sync: AI review scores, reviewed page, search improvements, score filter

- Surface AI review scores across skill pages, browse, and search - Add dedicated /reviewed page with score filtering - Add recommended sort using Meilisearch relevance + AI scores - Fix search sort defaulting to stars instead of recommended - Fix CLI TypeScript null check for aiScore in search command - Adjust cache TTL for reviewed content Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-14 05:05:37 +03:30
parent 4212b5ba47
commit 3e22d2e238
34 changed files with 929 additions and 194 deletions
--- a/apps/cli/package.json
+++ b/apps/cli/package.json
@@ -1,6 +1,6 @@
 {
  "name": "skillhub",
-  "version": "0.2.5",
+  "version": "0.2.9",
  "description": "CLI tool for managing AI Agent skills - search, install, and update skills for Claude, Codex, Copilot, and more",
  "author": "SkillHub Contributors",
  "license": "MIT",
--- a/apps/cli/src/commands/install.ts
+++ b/apps/cli/src/commands/install.ts
@@ -39,7 +39,12 @@ export async function install(skillId: string, options: InstallOptions): Promise
      try {
        skillInfo = await getSkill(skillId);
        if (skillInfo) {
-          spinner.succeed(`Found in registry: ${skillInfo.name}`);
+          const reviewBadge = skillInfo.aiScore && skillInfo.reviewStatus === 'ai-reviewed'
+            ? chalk.dim(` | AI: ${skillInfo.aiScore}/100`)
+            : skillInfo.reviewStatus === 'verified'
+            ? chalk.green(` | AI: ${skillInfo.aiScore}/100 ✓`)
+            : '';
+          spinner.succeed(`Found in registry: ${skillInfo.name}${reviewBadge}`);
          spinner.start('Preparing installation...');
        }
      } catch (error) {
--- a/apps/cli/src/commands/search.ts
+++ b/apps/cli/src/commands/search.ts
@@ -18,7 +18,7 @@ export async function search(query: string, options: SearchOptions): Promise<voi
  try {
    const limit = parseInt(options.limit || '10');
    const page = parseInt(options.page || '1');
-    const sort = options.sort || 'downloads';
+    const sort = options.sort || 'recommended';
    const result = await searchSkills(query, {
      platform: options.platform,
      limit,
@@ -34,7 +34,7 @@ export async function search(query: string, options: SearchOptions): Promise<voi
      return;
    }

-    const sortLabel = { downloads: 'downloads', stars: 'GitHub stars', rating: 'rating', recent: 'recently updated' }[sort] || sort;
+    const sortLabel = { recommended: 'recommended', downloads: 'downloads', stars: 'GitHub stars', rating: 'rating', recent: 'recently updated', aiScore: 'AI score' }[sort] || sort;
    console.log(chalk.bold(`Found ${result.pagination.total} skills (sorted by ${sortLabel}):\n`));

    // Print results as a table
@@ -57,9 +57,14 @@ export async function search(query: string, options: SearchOptions): Promise<voi
        `${num} ${verified} ${chalk.cyan(skill.id.padEnd(38))} ${security}`
      );

-      // Second line: downloads, stars, description
+      // Second line: AI score (if reviewed) + downloads + stars + description
+      const aiScore = skill.aiScore;
+      const hasAiScore = aiScore != null && aiScore > 0 && skill.reviewStatus && skill.reviewStatus !== 'unreviewed' && skill.reviewStatus !== 'auto-scored';
+      const aiPrefix = hasAiScore
+        ? `${chalk.magenta('AI')} ${(aiScore >= 75 ? chalk.green : aiScore >= 50 ? chalk.yellow : chalk.dim)(String(aiScore))}  `
+        : '';
      console.log(
-        `     ⬇ ${formatNumber(skill.downloadCount).padStart(6)}  ⭐ ${formatNumber(skill.githubStars).padStart(6)}  ${chalk.dim(skill.description.slice(0, 55))}${skill.description.length > 55 ? '...' : ''}`
+        `     ${aiPrefix}⬇ ${formatNumber(skill.downloadCount).padStart(6)}  ⭐ ${formatNumber(skill.githubStars).padStart(6)}  ${chalk.dim(skill.description.slice(0, hasAiScore ? 45 : 55))}${skill.description.length > (hasAiScore ? 45 : 55) ? '...' : ''}`
      );

      // Third line: Rating (only if ratingCount >= 3)
@@ -83,8 +88,8 @@ export async function search(query: string, options: SearchOptions): Promise<voi
      );
    }

-    if (sort === 'downloads') {
-      console.log(chalk.dim(`Sort options: ${chalk.white('--sort stars|rating|recent')}`));
+    if (sort === 'recommended') {
+      console.log(chalk.dim(`Sort options: ${chalk.white('--sort aiScore|downloads|stars|rating|recent')}`));
    }
  } catch (error) {
    spinner.fail('Search failed');
--- a/apps/cli/src/index.ts
+++ b/apps/cli/src/index.ts
@@ -46,7 +46,7 @@ program
  .command('search <query>')
  .description('Search for skills in the registry')
  .option('-p, --platform <platform>', 'Filter by platform')
-  .option('-s, --sort <sort>', 'Sort by: downloads, stars, rating, recent', 'downloads')
+  .option('-s, --sort <sort>', 'Sort by: recommended, aiScore, downloads, stars, rating, recent', 'recommended')
  .option('-l, --limit <number>', 'Number of results', '10')
  .option('--page <number>', 'Page number', '1')
  .action(async (query: string, options) => {
--- a/apps/cli/src/utils/api.ts
+++ b/apps/cli/src/utils/api.ts
@@ -126,6 +126,8 @@ export interface SkillInfo {
  sourceFormat?: string;
  rating?: number | null;
  ratingCount?: number | null;
+  reviewStatus?: string | null;
+  aiScore?: number | null;
  isVerified: boolean;
  compatibility: {
    platforms: string[];
--- a/apps/web/app/[locale]/browse/page.tsx
+++ b/apps/web/app/[locale]/browse/page.tsx
@@ -38,12 +38,16 @@ async function getSkills(params: {
    const limit = 20;
    const page = parseInt(params.page || '1');

+    // Default sort: lastDownloaded for browsing, recommended when searching
+    const defaultSort = params.q ? 'recommended' : 'lastDownloaded';
+    const effectiveSort = params.sort || defaultSort;
+
    const hash = hashSearchParams({
      q: params.q,
      category: params.category,
      platform: params.platform && params.platform !== 'all' ? params.platform : undefined,
      format: params.format || 'skill.md',
-      sort: params.sort || 'lastDownloaded',
+      sort: effectiveSort,
      page,
    });

@@ -54,12 +58,14 @@ async function getSkills(params: {
        const db = createDb();
        const offset = (page - 1) * limit;

-        const sortMap: Record<string, 'stars' | 'downloads' | 'rating' | 'updated' | 'lastDownloaded'> = {
+        const sortMap: Record<string, 'stars' | 'downloads' | 'rating' | 'updated' | 'lastDownloaded' | 'aiScore' | 'recommended'> = {
          'stars': 'stars',
          'downloads': 'downloads',
          'recent': 'updated',
          'rating': 'rating',
          'lastDownloaded': 'lastDownloaded',
+          'aiScore': 'aiScore',
+          'recommended': 'recommended',
        };

        const filterOptions = {
@@ -67,7 +73,7 @@ async function getSkills(params: {
          category: params.category,
          platform: params.platform && params.platform !== 'all' ? params.platform : undefined,
          sourceFormat: params.format || 'skill.md',
-          sortBy: sortMap[params.sort || 'lastDownloaded'] || 'lastDownloaded',
+          sortBy: sortMap[effectiveSort] || defaultSort,
          sortOrder: 'desc' as const,
          limit,
          offset,
@@ -117,11 +123,13 @@ export default async function BrowsePage({ params, searchParams }: BrowsePagePro
  const tCommon = await getTranslations('common');

  const sortOptions = [
+    { id: 'recommended', name: t('filters.sortOptions.recommended') },
    { id: 'lastDownloaded', name: t('filters.sortOptions.lastDownloaded') },
    { id: 'downloads', name: t('filters.sortOptions.downloads') },
-    { id: 'stars', name: t('filters.sortOptions.stars') },
+    { id: 'aiScore', name: t('filters.sortOptions.aiScore') },
    { id: 'recent', name: t('filters.sortOptions.recent') },
    { id: 'rating', name: t('filters.sortOptions.rating') },
+    { id: 'stars', name: t('filters.sortOptions.stars') },
  ];

  // Fetch categories hierarchically for filter dropdown with translations (cached 12h)
@@ -202,9 +210,10 @@ export default async function BrowsePage({ params, searchParams }: BrowsePagePro

  // Get category name for active filters display
  const currentCategory = searchParamsResolved.category;
-  const currentSort = searchParamsResolved.sort || 'lastDownloaded';
+  const defaultSort = searchParamsResolved.q ? 'recommended' : 'lastDownloaded';
+  const currentSort = searchParamsResolved.sort || defaultSort;
  const currentFormat = searchParamsResolved.format || '';
-  const hasActiveFilters = !!(searchParamsResolved.q || currentCategory || (currentSort && currentSort !== 'lastDownloaded') || currentFormat);
+  const hasActiveFilters = !!(searchParamsResolved.q || currentCategory || (currentSort && currentSort !== defaultSort) || currentFormat);

  // Find category name from hierarchical categories
  let categoryName = '';
--- a/apps/web/app/[locale]/docs/api/page.tsx
+++ b/apps/web/app/[locale]/docs/api/page.tsx
@@ -61,7 +61,7 @@ export default async function ApiDocsPage({
        { name: 'format', type: 'string', required: false, description: t('api.params.format'), default: 'skill.md' },
        { name: 'verified', type: 'boolean', required: false, description: t('api.params.verified') },
        { name: 'minStars', type: 'number', required: false, description: t('api.params.minStars') },
-        { name: 'sort', type: 'string', required: false, description: t('api.params.sort') + ' (stars, downloads, rating, recent)', default: 'downloads' },
+        { name: 'sort', type: 'string', required: false, description: t('api.params.sort') + ' (recommended, aiScore, downloads, stars, rating, recent)', default: 'recommended' },
        { name: 'page', type: 'number', required: false, description: t('api.params.page'), default: '1' },
        { name: 'limit', type: 'number', required: false, description: t('api.params.limit'), default: '20' },
      ],
@@ -79,7 +79,9 @@ export default async function ApiDocsPage({
      "rating": 4.5,
      "ratingCount": 23,
      "isVerified": true,
-      "compatibility": { "platforms": ["claude", "cursor"] }
+      "compatibility": { "platforms": ["claude", "cursor"] },
+      "reviewStatus": "ai-reviewed",
+      "aiScore": 85
    }
  ],
  "pagination": {
@@ -88,7 +90,7 @@ export default async function ApiDocsPage({
    "total": 150,
    "totalPages": 8
  },
-  "searchEngine": "meilisearch"
+  "searchEngine": "postgresql"
 }`,
      notes: t('api.notes.searchFallback'),
    },
@@ -115,7 +117,17 @@ export default async function ApiDocsPage({
  "isVerified": true,
  "compatibility": { "platforms": ["claude"] },
  "rawContent": "# Code Review\\n...",
-  "sourceFormat": "skill.md"
+  "sourceFormat": "skill.md",
+  "reviewStatus": "ai-reviewed",
+  "aiScore": 85,
+  "review": {
+    "ai_score": 85,
+    "instruction_quality": 90,
+    "description_precision": 80,
+    "usefulness": 85,
+    "technical_soundness": 85,
+    "review_notes": "RATIONALE: ..."
+  }
 }`,
      notes: t('api.notes.viewCount'),
    },
--- a/apps/web/app/[locale]/docs/cli/page.tsx
+++ b/apps/web/app/[locale]/docs/cli/page.tsx
@@ -122,6 +122,9 @@ export default async function CliDocsPage({
                    <code className="block text-sm font-mono">
                      <span className="text-text-muted">$</span> npx skillhub search &quot;code review&quot; --sort stars --limit 5
                    </code>
+                    <code className="block text-sm font-mono text-text-muted mt-1">
+                      # Sort options: recommended (default), aiScore, downloads, stars, rating, recent
+                    </code>
                  </div>
                  {/* Update all */}
                  <div>
--- a/apps/web/app/[locale]/docs/getting-started/page.tsx
+++ b/apps/web/app/[locale]/docs/getting-started/page.tsx
@@ -44,6 +44,7 @@ npx skillhub uninstall <skill-name>  # when done

