modelLabel": "mini-SWE-agent + GPT-5.1 (2025-11-13) (medium reasoning)"
+    }
+  ],
   "platformUrls": {
     "huggingface": null,
     "artificialAnalysis": "https://artificialanalysis.ai/models/gpt-5-1",
diff --git a/manifests/models/gpt-5-6-sol.json b/manifests/models/gpt-5-6-sol.json
index 6fdb183e..fe7fd379 100644
--- a/manifests/models/gpt-5-6-sol.json
+++ b/manifests/models/gpt-5-6-sol.json
@@ -52,7 +52,12 @@
         "inputModalities",
         "outputModalities",
         "capabilities"
-      ]
+      ],
+      "changeTracking": {
+        "method": "normalized-content-sha256",
+        "digest": "sha256:a8689d63a32710a7b7c1ecb3b7898d57820ce6de6a68f5bec671e606685af349",
+        "observedAt": "2026-07-28"
+      }
     },
     {
       "url": "https://openai.com/index/gpt-5-6",
diff --git a/manifests/models/gpt-5.json b/manifests/models/gpt-5.json
index daa47e20..b33b2732 100644
--- a/manifests/models/gpt-5.json
+++ b/manifests/models/gpt-5.json
@@ -85,6 +85,15 @@
     "sciCode": 1.5,
     "liveCodeBench": 28.7
   },
+  "benchmarkTracking": [
+    {
+      "provider": "swe-bench",
+      "benchmark": "sweBench",
+      "leaderboard": "Verified",
+      "resultId": "20250807_openhands_gpt5",
+      "modelLabel": "OpenHands + GPT-5"
+    }
+  ],
   "platformUrls": {
     "huggingface": null,
     "artificialAnalysis": "https://artificialanalysis.ai/models/gpt-5",
diff --git a/manifests/models/grok-4-20.json b/manifests/models/grok-4-20.json
index 83051760..4d5a054a 100644
--- a/manifests/models/grok-4-20.json
+++ b/manifests/models/grok-4-20.json
@@ -57,7 +57,12 @@
         "inputModalities",
         "outputModalities",
         "capabilities"
-      ]
+      ],
+      "changeTracking": {
+        "method": "normalized-content-sha256",
+        "digest": "sha256:ce3ca747e8bec4e13b038be6f1c3ccfafc8a0ec7d70c12ccada9bb27c4fa9ed6",
+        "observedAt": "2026-07-28"
+      }
     }
   ],
   "lastVerifiedAt": "2026-07-21",
diff --git a/manifests/models/hy3.json b/manifests/models/hy3.json
index 7c4420a0..dc9414f5 100644
--- a/manifests/models/hy3.json
+++ b/manifests/models/hy3.json
@@ -63,10 +63,10 @@
     {
       "url": "https://artificialanalysis.ai/models/hy3",
       "title": "Artificial Analysis Hy3 model page",
-      "fields": ["releaseDate", "platformUrls.artificialAnalysis"]
+      "fields": ["releaseDate", "referenceTokenPricing", "platformUrls.artificialAnalysis"]
     }
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-  "lastVerifiedAt": "2026-07-27",
+  "lastVerifiedAt": "2026-07-28",
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   "confidence": "high",
   "websiteUrl": "https://www.tencent.com",
@@ -81,6 +81,21 @@
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     "offers": []
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+    "basis": "provider-median",
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+      "output": 0.58,
+      "cacheRead": 0.035,
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+      "url": "https://artificialanalysis.ai/models/hy3",
+      "observedAt": "2026-07-28"
+    }
+  },
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   "lifecycle": "latest",
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diff --git a/manifests/models/kimi-k2-thinking.json b/manifests/models/kimi-k2-thinking.json
index d3d40b49..a571c595 100644
--- a/manifests/models/kimi-k2-thinking.json
+++ b/manifests/models/kimi-k2-thinking.json
@@ -43,7 +43,12 @@
     {
       "url": "https://platform.kimi.ai/docs/models",
       "title": "Kimi API model availability and K2 retirement notice",
-      "fields": ["lifecycle", "tokenPricing"]
+      "fields": ["lifecycle", "tokenPricing"],
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+        "digest": "sha256:50692812b00a1b51ddd80947258f053d2317be53e34384d7421d2e9034d3b60d",
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diff --git a/manifests/models/minimax-m2-7.json b/manifests/models/minimax-m2-7.json
index e8ad7875..d9d9a5dd 100644
--- a/manifests/models/minimax-m2-7.json
+++ b/manifests/models/minimax-m2-7.json
@@ -53,7 +53,12 @@
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       "url": "https://platform.minimax.io/docs/guides/pricing-paygo",
       "title": "MiniMax pay-as-you-go pricing",
-      "fields": ["tokenPricing"]
+      "fields": ["tokenPricing"],
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+      }
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     {
       "url": "https://huggingface.co/MiniMaxAI/MiniMax-M2.7",
diff --git a/manifests/models/minimax-m2.json b/manifests/models/minimax-m2.json
index c3724ea2..d7b098e1 100644
--- a/manifests/models/minimax-m2.json
+++ b/manifests/models/minimax-m2.json
@@ -85,6 +85,15 @@
     "sciCode": null,
     "liveCodeBench": null
   },
+  "benchmarkTracking": [
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+      "benchmark": "sweBench",
+      "leaderboard": "Verified",
+      "resultId": "20251124_mini-v1.17.0_minimax-m2",
+      "modelLabel": "mini-SWE-agent + Minimax M2"
+    }
+  ],
   "platformUrls": {
     "huggingface": "https://huggingface.co/MiniMaxAI/MiniMax-M2",
     "artificialAnalysis": "https://artificialanalysis.ai/models/minimax-m2",
diff --git a/manifests/models/mistral-small-4.json b/manifests/models/mistral-small-4.json
index d86fcc4e..ca40d89b 100644
--- a/manifests/models/mistral-small-4.json
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@@ -63,7 +63,12 @@
     {
       "url": "https://mistral.ai/pricing/api/",
       "title": "Mistral API pricing",
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diff --git a/manifests/models/qwen3-7-max.json b/manifests/models/qwen3-7-max.json
index 6c3f49e6..aacce795 100644
--- a/manifests/models/qwen3-7-max.json
+++ b/manifests/models/qwen3-7-max.json
@@ -51,15 +51,30 @@
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       "title": "Alibaba Cloud Model Studio model pricing",
-      "fields": ["docsUrl", "contextWindow", "tokenPricing"]
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   "confidence": "high",
   "websiteUrl": "https://qwen.ai",
@@ -93,6 +108,21 @@
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+      "url": "https://artificialanalysis.ai/models/qwen3-7-max",
+      "observedAt": "2026-07-28"
+    }
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+    "artificialAnalysis": "https://artificialanalysis.ai/models/qwen3-7-max",
+    "openrouter": null
+  }
 }
diff --git a/manifests/models/qwen3-7-plus.json b/manifests/models/qwen3-7-plus.json
index 87059f62..dadd89a4 100644
--- a/manifests/models/qwen3-7-plus.json
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@@ -54,9 +54,14 @@
       "url": "https://help.aliyun.com/en/model-studio/coding-plan",
       "title": "Model Studio Coding Plan",
       "fields": ["lifecycle"]
+    },
+    {
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+      "title": "Artificial Analysis Qwen3.7 Plus model page",
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 }
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index 861e2ec6..e3b21873 100644
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@@ -14821,7 +14821,7 @@
     },
     "node_modules/vitest/node_modules/@esbuild/linux-loong64": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-loong64/-/linux-loong64-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/@esbuild/linux-loong64/-/linux-loong64-0.28.1.tgz",
       "integrity": "sha512-M5sRjUVZrkm1OAPR3dlOYzNmN+loZKGVi1VUQGrwuqLcbR6qeAz+famMhjASeH3YVKvZz+zT1jlh/keC3Rj/lg==",
       "cpu": [
         "loong64"
@@ -14839,7 +14839,7 @@
     },
     "node_modules/vitest/node_modules/@esbuild/linux-mips64el": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-mips64el/-/linux-mips64el-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/@esbuild/linux-mips64el/-/linux-mips64el-0.28.1.tgz",
       "integrity": "sha512-mRObBZeHh2OxcBFPWE/FjylkRgZdYuiTR3vaTozquCGOH14iP9oN4x4Ge81CoIDYQrXmIxpFumJBu5MtZpnQJQ==",
       "cpu": [
         "mips64el"
@@ -14857,7 +14857,7 @@
     },
     "node_modules/vitest/node_modules/@esbuild/linux-ppc64": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-ppc64/-/linux-ppc64-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/@esbuild/linux-ppc64/-/linux-ppc64-0.28.1.tgz",
       "integrity": "sha512-slScBsMAb3GFDcdrCgLwZtPYRoH2H/youv10QiZyRjmsP48fznoveWytSgCI/R0ZcUgpc0ZhIUEx6LHts8yrfQ==",
       "cpu": [
         "ppc64"
@@ -14875,7 +14875,7 @@
     },
     "node_modules/vitest/node_modules/@esbuild/linux-riscv64": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-riscv64/-/linux-riscv64-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/@esbuild/linux-riscv64/-/linux-riscv64-0.28.1.tgz",
       "integrity": "sha512-kw0owk1o0GFETUJyW0jc0G4Yzs0BHZn0JDZ8JRT088vjJYX777BAs1fDGxAC+q831qOs2DTC96mNsG2opdfyyQ==",
       "cpu": [
         "riscv64"
@@ -14893,7 +14893,7 @@
     },
     "node_modules/vitest/node_modules/@esbuild/linux-s390x": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-s390x/-/linux-s390x-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/@esbuild/linux-s390x/-/linux-s390x-0.28.1.tgz",
       "integrity": "sha512-/lAIjX8aYFRByhh6L5rYtPEDRqa9de/4V/juOXcta5frjvzXO4/sqEtyytse0g3zZFuWu5cDN0MkLz2qRDD2Ag==",
       "cpu": [
         "s390x"
@@ -14911,7 +14911,7 @@
     },
     "node_modules/vitest/node_modules/@esbuild/linux-x64": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-x64/-/linux-x64-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/@esbuild/linux-x64/-/linux-x64-0.28.1.tgz",
       "integrity": "sha512-u/anNYF2mmVOEDwLtnQ1wOr3EZ9sTNGLWrsYGYwHWzGA3Si84IOkHXlbWTD1NB+9/1lcnweYKO54uhxZydNzfA==",
       "cpu": [
         "x64"
@@ -14929,7 +14929,7 @@
     },
     "node_modules/vitest/node_modules/@esbuild/netbsd-arm64": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/@esbuild/netbsd-arm64/-/netbsd-arm64-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/@esbuild/netbsd-arm64/-/netbsd-arm64-0.28.1.tgz",
       "integrity": "sha512-oks0DYbLwWMmaakTsCb+zL4E+aHRVLom9IJZOAthMQEPiQmydXHkziYEsGYRx0uNV/IjEKGAV941JzH02pflqw==",
       "cpu": [
         "arm64"
@@ -14947,7 +14947,7 @@
     },
     "node_modules/vitest/node_modules/@esbuild/netbsd-x64": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/@esbuild/netbsd-x64/-/netbsd-x64-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/@esbuild/netbsd-x64/-/netbsd-x64-0.28.1.tgz",
       "integrity": "sha512-aeL6lAnN89Hz43Mlh1G8ARasbuoYvSITDEx0tHh5b7jJnHcssqgjy9Yx430GDpmCa6OyrKoS0aNRjKundRizGg==",
       "cpu": [
         "x64"
@@ -14965,7 +14965,7 @@
     },
     "node_modules/vitest/node_modules/@esbuild/openbsd-arm64": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/@esbuild/openbsd-arm64/-/openbsd-arm64-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/@esbuild/openbsd-arm64/-/openbsd-arm64-0.28.1.tgz",
       "integrity": "sha512-MEFJe5C3R8pwXdZ5Y21oo6m7ePiS0d9pWucn99O/wvyJZChoIQKrQDxKrGeW8F5+T0okTHesAmDeiHDTIq0V/Q==",
       "cpu": [
         "arm64"
@@ -14983,7 +14983,7 @@
     },
     "node_modules/vitest/node_modules/@esbuild/openbsd-x64": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/@esbuild/openbsd-x64/-/openbsd-x64-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/@esbuild/openbsd-x64/-/openbsd-x64-0.28.1.tgz",
       "integrity": "sha512-i/ZLIOafE0Z8cI/XANJAixoJL/uRAoS2xOA3rb0xN+KK0K177cMAsQYkzHtBrtMXAKuAc7HGgcWiZ/sRC1Nxgw==",
       "cpu": [
         "x64"
@@ -15001,7 +15001,7 @@
     },
     "node_modules/vitest/node_modules/@esbuild/sunos-x64": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/@esbuild/sunos-x64/-/sunos-x64-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/@esbuild/sunos-x64/-/sunos-x64-0.28.1.tgz",
