diff --git a/.cache/contributors.json b/.cache/contributors.json
index ae792e9..d08008c 100644
--- a/.cache/contributors.json
+++ b/.cache/contributors.json
@@ -1,17 +1,11 @@
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+      "avatar_url": "https://avatars.githubusercontent.com/u/23316247?v=4",
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+      "avatar_url": "https://avatars.githubusercontent.com/u/68474019?v=4",
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@@ -7507,360 +985,6 @@
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 }
\ No newline at end of file
diff --git a/.cache/project-stats.json b/.cache/project-stats.json
new file mode 100644
index 0000000..b875060
--- /dev/null
+++ b/.cache/project-stats.json
@@ -0,0 +1,30 @@
+{
+  "updated_at": "2026-06-15T03:53:56.508Z",
+  "repos": {
+    "iflytek/astron-agent": {
+      "stars": 8560,
+      "forks": 853,
+      "updated_at": "2026-06-15T03:44:02.055Z"
+    },
+    "iflytek/astron-rpa": {
+      "stars": 5177,
+      "forks": 576,
+      "updated_at": "2026-06-15T03:44:02.631Z"
+    },
+    "iflytek/astronclaw-tutorial": {
+      "stars": 410,
+      "forks": 41,
+      "updated_at": "2026-06-15T03:44:03.239Z"
+    },
+    "iflytek/iFly-Skills": {
+      "stars": 184,
+      "forks": 23,
+      "updated_at": "2026-06-15T03:44:03.848Z"
+    },
+    "iflytek/skillhub": {
+      "stars": 3462,
+      "forks": 500,
+      "updated_at": "2026-06-15T03:44:04.442Z"
+    }
+  }
+}
\ No newline at end of file
diff --git a/.github/ISSUE_TEMPLATE/leadership-change.yml b/.github/ISSUE_TEMPLATE/leadership-change.yml
index 2e9b82a..a026f5d 100644
--- a/.github/ISSUE_TEMPLATE/leadership-change.yml
+++ b/.github/ISSUE_TEMPLATE/leadership-change.yml
@@ -38,14 +38,14 @@ body:
     label: "Prerequisites for new leads:"
     options:
     - label: Are an org member
-    - label: Have read and agree to abide by the [Code of Conduct](https://github.com/iflytek/community/blob/main/code-of-conduct.md)
+    - label: Have read and agree to abide by the [Code of Conduct](https://github.com/iflytek/community/blob/master/code-of-conduct.md)
 - id: req_checklist
   type: checkboxes
   attributes:
     label: "Onboarding / Offboarding tasks:"
     options:
-    - label: Updated [OWNERS](https://github.com/iflytek/community/blob/main/OWNERS) file. **NOTE:** If offboarding, remember to remove from approvers.
-    - label: Updated [MAINTAINERS.md](https://github.com/iflytek/community/blob/main/MAINTAINERS.md).
+    - label: Updated [OWNERS](https://github.com/iflytek/community/blob/master/OWNERS) file. **NOTE:** If offboarding, remember to remove from approvers.
+    - label: Updated [MAINTAINERS.md](https://github.com/iflytek/community/blob/master/MAINTAINERS.md).
     - label: Updated access/teams in project infrastructure.
     - label: Updated ownership of group mailing list.
     - label: Updated ownership of group calendar.
diff --git a/.github/ISSUE_TEMPLATE/moderator_application.yml b/.github/ISSUE_TEMPLATE/moderator_application.yml
index 1dd4f21..ede30b8 100644
--- a/.github/ISSUE_TEMPLATE/moderator_application.yml
+++ b/.github/ISSUE_TEMPLATE/moderator_application.yml
@@ -31,7 +31,7 @@ body:
       required: true
     - label: I have [enabled 2FA on my GitHub account](https://github.com/settings/security)
       required: true
-    - label: I have read and will abide by the policies mentioned in the [Moderation Guidelines](https://github.com/iflytek/community/blob/main/code-of-conduct.md)
+    - label: I have read and will abide by the policies mentioned in the [Moderation Guidelines](https://github.com/iflytek/community/blob/master/code-of-conduct.md)
       required: true
     - label: I have two sponsors that meet the sponsor requirements
       required: true
diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md
index 96dc66b..b839997 100644
--- a/.github/PULL_REQUEST_TEMPLATE.md
+++ b/.github/PULL_REQUEST_TEMPLATE.md
@@ -1,6 +1,6 @@
 <!--  Thanks for sending a pull request!  Here are some tips for you:
 