 Rules:
 - Only install skills with security status "Pass"
+- Prefer skills with AI review scores (shown as "AI 75+" in results)
 - After installing, read the SKILL.md and follow its instructions
 - Search during planning phase for best results`,

@@ -55,9 +56,9 @@ npx skillhub install <skill-id> --project
 npx skillhub uninstall <skill-name>
 \`\`\`

-Search for unfamiliar tech or complex tasks. Only install "Pass" security status. Read SKILL.md after install.`,
+Search for unfamiliar tech or complex tasks. Only install "Pass" security. Prefer "AI 75+" reviewed skills. Read SKILL.md after install.`,

-    oneshot: `You have access to SkillHub (${count} AI agent skills, ${siteUrl}). For unfamiliar or complex tasks: \`npx skillhub search "<query>" --limit 5\` then \`npx skillhub install <id> --project\`. Only "Pass" security. Read SKILL.md after install. Uninstall when done.`,
+    oneshot: `You have access to SkillHub (${count} AI agent skills, ${siteUrl}). For unfamiliar or complex tasks: \`npx skillhub search "<query>" --limit 5\` then \`npx skillhub install <id> --project\`. Only "Pass" security, prefer "AI 75+" reviewed. Read SKILL.md after install. Uninstall when done.`,
  };
 }

--- a/apps/web/app/[locale]/page.tsx
+++ b/apps/web/app/[locale]/page.tsx
@@ -5,7 +5,7 @@ import { Header } from '@/components/Header';
 import { Footer } from '@/components/Footer';
 import { HeroSearch } from '@/components/HeroSearch';
 import { SkillCard } from '@/components/SkillCard';
-import { createDb, categoryQueries, skillQueries, skills, sql } from '@skillhub/db';
+import { createDb, skillQueries, skills, sql } from '@skillhub/db';
 import { formatCompactNumber } from '@/lib/format-number';
 import { getPageAlternates } from '@/lib/seo';
 import { getOrSetCache, cacheKeys, cacheTTL } from '@/lib/cache';
@@ -24,7 +24,7 @@ async function getStats() {
      const browseReady = sql`${skills.isDuplicate} = false AND ${skills.isStale} = false`;

      // Run all independent count queries in parallel
-      const [skillsResult, downloadsResult, categories, contributorsResult, totalIndexedResult] = await Promise.all([
+      const [skillsResult, downloadsResult, contributorsResult, totalIndexedResult, reviewedResult] = await Promise.all([
        // Get total skills count (browse-ready, SKILL.md only)
        db.select({ count: sql<number>`count(*)::int` })
          .from(skills)
@@ -32,8 +32,6 @@ async function getStats() {
        // Get total downloads (ALL skills — downloads are real user actions)
        db.select({ sum: sql<number>`coalesce(sum(${skills.downloadCount}), 0)::int` })
          .from(skills),
-        // Get total categories
-        categoryQueries.getAll(db),
        // Get unique contributors (browse-ready skills only)
        db.select({ count: sql<number>`count(distinct ${skills.githubOwner})::int` })
          .from(skills)
@@ -42,14 +40,18 @@ async function getStats() {
        db.select({ count: sql<number>`count(*)::int` })
          .from(skills)
          .where(sql`${skills.isBlocked} = false`),
+        // Get AI-reviewed skills count
+        db.select({ count: sql<number>`count(*)::int` })
+          .from(skills)
+          .where(sql`${skills.sourceFormat} = 'skill.md' AND ${skills.isBlocked} = false AND ${browseReady} AND ${skills.reviewStatus} IN ('ai-reviewed', 'verified')`),
      ]);

      return {
        totalSkills: skillsResult[0]?.count ?? 0,
        totalDownloads: downloadsResult[0]?.sum ?? 0,
-        totalCategories: categories.length,
        totalContributors: contributorsResult[0]?.count ?? 0,
        totalIndexed: totalIndexedResult[0]?.count ?? 0,
+        totalReviewed: reviewedResult[0]?.count ?? 0,
        platforms: 5,
      };
    });
@@ -110,10 +112,10 @@ export default async function HomePage({
  ]);

  const stats = [
-    { value: statsData ? formatCompactNumber(statsData.totalSkills, locale) : '۰', label: t('stats.skills'), icon: Layers },
-    { value: statsData ? formatCompactNumber(statsData.totalDownloads, locale) : '۰', label: t('stats.downloads'), icon: Download },
-    { value: statsData ? formatCompactNumber(statsData.totalContributors, locale) : '۰', label: t('stats.contributors'), icon: Users },
-    { value: statsData ? formatCompactNumber(statsData.totalCategories || 8, locale) : '۸', label: t('stats.categories'), icon: Sparkles },
+    { value: statsData ? formatCompactNumber(statsData.totalSkills, locale) : '۰', label: t('stats.skills'), icon: Layers, href: `/${locale}/browse` },
+    { value: statsData ? formatCompactNumber(statsData.totalDownloads, locale) : '۰', label: t('stats.downloads'), icon: Download, href: `/${locale}/browse?sort=downloads` },
+    { value: statsData ? formatCompactNumber(statsData.totalContributors, locale) : '۰', label: t('stats.contributors'), icon: Users, href: `/${locale}/attribution` },
+    { value: statsData ? formatCompactNumber(statsData.totalReviewed ?? 0, locale) : '۰', label: t('stats.reviewed'), icon: Sparkles, href: `/${locale}/reviewed` },
  ];

  const steps = [
@@ -189,17 +191,17 @@ export default async function HomePage({
          <div className="container-main">
            <div className="grid grid-cols-2 md:grid-cols-4 gap-8">
              {stats.map((stat, index) => (
-                <div key={index} className="text-center">
-                  <div className="inline-flex items-center justify-center w-12 h-12 rounded-xl bg-primary-50 text-primary-600 mb-3">
+                <Link key={index} href={stat.href} className="text-center group">
+                  <div className="inline-flex items-center justify-center w-12 h-12 rounded-xl bg-primary-50 text-primary-600 mb-3 group-hover:bg-primary-100 transition-colors">
                    <stat.icon className="w-6 h-6" />
                  </div>
                  <div className="text-3xl font-bold text-text-primary ltr-nums mb-1">
                    {stat.value}
                  </div>
-                  <div className="text-text-secondary">
+                  <div className="text-text-secondary group-hover:text-primary-600 transition-colors">
                    {stat.label}
                  </div>
-                </div>
+                </Link>
              ))}
            </div>
            <p className="text-center text-text-muted text-sm mt-6">
--- a/apps/web/app/[locale]/reviewed/page.tsx
+++ b/apps/web/app/[locale]/reviewed/page.tsx
@@ -0,0 +1,152 @@
+import { getTranslations, setRequestLocale } from 'next-intl/server';
+import { Header } from '@/components/Header';
+import { Footer } from '@/components/Footer';
+import { createDb, skillQueries } from '@skillhub/db';
+import { toPersianNumber } from '@/lib/format-number';
+import { Pagination } from '@/components/BrowseFilters';
+import { SkillCard } from '@/components/SkillCard';
+import { ReviewedSortSelector } from '@/components/ReviewedSortSelector';
+import { getPageAlternates } from '@/lib/seo';
+import { getOrSetCache, cacheKeys, cacheTTL } from '@/lib/cache';
+import { Sparkles } from 'lucide-react';
+
+
+// Force dynamic rendering to fetch fresh data from database
+export const dynamic = 'force-dynamic';
+
+interface ReviewedPageProps {
+  params: Promise<{ locale: string }>;
+  searchParams: Promise<{ page?: string; sort?: string; score?: string }>;
+}
+
+async function getReviewedSkillsData(sort: string, page: number, limit: number, minScore: number) {
+  const validSort = (sort === 'aiScore' ? 'aiScore' : 'reviewDate') as 'reviewDate' | 'aiScore';
+  try {
+    return await getOrSetCache(cacheKeys.reviewedPage(validSort, page, minScore), cacheTTL.reviewed, async () => {
+      const db = createDb();
+      const offset = (page - 1) * limit;
+      const [skills, total] = await Promise.all([
+        skillQueries.getReviewedSkills(db, validSort, limit, offset, minScore),
+        skillQueries.countReviewedSkills(db, minScore),
+      ]);
+      return { skills, total };
+    });
+  } catch (error) {
+    console.error('Error fetching reviewed skills:', error);
+    return { skills: [], total: 0 };
+  }
+}
+
+export async function generateMetadata({
+  params,
+}: {
+  params: Promise<{ locale: string }>;
+}) {
+  const { locale } = await params;
+  return {
+    alternates: getPageAlternates(locale, '/reviewed'),
+  };
+}
+
+export default async function ReviewedPage({
+  params,
+  searchParams,
+}: ReviewedPageProps) {
+  const { locale } = await params;
+  const searchParamsResolved = await searchParams;
+  setRequestLocale(locale);
+  const t = await getTranslations('reviewed');
+  const tBrowse = await getTranslations('browse');
+
+  const limit = 12;
+  const page = parseInt(searchParamsResolved.page || '1');
+  const sort = searchParamsResolved.sort || 'reviewDate';
+  const minScore = searchParamsResolved.score === '0' ? 0 : 50;
+  const { skills: reviewedSkills, total } = await getReviewedSkillsData(sort, page, limit, minScore);
+  const totalPages = Math.ceil(total / limit);
+
+  const startItem = (page - 1) * limit + 1;
+  const endItem = Math.min(page * limit, total);
+
+  const paginationTranslations = {
+    previous: tBrowse('pagination.previous'),
+    next: tBrowse('pagination.next'),
+    page: tBrowse('pagination.page'),
+    of: tBrowse('pagination.of'),
+  };
+
+  const sortTranslations = {
+    sortBy: t('sortBy'),
+    reviewDate: t('sortOptions.reviewDate'),
+    aiScore: t('sortOptions.aiScore'),
+    scoreFilter: t('scoreFilter'),
+    scoreAbove50: t('scoreOptions.above50'),
+    scoreAll: t('scoreOptions.all'),
+  };
+
+  return (
+    <div className="min-h-screen flex flex-col">
+      <Header />
+      <main className="flex-1">
+        <section className="section-header bg-gradient-subtle">
+          <div className="container-main text-center">
+            <div className="inline-flex items-center justify-center w-14 h-14 rounded-2xl bg-primary-50 text-primary-600 mb-4">
+              <Sparkles className="w-7 h-7" />
+            </div>
+            <h1 className="hero-title mb-4">{t('title')}</h1>
+            <p className="hero-subtitle max-w-2xl mx-auto mb-6">{t('subtitle')}</p>
+            <p className="text-text-secondary text-sm max-w-3xl mx-auto leading-relaxed">
+              {t('explanation')}
+            </p>
+          </div>
+        </section>
+
+        <section className="section bg-surface">
+          <div className="container-main">
+            {/* Sort and results info */}
+            <div className="flex flex-col sm:flex-row items-start sm:items-center justify-between gap-4 mb-6">
+              {total > 0 && (
+                <p className="text-text-secondary text-sm">
+                  {tBrowse('resultsRange', {
+                    start: locale === 'fa' ? toPersianNumber(startItem) : startItem,
+                    end: locale === 'fa' ? toPersianNumber(endItem) : endItem,
+                    total: locale === 'fa' ? toPersianNumber(total) : total
+                  })}
+                </p>
+              )}
+              <ReviewedSortSelector
+                locale={locale}
+                translations={sortTranslations}
+              />
+            </div>
+
+            <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-6">
+              {reviewedSkills.map((skill) => (
+                <SkillCard
+                  key={skill.id}
+                  skill={skill}
+                  locale={locale}
+                />
+              ))}
+            </div>
+
+            {total === 0 && (
+              <p className="text-center text-text-muted py-12">
+                {locale === 'fa' ? 'هنوز مهارتی بررسی نشده است.' : 'No reviewed skills yet.'}
+              </p>
+            )}
+
+            {/* Pagination */}
+            <Pagination
+              currentPage={page}
+              totalPages={totalPages}
+              locale={locale}
+              translations={paginationTranslations}
+            />
+          </div>
+        </section>
+      </main>
+      <Footer />
+    </div>
+  );
+}
--- a/apps/web/app/[locale]/skill/[...id]/page.tsx
+++ b/apps/web/app/[locale]/skill/[...id]/page.tsx
@@ -4,7 +4,7 @@ import { notFound } from 'next/navigation';
 import { headers } from 'next/headers';
 import {
  Star, Download, Shield, CheckCircle, Copy,
-  ExternalLink, Github, Calendar, User, Tag, ChevronRight, Eye
+  ExternalLink, Github, Calendar, User, Tag, ChevronRight, Eye, Sparkles
 } from 'lucide-react';
 import { Header } from '@/components/Header';
 import { Footer } from '@/components/Footer';
@@ -12,8 +12,8 @@ import { FavoriteButton } from '@/components/FavoriteButton';
 import { RatingStars } from '@/components/RatingStars';
 import { InstallSection } from '@/components/InstallSection';
 import { ShareButton } from '@/components/ShareButton';
-import { createDb, skillQueries } from '@skillhub/db';
-import { FORMAT_LABELS } from 'skillhub-core';
+import { createDb, skillQueries, skillReviewQueries } from '@skillhub/db';
+import { FORMAT_LABELS, parseReviewNotes } from 'skillhub-core';
 import { formatCompactNumber } from '@/lib/format-number';
 import { shouldCountView, getOrSetCache, cacheKeys, cacheTTL } from '@/lib/cache';
 import type { Metadata } from 'next';
@@ -59,6 +59,36 @@ async function getSkill(skillId: string) {
  }
 }