       "integrity": "sha512-BEjgtECkL3vY+SaSQ6nzVfiALUeFxpawyp8Jmf5PtYhf1Ug40N1h/hxlhts+f1FvSvarEigdxS3BlSMI2PJLcQ==",
       "cpu": [
         "x64"
@@ -15019,7 +15019,7 @@
     },
     "node_modules/vitest/node_modules/@esbuild/win32-arm64": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/@esbuild/win32-arm64/-/win32-arm64-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/@esbuild/win32-arm64/-/win32-arm64-0.28.1.tgz",
       "integrity": "sha512-lCv9eK/H6ZJWbE7bh2nw54CZ9M2nupBxJcTsdk/QQnWkdSjKGuxmmH8/GWrlT1eMmZfn4dGcCjRte397WqfQXA==",
       "cpu": [
         "arm64"
@@ -15037,7 +15037,7 @@
     },
     "node_modules/vitest/node_modules/@esbuild/win32-ia32": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/@esbuild/win32-ia32/-/win32-ia32-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/@esbuild/win32-ia32/-/win32-ia32-0.28.1.tgz",
       "integrity": "sha512-zvb/mB2bSCoJOpoCBgYKKpX6YM6mJBlBUVUtVj41DlZJVEB6/0CKlRYxP5wWl1C1ILiCoAU5wZZ4q1P3qeS6Eg==",
       "cpu": [
         "ia32"
@@ -15055,7 +15055,7 @@
     },
     "node_modules/vitest/node_modules/@esbuild/win32-x64": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/@esbuild/win32-x64/-/win32-x64-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/@esbuild/win32-x64/-/win32-x64-0.28.1.tgz",
       "integrity": "sha512-bm4Mowrv+GXMlpWX++EcXw/iLyd1o3+bJkC2DkWXYVvgZCqD/bSj9ctZeAMC3cIxgjRVR2Dufaiu4YPxr5gW1A==",
       "cpu": [
         "x64"
@@ -15100,7 +15100,7 @@
     },
     "node_modules/vitest/node_modules/esbuild": {
       "version": "0.28.1",
-      "resolved": "https://registry.npmjs.org/esbuild/-/esbuild-0.28.1.tgz",
+      "resolved": "https://registry.npmmirror.com/esbuild/-/esbuild-0.28.1.tgz",
       "integrity": "sha512-HrJrvZv5ayxBzPfwphOoNzkzOIIlifzk0KJrGK2c8R4+LKpMtpYLQeUdjnwjWv/LZlkH2laZk+4w78pi99D4Vw==",
       "dev": true,
       "hasInstallScript": true,
diff --git a/package.json b/package.json
index 5d4af954..70a9067c 100644
--- a/package.json
+++ b/package.json
@@ -34,8 +34,6 @@
     "data-health": "npx tsx scripts/validate/data-health.ts",
     "data-health:check": "npx tsx scripts/validate/data-health.ts --check-snapshot --fail-on=error",
     "data-health:report": "npx tsx scripts/validate/data-health.ts --write",
-    "changelog:check": "npx tsx scripts/validate/changelog.ts --check",
-    "changelog:generate": "npx tsx scripts/validate/changelog.ts --write",
     "dev:e2e": "next dev --turbopack -p 3100",
     "generate": "npx tsx scripts/generate/index.ts",
     "generate:manifests": "npx tsx scripts/generate/index.ts manifest-indexes",
@@ -44,7 +42,12 @@
     "refactor:sort-fields": "npx tsx scripts/refactor/index.ts sort-manifest-fields",
     "fetch": "npx tsx scripts/fetch/index.ts",
     "fetch:github-stars": "npx tsx scripts/fetch/index.ts github-stars",
-    "fetch:benchmarks": "npx tsx scripts/fetch/index.ts benchmarks",
+    "fetch:product-versions": "npx tsx scripts/fetch/fetch-product-versions.ts --write",
+    "fetch:product-versions:check": "npx tsx scripts/fetch/fetch-product-versions.ts --check",
+    "fetch:benchmarks": "npx tsx scripts/fetch/fetch-benchmarks.ts --write",
+    "fetch:benchmarks:check": "npx tsx scripts/fetch/fetch-benchmarks.ts --check",
+    "fetch:model-sources": "npx tsx scripts/fetch/fetch-model-sources.ts --write",
+    "fetch:model-sources:check": "npx tsx scripts/fetch/fetch-model-sources.ts --check",
     "deploy": "npm run build:next && opennextjs-cloudflare build --skipBuild && opennextjs-cloudflare deploy",
     "preview": "npm run build:next && opennextjs-cloudflare build --skipBuild && opennextjs-cloudflare preview",
     "cf-typegen": "wrangler types --env-interface CloudflareEnv ./cloudflare-env.d.ts",
diff --git a/scripts/README.md b/scripts/README.md
index 09de6053..0e2c3d1c 100644
--- a/scripts/README.md
+++ b/scripts/README.md
@@ -11,13 +11,17 @@ Repository automation is written in TypeScript and executed with `tsx`. Prefer t
 | Generate content metadata | `npm run generate:metadata` | Rebuilds article, docs, FAQ, and manifesto metadata |
 | Sort manifest fields | `npm run refactor:sort-fields` | Reorders manifest JSON using schema order |
 | Fetch GitHub stars | `npm run fetch:github-stars` | Updates `data/github-stars.json` |
+| Refresh product versions | `npm run fetch:product-versions` | Updates manifest `latestVersion` values from configured package registries |
+| Check product versions | `npm run fetch:product-versions:check` | Fails when a configured registry reports a newer stable version |
+| Refresh benchmark scores | `npm run fetch:benchmarks` | Updates exact configured entries from official structured leaderboards |
+| Check benchmark scores | `npm run fetch:benchmarks:check` | Fails when an exact configured leaderboard score changed |
+| Record model source changes | `npm run fetch:model-sources` | Updates only monitored official-source content digests |
+| Check model sources | `npm run fetch:model-sources:check` | Fails when monitored pricing or lifecycle source content changed |
 | Validate manifests and data | `npm run test:validate` | Runs the validation test suite |
 | Run browser smoke tests | `npm run test:e2e` | Exercises core journeys in Chromium against a local Next.js server |
 | Audit dependencies | `npm run security:audit` | Fails on high or critical npm advisories in the full dependency tree |
 | Check data health | `npm run data-health:check` | Fails on invalid health-report data |
 | Refresh data-health snapshot | `npm run data-health:report` | Writes `data/data-health.json` and `docs/DATA-HEALTH.md` |
-| Check manifest changelog | `npm run changelog:check` | Requires manifest diffs to be represented in `data/changelogs.json` |
-| Generate manifest changelog | `npm run changelog:generate -- --base=<ref> --id=<id> --summary="<text>"` | Adds or replaces one entry from a Git diff |
 | Validate i18n structure | `npm run validate:i18n` | Checks locale alignment and translation shape |
 | Validate i18n usage | `npm run validate:i18n-usage` | Checks translation keys referenced by source |
 | Validate duplicate i18n values | `npm run validate:i18n-duplicates` | Reports duplicated translation content |
@@ -44,6 +48,9 @@ Each category with an `index.ts` auto-discovers sibling `.ts` scripts. A filenam
 npx tsx scripts/generate/index.ts manifest-indexes
 npx tsx scripts/refactor/index.ts export-vendors
 npx tsx scripts/fetch/index.ts github-stars
+npx tsx scripts/fetch/fetch-product-versions.ts --check
+npx tsx scripts/fetch/fetch-benchmarks.ts --check
+npx tsx scripts/fetch/fetch-model-sources.ts --check
 ```
 
 ## Generated files
@@ -52,6 +59,12 @@ Generated modules under `src/lib/generated/` are committed. After changing manif
 
 `data/github-stars.json` is source data, not generated build output. Update it with `npm run fetch:github-stars`; the dedicated scheduled workflow also opens a pull request when values change.
 
+Product-version synchronization is declarative and runs separately from the generic `npm run fetch` batch. Add `releaseTracking` to a product manifest with an official npm, PyPI, Homebrew, crates.io, GitHub Releases, or Visual Studio Marketplace identifier. The generic version fetcher reads that manifest configuration; product identifiers must not be hardcoded in TypeScript. Failed lookups leave every manifest unchanged, and the scheduled workflow opens a pull request rather than pushing directly to `main`.
+
+Benchmark synchronization also keeps model-to-result mappings in JSON manifests. An exact upstream result ID and exact displayed label are both required; a renamed or missing result fails closed instead of fuzzy matching another model or evaluation setup.
+
+Pricing and lifecycle monitoring fingerprints only explicitly configured official source pages. A source-content change updates the source digest in a review pull request; it never modifies `tokenPricing`, `lifecycle`, or other model facts automatically.
+
 ## Adding a script
 
 1. Add a TypeScript file to the relevant category.
diff --git a/scripts/fetch/fetch-benchmarks.ts b/scripts/fetch/fetch-benchmarks.ts
new file mode 100644
index 00000000..312ed361
--- /dev/null
+++ b/scripts/fetch/fetch-benchmarks.ts
@@ -0,0 +1,43 @@
+#!/usr/bin/env node
+
+import { syncBenchmarks } from './lib/benchmark-sync'
+
+function hasFlag(flag: string): boolean {
+  return process.argv.slice(2).includes(flag)
+}
+
+async function main(): Promise<void> {
+  const write = hasFlag('--write')
+  const check = hasFlag('--check')
+  if (write && check) {
+    throw new Error('Use either --write or --check, not both.')
+  }
+
+  const result = await syncBenchmarks({
+    rootDir: process.cwd(),
+    write,
+  })
+
+  console.log(`Checked ${result.checked} exact benchmark mappings.`)
+  if (result.changes.length === 0) {
+    console.log('All tracked benchmark scores are current.')
+    return
+  }
+
+  for (const change of result.changes) {
+    console.log(
+      `${write ? 'Updated' : 'Would update'} models/${change.modelId} ${change.benchmark}: ${change.previousScore} -> ${change.nextScore}`
+    )
+    console.log(`  ${change.modelLabel}`)
+    console.log(`  Source: ${change.sourceUrl}`)
+  }
+
+  if (check) {
+    process.exitCode = 1
+  }
+}
+
+main().catch(error => {
+  console.error(error instanceof Error ? error.message : error)
+  process.exit(1)
+})
diff --git a/scripts/fetch/fetch-model-sources.ts b/scripts/fetch/fetch-model-sources.ts
new file mode 100644
index 00000000..a5cc5c27
--- /dev/null
+++ b/scripts/fetch/fetch-model-sources.ts
@@ -0,0 +1,52 @@
+#!/usr/bin/env node
+
+import { syncModelSourceDigests } from './lib/model-source-sync'
+
+function hasFlag(flag: string): boolean {
+  return process.argv.slice(2).includes(flag)
+}
+
+function currentShanghaiDate(): string {
+  return new Intl.DateTimeFormat('en-CA', {
+    timeZone: 'Asia/Shanghai',
+    year: 'numeric',
+    month: '2-digit',
+    day: '2-digit',
+  }).format(new Date())
+}
+
+async function main(): Promise<void> {
+  const write = hasFlag('--write')
+  const check = hasFlag('--check')
+  if (write && check) {
+    throw new Error('Use either --write or --check, not both.')
+  }
+
+  const result = await syncModelSourceDigests({
+    rootDir: process.cwd(),
+    write,
+    observedAt: currentShanghaiDate(),
+  })
+
+  console.log(`Checked ${result.checked} monitored model sources.`)
+  if (result.changes.length === 0) {
+    console.log('All monitored pricing and lifecycle sources are unchanged.')
+    return
+  }
+
+  for (const change of result.changes) {
+    console.log(
+      `${write ? 'Recorded' : 'Detected'} source change for models/${change.modelId}: ${change.fields.join(', ')}`
+    )
+    console.log(`  ${change.url}`)
+  }
+
+  if (check) {
+    process.exitCode = 1
+  }
+}
+
+main().catch(error => {
+  console.error(error instanceof Error ? error.message : error)
+  process.exit(1)
+})
diff --git a/scripts/fetch/fetch-product-versions.ts b/scripts/fetch/fetch-product-versions.ts
new file mode 100644
index 00000000..401743a3
--- /dev/null
+++ b/scripts/fetch/fetch-product-versions.ts
@@ -0,0 +1,42 @@
+#!/usr/bin/env node
+
+import { syncProductVersions } from './lib/product-version-sync'
+
+function hasFlag(flag: string): boolean {
+  return process.argv.slice(2).includes(flag)
+}
+
+async function main(): Promise<void> {
+  const write = hasFlag('--write')
+  const check = hasFlag('--check')
+  if (write && check) {
+    throw new Error('Use either --write or --check, not both.')