-- If this is your first contribution, read our Getting Started guide https://github.com/iflytek/community/blob/main/CONTRIBUTING.md
+- If this is your first contribution, read our Getting Started guide https://github.com/iflytek/community/blob/master/CONTRIBUTING.md
 
 -->
 
diff --git a/.github/workflows/update-project-stats.yml b/.github/workflows/update-project-stats.yml
new file mode 100644
index 0000000..cc74292
--- /dev/null
+++ b/.github/workflows/update-project-stats.yml
@@ -0,0 +1,33 @@
+name: Update Project Stats
+
+on:
+  schedule:
+    - cron: '0 18 * * *'  # Daily at 2:00 AM Beijing time (UTC+8)
+  workflow_dispatch:       # Manual trigger
+
+permissions:
+  contents: write
+
+jobs:
+  update:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v6
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+      - uses: actions/setup-node@v6
+        with:
+          node-version: 24
+          cache: npm
+      - run: npm ci
+      - name: Fetch project stats from GitHub API
+        run: npm run fetch:project-stats
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+      - name: Commit and push if changed
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+          git add .cache/project-stats.json
+          git diff --cached --quiet || git commit -m "chore: update project stats [skip ci]"
+          git push
diff --git a/.gitignore b/.gitignore
index 9b3ed26..b1c01e3 100644
--- a/.gitignore
+++ b/.gitignore
@@ -30,10 +30,11 @@ lerna-debug.log*
 # ============================================
 # Cache directories
 # ============================================
-# Keep contributors.json for site to work
+# Keep contributors.json and project-stats.json for site to work
 .cache/*
 !.cache/contributors.json
-.tmp-community/
+!.cache/project-stats.json
+.vercel/
 
 # ============================================
 # Package manager lock files
diff --git a/.prettierignore b/.prettierignore
index 1562080..8869df3 100644
--- a/.prettierignore
+++ b/.prettierignore
@@ -3,5 +3,6 @@ node_modules
 .github
 .changeset
 .cache
-contributing.md
-security.md
\ No newline at end of file
+.vercel
+CONTRIBUTING.md
+SECURITY.md
\ No newline at end of file
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 87e4374..553af58 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,8 +6,13 @@ All notable changes to this project will be documented in this file.
 
 ### Added
 
+- **Real-time Project Stats**: `getProjectsWithStats()` utility fetches live stars/forks from GitHub API at runtime (Vercel SSR), falls back to `.cache/project-stats.json` at build time
+- **Project Stats Script**: `scripts/fetch-project-stats.ts` fetches stars/forks for all project repos via GitHub API, saves to `.cache/project-stats.json`
+- **Project Stats CI**: `.github/workflows/update-project-stats.yml` — daily GitHub Action at 2:00 AM Beijing time to refresh cached stats
+- **Vercel SSR Pages**: `/projects`, `/projects/[slug]`, `/contribute` marked `export const prerender = false` for real-time data via Vercel serverless functions (Astro 6.x static mode supports per-page SSR)
+- **In-memory Cache**: 5-minute TTL memory cache in `getProjectsWithStats()` and `fetchContributorsLive()` to reduce API calls on warm serverless invocations
 - **Favicon**: Replace favicon and logo icon with iFLYTEK GitHub avatar (`avatars.githubusercontent.com/u/26786495`)
-- **Contributors**: Fetch 846 real contributors from GitHub API (64 repos) replacing placeholder data
+- **Contributors**: Fetch 164 real contributors from GitHub API (56 original repos, 8 forks excluded) replacing placeholder data
 - **Projects**: Add 3 new categories — RPA & Automation, AI Skills, Tutorials
 - **Projects**: Show project count `(N)` on category filter buttons, matching Events page style
 - **Contribute**: Make "How to Contribute" cards clickable with links to `iflytek/community` (Issues, Contributing Guide, Code of Conduct)
@@ -18,10 +23,15 @@ All notable changes to this project will be documented in this file.
 