+// Get skill review with Redis caching (1 hour TTL)
+async function getSkillReview(skillId: string) {
+  try {
+    return await getOrSetCache(cacheKeys.skillReview(skillId), cacheTTL.skill, async () => {
+      const db = createDb();
+      return await skillReviewQueries.getLatestBySkillId(db, skillId);
+    });
+  } catch {
+    return null;
+  }
+}
+
+// Score bar component for the review section
+function ScoreBar({ label, score }: { label: string; score: number | null | undefined }) {
+  if (score === null || score === undefined) return null;
+  const percentage = Math.min(score, 100);
+  const color = score >= 75 ? 'bg-success' : score >= 50 ? 'bg-gold' : 'bg-text-muted';
+  return (
+    <div>
+      <div className="flex justify-between text-xs mb-1">
+        <span className="text-text-muted">{label}</span>
+        <span className="text-text-primary font-medium ltr-nums">{score}</span>
+      </div>
+      <div className="h-1.5 bg-surface-subtle rounded-full">
+        <div className={`h-full rounded-full ${color}`} style={{ width: `${percentage}%` }} />
+      </div>
+    </div>
+  );
+}
+
 export default async function SkillPage({ params }: SkillPageProps) {
  const { locale, id } = await params;
  setRequestLocale(locale);
@@ -68,8 +98,11 @@ export default async function SkillPage({ params }: SkillPageProps) {
  const skillId = id.join('/');
  const isRTL = locale === 'fa';

-  // Get skill from database
-  const dbSkill = await getSkill(skillId);
+  // Get skill and review data from database (in parallel)
+  const [dbSkill, review] = await Promise.all([
+    getSkill(skillId),
+    getSkillReview(skillId),
+  ]);

  if (!dbSkill) {
    notFound();
@@ -124,6 +157,10 @@ export default async function SkillPage({ params }: SkillPageProps) {
    sourceFormat: dbSkill.sourceFormat || 'skill.md',
  };

+  // Parse review notes for structured display
+  const parsedNotes = review?.reviewNotes ? parseReviewNotes(review.reviewNotes) : null;
+  const hasReview = review && review.aiScore && (dbSkill.reviewStatus === 'ai-reviewed' || dbSkill.reviewStatus === 'verified');
+
  // Content section title based on source format (uses FORMAT_LABELS from skillhub-core)
  const getContentTitle = (format: string) => {
    const label = FORMAT_LABELS[format as keyof typeof FORMAT_LABELS] || FORMAT_LABELS['skill.md'];
@@ -255,12 +292,13 @@ export default async function SkillPage({ params }: SkillPageProps) {
                </p>

                {/* Author, Version, License & Last Update */}
-                <div className="flex flex-wrap items-center gap-4 text-sm">
+                <div className="flex flex-wrap items-center gap-3 text-sm">
                  <a
                    href={`https://github.com/${skill.author}`}
                    target="_blank"
                    rel="noopener noreferrer"
                    className="flex items-center gap-2 text-text-secondary hover:text-primary-600 transition-colors"
+                    aria-label={`GitHub profile: ${skill.author}`}
                  >
                    <div className="w-6 h-6 rounded-full bg-surface-subtle flex items-center justify-center">
                      <User className="w-4 h-4" />
@@ -268,47 +306,66 @@ export default async function SkillPage({ params }: SkillPageProps) {
                    <span className="font-medium">@{skill.author}</span>
                  </a>
                  {skill.version && (
-                    <>
-                      <span className="text-text-muted">•</span>
-                      <span className="flex items-center gap-1.5 text-text-muted">
-                        <Tag className="w-4 h-4" />
-                        <span className="ltr-nums">v{skill.version}</span>
-                      </span>
-                    </>
+                    <span className="flex items-center gap-1.5 text-text-muted bg-surface-subtle px-2 py-0.5 rounded">
+                      <Tag className="w-3.5 h-3.5" />
+                      <span className="ltr-nums">v{skill.version}</span>
+                    </span>
                  )}
-                  <span className="text-text-muted">•</span>
                  <span className="text-text-muted bg-surface-subtle px-2 py-0.5 rounded">
                    {skill.license}
                  </span>
-                  <span className="text-text-muted">•</span>
-                  <span className="flex items-center gap-1.5 text-text-muted">
-                    <Calendar className="w-4 h-4" />
+                  <span className="flex items-center gap-1.5 text-text-muted bg-surface-subtle px-2 py-0.5 rounded">
+                    <Calendar className="w-3.5 h-3.5" />
                    <span className="ltr-nums">{skill.updatedAt}</span>
                  </span>
                </div>
              </div>

-              {/* Right: Actions */}
-              <div className="flex items-center gap-3">
-                <FavoriteButton skillId={skill.id} size="lg" showLabel={true} />
-                <ShareButton
-                  title={skill.name}
-                  path={`/${locale}/skill/${skill.id}`}
-                  translations={{
-                    share: t('share.button'),
-                    copied: t('share.copied'),
-                    copyLink: t('share.copyLink'),
-                  }}
-                />
-                <a
-                  href={skill.repository}
-                  target="_blank"
-                  rel="noopener noreferrer"
-                  className="p-3 rounded-xl bg-surface-elevated hover:bg-surface-subtle border border-border text-text-secondary hover:text-text-primary transition-colors"
-                  title="GitHub"
-                >
-                  <Github className="w-5 h-5" />
-                </a>
+              {/* Right: Actions + AI Score Summary */}
+              <div className="flex flex-col items-start lg:items-end gap-4">
+                <div className="flex items-center gap-2">
+                  <FavoriteButton skillId={skill.id} size="lg" showLabel={false} />
+                  <ShareButton
+                    title={skill.name}
+                    path={`/${locale}/skill/${skill.id}`}
+                    translations={{
+                      share: t('share.button'),
+                      copied: t('share.copied'),
+                      copyLink: t('share.copyLink'),
+                    }}
+                  />
+                  <a
+                    href={skill.repository}
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="p-3 rounded-xl bg-surface-elevated hover:bg-surface-subtle border border-border text-text-secondary hover:text-text-primary transition-colors"
+                    aria-label="GitHub repository"
+                  >
+                    <Github className="w-5 h-5" />
+                  </a>
+                  {skill.homepage && (
+                    <a
+                      href={skill.homepage}
+                      target="_blank"
+                      rel="noopener noreferrer"
+                      className="p-3 rounded-xl bg-surface-elevated hover:bg-surface-subtle border border-border text-text-secondary hover:text-text-primary transition-colors"
+                      aria-label={isRTL ? 'وبسایت' : 'Homepage'}
+                    >
+                      <ExternalLink className="w-5 h-5" />
+                    </a>
+                  )}
+                </div>
+
+                {/* Compact AI Review Score */}
+                {hasReview && (
+                  <div className="flex items-center gap-3 px-4 py-3 bg-surface-elevated rounded-xl border border-border">
+                    <Sparkles className={`w-5 h-5 ${review.aiScore! >= 75 ? 'text-success' : 'text-gold'}`} />
+                    <span className={`text-2xl font-bold ltr-nums ${review.aiScore! >= 75 ? 'text-success' : review.aiScore! >= 50 ? 'text-gold' : 'text-text-primary'}`}>
+                      {review.aiScore}
+                    </span>
+                    <span className="text-sm text-text-muted">{t('review.outOf100')}</span>
+                  </div>
+                )}
              </div>
            </div>
          </div>
@@ -369,8 +426,8 @@ export default async function SkillPage({ params }: SkillPageProps) {
        {/* Stats Bar */}
        <div className="bg-surface-elevated border-b border-border">
          <div className="container-main">
-            <div className="flex items-center gap-6 lg:gap-10 py-4 overflow-x-auto">
-              <div className="flex items-center gap-2 min-w-fit">
+            <div className="flex flex-wrap items-center gap-4 lg:gap-8 py-4">
+              <div className="flex items-center gap-2">
                <RatingStars
                  skillId={skill.id}
                  averageRating={skill.rating}
@@ -378,29 +435,29 @@ export default async function SkillPage({ params }: SkillPageProps) {
                  size="sm"
                />
              </div>
-              <div className="h-6 w-px bg-border" />
-              <div className="flex items-center gap-2 min-w-fit">
-                <Star className="w-5 h-5 text-gold" />
+              <div className="hidden sm:block h-5 w-px bg-border" />
+              <div className="flex items-center gap-2">
+                <Star className="w-4 h-4 lg:w-5 lg:h-5 text-gold" />
                <span className="font-semibold text-text-primary ltr-nums">
                  {formatCompactNumber(skill.stars, locale)}
                </span>
-                <span className="text-text-muted text-sm">{tCommon('stars')}</span>
+                <span className="text-text-muted text-sm hidden sm:inline">{tCommon('stars')}</span>
              </div>
-              <div className="h-6 w-px bg-border" />
-              <div className="flex items-center gap-2 min-w-fit">
-                <Download className="w-5 h-5 text-primary-500" />
+              <div className="hidden sm:block h-5 w-px bg-border" />
+              <div className="flex items-center gap-2">
+                <Download className="w-4 h-4 lg:w-5 lg:h-5 text-primary-500" />
                <span className="font-semibold text-text-primary ltr-nums">
                  {formatCompactNumber(skill.downloads, locale)}
                </span>
-                <span className="text-text-muted text-sm">{tCommon('downloads')}</span>
+                <span className="text-text-muted text-sm hidden sm:inline">{tCommon('downloads')}</span>
              </div>
-              <div className="h-6 w-px bg-border" />
-              <div className="flex items-center gap-2 min-w-fit">
-                <Eye className="w-5 h-5 text-text-muted" />
+              <div className="hidden sm:block h-5 w-px bg-border" />
+              <div className="flex items-center gap-2">
+                <Eye className="w-4 h-4 lg:w-5 lg:h-5 text-text-muted" />
                <span className="font-semibold text-text-primary ltr-nums">
                  {formatCompactNumber(skill.views, locale)}
                </span>
-                <span className="text-text-muted text-sm">{tCommon('views')}</span>
+                <span className="text-text-muted text-sm hidden sm:inline">{tCommon('views')}</span>
              </div>
            </div>
          </div>
@@ -445,6 +502,27 @@ export default async function SkillPage({ params }: SkillPageProps) {
                />
              </div>