+  }
+
+  const result = await syncProductVersions({
+    rootDir: process.cwd(),
+    write,
+  })
+
+  console.log(`Checked ${result.checked} tracked products.`)
+  if (result.changes.length === 0) {
+    console.log('All tracked product versions are current.')
+    return
+  }
+
+  for (const change of result.changes) {
+    console.log(
+      `${write ? 'Updated' : 'Would update'} ${change.category}/${change.id}: ${change.previousVersion} -> ${change.nextVersion}`
+    )
+    console.log(`  Source: ${change.sourceUrl}`)
+  }
+
+  if (check) {
+    process.exitCode = 1
+  }
+}
+
+main().catch(error => {
+  console.error(error instanceof Error ? error.message : error)
+  process.exit(1)
+})
diff --git a/scripts/fetch/index.ts b/scripts/fetch/index.ts
index d3269053..5a310879 100644
--- a/scripts/fetch/index.ts
+++ b/scripts/fetch/index.ts
@@ -16,6 +16,7 @@ import { runCategoryScripts } from '../_shared/runner'
 
 runCategoryScripts({
   categoryName: 'fetch',
+  excludes: ['benchmarks', 'model-sources', 'product-versions'],
 }).catch(error => {
   console.error('Fatal error:', error)
   process.exit(1)
diff --git a/scripts/fetch/lib/benchmark-sync.ts b/scripts/fetch/lib/benchmark-sync.ts
new file mode 100644
index 00000000..36596b46
--- /dev/null
+++ b/scripts/fetch/lib/benchmark-sync.ts
@@ -0,0 +1,199 @@
+import fs from 'node:fs/promises'
+import path from 'node:path'
+
+import type { ManifestBenchmarkTracking } from '../../../src/types/manifests'
+
+const SWE_BENCH_SOURCE_URL =
+  'https://raw.githubusercontent.com/SWE-bench/swe-bench.github.io/master/data/leaderboards.json'
+
+interface ModelManifest {
+  id: string
+  benchmarks: Record<string, number | null>
+  benchmarkTracking?: ManifestBenchmarkTracking[]
+}
+
+interface JsonResponse {
+  ok: boolean
+  status: number
+  statusText: string
+  json(): Promise<unknown>
+}
+
+export type BenchmarkFetch = (input: string | URL) => Promise<JsonResponse>
+
+interface SweBenchResult {
+  folder: string
+  name: string
+  resolved: number
+}
+
+interface SweBenchLeaderboard {
+  name: string
+  results: SweBenchResult[]
+}
+
+export interface BenchmarkChange {
+  modelId: string
+  filePath: string
+  benchmark: ManifestBenchmarkTracking['benchmark']
+  previousScore: number | null
+  nextScore: number
+  modelLabel: string
+  sourceUrl: string
+}
+
+export interface BenchmarkSyncResult {
+  checked: number
+  changes: BenchmarkChange[]
+}
+
+function isRecord(value: unknown): value is Record<string, unknown> {
+  return Boolean(value) && typeof value === 'object' && !Array.isArray(value)
+}
+
+function escapeRegularExpression(value: string): string {
+  return value.replace(/[.*+?^${}()|[\]\\]/g, '\\$&')
+}
+
+function parseSweBenchLeaderboards(value: unknown): SweBenchLeaderboard[] {
+  if (!isRecord(value) || !Array.isArray(value.leaderboards)) {
+    throw new Error('SWE-bench returned no leaderboards array')
+  }
+
+  return value.leaderboards.map((leaderboard, leaderboardIndex) => {
+    if (!isRecord(leaderboard) || typeof leaderboard.name !== 'string') {
+      throw new Error(`SWE-bench leaderboard ${leaderboardIndex} has no usable name`)
+    }
+    if (!Array.isArray(leaderboard.results)) {
+      throw new Error(`SWE-bench leaderboard ${leaderboard.name} has no results array`)
+    }
+
+    return {
+      name: leaderboard.name,
+      results: leaderboard.results.map((result, resultIndex) => {
+        if (
+          !isRecord(result) ||
+          typeof result.folder !== 'string' ||
+          typeof result.name !== 'string' ||
+          typeof result.resolved !== 'number'
+        ) {
+          throw new Error(
+            `SWE-bench ${leaderboard.name} result ${resultIndex} is missing folder, name, or resolved`
+          )
+        }
+        return {
+          folder: result.folder,
+          name: result.name,
+          resolved: result.resolved,
+        }
+      }),
+    }
+  })
+}
+
+async function fetchSweBenchLeaderboards(
+  fetchImpl: BenchmarkFetch
+): Promise<SweBenchLeaderboard[]> {
+  const response = await fetchImpl(SWE_BENCH_SOURCE_URL)
+  if (!response.ok) {
+    throw new Error(`${SWE_BENCH_SOURCE_URL} returned ${response.status} ${response.statusText}`)
+  }
+  return parseSweBenchLeaderboards(await response.json())
+}
+
+async function loadTrackedModels(rootDir: string): Promise<
+  Array<{
+    filePath: string
+    manifest: ModelManifest
+  }>
+> {
+  const directory = path.join(rootDir, 'manifests', 'models')
+  const models = []
+  for (const fileName of (await fs.readdir(directory))
+    .filter(file => file.endsWith('.json'))
+    .sort()) {
+    const filePath = path.join(directory, fileName)
+    const manifest = JSON.parse(await fs.readFile(filePath, 'utf8')) as ModelManifest
+    if (manifest.benchmarkTracking?.length) {
+      models.push({ filePath, manifest })
+    }
+  }
+  return models
+}
+
+export async function syncBenchmarks(options: {
+  rootDir: string
+  write: boolean
+  fetchImpl?: BenchmarkFetch
+}): Promise<BenchmarkSyncResult> {
+  const trackedModels = await loadTrackedModels(options.rootDir)
+  const trackingEntries = trackedModels.flatMap(entry =>
+    (entry.manifest.benchmarkTracking ?? []).map(tracking => ({ entry, tracking }))
+  )
+  const fetchImpl = options.fetchImpl ?? (fetch as BenchmarkFetch)
+  const leaderboards = trackingEntries.length ? await fetchSweBenchLeaderboards(fetchImpl) : []
+
+  const changes: BenchmarkChange[] = []
+  for (const { entry, tracking } of trackingEntries) {
+    const leaderboard = leaderboards.find(item => item.name === tracking.leaderboard)
+    if (!leaderboard) {
+      throw new Error(
+        `models/${entry.manifest.id}: SWE-bench leaderboard ${tracking.leaderboard} was not found`
+      )
+    }
+    const matches = leaderboard.results.filter(result => result.folder === tracking.resultId)
+    if (matches.length !== 1) {
+      throw new Error(
+        `models/${entry.manifest.id}: expected exactly one SWE-bench result ${tracking.resultId}, found ${matches.length}`
+      )
+    }
+    const result = matches[0]
+    if (!result) {
+      throw new Error(`models/${entry.manifest.id}: SWE-bench result disappeared after validation`)
+    }
+    if (result.name !== tracking.modelLabel) {
+      throw new Error(
+        `models/${entry.manifest.id}: SWE-bench label changed from "${tracking.modelLabel}" to "${result.name}"`
+      )
+    }
+
+    const previousScore = entry.manifest.benchmarks[tracking.benchmark]
+    if (typeof previousScore !== 'number' && previousScore !== null) {
+      throw new Error(`models/${entry.manifest.id}: ${tracking.benchmark} must be a number or null`)
+    }
+    if (previousScore === result.resolved) continue
+    changes.push({
+      modelId: entry.manifest.id,
+      filePath: entry.filePath,
+      benchmark: tracking.benchmark,
+      previousScore,
+      nextScore: result.resolved,
+      modelLabel: result.name,
+      sourceUrl: SWE_BENCH_SOURCE_URL,
+    })
+  }
+
+  if (options.write) {
+    const changesByFile = Map.groupBy(changes, change => change.filePath)
+    for (const [filePath, fileChanges] of changesByFile) {
+      let source = await fs.readFile(filePath, 'utf8')
+      for (const change of fileChanges) {
+        const previousValue = escapeRegularExpression(JSON.stringify(change.previousScore))
+        const pattern = new RegExp(
+          `("${escapeRegularExpression(change.benchmark)}"\\s*:\\s*)${previousValue}`,
+          'g'
+        )
+        const matches = [...source.matchAll(pattern)]
+        if (matches.length !== 1) {
+          throw new Error(
+            `models/${change.modelId} must contain exactly one matching ${change.benchmark} field`
+          )
+        }
+        source = source.replace(pattern, `$1${JSON.stringify(change.nextScore)}`)
+      }
+      await fs.writeFile(filePath, source, 'utf8')
+    }
+  }
+
+  return { checked: trackingEntries.length, changes }
+}
diff --git a/scripts/fetch/lib/model-source-sync.ts b/scripts/fetch/lib/model-source-sync.ts
new file mode 100644
index 00000000..cd65625f
--- /dev/null
+++ b/scripts/fetch/lib/model-source-sync.ts
@@ -0,0 +1,198 @@
+import { createHash } from 'node:crypto'
+import fs from 'node:fs/promises'
+import path from 'node:path'
+
+import type { ManifestSource } from '../../../src/types/manifests'
+
+interface ModelManifest {
+  id: string
+  sources?: ManifestSource[]
+}
+
+interface TextResponse {
+  ok: boolean
+  status: number
+  statusText: string
+  text(): Promise<string>
+}
+
+export type SourceFetch = (
+  input: string | URL,
+  init?: { headers?: Record<string, string> }
+) => Promise<TextResponse>
+
+interface TrackedSource {
+  modelId: string
+  filePath: string
+  source: ManifestSource & {
+    changeTracking: NonNullable<ManifestSource['changeTracking']>
+  }
+}
+
+export interface ModelSourceChange {
+  modelId: string
+  filePath: string
+  url: string
+  fields: string[]
+  previousDigest: string | null
+  nextDigest: string
+  observedAt: string
+}
+
+export interface ModelSourceSyncResult {
+  checked: number
+  changes: ModelSourceChange[]
+}
+
+function escapeRegularExpression(value: string): string {
+  return value.replace(/[.*+?^${}()|[\]\\]/g, '\\$&')
+}
+
+function decodeCommonEntities(value: string): string {
+  return value
+    .replaceAll('&nbsp;', ' ')
+    .replaceAll('&amp;', '&')
+    .replaceAll('&lt;', '<')
+    .replaceAll('&gt;', '>')
+    .replaceAll('&quot;', '"')
+    .replaceAll('&#39;', "'")
+}
+
+export function normalizeSourceContent(value: string): string {
+  return decodeCommonEntities(
+    value
+      .replace(/<!--[\s\S]*?-->/g, ' ')
+      .replace(/<(script|style|noscript|svg)\b[\s\S]*?<\/\1>/gi, ' ')
+      .replace(/<[^>]+>/g, ' ')
+  )
+    .replace(/\s+/g, ' ')
+    .trim()
+}
+
+export function digestSourceContent(value: string): string {
+  return `sha256:${createHash('sha256').update(normalizeSourceContent(value)).digest('hex')}`
+}
+
+async function loadTrackedSources(rootDir: string): Promise<TrackedSource[]> {
+  const directory = path.join(rootDir, 'manifests', 'models')
+  const tracked: TrackedSource[] = []
+  for (const fileName of (await fs.readdir(directory))
+    .filter(file => file.endsWith('.json'))
+    .sort()) {
+    const filePath = path.join(directory, fileName)
+    const manifest = JSON.parse(await fs.readFile(filePath, 'utf8')) as ModelManifest
+    for (const source of manifest.sources ?? []) {
+      if (source.changeTracking) {
+        tracked.push({
+          modelId: manifest.id,
+          filePath,
+          source: {
+            ...source,
+            changeTracking: source.changeTracking,
+          },
+        })
+      }
+    }
+  }
+  return tracked
+}
+
+async function fetchDigest(url: string, fetchImpl: SourceFetch): Promise<string> {
+  const response = await fetchImpl(url, {
+    headers: {
+      Accept: 'text/html,application/xhtml+xml,text/plain;q=0.9,*/*;q=0.1',
+      'Accept-Language': 'en-US,en;q=0.9',
+      'User-Agent': 'aicodingstack-model-source-monitor',
+    },
+  })
+  if (!response.ok) {
+    throw new Error(`${url} returned ${response.status} ${response.statusText}`)
+  }
+  const content = await response.text()
+  const normalized = normalizeSourceContent(content)
+  if (normalized.length < 100) {
+    throw new Error(`${url} returned too little usable content`)
+  }
+  return digestSourceContent(content)
+}
+
+function replaceTrackedSource(source: string, change: ModelSourceChange): string {
+  const url = escapeRegularExpression(JSON.stringify(change.url))
+  const previousDigest = escapeRegularExpression(JSON.stringify(change.previousDigest))
+  const trackingPattern = new RegExp(
+    `("url"\\s*:\\s*${url}[\\s\\S]*?"changeTracking"\\s*:\\s*\\{[\\s\\S]*?"digest"\\s*:\\s*)${previousDigest}([\\s\\S]*?"observedAt"\\s*:\\s*)(?:"[^"]*"|null)`,
+    'g'
+  )
+  const matches = [...source.matchAll(trackingPattern)]
+  if (matches.length !== 1) {
+    throw new Error(
+      `models/${change.modelId} must contain exactly one matching tracked source ${change.url}`
+    )
+  }
+  return source.replace(
+    trackingPattern,