 ### Changed
 
+- **Project Detail Page**: Replace `getStaticPaths` + `Astro.props` with dynamic `Astro.params.slug` lookup + `getProjectsWithStats()` for real-time stats on each request
+- **Contributors Fetching**: `contribute.astro` now calls GitHub API directly at runtime (via native `fetch`) when `GITHUB_TOKEN` is set, falls back to `.cache/contributors.json` otherwise
+- **Fork Filtering**: `fetch-contributors.ts` now excludes fork repos (`repo.fork`) and archived repos (`repo.archived`) to prevent upstream contributors from appearing on the wall
+- **Gradient Colors**: Introduce semantic tokens `--color-gradient-start` / `--color-gradient-end` (referencing primary-600/accent-500) in `tailwind.css`, replacing hardcoded `from-blue-600 to-purple-600` across all pages
+- **Hover Styles**: Unify card hover effects across all pages — `hover:shadow-lg`, `hover:-translate-y-0.5`, `dark:hover:border-primary-800` — including dark mode
+- **Community Files Post-processing**: `scripts/fetch-community-files.ts` now runs `postProcessFiles()` in `finally` block on every build, auto-fixing `blob/main` → `blob/master` links and relative URL conversion even when git clone fails
 - **Logo**: Replace 🚀 emoji with iFLYTEK avatar image in site header
 - **Tailwind**: Define complete primary (50–950) and accent (50–950) color scales in `@theme` — fixes transparent text/icons caused by missing numbered variants in Tailwind v4
 - **Projects**: Remove Featured badge, sort projects by stars only
-- **Projects**: Unify card borders and icon gradient (`from-blue-600 to-purple-600`) across all pages
 - **Projects**: Wrap ProjectCard in `<div class="project-card">` to fix category filter selecting filter buttons
 - **Events**: Add dark mode hover effects (`dark:hover:border-primary-800`) to event cards and news cards
 - **Contribute**: Fix all community links — `blob/main` → `blob/master`, `CODE_OF_CONDUCT.md` → `code-of-conduct.md` (lowercase)
@@ -40,6 +50,7 @@ All notable changes to this project will be documented in this file.
 - **View Transitions**: Category filter buttons on `/projects` and type filter on `/events` did not work during client-side navigation — fixed with `is:inline` script and `readyState` check
 - **Community Links**: 404 errors from wrong branch name (`main` vs `master`) and wrong filename case (`CODE_OF_CONDUCT.md` vs `code-of-conduct.md`)
 - **Project Card**: `data-category` attribute forwarded to component conflicted with filter `querySelectorAll('[data-category]')` — fixed by wrapping in explicit `<div class="project-card">`
+- **ESLint/Prettier scanning `.vercel/`**: Build output directory was being scanned by linter/formatter — fixed by adding `.vercel` and `.cache` to ignore lists
 
 ## [0.1.0] - 2025-06-12
 
diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
index 8e15882..98386a1 100644
--- a/CODE_OF_CONDUCT.md
+++ b/CODE_OF_CONDUCT.md
@@ -1,3 +1,3 @@
-# CODE OF CONDUCT
+# Iflytek Community Code of Conduct
 
-Please visit https://github.com/iflytek/community for the latest version.
+Please refer to our [Iflytek Community Code of Conduct](https://github.com/iflytek/community/blob/master/code-of-conduct.md)
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 4631efb..dec3a44 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -18,16 +18,16 @@ Welcome to the Iflytek Opensource Community contributing guide. We are excited a
 