+              {/* AI Review Card (Mobile) */}
+              {hasReview && (
+                <div className="lg:hidden bg-surface-elevated rounded-2xl border border-border p-6">
+                  <h3 className="font-semibold text-text-primary mb-4 flex items-center gap-2">
+                    <Sparkles className="w-4 h-4 text-primary-500" />
+                    {t('review.title')}
+                  </h3>
+                  <div className="space-y-4">
+                    <div className="space-y-3">
+                      <ScoreBar label={t('review.instructionQuality')} score={review.instructionQuality} />
+                      <ScoreBar label={t('review.descriptionPrecision')} score={review.descriptionPrecision} />
+                      <ScoreBar label={t('review.usefulness')} score={review.usefulness} />
+                      <ScoreBar label={t('review.technicalSoundness')} score={review.technicalSoundness} />
+                    </div>
+                    {parsedNotes?.rationale && (
+                      <p className="text-sm text-text-secondary pt-3 border-t border-border" dir="auto">{parsedNotes.rationale}</p>
+                    )}
+                  </div>
+                </div>
+              )}
+
              {/* README Section */}
              <div className="bg-surface-elevated rounded-2xl border border-border overflow-hidden">
                <div className="px-6 py-4 border-b border-border bg-surface-subtle/50">
@@ -455,58 +533,87 @@ export default async function SkillPage({ params }: SkillPageProps) {
                </div>
                <div className="p-6">
                  <div className="prose prose-slate dark:prose-invert max-w-none" dir="auto">
-                    <pre className="whitespace-pre-wrap text-sm leading-relaxed bg-surface-subtle rounded-xl p-4 overflow-x-auto text-start border border-border">
+                    <pre className="whitespace-pre-wrap break-words text-sm leading-relaxed bg-surface-subtle rounded-xl p-4 overflow-x-auto text-start border border-border">
                      <code>{skill.longDescription}</code>
                    </pre>
                  </div>
                </div>
              </div>

-              {/* Source Links (Mobile) */}
-              <div className="lg:hidden bg-surface-elevated rounded-2xl border border-border p-6">
-                <h3 className="font-semibold text-text-primary mb-4">
-                  {isRTL ? 'لینک‌ها' : 'Links'}
-                </h3>
-                <div className="space-y-3">
-                  <a
-                    href={skill.repository}
-                    target="_blank"
-                    rel="noopener noreferrer"
-                    className="flex items-center justify-between p-3 rounded-xl bg-surface-subtle hover:bg-surface-muted transition-colors group"
-                  >
-                    <div className="flex items-center gap-3">
-                      <Github className="w-5 h-5 text-text-muted" />
-                      <div>
-                        <div className="font-medium text-text-primary">{t('meta.repository')}</div>
-                        <div className="text-sm text-text-muted">{skill.author}/{skill.repo}</div>
-                      </div>
-                    </div>
-                    <ExternalLink className="w-4 h-4 text-text-muted group-hover:text-primary-600 transition-colors" />
-                  </a>
-                  {skill.homepage && (
-                    <a
-                      href={skill.homepage}
-                      target="_blank"
-                      rel="noopener noreferrer"
-                      className="flex items-center justify-between p-3 rounded-xl bg-surface-subtle hover:bg-surface-muted transition-colors group"
-                    >
-                      <div className="flex items-center gap-3">
-                        <ExternalLink className="w-5 h-5 text-text-muted" />
-                        <div>
-                          <div className="font-medium text-text-primary">{t('meta.homepage')}</div>
-                          <div className="text-sm text-text-muted truncate max-w-[200px]">{skill.homepage}</div>
-                        </div>
-                      </div>
-                      <ExternalLink className="w-4 h-4 text-text-muted group-hover:text-primary-600 transition-colors" />
-                    </a>
-                  )}
-                </div>
-              </div>
            </div>

            {/* Right: Sidebar (Desktop) */}
            <div className="hidden lg:block space-y-6">
              <div className="sticky top-24 max-h-[calc(100vh-7rem)] overflow-y-auto space-y-6 scrollbar-thin">
+                {/* AI Review Card (Desktop) — above Install for visibility */}
+                {hasReview && (
+                  <div className="bg-surface-elevated rounded-2xl border border-border p-6">
+                    <h3 className="font-semibold text-text-primary mb-4 flex items-center gap-2">
+                      <Sparkles className="w-4 h-4 text-primary-500" />
+                      {t('review.title')}
+                    </h3>
+
+                    {/* Overall Score */}
+                    <div className="text-center mb-4">
+                      <div className={`text-4xl font-bold ${review.aiScore! >= 75 ? 'text-success' : review.aiScore! >= 50 ? 'text-gold' : 'text-text-primary'}`}>
+                        {review.aiScore}
+                      </div>
+                      <div className="text-sm text-text-muted">{t('review.outOf100')}</div>
+                    </div>
+
+                    {/* 4-axis score bars */}
+                    <div className="space-y-3">
+                      <ScoreBar label={t('review.instructionQuality')} score={review.instructionQuality} />
+                      <ScoreBar label={t('review.descriptionPrecision')} score={review.descriptionPrecision} />
+                      <ScoreBar label={t('review.usefulness')} score={review.usefulness} />
+                      <ScoreBar label={t('review.technicalSoundness')} score={review.technicalSoundness} />
+                    </div>
+
+                    {/* Rationale */}
+                    {parsedNotes?.rationale && (
+                      <div className="mt-4 pt-4 border-t border-border">
+                        <p className="text-sm text-text-secondary" dir="auto">{parsedNotes.rationale}</p>
+                      </div>
+                    )}
+
+                    {/* Tags: Audience, Maturity, Complexity, Use Cases */}
+                    {(parsedNotes?.maturity || parsedNotes?.complexity || (parsedNotes?.audience && parsedNotes.audience.length > 0) || (parsedNotes?.useCases && parsedNotes.useCases.length > 0)) && (
+                      <div className="mt-4 pt-4 border-t border-border">
+                        <div className="flex flex-wrap gap-1.5">
+                          {parsedNotes?.maturity && (
+                            <span className="px-2 py-0.5 text-xs rounded bg-surface-subtle text-text-muted border border-border">
+                              {parsedNotes.maturity}
+                            </span>
+                          )}
+                          {parsedNotes?.complexity && (
+                            <span className="px-2 py-0.5 text-xs rounded bg-surface-subtle text-text-muted border border-border">
+                              {parsedNotes.complexity}
+                            </span>
+                          )}
+                          {parsedNotes?.audience?.map((a: string) => (
+                            <span key={a} className="px-2 py-0.5 text-xs rounded bg-primary-50 text-primary-700 dark:bg-primary-900/20 dark:text-primary-400">
+                              {a.trim()}
+                            </span>
+                          ))}
+                          {parsedNotes?.useCases?.map((uc: string) => (
+                            <span key={uc} className="px-2 py-0.5 text-xs rounded bg-success/10 text-success">
+                              {uc.trim()}
+                            </span>
+                          ))}
+                        </div>
+                      </div>
+                    )}
+
+                    {/* Reviewer info */}
+                    <div className="mt-3 text-xs text-text-muted">
+                      {t('review.reviewedBy', { reviewer: review.reviewer || 'AI' })}
+                      {review.reviewedAt && (
+                        <> {t('review.reviewedOn', { date: new Date(review.reviewedAt).toLocaleDateString(locale === 'fa' ? 'fa-IR' : 'en-US') })}</>
+                      )}
+                    </div>
+                  </div>
+                )}
+
                {/* Install Section */}
                <InstallSection
                  skillId={skill.id}
@@ -538,25 +645,6 @@ export default async function SkillPage({ params }: SkillPageProps) {
                    folderNoteSuffix: t('install.folderNoteSuffix') || '" will be created',
                  }}
                />
-
-                {/* Links Card (Desktop) */}
-                {skill.homepage && (
-                  <div className="bg-surface-elevated rounded-2xl border border-border p-6">
-                    <h3 className="font-semibold text-text-primary mb-4">
-                      {isRTL ? 'لینک‌ها' : 'Links'}
-                    </h3>
-                    <a
-                      href={skill.homepage}
-                      target="_blank"
-                      rel="noopener noreferrer"
-                      className="flex items-center gap-2 text-sm text-text-secondary hover:text-primary-600 transition-colors py-2"
-                    >
-                      <ExternalLink className="w-4 h-4" />
-                      <span className="flex-1">{t('meta.homepage')}</span>
-                      <ExternalLink className="w-3 h-3" />
-                    </a>
-                  </div>
-                )}
              </div>
            </div>
          </div>
--- a/apps/web/app/api/review/submit/route.ts
+++ b/apps/web/app/api/review/submit/route.ts
@@ -144,7 +144,7 @@ export async function POST(request: NextRequest) {
      const newStatus = r.set_verified ? 'verified' : 'ai-reviewed';
      if (r.set_verified) verifiedCount++;