+    `$1${JSON.stringify(change.nextDigest)}$2${JSON.stringify(change.observedAt)}`
+  )
+}
+
+export async function syncModelSourceDigests(options: {
+  rootDir: string
+  write: boolean
+  observedAt: string
+  fetchImpl?: SourceFetch
+}): Promise<ModelSourceSyncResult> {
+  const tracked = await loadTrackedSources(options.rootDir)
+  const fetchImpl = options.fetchImpl ?? (fetch as SourceFetch)
+  const digestByUrl = new Map<string, Promise<string>>()
+  for (const entry of tracked) {
+    if (!digestByUrl.has(entry.source.url)) {
+      digestByUrl.set(entry.source.url, fetchDigest(entry.source.url, fetchImpl))
+    }
+  }
+
+  const observations = await Promise.allSettled(
+    tracked.map(async entry => ({
+      entry,
+      digest: await digestByUrl.get(entry.source.url),
+    }))
+  )
+  const failures = observations.flatMap((result, index) =>
+    result.status === 'rejected'
+      ? [`models/${tracked[index]?.modelId}: ${String(result.reason)}`]
+      : []
+  )
+  if (failures.length > 0) {
+    throw new Error(
+      `Model source monitoring failed without writing changes:\n${failures.join('\n')}`
+    )
+  }
+
+  const changes: ModelSourceChange[] = []
+  for (const result of observations) {
+    if (result.status !== 'fulfilled') continue
+    const { entry, digest } = result.value
+    if (!digest || digest === entry.source.changeTracking.digest) continue
+    changes.push({
+      modelId: entry.modelId,
+      filePath: entry.filePath,
+      url: entry.source.url,
+      fields: entry.source.fields ?? [],
+      previousDigest: entry.source.changeTracking.digest,
+      nextDigest: digest,
+      observedAt: options.observedAt,
+    })
+  }
+
+  if (options.write) {
+    const changesByFile = Map.groupBy(changes, change => change.filePath)
+    for (const [filePath, fileChanges] of changesByFile) {
+      let source = await fs.readFile(filePath, 'utf8')
+      for (const change of fileChanges) {
+        source = replaceTrackedSource(source, change)
+      }
+      await fs.writeFile(filePath, source, 'utf8')
+    }
+  }
+
+  return { checked: tracked.length, changes }
+}
diff --git a/scripts/fetch/lib/product-version-sync.ts b/scripts/fetch/lib/product-version-sync.ts
new file mode 100644
index 00000000..21551526
--- /dev/null
+++ b/scripts/fetch/lib/product-version-sync.ts
@@ -0,0 +1,336 @@
+import fs from 'node:fs/promises'
+import path from 'node:path'
+
+import type { ManifestReleaseTracking } from '../../../src/types/manifests'
+
+const PRODUCT_CATEGORIES = ['ides', 'clis', 'desktops', 'extensions'] as const
+
+interface ProductManifest {
+  id: string
+  latestVersion: string
+  releaseTracking?: ManifestReleaseTracking
+  [key: string]: unknown
+}
+
+interface JsonResponse {
+  ok: boolean
+  status: number
+  statusText: string
+  json(): Promise<unknown>
+}
+
+export type VersionFetch = (
+  input: string | URL,
+  init?: {
+    method?: string
+    headers?: Record<string, string>
+    body?: string
+  }
+) => Promise<JsonResponse>
+
+export interface VersionObservation {
+  version: string
+  sourceUrl: string
+}
+
+export interface VersionChange {
+  category: (typeof PRODUCT_CATEGORIES)[number]
+  id: string
+  filePath: string
+  previousVersion: string
+  nextVersion: string
+  sourceUrl: string
+}
+
+export interface VersionSyncResult {
+  checked: number
+  changes: VersionChange[]
+}
+
+function isRecord(value: unknown): value is Record<string, unknown> {
+  return Boolean(value) && typeof value === 'object' && !Array.isArray(value)
+}
+
+function escapeRegularExpression(value: string): string {
+  return value.replace(/[.*+?^${}()|[\]\\]/g, '\\$&')
+}
+
+function getRequiredString(
+  value: unknown,
+  field: string,
+  provider: ManifestReleaseTracking['provider']
+): string {
+  if (typeof value !== 'string' || !value.trim()) {
+    throw new Error(`${provider} returned no usable ${field}`)
+  }
+  return value.trim()
+}
+
+async function fetchJson(
+  fetchImpl: VersionFetch,
+  url: string,
+  init: {
+    method?: string
+    headers?: Record<string, string>
+    body?: string
+  } = {}
+): Promise<unknown> {
+  const response = await fetchImpl(url, init)
+  if (!response.ok) {
+    throw new Error(`${url} returned ${response.status} ${response.statusText}`)
+  }
+  return response.json()
+}
+
+function githubHeaders(): Record<string, string> {
+  const headers: Record<string, string> = {
+    Accept: 'application/vnd.github+json',
+    'User-Agent': 'aicodingstack-version-sync',
+    'X-GitHub-Api-Version': '2022-11-28',
+  }
+  if (process.env.GITHUB_TOKEN) {
+    headers.Authorization = `Bearer ${process.env.GITHUB_TOKEN}`
+  }
+  return headers
+}
+
+export async function fetchTrackedVersion(
+  tracking: ManifestReleaseTracking,
+  fetchImpl: VersionFetch = fetch as VersionFetch
+): Promise<VersionObservation> {
+  switch (tracking.provider) {
+    case 'npm': {
+      const url = `https://registry.npmjs.org/${encodeURIComponent(tracking.identifier)}`
+      const data = await fetchJson(fetchImpl, url)
+      const distTags = isRecord(data) && isRecord(data['dist-tags']) ? data['dist-tags'] : null
+      const channel = tracking.channel ?? 'latest'
+      return {
+        version: getRequiredString(distTags?.[channel], `dist-tags.${channel}`, tracking.provider),
+        sourceUrl: `https://www.npmjs.com/package/${tracking.identifier}`,
+      }
+    }
+    case 'homebrew-formula': {
+      const url = `https://formulae.brew.sh/api/formula/${encodeURIComponent(tracking.identifier)}.json`
+      const data = await fetchJson(fetchImpl, url)
+      const versions = isRecord(data) && isRecord(data.versions) ? data.versions : null
+      return {
+        version: getRequiredString(versions?.stable, 'versions.stable', tracking.provider),
+        sourceUrl: `https://formulae.brew.sh/formula/${tracking.identifier}`,
+      }
+    }
+    case 'homebrew-cask': {
+      const url = `https://formulae.brew.sh/api/cask/${encodeURIComponent(tracking.identifier)}.json`
+      const data = await fetchJson(fetchImpl, url)
+      return {
+        version: getRequiredString(
+          isRecord(data) ? data.version : null,
+          'version',
+          tracking.provider
+        ),
+        sourceUrl: `https://formulae.brew.sh/cask/${tracking.identifier}`,
+      }
+    }
+    case 'crates-io': {
+      const url = `https://crates.io/api/v1/crates/${encodeURIComponent(tracking.identifier)}`
+      const data = await fetchJson(fetchImpl, url, {
+        headers: {
+          Accept: 'application/json',
+          'User-Agent': 'aicodingstack-version-sync',
+        },
+      })
+      const crate = isRecord(data) && isRecord(data.crate) ? data.crate : null
+      const stableVersion = crate?.max_stable_version ?? crate?.max_version
+      return {
+        version: getRequiredString(stableVersion, 'max_stable_version', tracking.provider),
+        sourceUrl: `https://crates.io/crates/${tracking.identifier}`,
+      }
+    }
+    case 'pypi': {
+      const url = `https://pypi.org/pypi/${encodeURIComponent(tracking.identifier)}/json`
+      const data = await fetchJson(fetchImpl, url)
+      const info = isRecord(data) && isRecord(data.info) ? data.info : null
+      return {
+        version: getRequiredString(info?.version, 'info.version', tracking.provider),
+        sourceUrl: `https://pypi.org/project/${tracking.identifier}/`,
+      }
+    }
+    case 'vscode-marketplace': {
+      const url =
+        'https://marketplace.visualstudio.com/_apis/public/gallery/extensionquery?api-version=7.2-preview.1'
+      const data = await fetchJson(fetchImpl, url, {
+        method: 'POST',
+        headers: {
+          Accept: 'application/json;api-version=7.2-preview.1',
+          'Content-Type': 'application/json',
+          'User-Agent': 'aicodingstack-version-sync',
+        },
+        body: JSON.stringify({
+          filters: [
+            {
+              criteria: [{ filterType: 7, value: tracking.identifier }],
+            },
+          ],
+          flags: 914,
+        }),
+      })
+      const results = isRecord(data) && Array.isArray(data.results) ? data.results : []
+      const firstResult = isRecord(results[0]) ? results[0] : null
+      const extensions =
+        firstResult && Array.isArray(firstResult.extensions) ? firstResult.extensions : []
+      const firstExtension = isRecord(extensions[0]) ? extensions[0] : null
+      const versions =
+        firstExtension && Array.isArray(firstExtension.versions) ? firstExtension.versions : []
+      const firstVersion = isRecord(versions[0]) ? versions[0] : null
+      return {
+        version: getRequiredString(firstVersion?.version, 'versions[0].version', tracking.provider),
+        sourceUrl: `https://marketplace.visualstudio.com/items?itemName=${tracking.identifier}`,
+      }
+    }
+    case 'github-release': {
+      const url = `https://api.github.com/repos/${tracking.identifier}/releases/latest`
+      const data = await fetchJson(fetchImpl, url, githubHeaders())
+      return {
+        version: getRequiredString(
+          isRecord(data) ? data.tag_name : null,
+          'tag_name',
+          tracking.provider
+        ),
+        sourceUrl:
+          isRecord(data) && typeof data.html_url === 'string'
+            ? data.html_url
+            : `https://github.com/${tracking.identifier}/releases/latest`,
+      }
+    }
+  }
+}
+
+function parseStableNumericVersion(value: string): number[] | null {
+  const normalized = value.trim().replace(/^v(?=\d)/, '')
+  if (!/^\d+(?:\.\d+)*$/.test(normalized)) return null
+  return normalized.split('.').map(segment => Number(segment))
+}
+
+function compareNumericVersions(left: number[], right: number[]): number {
+  const length = Math.max(left.length, right.length)
+  for (let index = 0; index < length; index++) {
+    const difference = (left[index] ?? 0) - (right[index] ?? 0)
+    if (difference !== 0) return difference
+  }
+  return 0
+}
+
+function formatObservedVersion(observed: string, current: string): string {
+  const normalized = observed.trim()
+  if (/^v\d/.test(current) && !/^v\d/.test(normalized)) return `v${normalized}`
+  if (!/^v\d/.test(current) && /^v\d/.test(normalized)) return normalized.slice(1)
+  return normalized
+}
+
+function assertNotDowngrade(
+  current: string,
+  observed: string,
+  tracking: ManifestReleaseTracking
+): void {
+  if (!['npm', 'crates-io', 'pypi', 'vscode-marketplace'].includes(tracking.provider)) return
+  const currentVersion = parseStableNumericVersion(current)
+  const observedVersion = parseStableNumericVersion(observed)
+  if (
+    currentVersion &&
+    observedVersion &&
+    compareNumericVersions(observedVersion, currentVersion) < 0
+  ) {
+    throw new Error(
+      `${tracking.provider} reported ${observed}, which is older than recorded version ${current}`
+    )
+  }
+}
+
+async function loadTrackedManifests(rootDir: string): Promise<
+  Array<{
+    category: (typeof PRODUCT_CATEGORIES)[number]
+    filePath: string
+    manifest: ProductManifest
+  }>
+> {
+  const manifests: Array<{
+    category: (typeof PRODUCT_CATEGORIES)[number]
+    filePath: string
+    manifest: ProductManifest
+  }> = []
+
+  for (const category of PRODUCT_CATEGORIES) {
+    const directory = path.join(rootDir, 'manifests', category)
+    const fileNames = (await fs.readdir(directory)).filter(file => file.endsWith('.json')).sort()
+    for (const fileName of fileNames) {
+      const filePath = path.join(directory, fileName)
+      const manifest = JSON.parse(await fs.readFile(filePath, 'utf8')) as ProductManifest
+      if (manifest.releaseTracking) {
+        manifests.push({ category, filePath, manifest })
+      }
+    }
+  }
+
+  return manifests
+}
+
+export async function syncProductVersions(options: {
+  rootDir: string
+  write: boolean
+  fetchImpl?: VersionFetch
+}): Promise<VersionSyncResult> {
+  const tracked = await loadTrackedManifests(options.rootDir)
+  const observations = await Promise.allSettled(
+    tracked.map(async entry => {
+      const tracking = entry.manifest.releaseTracking
+      if (!tracking) throw new Error(`${entry.manifest.id} has no releaseTracking configuration`)
+      const observation = await fetchTrackedVersion(tracking, options.fetchImpl)
+      const nextVersion = formatObservedVersion(observation.version, entry.manifest.latestVersion)
+      assertNotDowngrade(entry.manifest.latestVersion, nextVersion, tracking)
+      return { entry, observation, nextVersion }
+    })
+  )
+
+  const failures = observations.flatMap((result, index) =>
+    result.status === 'rejected'
+      ? [`${tracked[index]?.category}/${tracked[index]?.manifest.id}: ${String(result.reason)}`]
+      : []
+  )
+  if (failures.length > 0) {
+    throw new Error(
+      `Version synchronization failed without writing changes:\n${failures.join('\n')}`
+    )
+  }
+
+  const changes: VersionChange[] = []
+  for (const result of observations) {
+    if (result.status !== 'fulfilled') continue
+    const { entry, observation, nextVersion } = result.value
+    if (nextVersion === entry.manifest.latestVersion) continue
+    changes.push({
+      category: entry.category,
+      id: entry.manifest.id,
+      filePath: entry.filePath,
+      previousVersion: entry.manifest.latestVersion,
+      nextVersion,
+      sourceUrl: observation.sourceUrl,
+    })
+  }
+
+  if (options.write) {
+    for (const change of changes) {
+      const source = await fs.readFile(change.filePath, 'utf8')
+      const previousValue = escapeRegularExpression(JSON.stringify(change.previousVersion))
+      const pattern = new RegExp(`("latestVersion"\\s*:\\s*)${previousValue}`, 'g')
+      const matches = [...source.matchAll(pattern)]
+      if (matches.length !== 1) {
+        throw new Error(
+          `${change.category}/${change.id} must contain exactly one matching latestVersion field`
+        )
+      }
+      const updated = source.replace(pattern, `$1${JSON.stringify(change.nextVersion)}`)
+      await fs.writeFile(change.filePath, updated, 'utf8')
+    }
+  }
+
+  return { checked: tracked.length, changes }
+}
diff --git a/scripts/validate/changelog.ts b/scripts/validate/changelog.ts
deleted file mode 100644
index 9906fbf6..00000000
--- a/scripts/validate/changelog.ts
+++ /dev/null
@@ -1,264 +0,0 @@
-#!/usr/bin/env node
-
-import { execFileSync } from 'node:child_process'
-import fs from 'node:fs'
-import path from 'node:path'
-import { fileURLToPath } from 'node:url'
-
-const MANIFEST_CATEGORIES = [
-  'ides',
-  'clis',
-  'desktops',
-  'extensions',
-  'models',
-  'providers',
-  'vendors',
-] as const
-
-type ManifestCategory = (typeof MANIFEST_CATEGORIES)[number]
-type ChangeType = 'added' | 'updated' | 'removed'
-
-export interface ManifestChange {
-  category: ManifestCategory
-  id: string
-  change: ChangeType
-  fields: string[]
-}
-
-interface ChangelogEntry {
-  id: string
-  date: string
-  summary: string
-  changes: ManifestChange[]
-}
-
-interface ChangelogFile {
-  version: 1
-  entries: ChangelogEntry[]
-}
-
-function comparableFields(record: Record<string, unknown> | null): string[] {
-  return record
-    ? Object.keys(record)
-        .filter(key => key !== '$schema')
-        .sort()
-    : []
-}
-
-export function createManifestChange(
-  category: ManifestCategory,
-  id: string,
-  before: Record<string, unknown> | null,
-  after: Record<string, unknown> | null
-): ManifestChange | null {
-  if (!before && !after) return null
-  if (!before) return { category, id, change: 'added', fields: comparableFields(after) }
-  if (!after) return { category, id, change: 'removed', fields: comparableFields(before) }
-
-  const fields = [...new Set([...comparableFields(before), ...comparableFields(after)])].filter(
-    key => JSON.stringify(before[key]) !== JSON.stringify(after[key])
-  )
-  return fields.length > 0 ? { category, id, change: 'updated', fields } : null
-}
-
-function runGit(rootDir: string, args: string[]): string {
-  return execFileSync('git', args, { cwd: rootDir, encoding: 'utf8' }).trim()
-}
-
-function readBaseManifest(
-  rootDir: string,
-  base: string,
-  filePath: string
-): Record<string, unknown> | null {
-  try {
-    return JSON.parse(runGit(rootDir, ['show', `${base}:${filePath}`])) as Record<string, unknown>
-  } catch {
-    return null
-  }
-}
-
-function readWorkingManifest(rootDir: string, filePath: string): Record<string, unknown> | null {
-  const absolutePath = path.join(rootDir, filePath)
-  return fs.existsSync(absolutePath)
-    ? (JSON.parse(fs.readFileSync(absolutePath, 'utf8')) as Record<string, unknown>)
-    : null
-}
-
-function parseManifestPath(filePath: string): { category: ManifestCategory; id: string } | null {
-  const match = /^manifests\/([^/]+)\/([^/]+)\.json$/.exec(filePath)
-  if (!match || !MANIFEST_CATEGORIES.includes(match[1] as ManifestCategory)) return null
-  return { category: match[1] as ManifestCategory, id: match[2]! }
-}
-
-export function collectManifestChanges(rootDir: string, base: string): ManifestChange[] {
-  const manifestPaths = MANIFEST_CATEGORIES.map(category => `manifests/${category}`)
-  const trackedOutput = runGit(rootDir, [
-    'diff',
-    '--name-status',
-    '--find-renames',
-    base,
-    '--',
-    ...manifestPaths,
-  ])
-  const untrackedOutput = runGit(rootDir, [
-    'ls-files',
-    '--others',
-    '--exclude-standard',
-    '--',
-    ...manifestPaths,
-  ])
-  const lines = [
-    ...(trackedOutput ? trackedOutput.split('\n') : []),
-    ...(untrackedOutput ? untrackedOutput.split('\n').map(filePath => `A\t${filePath}`) : []),
-  ]
-  if (lines.length === 0) return []
-
-  const changes: ManifestChange[] = []
-  for (const line of lines) {
-    const [status = '', firstPath, secondPath] = line.split('\t')
-    const paths = status.startsWith('R') ? [firstPath, secondPath] : [firstPath]
-    for (const filePath of paths.filter((value): value is string => Boolean(value))) {
-      const parsed = parseManifestPath(filePath)
-      if (!parsed) continue
-      const before =
-        status.startsWith('A') || (status.startsWith('R') && filePath === secondPath)
-          ? null
-          : readBaseManifest(rootDir, base, filePath)
-      const after =
-        status.startsWith('D') || (status.startsWith('R') && filePath === firstPath)
-          ? null
-          : readWorkingManifest(rootDir, filePath)
-      const change = createManifestChange(parsed.category, parsed.id, before, after)
-      if (change) changes.push(change)
-    }
-  }
-
-  return changes.sort(
-    (a, b) =>
-      a.category.localeCompare(b.category) ||
-      a.id.localeCompare(b.id) ||
-      a.change.localeCompare(b.change)
-  )
-}
-
-function parseChangelog(content: string): ChangelogFile {
-  const parsed = JSON.parse(content) as Partial<ChangelogFile>
-  if (parsed.version === undefined && Object.keys(parsed).length === 0) {
-    return { version: 1, entries: [] }
-  }
-  if (parsed.version !== 1 || !Array.isArray(parsed.entries)) {
-    throw new Error('data/changelogs.json must contain version 1 and an entries array')
-  }
-  return parsed as ChangelogFile
-}
-
-function readChangelog(filePath: string): ChangelogFile {
-  return parseChangelog(fs.readFileSync(filePath, 'utf8'))
-}
-
-function readBaseChangelog(rootDir: string, base: string): ChangelogFile {
-  try {
-    return parseChangelog(runGit(rootDir, ['show', `${base}:data/changelogs.json`]))
-  } catch {
-    return { version: 1, entries: [] }
-  }
-}
-
-function changesMatch(left: ManifestChange, right: ManifestChange): boolean {
-  return (
-    left.category === right.category &&
-    left.id === right.id &&
-    left.change === right.change &&
-    JSON.stringify(left.fields) === JSON.stringify(right.fields)
-  )
-}
-
-function validateChangelog(changelog: ChangelogFile): void {
-  const entryIds = new Set<string>()
-  for (const entry of changelog.entries) {
-    if (!entry.id || !/^\d{4}-\d{2}-\d{2}$/.test(entry.date) || !entry.summary) {
-      throw new Error(`Invalid changelog entry: ${entry.id || '(missing id)'}`)
-    }
-    if (entryIds.has(entry.id)) throw new Error(`Duplicate changelog entry id: ${entry.id}`)
-    entryIds.add(entry.id)
-    if (!Array.isArray(entry.changes) || entry.changes.length === 0) {
-      throw new Error(`Changelog entry has no manifest changes: ${entry.id}`)
-    }
-  }
-}
-
-function getArgument(name: string): string | null {
-  const prefix = `--${name}=`
-  return process.argv.find(argument => argument.startsWith(prefix))?.slice(prefix.length) ?? null
-}
-
-async function main(): Promise<void> {
-  const rootDir = path.resolve(path.dirname(fileURLToPath(import.meta.url)), '../..')
-  const changelogPath = path.join(rootDir, 'data', 'changelogs.json')
-  const base = getArgument('base') ?? process.env.CHANGELOG_BASE ?? 'origin/main'
-  const date = getArgument('date') ?? new Date().toISOString().slice(0, 10)
-  const id = getArgument('id') ?? `${date}-manifest-update`
-  const changes = collectManifestChanges(rootDir, base)
-  const summary =
-    getArgument('summary') ??
-    `${changes.length} manifest record${changes.length === 1 ? '' : 's'} changed`
-  const changelog = readChangelog(changelogPath)
-
-  if (process.argv.includes('--write')) {
-    if (changes.length === 0) throw new Error(`No manifest changes found relative to ${base}`)
-    const entry: ChangelogEntry = {
-      id,
-      date,
-      summary,
-      changes,
-    }
-    changelog.entries = [...changelog.entries.filter(existing => existing.id !== id), entry].sort(
-      (a, b) => b.date.localeCompare(a.date) || b.id.localeCompare(a.id)
-    )
-    fs.writeFileSync(changelogPath, `${JSON.stringify(changelog, null, 2)}\n`, 'utf8')
-    execFileSync('npx', ['biome', 'format', '--write', changelogPath], {
-      cwd: rootDir,
-      stdio: 'ignore',
-    })
-    console.log(`Wrote ${changes.length} manifest changes to data/changelogs.json`)
-  }
-
-  validateChangelog(changelog)
-
-  if (process.argv.includes('--check') && changes.length > 0) {
-    try {
-      execFileSync('git', ['diff', '--quiet', base, '--', 'data/changelogs.json'], { cwd: rootDir })
-      throw new Error('Manifest changes require an update to data/changelogs.json')
-    } catch (error) {
-      if (error instanceof Error && error.message.startsWith('Manifest changes require'))
-        throw error
-    }
-
-    const baseChangelog = readBaseChangelog(rootDir, base)
-    const changedEntries = changelog.entries.filter(entry => {
-      const previous = baseChangelog.entries.find(candidate => candidate.id === entry.id)
-      return !previous || JSON.stringify(previous) !== JSON.stringify(entry)
-    })
-    const missing = changes.filter(
-      change =>
-        !changedEntries.some(entry => entry.changes.some(saved => changesMatch(change, saved)))
-    )
-    if (missing.length > 0) {
-      throw new Error(
-        `Changelog is missing manifest changes: ${missing.map(change => `${change.category}/${change.id}`).join(', ')}`
-      )
-    }
-  }
-
-  console.log(
-    `Changelog valid: ${changelog.entries.length} entries; ${changes.length} manifest changes relative to ${base}`
-  )
-}
-
-const currentFile = fileURLToPath(import.meta.url)
-if (process.argv[1] && path.resolve(process.argv[1]) === currentFile) {
-  main().catch(error => {
-    console.error(error)
-    process.exitCode = 1
-  })
-}
diff --git a/scripts/validate/data-health.ts b/scripts/validate/data-health.ts
index e3624a5c..ac13e768 100644
--- a/scripts/validate/data-health.ts
+++ b/scripts/validate/data-health.ts
@@ -598,6 +598,21 @@ function getArgument(name: string): string | null {
   return process.argv.find(argument => argument.startsWith(prefix))?.slice(prefix.length) ?? null
 }
 
+export function shouldFailDataHealth(
+  report: DataHealthReport,
+  failOn: string,
+  failOnCodes: Set<string> = new Set()
+): boolean {
+  if (!['error', 'warning', 'never'].includes(failOn)) {
+    throw new Error(`Invalid --fail-on value: ${failOn}`)
+  }
+  return (
+    (failOn === 'error' && report.summary.errors > 0) ||
+    (failOn === 'warning' && report.summary.errors + report.summary.warnings > 0) ||
+    report.issues.some(issue => failOnCodes.has(issue.code))
+  )
+}
+
 async function main(): Promise<void> {
   const rootDir = path.resolve(path.dirname(fileURLToPath(import.meta.url)), '../..')