-      await skillReviewQueries.updateSkillReviewStatus(db, r.skill_id, newStatus);
+      await skillReviewQueries.updateSkillReviewStatus(db, r.skill_id, newStatus, r.ai_score, new Date());
    }

    return NextResponse.json(
--- a/apps/web/app/api/skills/[...id]/route.ts
+++ b/apps/web/app/api/skills/[...id]/route.ts
@@ -1,5 +1,5 @@
 import { NextResponse, type NextRequest } from 'next/server';
-import { createDb, skillQueries } from '@skillhub/db';
+import { createDb, skillQueries, skillReviewQueries } from '@skillhub/db';
 import { shouldCountView, getOrSetCache, cacheKeys, cacheTTL } from '@/lib/cache';

 // Create database connection
@@ -35,12 +35,19 @@ export async function GET(
    const { id } = await params;
    const skillId = id.join('/');

-    // Get skill from database (cached 1h)
-    const skill = await getOrSetCache(
-      cacheKeys.skill(skillId),
-      cacheTTL.skill,
-      () => skillQueries.getById(db, skillId)
-    );
+    // Get skill and latest review from database (cached 1h)
+    const [skill, review] = await Promise.all([
+      getOrSetCache(
+        cacheKeys.skill(skillId),
+        cacheTTL.skill,
+        () => skillQueries.getById(db, skillId)
+      ),
+      getOrSetCache(
+        cacheKeys.skillReview(skillId),
+        cacheTTL.skill,
+        () => skillReviewQueries.getLatestBySkillId(db, skillId)
+      ),
+    ]);

    if (!skill) {
      return NextResponse.json(
@@ -83,9 +90,21 @@ export async function GET(
      triggers: skill.triggers,
      rawContent: skill.rawContent,
      sourceFormat: skill.sourceFormat || 'skill.md',
+      reviewStatus: skill.reviewStatus,
+      aiScore: skill.latestAiScore,
      createdAt: skill.createdAt,
      updatedAt: skill.updatedAt,
      indexedAt: skill.indexedAt,
+      review: review ? {
+        aiScore: review.aiScore,
+        instructionQuality: review.instructionQuality,
+        descriptionPrecision: review.descriptionPrecision,
+        usefulness: review.usefulness,
+        technicalSoundness: review.technicalSoundness,
+        reviewNotes: review.reviewNotes,
+        reviewer: review.reviewer,
+        reviewedAt: review.reviewedAt,
+      } : null,
    });
  } catch (error) {
    console.error('Error fetching skill:', error);
--- a/apps/web/app/api/skills/featured/route.ts
+++ b/apps/web/app/api/skills/featured/route.ts
@@ -67,6 +67,8 @@ export async function GET(request: NextRequest) {
        securityStatus: skill.securityStatus,
        isVerified: skill.isVerified,
        compatibility: skill.compatibility,
+        reviewStatus: skill.reviewStatus,
+        aiScore: skill.latestAiScore,
      })),
    };

--- a/apps/web/app/api/skills/route.ts
+++ b/apps/web/app/api/skills/route.ts
@@ -97,8 +97,14 @@ export async function GET(request: NextRequest) {
      const useMeilisearch = await isMeilisearchHealthy();

      if (useMeilisearch) {
-        // Use Meilisearch for full-text search with relevance ranking
-        // Note: category filter not supported in Meilisearch, handled in PostgreSQL fallback
+        // For 'recommended' sort, fetch more results from Meilisearch (by relevance),
+        // then post-process to boost ai-reviewed skills to the top
+        const isRecommended = sort === 'recommended';
+        const meiliSort = isRecommended ? undefined : sort as 'stars' | 'downloads' | 'rating' | 'recent';
+        // Fetch extra results for recommended so we have enough after re-ranking
+        const meiliLimit = isRecommended ? Math.min(limit * 3, 60) : limit;
+        const meiliOffset = isRecommended ? 0 : offset;
+
        const meiliResult = await meilisearchSearch({
          query,
          filters: {
@@ -106,13 +112,13 @@ export async function GET(request: NextRequest) {
            minStars: minStars > 0 ? minStars : undefined,
            verified: verified ? true : undefined,
          },
-          sort: sort as 'stars' | 'downloads' | 'rating' | 'recent',
-          limit,
-          offset,
+          sort: meiliSort,
+          limit: meiliLimit,
+          offset: meiliOffset,
        });

        if (meiliResult) {
-          const skills = meiliResult.hits.map((hit) => ({
+          let skills = meiliResult.hits.map((hit) => ({
            id: restoreIdFromMeili(hit.id),
            name: hit.name,
            description: hit.description,
@@ -121,13 +127,31 @@ export async function GET(request: NextRequest) {
            githubStars: hit.githubStars,
            downloadCount: hit.downloadCount,
            securityScore: hit.securityScore,
-            securityStatus: null, // Not available in Meilisearch yet
+            securityStatus: hit.securityStatus || null,
            rating: hit.rating,
            ratingCount: null, // Not available in Meilisearch yet
            isVerified: hit.isVerified,
            compatibility: { platforms: hit.platforms },
+            reviewStatus: hit.reviewStatus || null,
+            aiScore: hit.aiScore || null,
          }));

+          // For recommended sort: boost ai-reviewed skills with score >= 75 to top,
+          // preserving Meilisearch relevance order within each group
+          if (isRecommended) {
+            const reviewed = skills.filter(s =>
+              s.aiScore && s.aiScore >= 75 &&
+              (s.reviewStatus === 'ai-reviewed' || s.reviewStatus === 'verified')
+            );
+            const rest = skills.filter(s =>
+              !(s.aiScore && s.aiScore >= 75 &&
+                (s.reviewStatus === 'ai-reviewed' || s.reviewStatus === 'verified'))
+            );
+            // Sort reviewed by score desc (relevance already handled by position)
+            reviewed.sort((a, b) => (b.aiScore || 0) - (a.aiScore || 0));
+            skills = [...reviewed, ...rest].slice(offset, offset + limit);
+          }
+
          // Cache the result (5 minutes TTL)
          await setCache(
            cacheKey,
@@ -159,12 +183,14 @@ export async function GET(request: NextRequest) {

    // Fall back to PostgreSQL search
    // Map sort parameter to database column
-    const sortByMap: Record<string, 'stars' | 'downloads' | 'rating' | 'updated' | 'lastDownloaded'> = {
+    const sortByMap: Record<string, 'stars' | 'downloads' | 'rating' | 'updated' | 'lastDownloaded' | 'aiScore' | 'recommended'> = {
      stars: 'stars',
      downloads: 'downloads',
      rating: 'rating',
      recent: 'updated',
      lastDownloaded: 'lastDownloaded',
+      aiScore: 'aiScore',
+      recommended: 'recommended',
      security: 'stars', // Use stars as fallback
    };
    const sortBy = sortByMap[sort] || 'downloads';
@@ -209,6 +235,8 @@ export async function GET(request: NextRequest) {
      isVerified: skill.isVerified,
      compatibility: skill.compatibility,
      updatedAt: skill.updatedAt,
+      reviewStatus: skill.reviewStatus,
+      aiScore: skill.latestAiScore,
    }));

    // Cache the result (5 minutes TTL)
--- a/apps/web/app/globals.css
+++ b/apps/web/app/globals.css
@@ -261,6 +261,22 @@
    @apply bg-surface-subtle text-text-primary;
  }

+  /* Thin scrollbar */
+  .scrollbar-thin {
+    scrollbar-width: thin;
+    scrollbar-color: var(--color-border) transparent;
+  }
+  .scrollbar-thin::-webkit-scrollbar {
+    width: 6px;
+  }
+  .scrollbar-thin::-webkit-scrollbar-track {
+    background: transparent;
+  }
+  .scrollbar-thin::-webkit-scrollbar-thumb {
+    background: var(--color-border);
+    border-radius: 3px;
+  }
+
  /* Card */
  .card {
    @apply bg-surface-elevated rounded-2xl;
--- a/apps/web/components/BrowseFilters.tsx
+++ b/apps/web/components/BrowseFilters.tsx
@@ -58,13 +58,15 @@ export function BrowseFilters({

  // Get current values from URL
  const currentCategory = searchParams.get('category') || '';
-  const currentSort = searchParams.get('sort') || 'lastDownloaded';
+  const hasQuery = !!searchParams.get('q');
+  const defaultSort = hasQuery ? 'recommended' : 'lastDownloaded';
+  const currentSort = searchParams.get('sort') || defaultSort;
  const currentFormat = searchParams.get('format') || '';

  // Count active filters for mobile badge
  const activeFilterCount = [
    currentCategory ? 1 : 0,
-    currentSort !== 'lastDownloaded' ? 1 : 0,
+    currentSort !== defaultSort ? 1 : 0,
    currentFormat ? 1 : 0,
  ].reduce((a, b) => a + b, 0);

@@ -98,7 +100,7 @@ export function BrowseFilters({

  // Handle sort change
  const handleSortChange = (e: React.ChangeEvent<HTMLSelectElement>) => {
-    updateParams({ sort: e.target.value === 'lastDownloaded' ? null : e.target.value });
+    updateParams({ sort: e.target.value === defaultSort ? null : e.target.value });
  };

  // Handle format change
@@ -272,9 +274,9 @@ export function SearchBar({ placeholder, defaultValue = '' }: SearchBarProps) {

    if (searchQuery) {
      params.set('q', searchQuery);
-      // Default to sorting by stars when searching
-      if (!params.get('sort')) {
-        params.set('sort', 'stars');
+      // Remove sort param so server-side defaults to 'recommended' for searches
+      if (!params.get('sort') || params.get('sort') === 'lastDownloaded') {
+        params.delete('sort');
      }
    } else {
      params.delete('q');
@@ -361,7 +363,8 @@ export function ActiveFilters({
  const searchParams = useSearchParams();
  const [isPending, startTransition] = useTransition();

-  const hasFilters = query || categoryId || (sortBy && sortBy !== 'lastDownloaded');
+  const defaultSort = query ? 'recommended' : 'lastDownloaded';
+  const hasFilters = query || categoryId || (sortBy && sortBy !== defaultSort);

  if (!hasFilters) return null;