   const snapshotPath = path.join(rootDir, 'data', 'data-health.json')
@@ -631,13 +646,13 @@ async function main(): Promise<void> {
   }
 
   const failOn = getArgument('fail-on') ?? 'never'
-  if (!['error', 'warning', 'never'].includes(failOn)) {
-    throw new Error(`Invalid --fail-on value: ${failOn}`)
-  }
-  if (
-    (failOn === 'error' && report.summary.errors > 0) ||
-    (failOn === 'warning' && report.summary.errors + report.summary.warnings > 0)
-  ) {
+  const failOnCodes = new Set(
+    (getArgument('fail-on-code') ?? '')
+      .split(',')
+      .map(code => code.trim())
+      .filter(Boolean)
+  )
+  if (shouldFailDataHealth(report, failOn, failOnCodes)) {
     process.exitCode = 1
   }
 }
diff --git a/src/app/[locale]/model-intelligence-index/page.tsx b/src/app/[locale]/model-intelligence-index/page.tsx
index 599425ca..0ac936b6 100644
--- a/src/app/[locale]/model-intelligence-index/page.tsx
+++ b/src/app/[locale]/model-intelligence-index/page.tsx
@@ -5,8 +5,8 @@ import PageHeader from '@/components/PageHeader'
 import type { Locale } from '@/i18n/config'
 import { buildTitle, generateStaticPageMetadata } from '@/lib/metadata'
 import {
+  allModelIntelligencePoints,
   modelIntelligenceMeta,
-  modelIntelligencePoints,
   modelIntelligenceSeries,
 } from '@/lib/model-intelligence-index'
 import { ModelIntelligenceIndexPage } from './page.client'
@@ -46,7 +46,7 @@ export default async function Page({ params }: Props) {
           <ModelIntelligenceIndexPage
             locale={locale}
             meta={modelIntelligenceMeta}
-            points={modelIntelligencePoints}
+            points={allModelIntelligencePoints}
             series={modelIntelligenceSeries}
           />
         </div>
diff --git a/src/lib/model-intelligence-index.ts b/src/lib/model-intelligence-index.ts
index 506d622f..78c2bac5 100644
--- a/src/lib/model-intelligence-index.ts
+++ b/src/lib/model-intelligence-index.ts
@@ -2,24 +2,12 @@ import { modelsData } from '@/lib/generated/models'
 import { vendorsData } from '@/lib/generated/vendors'
 import { findVendorByName } from '@/lib/vendor-identity'
 import artificialAnalysisData from '../../data/artificial-analysis-index.json'
-import modelIntelligenceData from '../../data/model-intelligence-index.json'
 
 const FALLBACK_COLOR: ModelIntelligenceThemeColor = {
   light: '#6b7280',
   dark: '#9ca3af',
 }
 
-export const modelIntelligenceHiddenVendors = modelIntelligenceData.hiddenVendorIds.map(
-  vendorId => {
-    const vendor = vendorsData.find(candidate => candidate.id === vendorId)
-
-    if (!vendor) {
-      throw new Error(`Model intelligence configuration has no matching vendor: ${vendorId}`)
-    }
-
-    return vendor.name
-  }
-)
 export const modelIntelligenceLegacyMissingModelIds = artificialAnalysisData.legacyMissingModelIds
 
 export interface ModelIntelligenceThemeColor {
@@ -135,15 +123,9 @@ export const allModelIntelligencePoints: ModelIntelligencePoint[] =
     }
   })
 
-const hiddenVendorSet = new Set<string>(modelIntelligenceHiddenVendors)
-
-export const modelIntelligencePoints = allModelIntelligencePoints.filter(
-  point => !hiddenVendorSet.has(point.vendor)
-)
-
 const groupedSeries = new Map<string, ModelIntelligenceSeries>()
 
-for (const point of modelIntelligencePoints) {
+for (const point of allModelIntelligencePoints) {
   const id = `${point.vendor}:${point.seriesId}`
   const existing = groupedSeries.get(id)
 
diff --git a/src/lib/model-price-intelligence-index.ts b/src/lib/model-price-intelligence-index.ts
index de623829..0e4a2fed 100644
--- a/src/lib/model-price-intelligence-index.ts
+++ b/src/lib/model-price-intelligence-index.ts
@@ -4,6 +4,7 @@ import {
   type ModelIntelligenceThemeColor,
   modelIntelligenceMeta,
 } from '@/lib/model-intelligence-index'
+import type { ManifestModel } from '@/types/manifests'
 import modelPriceIntelligenceData from '../../data/model-price-intelligence-index.json'
 
 const INPUT_SHARE = modelPriceIntelligenceData.inputShare
@@ -19,11 +20,6 @@ interface SelectedModel {
   linearLabelDx?: number
   linearLabelDy?: number
   linearLabelAnchor?: LabelAnchor
-  usdPriceOverride?: {
-    input: number
-    output: number
-    sourceUrl: string
-  }
 }
 
 const selectedModels = modelPriceIntelligenceData.models as SelectedModel[]
@@ -46,11 +42,58 @@ export interface ModelPriceIntelligencePoint {
   linearLabelDx?: number
   linearLabelDy?: number
   linearLabelAnchor?: LabelAnchor
-  pricingSource: 'catalog' | 'artificial-analysis'
+  pricingSource: 'official' | 'reference'
   pricingSourceUrl: string | null
 }
 
-const modelById = new Map(modelsData.map(model => [model.id, model]))
+interface ComparableUsdPricing {
+  input: number
+  output: number
+  source: ModelPriceIntelligencePoint['pricingSource']
+  sourceUrl: string | null
+}
+
+function getComparableUsdPricing(model: ManifestModel): ComparableUsdPricing {
+  const primaryOffer =
+    model.tokenPricing.status === 'available'
+      ? model.tokenPricing.offers.find(offer => offer.id === model.tokenPricing.primaryOffer)
+      : undefined
+  const primaryRates = primaryOffer?.tiers[0]?.rates
+
+  if (
+    primaryOffer?.currency === 'USD' &&
+    primaryRates?.input !== null &&
+    primaryRates?.input !== undefined &&
+    primaryRates.output !== null &&
+    primaryRates.output !== undefined
+  ) {
+    return {
+      input: primaryRates.input,
+      output: primaryRates.output,
+      source: 'official',
+      sourceUrl: null,
+    }
+  }
+
+  const referencePricing = model.referenceTokenPricing
+
+  if (
+    referencePricing?.currency === 'USD' &&
+    referencePricing.rates.input !== null &&
+    referencePricing.rates.output !== null
+  ) {
+    return {
+      input: referencePricing.rates.input,
+      output: referencePricing.rates.output,
+      source: 'reference',
+      sourceUrl: referencePricing.source.url,
+    }
+  }
+
+  throw new Error(`Price-intelligence selection has no comparable USD pricing: ${model.id}`)
+}
+
+const modelById = new Map((modelsData as ManifestModel[]).map(model => [model.id, model] as const))
 const intelligenceByModelId = new Map(
   allModelIntelligencePoints.map(point => [point.modelId, point])
 )
@@ -70,31 +113,7 @@ export const modelPriceIntelligencePoints: ModelPriceIntelligencePoint[] = selec
       )
     }
 
-    if (!selection.usdPriceOverride && model.tokenPricing.status !== 'available') {
-      throw new Error(
-        `Price-intelligence selection has no available token pricing: ${selection.modelId}`
-      )
-    }
-
-    const primaryOffer =
-      model.tokenPricing.status === 'available'
-        ? model.tokenPricing.offers.find(offer => offer.id === model.tokenPricing.primaryOffer)
-        : undefined
-    const primaryTier = primaryOffer?.tiers[0]
-    const inputPrice = selection.usdPriceOverride?.input ?? primaryTier?.rates.input
-    const outputPrice = selection.usdPriceOverride?.output ?? primaryTier?.rates.output
-
-    if (
-      (!selection.usdPriceOverride && primaryOffer?.currency !== 'USD') ||
-      inputPrice === null ||
-      inputPrice === undefined ||
-      outputPrice === null ||
-      outputPrice === undefined
-    ) {
-      throw new Error(
-        `Price-intelligence selection requires comparable USD input and output pricing: ${selection.modelId}`
-      )
-    }
+    const pricing = getComparableUsdPricing(model)
 
     return {
       name: model.name,
@@ -102,13 +121,13 @@ export const modelPriceIntelligencePoints: ModelPriceIntelligencePoint[] = selec
       score: intelligence.score,
       estimated: intelligence.estimated,
       configuration: intelligence.configuration,
-      inputPrice,
-      outputPrice,
-      blendedPrice: inputPrice * INPUT_SHARE + outputPrice * OUTPUT_SHARE,
+      inputPrice: pricing.input,
+      outputPrice: pricing.output,
+      blendedPrice: pricing.input * INPUT_SHARE + pricing.output * OUTPUT_SHARE,
       currency: 'USD',
       color: intelligence.color,
-      pricingSource: selection.usdPriceOverride ? 'artificial-analysis' : 'catalog',
-      pricingSourceUrl: selection.usdPriceOverride?.sourceUrl ?? null,
+      pricingSource: pricing.source,
+      pricingSourceUrl: pricing.sourceUrl,
       ...selection,
     }
   }
@@ -140,7 +159,7 @@ export const modelPriceIntelligenceMeta = {
         point
       ): point is ModelPriceIntelligencePoint & {
         pricingSourceUrl: string
-      } => point.pricingSource === 'artificial-analysis' && point.pricingSourceUrl !== null
+      } => point.pricingSource === 'reference' && point.pricingSourceUrl !== null
     )
     .map(point => ({
       modelId: point.modelId,
diff --git a/src/types/manifests.ts b/src/types/manifests.ts
index 25a39676..2eb78fca 100644
--- a/src/types/manifests.ts
+++ b/src/types/manifests.ts
@@ -65,6 +65,11 @@ export interface ManifestSource {
   url: string
   title?: string
   fields?: string[]
+  changeTracking?: {
+    method: 'normalized-content-sha256'
+    digest: string | null
+    observedAt: string | null
+  }
 }
 
 /**
@@ -131,6 +136,29 @@ export interface ManifestRelatedProduct {
   productId: string
 }
 
+/**
+ * Declarative latest-version source
+ * Based on: /manifests/$schemas/ref/product.schema.json#$defs/releaseTracking
+ */
+export type ManifestReleaseTracking =
+  | {
+      provider: 'npm'
+      identifier: string
+      channel?: string
+    }
+  | {
+      provider: 'homebrew-formula' | 'homebrew-cask' | 'crates-io' | 'pypi'
+      identifier: string
+    }
+  | {
+      provider: 'vscode-marketplace'
+      identifier: string
+    }
+  | {
+      provider: 'github-release'
+      identifier: string
+    }
+
 /**
  * Platform installation information
  * Based on: /manifests/$schemas/ref/app.schema.json
@@ -151,6 +179,7 @@ export interface ManifestBaseProduct extends ManifestVendorEntity {
   /** Stable identifier shared by every surface in the same product family */
   familyId?: string
   latestVersion: string
+  releaseTracking?: ManifestReleaseTracking
   githubUrl: string | null
   license: string
   pricing: ManifestPricingTier[]
@@ -274,6 +303,17 @@ export interface ManifestUnavailableTokenPricing {
 
 export type ManifestTokenPricing = ManifestAvailableTokenPricing | ManifestUnavailableTokenPricing
 
+export interface ManifestReferenceTokenPricing {
+  currency: string
+  basis: 'first-party-api' | 'provider-median'
+  rates: ManifestTokenPricingRates
+  source: {
+    name: string
+    url: string
+    observedAt: string
+  }
+}
+
 /**
  * Benchmark scores
  * Based on: /manifests/$schemas/model.schema.json
@@ -288,6 +328,18 @@ export interface ManifestBenchmarks {
   liveCodeBench: number | null
 }
 
+/**
+ * Exact upstream benchmark leaderboard entry
+ * Based on: /manifests/$schemas/model.schema.json#$defs/benchmarkTracking
+ */
+export interface ManifestBenchmarkTracking {
+  provider: 'swe-bench'
+  benchmark: 'sweBench'
+  leaderboard: 'Verified'
+  resultId: string
+  modelLabel: string
+}
+
 /**
  * Lifecycle stage of a model
  */
@@ -303,6 +355,7 @@ export interface ManifestModel extends ManifestVendorEntity {
   contextWindow: number
   maxOutput: number | null
   tokenPricing: ManifestTokenPricing
+  referenceTokenPricing?: ManifestReferenceTokenPricing
   releaseDate: string | null
   lifecycle: ModelLifecycle
   knowledgeCutoff: string | null
@@ -310,6 +363,7 @@ export interface ManifestModel extends ManifestVendorEntity {
   outputModalities: ModelOutputModality[]
   capabilities: ModelCapability[]
   benchmarks: ManifestBenchmarks
+  benchmarkTracking?: ManifestBenchmarkTracking[]
   platformUrls: ManifestPlatformUrls
 }
 
diff --git a/tests/benchmark-sync.test.ts b/tests/benchmark-sync.test.ts
new file mode 100644
index 00000000..555af3a5
--- /dev/null
+++ b/tests/benchmark-sync.test.ts
@@ -0,0 +1,131 @@
+import fs from 'node:fs/promises'
+import os from 'node:os'
+import path from 'node:path'
+
+import { afterEach, describe, expect, it } from 'vitest'
+
+import { type BenchmarkFetch, syncBenchmarks } from '../scripts/fetch/lib/benchmark-sync'
+
+const temporaryDirectories: string[] = []
+
+function leaderboardFetch(results: unknown[]): BenchmarkFetch {
+  return async () => ({
+    ok: true,
+    status: 200,
+    statusText: 'OK',
+    async json() {
+      return {
+        leaderboards: [{ name: 'Verified', results }],
+      }
+    },
+  })
+}
+
+async function createModelRoot(model: Record<string, unknown>): Promise<string> {
+  const rootDir = await fs.mkdtemp(path.join(os.tmpdir(), 'benchmark-sync-'))
+  temporaryDirectories.push(rootDir)
+  await fs.mkdir(path.join(rootDir, 'manifests', 'models'), { recursive: true })
+  await fs.writeFile(
+    path.join(rootDir, 'manifests', 'models', `${String(model.id)}.json`),
+    `${JSON.stringify(model, null, 2)}\n`
+  )
+  return rootDir
+}
+
+afterEach(async () => {
+  await Promise.all(
+    temporaryDirectories
+      .splice(0)
+      .map(directory => fs.rm(directory, { force: true, recursive: true }))
+  )
+})
+
+describe('benchmark synchronization', () => {
+  it('updates an exact SWE-bench result without reformatting the manifest', async () => {
+    const rootDir = await createModelRoot({
+      id: 'example',
+      benchmarks: { sweBench: 40 },
+      benchmarkTracking: [
+        {
+          provider: 'swe-bench',
+          benchmark: 'sweBench',
+          leaderboard: 'Verified',
+          resultId: 'exact-result',
+          modelLabel: 'Exact model and scaffold',
+        },
+      ],
+      description: 'Preserve this value.',
+    })
+    const filePath = path.join(rootDir, 'manifests', 'models', 'example.json')
+    const sourceBeforeSync = await fs.readFile(filePath, 'utf8')
+
+    const result = await syncBenchmarks({
+      rootDir,
+      write: true,
+      fetchImpl: leaderboardFetch([
+        {
+          folder: 'exact-result',
+          name: 'Exact model and scaffold',
+          resolved: 42.5,
+        },
+      ]),
+    })
+    const sourceAfterSync = await fs.readFile(filePath, 'utf8')
+
+    expect(result.changes).toHaveLength(1)
+    expect(sourceAfterSync).toBe(sourceBeforeSync.replace('"sweBench": 40', '"sweBench": 42.5'))
+  })
+
+  it('rejects a changed upstream label instead of fuzzy matching it', async () => {
+    const rootDir = await createModelRoot({
+      id: 'example',
+      benchmarks: { sweBench: 40 },
+      benchmarkTracking: [
+        {
+          provider: 'swe-bench',
+          benchmark: 'sweBench',
+          leaderboard: 'Verified',
+          resultId: 'exact-result',
+          modelLabel: 'Expected model',
+        },
+      ],
+    })
+
+    await expect(
+      syncBenchmarks({
+        rootDir,
+        write: true,
+        fetchImpl: leaderboardFetch([
+          { folder: 'exact-result', name: 'Different model', resolved: 42.5 },
+        ]),
+      })
+    ).rejects.toThrow('label changed')
+  })
+
+  it('does not write when an exact result is missing', async () => {
+    const rootDir = await createModelRoot({
+      id: 'example',
+      benchmarks: { sweBench: 40 },
+      benchmarkTracking: [
+        {
+          provider: 'swe-bench',
+          benchmark: 'sweBench',
+          leaderboard: 'Verified',
+          resultId: 'exact-result',
+          modelLabel: 'Expected model',
+        },
+      ],
+    })
+    const filePath = path.join(rootDir, 'manifests', 'models', 'example.json')
+    const sourceBeforeSync = await fs.readFile(filePath, 'utf8')
+
+    await expect(
+      syncBenchmarks({
+        rootDir,
+        write: true,
+        fetchImpl: leaderboardFetch([]),
+      })
+    ).rejects.toThrow('expected exactly one SWE-bench result')
+    expect(await fs.readFile(filePath, 'utf8')).toBe(sourceBeforeSync)
+  })
+})
diff --git a/tests/changelog.test.ts b/tests/changelog.test.ts
deleted file mode 100644
index 3f61b7da..00000000
--- a/tests/changelog.test.ts
+++ /dev/null
@@ -1,42 +0,0 @@
-import { describe, expect, it } from 'vitest'
-
-import { createManifestChange } from '../scripts/validate/changelog'
-
-describe('manifest changelog generation', () => {
-  it('captures added and removed records', () => {
-    expect(
-      createManifestChange('models', 'new-model', null, { id: 'new-model', name: 'New' })
-    ).toEqual({
-      category: 'models',
-      id: 'new-model',
-      change: 'added',
-      fields: ['id', 'name'],
-    })
-    expect(createManifestChange('providers', 'old', { id: 'old' }, null)).toEqual({
-      category: 'providers',
-      id: 'old',
-      change: 'removed',
-      fields: ['id'],
-    })
-  })
-
-  it('reports only changed top-level fields', () => {
-    expect(
-      createManifestChange(
-        'models',
-        'example',
-        { $schema: 'old', id: 'example', name: 'Before', verified: false },
-        { $schema: 'new', id: 'example', name: 'After', verified: true }
-      )
-    ).toEqual({
-      category: 'models',
-      id: 'example',
-      change: 'updated',
-      fields: ['name', 'verified'],
-    })
-  })
-
-  it('ignores records without material changes', () => {
-    expect(createManifestChange('vendors', 'same', { id: 'same' }, { id: 'same' })).toBeNull()
-  })
-})
diff --git a/tests/data-health.test.ts b/tests/data-health.test.ts
index 5ec65daf..52dc26f3 100644
--- a/tests/data-health.test.ts
+++ b/tests/data-health.test.ts
@@ -4,6 +4,7 @@ import {
   analyzeDataHealth,
   type ManifestRecord,
   renderDataHealthMarkdown,
+  shouldFailDataHealth,
 } from '../scripts/validate/data-health'
 
 function record(
@@ -143,4 +144,22 @@ describe('data health reporting', () => {
   it('rejects a malformed report date', () => {
     expect(() => analyzeDataHealth([], '2026-02-30')).toThrow('Invalid --as-of date')
   })
+
+  it('can fail on selected issue codes without failing on every warning', () => {
+    const report = analyzeDataHealth(
+      [
+        record('models', 'stale-model', {
+          verified: true,
+          sources: [{ url: 'https://example.com' }],
+          lastVerifiedAt: '2026-01-01',
+          verifiedBy: 'test',
+          confidence: 'high',
+        }),
+      ],
+      '2026-07-28'
+    )
+
+    expect(shouldFailDataHealth(report, 'error')).toBe(false)
+    expect(shouldFailDataHealth(report, 'error', new Set(['stale-verification']))).toBe(true)
+  })
 })
diff --git a/tests/model-intelligence-index.test.ts b/tests/model-intelligence-index.test.ts
index 19cde46e..d17d75ce 100644
--- a/tests/model-intelligence-index.test.ts
+++ b/tests/model-intelligence-index.test.ts
@@ -4,10 +4,8 @@ import { vendorsData } from '@/lib/generated/vendors'
 import {
   allModelIntelligencePoints,
   createTimelineTicks,
-  modelIntelligenceHiddenVendors,
   modelIntelligenceLegacyMissingModelIds,
   modelIntelligenceMeta,
-  modelIntelligencePoints,
   modelIntelligenceSeries,
 } from '@/lib/model-intelligence-index'
 import { findVendorByName } from '@/lib/vendor-identity'
@@ -110,14 +108,6 @@ describe('model intelligence index', () => {
     expect(missingModelIds).toEqual(legacyMissingModelIds)
   })
 
-  it('keeps hidden vendors in source data but excludes them from the page', () => {
-    for (const vendor of modelIntelligenceHiddenVendors) {
-      expect(allModelIntelligencePoints.some(point => point.vendor === vendor)).toBe(true)
-      expect(modelIntelligencePoints.some(point => point.vendor === vendor)).toBe(false)
-      expect(modelIntelligenceSeries.some(series => series.vendor === vendor)).toBe(false)
-    }
-  })
-
   it('keeps a single vendor color while separating model series', () => {
     const vendorColors = new Map<string, Set<string>>()
     const vendorStyles = new Map<string, Set<string>>()
diff --git a/tests/model-price-intelligence-index.test.ts b/tests/model-price-intelligence-index.test.ts
index a77492a7..0589167e 100644
--- a/tests/model-price-intelligence-index.test.ts
+++ b/tests/model-price-intelligence-index.test.ts
@@ -21,6 +21,7 @@ describe('model price-intelligence index', () => {
         'gpt-5-6-terra',
         'claude-haiku-4-5',
         'claude-opus-5',
+        'claude-fable-5',
         'hy3',
       ])
     )
@@ -41,7 +42,7 @@ describe('model price-intelligence index', () => {
 
   it('uses reviewed USD API prices when the catalog offer is not directly comparable', () => {
     const fallbackPoints = modelPriceIntelligencePoints.filter(
-      point => point.pricingSource === 'artificial-analysis'
+      point => point.pricingSource === 'reference'
     )
 
     expect(fallbackPoints.map(point => point.modelId)).toEqual([
diff --git a/tests/model-source-sync.test.ts b/tests/model-source-sync.test.ts
new file mode 100644
index 00000000..c2d17357
--- /dev/null
+++ b/tests/model-source-sync.test.ts
@@ -0,0 +1,126 @@
+import fs from 'node:fs/promises'
+import os from 'node:os'
+import path from 'node:path'
+
+import { afterEach, describe, expect, it } from 'vitest'
+
+import {
+  digestSourceContent,
+  normalizeSourceContent,
+  type SourceFetch,
+  syncModelSourceDigests,
+} from '../scripts/fetch/lib/model-source-sync'
+
+const temporaryDirectories: string[] = []
+
+function textFetch(content: string): SourceFetch {
+  return async () => ({
+    ok: true,
+    status: 200,
+    statusText: 'OK',
+    async text() {
+      return content
+    },
+  })
+}
+
+async function createModelRoot(model: Record<string, unknown>): Promise<string> {
+  const rootDir = await fs.mkdtemp(path.join(os.tmpdir(), 'model-source-sync-'))
+  temporaryDirectories.push(rootDir)
+  await fs.mkdir(path.join(rootDir, 'manifests', 'models'), { recursive: true })
+  await fs.writeFile(
+    path.join(rootDir, 'manifests', 'models', `${String(model.id)}.json`),
+    `${JSON.stringify(model, null, 2)}\n`
+  )
+  return rootDir
+}
+
+afterEach(async () => {
+  await Promise.all(
+    temporaryDirectories
+      .splice(0)
+      .map(directory => fs.rm(directory, { force: true, recursive: true }))
+  )
+})
+
+describe('model source monitoring', () => {
+  it('normalizes markup and ignores script content', () => {
+    const first = '<main>Price: $2 &amp; active</main><script>build=1</script>'
+    const second = '<main> Price: $2 &amp; active </main><script>build=2</script>'
+
+    expect(normalizeSourceContent(first)).toBe('Price: $2 & active')
+    expect(digestSourceContent(first)).toBe(digestSourceContent(second))
+  })
+
+  it('records only a source digest and observation date', async () => {
+    const rootDir = await createModelRoot({
+      id: 'example',
+      lifecycle: 'latest',
+      tokenPricing: { status: 'available' },
+      sources: [
+        {