@@ -410,7 +413,7 @@ export function ActiveFilters({
        </span>
      )}

-      {sortBy && sortBy !== 'lastDownloaded' && sortName && (
+      {sortBy && sortBy !== defaultSort && sortName && (
        <span className="inline-flex items-center gap-1.5 px-3 py-1.5 bg-surface-subtle text-text-secondary text-sm rounded-full">
          <SlidersHorizontal className="w-3 h-3" />
          <span>{sortName}</span>
--- a/apps/web/components/Footer.tsx
+++ b/apps/web/components/Footer.tsx
@@ -16,6 +16,7 @@ export function Footer() {
      { name: t('links.categories'), href: `/${locale}/categories` },
      { name: t('links.featured'), href: `/${locale}/featured` },
      { name: t('links.newSkills'), href: `/${locale}/new` },
+      { name: t('links.reviewedSkills'), href: `/${locale}/reviewed` },
    ],
    resources: [
      { name: t('links.documentation'), href: `/${locale}/docs` },
--- a/apps/web/components/HeroSearch.tsx
+++ b/apps/web/components/HeroSearch.tsx
@@ -17,7 +17,7 @@ export function HeroSearch({ placeholder, locale }: HeroSearchProps) {
    e.preventDefault();
    window.dispatchEvent(new Event('progressbar:start'));
    if (query.trim()) {
-      router.push(`/${locale}/browse?q=${encodeURIComponent(query.trim())}&sort=stars`);
+      router.push(`/${locale}/browse?q=${encodeURIComponent(query.trim())}`);
    } else {
      router.push(`/${locale}/browse`);
    }
--- a/apps/web/components/ReviewedSortSelector.tsx
+++ b/apps/web/components/ReviewedSortSelector.tsx
@@ -0,0 +1,70 @@
+'use client';
+
+import { useRouter, useSearchParams } from 'next/navigation';
+import { useTransition } from 'react';
+
+interface ReviewedSortSelectorProps {
+  locale: string;
+  translations: {
+    sortBy: string;
+    reviewDate: string;
+    aiScore: string;
+    scoreFilter: string;
+    scoreAbove50: string;
+    scoreAll: string;
+  };
+}
+
+export function ReviewedSortSelector({ locale, translations }: ReviewedSortSelectorProps) {
+  const router = useRouter();
+  const searchParams = useSearchParams();
+  const [isPending, startTransition] = useTransition();
+  const currentSort = searchParams.get('sort') || 'reviewDate';
+  const currentScore = searchParams.get('score') || '50';
+
+  const navigate = (updates: Record<string, string>) => {
+    const params = new URLSearchParams(searchParams.toString());
+    for (const [key, value] of Object.entries(updates)) {
+      params.set(key, value);
+    }
+    params.delete('page');
+    startTransition(() => {
+      router.push(`/${locale}/reviewed?${params.toString()}`);
+    });
+  };
+
+  return (
+    <div className="flex items-center gap-4 flex-wrap">
+      <div className="flex items-center gap-2">
+        <label htmlFor="sort-select" className="text-sm text-text-secondary whitespace-nowrap">
+          {translations.sortBy}
+        </label>
+        <select
+          id="sort-select"
+          value={currentSort}
+          onChange={(e) => navigate({ sort: e.target.value })}
+          disabled={isPending}
+          className="text-sm border border-border rounded-lg px-3 py-1.5 bg-surface text-text-primary focus:outline-none focus:ring-2 focus:ring-primary-500 disabled:opacity-50"
+        >
+          <option value="reviewDate">{translations.reviewDate}</option>
+          <option value="aiScore">{translations.aiScore}</option>
+        </select>
+      </div>
+      <div className="flex items-center gap-2">
+        <label htmlFor="score-filter" className="text-sm text-text-secondary whitespace-nowrap">
+          {translations.scoreFilter}
+        </label>
+        <select
+          id="score-filter"
+          value={currentScore}
+          onChange={(e) => navigate({ score: e.target.value })}
+          disabled={isPending}
+          className="text-sm border border-border rounded-lg px-3 py-1.5 bg-surface text-text-primary focus:outline-none focus:ring-2 focus:ring-primary-500 disabled:opacity-50"
+        >
+          <option value="50">{translations.scoreAbove50}</option>
+          <option value="0">{translations.scoreAll}</option>
+        </select>
+      </div>
+    </div>
+  );
+}
--- a/apps/web/components/SkillCard.tsx
+++ b/apps/web/components/SkillCard.tsx
@@ -1,5 +1,5 @@
 import Link from 'next/link';
-import { Star, Download, Shield, CheckCircle, Clock, RefreshCw } from 'lucide-react';
+import { Star, Download, Shield, CheckCircle, Clock, RefreshCw, Sparkles } from 'lucide-react';
 import { formatCompactNumber } from '@/lib/format-number';

 const FORMAT_BADGE_LABELS: Record<string, string> = {
@@ -21,6 +21,9 @@ interface SkillCardProps {
    ratingCount: number | null;
    securityStatus: string | null;
    isVerified: boolean | null;
+    reviewStatus?: string | null;
+    aiScore?: number | null;
+    latestAiScore?: number | null;
    sourceFormat?: string | null;
    createdAt?: Date | string | null;
    updatedAt?: Date | string | null;
@@ -53,6 +56,19 @@ export function SkillCard({ skill, locale, showTimeBadge, formatTimeAgo }: Skill

  const showRating = (skill.ratingCount ?? 0) >= 3;

+  // AI review score badge (only for reviewed skills with score >= 50)
+  const getAiScoreBadge = () => {
+    const rs = skill.reviewStatus;
+    if (!rs || rs === 'unreviewed' || rs === 'auto-scored') return null;
+    const score = skill.aiScore ?? skill.latestAiScore;
+    if (!score || score < 50) return null;
+    const color = score >= 75
+      ? 'text-success bg-success/10 border-success/20'
+      : 'text-gold bg-gold/10 border-gold/20';
+    return { score, color };
+  };
+  const aiScoreBadge = getAiScoreBadge();
+
  return (
    <Link
      href={`/${locale}/skill/${skill.id}`}
@@ -101,8 +117,14 @@ export function SkillCard({ skill, locale, showTimeBadge, formatTimeAgo }: Skill
        {skill.description}
      </p>

-      {/* Metadata Row: Stars + Downloads + Rating */}
+      {/* Metadata Row: AI Score + Stars + Downloads + Rating */}
      <div className="flex flex-wrap items-center gap-4 text-sm text-text-muted mb-2">
+        {aiScoreBadge && (
+          <span className={`flex items-center gap-1 px-1.5 py-0.5 text-xs font-medium rounded border ${aiScoreBadge.color}`}>
+            <Sparkles className="w-3 h-3" />
+            <span className="ltr-nums">{aiScoreBadge.score}</span>
+          </span>
+        )}
        <span className="flex items-center gap-1">
          <Star className="w-4 h-4" />
          <span className="ltr-nums">{formatCompactNumber(skill.githubStars || 0, locale)}</span>
--- a/apps/web/lib/cache.ts
+++ b/apps/web/lib/cache.ts
@@ -168,7 +168,9 @@ export const cacheKeys = {
  skill: (id: string) => `skill:${id.replace(/\//g, ':')}`,
  skillView: (skillId: string, ip: string) => `view:${skillId.replace(/\//g, ':')}:${ip}`,
  skillDownload: (skillId: string, ip: string) => `download:${skillId.replace(/\//g, ':')}:${ip}`,
+  skillReview: (id: string) => `review:skill:${id.replace(/\//g, ':')}`,
  reviewStats: () => 'review:stats',
+  reviewedPage: (sort: string, page: number, minScore = 50) => `page:reviewed:${sort}:s${minScore}:${page}`,
 };

 // TTL values in seconds
@@ -186,6 +188,7 @@ export const cacheTTL = {
  view: 60 * 60,            // 1 hour - same IP can only count as 1 view per hour
  download: 5 * 60,         // 5 minutes - same IP can only count as 1 download per 5 min
  reviewStats: 60,          // 1 minute - admin review stats
+  reviewed: 60 * 60,         // 1 hour - reviewed skills page
 };

 /**
--- a/apps/web/messages/en.json
+++ b/apps/web/messages/en.json
@@ -50,7 +50,7 @@
      "skills": "Curated Skills",
      "downloads": "Downloads",
      "contributors": "Contributors",
-      "categories": "Categories",
+      "reviewed": "AI Reviewed",
      "curationNote": "Every skill is deduplicated and quality-filtered from {totalIndexed}+ indexed repositories"
    },
    "featured": {
@@ -87,11 +87,13 @@
      "allCategories": "All Categories",
      "sort": "Sort by",
      "sortOptions": {
+        "recommended": "Recommended",
        "lastDownloaded": "Recently downloaded",
        "stars": "Most stars",
        "downloads": "Most downloads",
        "recent": "Recently updated",
-        "rating": "Highest rated"
+        "rating": "Highest rated",
+        "aiScore": "AI Review Score"
      },
      "minStars": "Min stars",
      "minSecurity": "Min security score",
@@ -178,6 +180,21 @@
      "homepage": "Homepage",
      "lastUpdate": "Last updated",
      "createdAt": "Created"
+    },
+    "review": {
+      "title": "AI Review",
+      "aiScore": "AI Score",
+      "outOf100": "out of 100",
+      "instructionQuality": "Instruction Quality",
+      "descriptionPrecision": "Description Precision",
+      "usefulness": "Usefulness",
+      "technicalSoundness": "Technical Soundness",
+      "audience": "Audience",
+      "maturity": "Maturity",
+      "complexity": "Complexity",
+      "useCases": "Use Cases",
+      "reviewedBy": "Reviewed by {reviewer}",
+      "reviewedOn": "on {date}"
    }
  },
  "footer": {
@@ -202,7 +219,8 @@
      "privacyPolicy": "Privacy Policy",
      "termsOfService": "Terms of Service",
      "attribution": "Attribution",
-      "manageSkills": "Manage Skills"
+      "manageSkills": "Manage Skills",
+      "reviewedSkills": "Reviewed Skills"
    },
    "sourceCode": "Source Code",
    "copyright": "© {year} SkillHub. Open source under MIT license."
@@ -538,6 +556,21 @@
    "title": "Featured Skills",
    "subtitle": "Top skills by popularity and community engagement"
  },
+  "reviewed": {
+    "title": "AI Reviewed Skills",
+    "subtitle": "Skills evaluated and scored by AI for quality and usefulness",
+    "explanation": "Each skill has been evaluated by an AI reviewer on a structured rubric: instruction quality, usefulness, technical soundness, and description precision. Scores range from 0 to 100 — skills scoring 75+ (green badge) are high quality, 50–74 (gold badge) are solid with targeted value.",
+    "sortBy": "Sort by",
+    "sortOptions": {
+      "reviewDate": "Recently reviewed",
+      "aiScore": "Highest score"
+    },
+    "scoreFilter": "Score",
+    "scoreOptions": {
+      "above50": "50+ only",
+      "all": "All scores"
+    }
+  },
  "owner": {
    "title": "@{username}'s Skills",
    "notFound": "Owner not found",
--- a/apps/web/messages/fa.json
+++ b/apps/web/messages/fa.json
@@ -50,7 +50,7 @@
      "skills": "مهارت برگزیده",
      "downloads": "دانلود",
      "contributors": "مشارکت‌کننده",
-      "categories": "دسته‌بندی",
+      "reviewed": "بررسی‌شده با هوش مصنوعی",
      "curationNote": "هر مهارت از میان {totalIndexed}+ مخزن ایندکس‌شده، حذف تکراری و فیلتر کیفیت شده است"
    },
    "featured": {
@@ -87,11 +87,13 @@
      "allCategories": "همه دسته‌بندی‌ها",
      "sort": "مرتب‌سازی",
      "sortOptions": {
+        "recommended": "پیشنهادی",
        "lastDownloaded": "اخیراً دانلود شده",
        "stars": "بیشترین ستاره",
        "downloads": "بیشترین دانلود",
        "recent": "جدید‌ترین",
-        "rating": "بالاترین امتیاز"
+        "rating": "بالاترین امتیاز",
+        "aiScore": "امتیاز بررسی هوش مصنوعی"
      },
      "minStars": "حداقل ستاره",
      "minSecurity": "حداقل امتیاز امنیتی",
@@ -178,6 +180,21 @@
      "homepage": "وب‌سایت",
      "lastUpdate": "آخرین به‌روزرسانی",
      "createdAt": "تاریخ ایجاد"
+    },
+    "review": {
+      "title": "بررسی هوش مصنوعی",
+      "aiScore": "امتیاز AI",
+      "outOf100": "از ۱۰۰",
+      "instructionQuality": "کیفیت دستورالعمل",
+      "descriptionPrecision": "دقت توضیحات",
+      "usefulness": "کاربردی بودن",
+      "technicalSoundness": "صحت فنی",
+      "audience": "مخاطبان",
+      "maturity": "بلوغ",
+      "complexity": "پیچیدگی",
+      "useCases": "موارد استفاده",
+      "reviewedBy": "بررسی توسط {reviewer}",
+      "reviewedOn": "در {date}"
    }
  },
  "footer": {
@@ -202,7 +219,8 @@
      "privacyPolicy": "حریم خصوصی",
      "termsOfService": "شرایط استفاده",
      "attribution": "تقدیر و تشکر",
-      "manageSkills": "مدیریت مهارت‌ها"
+      "manageSkills": "مدیریت مهارت‌ها",
+      "reviewedSkills": "مهارت‌های بررسی‌شده"
    },
    "sourceCode": "کد منبع",
    "copyright": "© {year} SkillHub. کد متن‌باز تحت مجوز MIT."
@@ -538,6 +556,21 @@
    "title": "مهارت‌های ویژه",
    "subtitle": "برترین مهارت‌ها بر اساس محبوبیت و مشارکت جامعه"
  },
+  "reviewed": {
+    "title": "مهارت‌های بررسی‌شده توسط هوش مصنوعی",
+    "subtitle": "مهارت‌هایی که توسط هوش مصنوعی ارزیابی و امتیازدهی شده‌اند",
+    "explanation": "هر مهارت در این فهرست توسط یک ارزیاب هوش مصنوعی بر اساس معیارهای ساختاریافته شامل کیفیت دستورالعمل، کاربرد، درستی فنی و دقت توضیحات بررسی شده است. امتیازها از ۰ تا ۱۰۰ هستند — مهارت‌های با امتیاز ۷۵+ (نشان سبز) باکیفیت بالا، ۵۰ تا ۷۴ (نشان طلایی) مستحکم با ارزش هدفمند هستند.",
+    "sortBy": "مرتب‌سازی",
+    "sortOptions": {
+      "reviewDate": "آخرین بررسی‌شده",
+      "aiScore": "بالاترین امتیاز"
+    },
+    "scoreFilter": "امتیاز",
+    "scoreOptions": {
+      "above50": "فقط ۵۰+",
+      "all": "همه امتیازها"
+    }
+  },
  "owner": {
    "title": "مهارت‌های @{username}",
    "notFound": "مالک یافت نشد",
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -121,14 +121,8 @@ services:

 volumes:
  postgres_data:
-    name: skillhub-public_postgres_data
-    external: true
  redis_data:
-    name: skillhub-public_redis_data
-    external: true
  meilisearch_data:
-    name: skillhub-public_meilisearch_data
-    external: true

 networks:
  default:
--- a/packages/core/src/index.ts
+++ b/packages/core/src/index.ts
@@ -34,6 +34,10 @@ export {
 // Validator
 export { validateSkill, isValidSkill, formatValidationSummary } from './validator.js';

+// Review Notes Parser
+export type { ParsedReviewNotes } from './review-notes-parser.js';
+export { parseReviewNotes } from './review-notes-parser.js';
+
 // Security Scanner
 export {
  scanSecurity,
--- a/packages/core/src/review-notes-parser.ts
+++ b/packages/core/src/review-notes-parser.ts
@@ -0,0 +1,141 @@
+/**
+ * Parser for structured review_notes from the AI review pipeline.
+ *
+ * Review notes use tagged sections like:
+ *   RATIONALE: ...
+ *   USE-CASES: csv-cleaning, pdf-generation
+ *   AUDIENCE: data-analysts
+ *   MATURITY: production
+ *   COMPLEXITY: complex
+ *   DEPENDENCIES: node, bash
+ *   PLATFORM: cross-platform
+ *   COMPLEMENTS: context-manager
+ *   SEO-EN: One-line summary
+ *   BUNDLE-FIT: productivity
+ *   FRAMEWORK-LOCK: none
+ *   CONTRIBUTING-REPO: none
+ */
+
+export interface ParsedReviewNotes {
+  /** Free-text summary before the first structured tag */
+  summary: string;
+  rationale: string | null;
+  useCases: string[];
+  audience: string[];
+  complements: string[];
+  seoEn: string | null;
+  bundleFit: string | null;
+  frameworkLock: string | null;
+  contributingRepo: string | null;
+  maturity: 'prototype' | 'beta' | 'production' | null;
+  complexity: 'simple' | 'moderate' | 'complex' | null;
+  dependencies: string[];
+  platform: string | null;
+}
+
+const TAG_KEYS = [
+  'RATIONALE',
+  'USE-CASES',
+  'AUDIENCE',
+  'COMPLEMENTS',
+  'SEO-EN',
+  'BUNDLE-FIT',
+  'FRAMEWORK-LOCK',
+  'CONTRIBUTING-REPO',
+  'MATURITY',
+  'COMPLEXITY',
+  'DEPENDENCIES',
+  'PLATFORM',
+] as const;
+
+// Build regex that matches any tag at the start of a segment
+const TAG_REGEX = new RegExp(`(${TAG_KEYS.join('|')}):\\s*`, 'g');
+
+function splitComma(val: string): string[] {
+  return val
+    .split(',')
+    .map((s) => s.trim())
+    .filter((s) => s.length > 0);
+}
+
+function normalizeNone(val: string): string | null {
+  const lower = val.trim().toLowerCase();
+  return lower === 'none' || lower === 'n/a' || lower === '' ? null : val.trim();
+}
+
+export function parseReviewNotes(notes: string | null | undefined): ParsedReviewNotes {
+  const empty: ParsedReviewNotes = {
+    summary: '',
+    rationale: null,
+    useCases: [],
+    audience: [],
+    complements: [],
+    seoEn: null,
+    bundleFit: null,
+    frameworkLock: null,
+    contributingRepo: null,
+    maturity: null,
+    complexity: null,
+    dependencies: [],
+    platform: null,
+  };
+
+  if (!notes) return empty;
+
+  // Normalize escaped newlines to real newlines
+  const normalized = notes.replace(/\\n/g, '\n');
+
+  // Extract tags and their values
+  const tags: Record<string, string> = {};
+  let summary = '';
+
+  // Find the first tag position
+  TAG_REGEX.lastIndex = 0;
+  const firstMatch = TAG_REGEX.exec(normalized);
+  const firstTagPos = firstMatch ? firstMatch.index : normalized.length;
+
+  // Everything before the first tag is the summary
+  summary = normalized.slice(0, firstTagPos).trim();
+
+  // Parse all tag: value pairs
+  const tagMatches: Array<{ tag: string; start: number; valueStart: number }> = [];
+  TAG_REGEX.lastIndex = 0;
+  let match;
+  while ((match = TAG_REGEX.exec(normalized)) !== null) {
+    tagMatches.push({
+      tag: match[1],
+      start: match.index,
+      valueStart: match.index + match[0].length,
+    });
+  }
+
+  for (let i = 0; i < tagMatches.length; i++) {
+    const current = tagMatches[i];
+    const nextStart = i + 1 < tagMatches.length ? tagMatches[i + 1].start : normalized.length;
+    const value = normalized.slice(current.valueStart, nextStart).trim();
+    tags[current.tag] = value;
+  }
+
+  const maturityVal = tags['MATURITY']?.trim().toLowerCase();
+  const complexityVal = tags['COMPLEXITY']?.trim().toLowerCase();
+
+  return {
+    summary,
+    rationale: tags['RATIONALE']?.trim() || null,
+    useCases: tags['USE-CASES'] ? splitComma(tags['USE-CASES']) : [],
+    audience: tags['AUDIENCE'] ? splitComma(tags['AUDIENCE']) : [],
+    complements: tags['COMPLEMENTS'] ? splitComma(tags['COMPLEMENTS']) : [],
+    seoEn: normalizeNone(tags['SEO-EN'] || ''),
+    bundleFit: normalizeNone(tags['BUNDLE-FIT'] || ''),
+    frameworkLock: normalizeNone(tags['FRAMEWORK-LOCK'] || ''),
+    contributingRepo: normalizeNone(tags['CONTRIBUTING-REPO'] || ''),
+    maturity: maturityVal === 'prototype' || maturityVal === 'beta' || maturityVal === 'production'
+      ? maturityVal
+      : null,
+    complexity: complexityVal === 'simple' || complexityVal === 'moderate' || complexityVal === 'complex'
+      ? complexityVal
+      : null,
+    dependencies: tags['DEPENDENCIES'] ? splitComma(tags['DEPENDENCIES']) : [],
+    platform: normalizeNone(tags['PLATFORM'] || ''),
+  };
+}
--- a/packages/db/src/meilisearch.ts
+++ b/packages/db/src/meilisearch.ts
@@ -28,6 +28,8 @@ export interface MeiliSkillDocument {
  securityStatus: 'pass' | 'warning' | 'fail' | null;
  isFeatured: boolean;
  isVerified: boolean;
+  reviewStatus: string | null;
+  aiScore: number;
  indexedAt: string;
 }

@@ -43,7 +45,7 @@ export interface MeiliSearchOptions {
    verified?: boolean;
    featured?: boolean;
  };
-  sort?: 'stars' | 'downloads' | 'rating' | 'recent';
+  sort?: 'stars' | 'downloads' | 'rating' | 'recent' | 'aiScore';
  limit?: number;
  offset?: number;
 }
@@ -154,6 +156,8 @@ export async function initializeSkillsIndex(): Promise<void> {
      'isFeatured',
      'securityScore',
      'githubStars',
+      'reviewStatus',
+      'aiScore',
    ]);

    // Configure sortable attributes
@@ -162,6 +166,7 @@ export async function initializeSkillsIndex(): Promise<void> {
      'downloadCount',
      'rating',
      'indexedAt',
+      'aiScore',
    ]);

    // Configure ranking rules (relevance + custom)
@@ -279,6 +284,9 @@ export async function searchSkills(options: MeiliSearchOptions): Promise<MeiliSe
      case 'recent':
        sort.push('indexedAt:desc');
        break;
+      case 'aiScore':
+        sort.push('aiScore:desc');
+        break;
    }

    const searchResult: SearchResponse<MeiliSkillDocument> = await index.search(options.query, {
--- a/packages/db/src/queries.ts
+++ b/packages/db/src/queries.ts
@@ -68,7 +68,7 @@ export const skillQueries = {
      verified?: boolean;
      limit?: number;
      offset?: number;
-      sortBy?: 'stars' | 'downloads' | 'rating' | 'updated' | 'lastDownloaded';
+      sortBy?: 'stars' | 'downloads' | 'rating' | 'updated' | 'lastDownloaded' | 'aiScore' | 'recommended';
      sortOrder?: 'asc' | 'desc';
    }
  ) => {
@@ -167,6 +167,8 @@ export const skillQueries = {
      rating: skills.rating,
      updated: skills.updatedAt,
      lastDownloaded: skills.lastDownloadedAt,
+      aiScore: skills.latestAiScore,
+      recommended: skills.downloadCount, // fallback column, actual ordering uses custom SQL
    }[sortBy];