+          url: 'https://example.com/pricing',
+          fields: ['tokenPricing', 'lifecycle'],
+          changeTracking: {
+            method: 'normalized-content-sha256',
+            digest: null,
+            observedAt: null,
+          },
+        },
+      ],
+    })
+    const filePath = path.join(rootDir, 'manifests', 'models', 'example.json')
+
+    const result = await syncModelSourceDigests({
+      rootDir,
+      write: true,
+      observedAt: '2026-07-28',
+      fetchImpl: textFetch(`<main>${'Official pricing and lifecycle. '.repeat(8)}</main>`),
+    })
+    const updated = JSON.parse(await fs.readFile(filePath, 'utf8')) as Record<string, unknown>
+    const sources = updated.sources as Array<Record<string, unknown>>
+    const tracking = sources[0]?.changeTracking as Record<string, unknown>
+
+    expect(result.changes).toHaveLength(1)
+    expect(updated.lifecycle).toBe('latest')
+    expect(updated.tokenPricing).toEqual({ status: 'available' })
+    expect(tracking.digest).toMatch(/^sha256:[a-f0-9]{64}$/)
+    expect(tracking.observedAt).toBe('2026-07-28')
+  })
+
+  it('does not write any digest when a monitored source fails', async () => {
+    const rootDir = await createModelRoot({
+      id: 'example',
+      sources: [
+        {
+          url: 'https://example.com/pricing',
+          changeTracking: {
+            method: 'normalized-content-sha256',
+            digest: null,
+            observedAt: null,
+          },
+        },
+      ],
+    })
+    const filePath = path.join(rootDir, 'manifests', 'models', 'example.json')
+    const before = await fs.readFile(filePath, 'utf8')
+    const failingFetch: SourceFetch = async () => ({
+      ok: false,
+      status: 503,
+      statusText: 'Unavailable',
+      async text() {
+        return ''
+      },
+    })
+
+    await expect(
+      syncModelSourceDigests({
+        rootDir,
+        write: true,
+        observedAt: '2026-07-28',
+        fetchImpl: failingFetch,
+      })
+    ).rejects.toThrow('failed without writing changes')
+    expect(await fs.readFile(filePath, 'utf8')).toBe(before)
+  })
+})
diff --git a/tests/product-version-sync.test.ts b/tests/product-version-sync.test.ts
new file mode 100644
index 00000000..613b3f2d
--- /dev/null
+++ b/tests/product-version-sync.test.ts
@@ -0,0 +1,223 @@
+import fs from 'node:fs/promises'
+import os from 'node:os'
+import path from 'node:path'
+
+import { afterEach, describe, expect, it } from 'vitest'
+
+import {
+  fetchTrackedVersion,
+  syncProductVersions,
+  type VersionFetch,
+} from '../scripts/fetch/lib/product-version-sync'
+
+const temporaryDirectories: string[] = []
+
+function jsonFetch(payload: unknown): VersionFetch {
+  return async () => ({
+    ok: true,
+    status: 200,
+    statusText: 'OK',
+    async json() {
+      return payload
+    },
+  })
+}
+
+async function createManifestRoot(manifests: Record<string, unknown>[]): Promise<string> {
+  const rootDir = await fs.mkdtemp(path.join(os.tmpdir(), 'product-version-sync-'))
+  temporaryDirectories.push(rootDir)
+  for (const category of ['ides', 'clis', 'desktops', 'extensions']) {
+    await fs.mkdir(path.join(rootDir, 'manifests', category), { recursive: true })
+  }
+  for (const manifest of manifests) {
+    await fs.writeFile(
+      path.join(rootDir, 'manifests', 'clis', `${String(manifest.id)}.json`),
+      `${JSON.stringify(manifest, null, 2)}\n`
+    )
+  }
+  return rootDir
+}
+
+afterEach(async () => {
+  await Promise.all(
+    temporaryDirectories
+      .splice(0)
+      .map(directory => fs.rm(directory, { force: true, recursive: true }))
+  )
+})
+
+describe('product version sources', () => {
+  it('reads npm dist-tags', async () => {
+    const observation = await fetchTrackedVersion(
+      { provider: 'npm', identifier: '@example/tool', channel: 'latest' },
+      jsonFetch({ 'dist-tags': { latest: '2.3.4' } })
+    )
+
+    expect(observation).toEqual({
+      version: '2.3.4',
+      sourceUrl: 'https://www.npmjs.com/package/@example/tool',
+    })
+  })
+
+  it('reads Homebrew formula and cask versions', async () => {
+    const formula = await fetchTrackedVersion(
+      { provider: 'homebrew-formula', identifier: 'example' },
+      jsonFetch({ versions: { stable: '3.2.1' } })
+    )
+    const cask = await fetchTrackedVersion(
+      { provider: 'homebrew-cask', identifier: 'example-app' },
+      jsonFetch({ version: '4.5.6' })
+    )
+
+    expect(formula.version).toBe('3.2.1')
+    expect(cask.version).toBe('4.5.6')
+  })
+
+  it('reads crates.io and GitHub stable release versions', async () => {
+    const crate = await fetchTrackedVersion(
+      { provider: 'crates-io', identifier: 'example' },
+      jsonFetch({ crate: { max_stable_version: '1.9.0', max_version: '2.0.0-beta.1' } })
+    )
+    const release = await fetchTrackedVersion(
+      { provider: 'github-release', identifier: 'example/tool' },
+      jsonFetch({
+        tag_name: 'v5.0.0',
+        html_url: 'https://github.com/example/tool/releases/tag/v5.0.0',
+      })
+    )
+
+    expect(crate.version).toBe('1.9.0')
+    expect(release).toEqual({
+      version: 'v5.0.0',
+      sourceUrl: 'https://github.com/example/tool/releases/tag/v5.0.0',
+    })
+  })
+
+  it('reads PyPI and Visual Studio Marketplace versions', async () => {
+    const pypi = await fetchTrackedVersion(
+      { provider: 'pypi', identifier: 'example-tool' },
+      jsonFetch({ info: { version: '1.4.0' } })
+    )
+    let marketplaceRequest:
+      | {
+          input: string
+          method?: string
+          body?: string
+        }
+      | undefined
+    const marketplaceFetch: VersionFetch = async (input, init) => {
+      marketplaceRequest = {
+        input: String(input),
+        method: init?.method,
+        body: init?.body,
+      }
+      return jsonFetch({
+        results: [
+          {
+            extensions: [{ versions: [{ version: '2.7.1' }] }],
+          },
+        ],
+      })(input, init)
+    }
+    const marketplace = await fetchTrackedVersion(
+      { provider: 'vscode-marketplace', identifier: 'publisher.extension' },
+      marketplaceFetch
+    )
+
+    expect(pypi).toEqual({
+      version: '1.4.0',
+      sourceUrl: 'https://pypi.org/project/example-tool/',
+    })
+    expect(marketplace.version).toBe('2.7.1')
+    expect(marketplaceRequest?.method).toBe('POST')
+    expect(JSON.parse(marketplaceRequest?.body ?? '{}')).toMatchObject({
+      filters: [{ criteria: [{ filterType: 7, value: 'publisher.extension' }] }],
+    })
+  })
+})
+
+describe('product version synchronization', () => {
+  it('writes only latestVersion after every configured source succeeds', async () => {
+    const rootDir = await createManifestRoot([
+      {
+        id: 'example',
+        latestVersion: '1.0.0',
+        releaseTracking: { provider: 'npm', identifier: 'example' },
+        lastVerifiedAt: '2026-01-01',
+        description: 'Preserve this value.',
+      },
+    ])
+    const filePath = path.join(rootDir, 'manifests', 'clis', 'example.json')
+    const sourceBeforeSync = await fs.readFile(filePath, 'utf8')
+
+    const result = await syncProductVersions({
+      rootDir,
+      write: true,
+      fetchImpl: jsonFetch({ 'dist-tags': { latest: '1.1.0' } }),
+    })
+    const sourceAfterSync = await fs.readFile(filePath, 'utf8')
+    const manifest = JSON.parse(sourceAfterSync) as Record<string, unknown>
+
+    expect(result.changes).toHaveLength(1)
+    expect(manifest.latestVersion).toBe('1.1.0')
+    expect(manifest.lastVerifiedAt).toBe('2026-01-01')
+    expect(manifest.description).toBe('Preserve this value.')
+    expect(sourceAfterSync).toBe(
+      sourceBeforeSync.replace('"latestVersion": "1.0.0"', '"latestVersion": "1.1.0"')
+    )
+  })
+
+  it('does not write partial changes when a source fails', async () => {
+    const rootDir = await createManifestRoot([
+      {
+        id: 'first',
+        latestVersion: '1.0.0',
+        releaseTracking: { provider: 'npm', identifier: 'first' },
+      },
+      {
+        id: 'second',
+        latestVersion: '1.0.0',
+        releaseTracking: { provider: 'npm', identifier: 'second' },
+      },
+    ])
+    const fetchImpl: VersionFetch = async input => {
+      if (String(input).endsWith('second')) {
+        return {
+          ok: false,
+          status: 503,
+          statusText: 'Unavailable',
+          async json() {
+            return {}
+          },
+        }
+      }
+      return jsonFetch({ 'dist-tags': { latest: '1.1.0' } })(input)
+    }
+
+    await expect(syncProductVersions({ rootDir, write: true, fetchImpl })).rejects.toThrow(
+      'failed without writing changes'
+    )
+    const first = JSON.parse(
+      await fs.readFile(path.join(rootDir, 'manifests', 'clis', 'first.json'), 'utf8')
+    ) as Record<string, unknown>
+    expect(first.latestVersion).toBe('1.0.0')
+  })
+
+  it('rejects npm version downgrades', async () => {
+    const rootDir = await createManifestRoot([
+      {
+        id: 'example',
+        latestVersion: '2.0.0',
+        releaseTracking: { provider: 'npm', identifier: 'example' },
+      },
+    ])
+
+    await expect(
+      syncProductVersions({
+        rootDir,
+        write: true,
+        fetchImpl: jsonFetch({ 'dist-tags': { latest: '1.9.0' } }),
+      })
+    ).rejects.toThrow('older than recorded version')
+  })
+})
diff --git a/tests/validate/manifests.schema.test.ts b/tests/validate/manifests.schema.test.ts
index c36aa14b..20f211c4 100644
--- a/tests/validate/manifests.schema.test.ts
+++ b/tests/validate/manifests.schema.test.ts
@@ -132,6 +132,7 @@ function validateAllManifests(rootDir: string): string[] {
 
   const manifestSchemaMap: Record<string, string> = {
     clis: 'cli.schema.json',
+    desktops: 'desktop.schema.json',
     ides: 'ide.schema.json',
     extensions: 'extension.schema.json',
     providers: 'provider.schema.json',
diff --git a/tests/validate/ranking-data.schema.test.ts b/tests/validate/ranking-data.schema.test.ts
index 1f7ffe9c..32b0d573 100644
--- a/tests/validate/ranking-data.schema.test.ts
+++ b/tests/validate/ranking-data.schema.test.ts
@@ -5,11 +5,9 @@ import addFormats from 'ajv-formats'
 import { describe, expect, it } from 'vitest'
 
 describe('validate: ranking data schemas', () => {
-  it.each([
-    'model-intelligence-index',
-    'model-price-intelligence-index',
-  ])('validates the %s configuration', dataName => {
+  it('validates the model-price-intelligence-index configuration', () => {
     const rootDir = path.resolve(__dirname, '../..')
+    const dataName = 'model-price-intelligence-index'
     const schema = JSON.parse(
       fs.readFileSync(path.join(rootDir, `data/$schemas/${dataName}.schema.json`), 'utf8')
     )
diff --git a/tests/validate/typesAlignment.test.ts b/tests/validate/typesAlignment.test.ts
index 958370dc..6d30beca 100644
--- a/tests/validate/typesAlignment.test.ts
+++ b/tests/validate/typesAlignment.test.ts
@@ -144,6 +144,11 @@ function validateTypesAlignment(rootDir: string): string[] {
       iface: 'ManifestCLI',
       name: 'CLI',
     },
+    {
+      schema: path.join(schemasDir, 'desktop.schema.json'),
+      iface: 'ManifestDesktop',
+      name: 'Desktop',
+    },
   ] as const
 
   for (const check of checks) {