    // Secondary sort: when primary values are tied/zero, fall back to another metric
@@ -176,14 +178,21 @@ export const skillQueries = {
      rating: skills.githubStars,
      updated: skills.githubStars,
      lastDownloaded: skills.downloadCount,
+      aiScore: skills.downloadCount,
+      recommended: skills.githubStars,
    }[sortBy];

    const orderFn = sortOrder === 'asc' ? asc : desc;

-    // For lastDownloaded sort, use NULLS LAST so never-downloaded skills
+    // For lastDownloaded and aiScore sorts, use NULLS LAST so null-valued skills
    // don't dominate the first pages (PostgreSQL puts NULLs first in DESC by default)
-    const primaryOrder = sortBy === 'lastDownloaded'
+    // 'recommended' sort: ai-reviewed skills with score >= 75 first (by score desc), then rest by downloads
+    const primaryOrder = sortBy === 'recommended'
+      ? sql`CASE WHEN ${skills.reviewStatus} IN ('ai-reviewed', 'verified') AND ${skills.latestAiScore} >= 75 THEN 0 ELSE 1 END ASC, CASE WHEN ${skills.reviewStatus} IN ('ai-reviewed', 'verified') AND ${skills.latestAiScore} >= 75 THEN ${skills.latestAiScore} ELSE 0 END DESC, ${skills.downloadCount} DESC`
+      : sortBy === 'lastDownloaded'
      ? sql`${skills.lastDownloadedAt} DESC NULLS LAST`
+      : sortBy === 'aiScore'
+      ? sql`${skills.latestAiScore} DESC NULLS LAST`
      : orderFn(orderByColumn);

    // If filtering by category, use JOIN with skillCategories
@@ -458,6 +467,49 @@ export const skillQueries = {
    return result[0]?.count ?? 0;
  },

+  /**
+   * Get AI-reviewed skills with pagination
+   */
+  getReviewedSkills: async (db: DB, sortBy: 'reviewDate' | 'aiScore' = 'reviewDate', limit = 12, offset = 0, minScore = 50) => {
+    const order = sortBy === 'aiScore'
+      ? sql`${skills.latestAiScore} DESC NULLS LAST, ${skills.latestReviewDate} DESC NULLS LAST`
+      : sql`${skills.latestReviewDate} DESC NULLS LAST, ${skills.latestAiScore} DESC NULLS LAST`;
+    const conditions = [
+      eq(skills.isBlocked, false),
+      eq(skills.sourceFormat, 'skill.md'),
+      browseReadyFilter,
+      inArray(skills.reviewStatus, ['ai-reviewed', 'verified']),
+    ];
+    if (minScore > 0) {
+      conditions.push(sql`${skills.latestAiScore} >= ${minScore}`);
+    }
+    return db.select().from(skills)
+      .where(and(...conditions))
+      .orderBy(order)
+      .limit(limit)
+      .offset(offset);
+  },
+
+  /**
+   * Count AI-reviewed skills
+   */
+  countReviewedSkills: async (db: DB, minScore = 50) => {
+    const conditions = [
+      eq(skills.isBlocked, false),
+      eq(skills.sourceFormat, 'skill.md'),
+      browseReadyFilter,
+      inArray(skills.reviewStatus, ['ai-reviewed', 'verified']),
+    ];
+    if (minScore > 0) {
+      conditions.push(sql`${skills.latestAiScore} >= ${minScore}`);
+    }
+    const result = await db
+      .select({ count: sql<number>`cast(count(*) as int)` })
+      .from(skills)
+      .where(and(...conditions));
+    return result[0]?.count ?? 0;
+  },
+
  /**
   * Get all skills for sitemap generation (lightweight: id, updatedAt, githubOwner only)
   */
@@ -530,12 +582,14 @@ export const skillQueries = {
      .orderBy(
        desc(
          sql`(
-            -- Quality Score (0-60 points)
+            -- Quality Score (0-80 points: base 60 + review bonus 20)
            (
              CASE WHEN LENGTH(COALESCE(${skills.description}, '')) > 200 THEN 30
                   ELSE LENGTH(COALESCE(${skills.description}, '')) / 10 END +
              CASE WHEN ${skills.securityStatus} = 'pass' THEN 20 ELSE 0 END +
-              CASE WHEN ${skills.rawContent} IS NOT NULL THEN 10 ELSE 0 END
+              CASE WHEN ${skills.rawContent} IS NOT NULL THEN 10 ELSE 0 END +
+              CASE WHEN ${skills.latestAiScore} IS NOT NULL AND ${skills.reviewStatus} IN ('ai-reviewed', 'verified')
+                   THEN LEAST(${skills.latestAiScore} / 5, 20) ELSE 0 END
            ) * ${wQuality} +

            -- Freshness Score (0-50 points)
@@ -2782,11 +2836,17 @@ export const skillReviewQueries = {
  updateSkillReviewStatus: async (
    db: DB,
    skillId: string,
-    reviewStatus: string
+    reviewStatus: string,
+    aiScore?: number,
+    reviewDate?: Date
  ) => {
    return db
      .update(skills)
-      .set({ reviewStatus })
+      .set({
+        reviewStatus,
+        ...(aiScore !== undefined ? { latestAiScore: aiScore } : {}),
+        ...(reviewDate ? { latestReviewDate: reviewDate } : {}),
+      })
      .where(eq(skills.id, skillId));
  },
 };
--- a/packages/db/src/schema.ts
+++ b/packages/db/src/schema.ts
@@ -86,6 +86,8 @@ export const skills = pgTable(
    canonicalSkillId: text('canonical_skill_id'), // points to the "original" if this is a duplicate
    repoSkillCount: integer('repo_skill_count'), // cached count of skills in same repo
    reviewStatus: text('review_status').default('unreviewed'), // unreviewed → auto-scored → ai-reviewed → verified (or needs-re-review)
+    latestAiScore: integer('latest_ai_score'), // Denormalized from skill_reviews for efficient sorting
+    latestReviewDate: timestamp('latest_review_date', { withTimezone: true }), // When last AI-reviewed

    // Content (cached)
    contentHash: text('content_hash'),
@@ -129,6 +131,7 @@ export const skills = pgTable(
    duplicateIdx: index('idx_skills_duplicate').on(table.isDuplicate),
    contentHashIdx: index('idx_skills_content_hash').on(table.contentHash),
    staleIdx: index('idx_skills_stale').on(table.isStale),
+    aiScoreIdx: index('idx_skills_ai_score').on(table.latestAiScore),
  })
 );

--- a/scripts/init-db.sql
+++ b/scripts/init-db.sql
@@ -568,6 +568,11 @@ ALTER TABLE skills ADD COLUMN IF NOT EXISTS stale_since TIMESTAMP WITH TIME ZONE
 ALTER TABLE skills ADD COLUMN IF NOT EXISTS stale_check_count INTEGER DEFAULT 0;
 CREATE INDEX IF NOT EXISTS idx_skills_stale ON skills(is_stale) WHERE is_stale = TRUE;

+-- Denormalized AI review scores (March 2026)
+ALTER TABLE skills ADD COLUMN IF NOT EXISTS latest_ai_score INTEGER;
+ALTER TABLE skills ADD COLUMN IF NOT EXISTS latest_review_date TIMESTAMPTZ;
+CREATE INDEX IF NOT EXISTS idx_skills_ai_score ON skills(latest_ai_score) WHERE latest_ai_score IS NOT NULL;
+
 -- Grant permissions
 GRANT ALL PRIVILEGES ON ALL TABLES IN SCHEMA public TO postgres;
 GRANT ALL PRIVILEGES ON ALL SEQUENCES IN SCHEMA public TO postgres;
--- a/services/indexer/src/crawl.ts
+++ b/services/indexer/src/crawl.ts
@@ -7,7 +7,7 @@
 import { INSTRUCTION_FILE_PATTERNS, type SourceFormat } from 'skillhub-core';
 import { scheduleFullCrawl, scheduleIncrementalCrawl, getQueueStats, getQueue } from './queue.js';
 import { syncAllSkillsToMeilisearch, checkMeilisearchHealth } from './meilisearch-sync.js';
-import { createDb, skillQueries, categoryQueries, discoveredRepoQueries, awesomeListQueries, addRequestQueries, userQueries, skills, sql } from '@skillhub/db';
+import { createDb, skillQueries, categoryQueries, discoveredRepoQueries, awesomeListQueries, addRequestQueries, userQueries, sql } from '@skillhub/db';
 import { createStrategyOrchestrator, createDeepScanCrawler, createAwesomeListCrawler, createPopularReposCrawler, createCommitsSearchCrawler } from './strategies/index.js';
 import { createCrawler } from './crawler.js';
 import { indexSkill } from './skill-indexer.js';
--- a/services/indexer/src/meilisearch-sync.ts
+++ b/services/indexer/src/meilisearch-sync.ts
@@ -92,6 +92,8 @@ async function initializeIndex(): Promise<void> {
      'isFeatured',
      'securityScore',
      'githubStars',
+      'reviewStatus',
+      'aiScore',
    ]);

    // Configure sortable attributes
@@ -100,6 +102,7 @@ async function initializeIndex(): Promise<void> {
      'downloadCount',
      'rating',
      'indexedAt',
+      'aiScore',
    ]);

    // Configure ranking rules
@@ -144,6 +147,8 @@ export async function syncSkillToMeilisearch(skill: {
  securityStatus?: 'pass' | 'warning' | 'fail' | null;
  isFeatured?: boolean | null;
  isVerified?: boolean | null;
+  reviewStatus?: string | null;
+  latestAiScore?: number | null;
  indexedAt?: Date | null;
 }): Promise<boolean> {
  const meili = getMeilisearchClient();
@@ -171,6 +176,8 @@ export async function syncSkillToMeilisearch(skill: {
      securityStatus: skill.securityStatus || null,
      isFeatured: skill.isFeatured || false,
      isVerified: skill.isVerified || false,
+      reviewStatus: skill.reviewStatus || null,
+      aiScore: skill.latestAiScore || 0,
      indexedAt: skill.indexedAt?.toISOString() || new Date().toISOString(),
    };

@@ -254,6 +261,8 @@ export async function syncAllSkillsToMeilisearch(
    securityStatus?: 'pass' | 'warning' | 'fail' | null;
    isFeatured?: boolean | null;
    isVerified?: boolean | null;
+    reviewStatus?: string | null;
+    latestAiScore?: number | null;
    indexedAt?: Date | null;
  }>
 ): Promise<{ success: number; failed: number }> {
@@ -284,6 +293,8 @@ export async function syncAllSkillsToMeilisearch(
    securityStatus: skill.securityStatus || null,
    isFeatured: skill.isFeatured || false,
    isVerified: skill.isVerified || false,
+    reviewStatus: skill.reviewStatus || null,
+    aiScore: skill.latestAiScore || 0,
    indexedAt: skill.indexedAt?.toISOString() || new Date().toISOString(),
  }));