 We have full documentation on how to get started contributing:
 
-* [Community Governance](governance.md) - How the community is organized
-* [Community Membership](community-membership.md) - Membership levels and responsibilities
-* [Code of Conduct](code-of-conduct.md) - Our community values and expectations
+* [Community Governance](https://github.com/iflytek/community/blob/master/governance.md) - How the community is organized
+* [Community Membership](https://github.com/iflytek/community/blob/master/community-membership.md) - Membership levels and responsibilities
+* [Code of Conduct](CODE_OF_CONDUCT.md) - Our community values and expectations
 
 ## How to Contribute
 
 1. **Find something to work on** - Check [open issues](https://github.com/iflytek/community/issues), attend SIG meetings, or join discussions on our communication channels
 2. **Read the contributor guide** - Understand our processes and conventions
-3. **File an issue** - Before starting significant work, discuss your plans (see [Issue Guidelines](contribute/issue-guidelines.md))
-4. **Submit a pull request** - Follow our [PR workflow](contribute/pull-request-guidelines.md)
+3. **File an issue** - Before starting significant work, discuss your plans (see [Issue Guidelines](https://github.com/iflytek/community/blob/master/contribute/issue-guidelines.md))
+4. **Submit a pull request** - Follow our [PR workflow](https://github.com/iflytek/community/blob/master/contribute/pull-request-guidelines.md)
 
 ## Contributor Guides
 
@@ -35,7 +35,7 @@ These documents provide detailed guidance on how to contribute effectively:
 
 ### Issue Guidelines
 
-The [Issue Guidelines](contribute/issue-guidelines.md) document covers:
+The [Issue Guidelines](https://github.com/iflytek/community/blob/master/contribute/issue-guidelines.md) document covers:
 
 * How to search for existing issues before opening a new one
 * What information to include when opening an issue
@@ -45,7 +45,7 @@ The [Issue Guidelines](contribute/issue-guidelines.md) document covers:
 
 ### Pull Request Guidelines
 
-The [Pull Request Guidelines](contribute/pull-request-guidelines.md) document covers:
+The [Pull Request Guidelines](https://github.com/iflytek/community/blob/master/contribute/pull-request-guidelines.md) document covers:
 
 * The pull request process from creation to merge
 * How to mark unfinished pull requests (WIP)
@@ -55,7 +55,7 @@ The [Pull Request Guidelines](contribute/pull-request-guidelines.md) document co
 
 ### Review Guidelines
 
-The [Review Guidelines](contribute/review-guidelines.md) document covers tips for reviewers:
+The [Review Guidelines](https://github.com/iflytek/community/blob/master/contribute/review-guidelines.md) document covers tips for reviewers:
 
 * Managing your time for reviews
 * When to loop in others with domain-specific knowledge
@@ -65,7 +65,7 @@ The [Review Guidelines](contribute/review-guidelines.md) document covers tips fo
 
 ### Discussions Guidelines
 
-The [Discussions Guidelines](contribute/discussions-guidelines.md) document covers:
+The [Discussions Guidelines](https://github.com/iflytek/community/blob/master/contribute/discussions-guidelines.md) document covers:
 
 * What discussions are for (questions, brainstorming, showcase, announcements)
 * Discussion categories and when to use each
diff --git a/README.md b/README.md
index 6230cb5..c646fb1 100644
--- a/README.md
+++ b/README.md
@@ -19,7 +19,7 @@ The official open source website for iFLYTEK (科大讯飞), showcasing our open
 - 🗺️ **Project Landscape** — CNCF-style interactive project map
 - 👥 **Contributor Wall** — GitHub contributor avatars animation
 - 🔍 **SEO Optimized** — Meta tags, Open Graph, Sitemap
-- ⚡ **Fast Performance** — Static site generation with Astro
+- ⚡ **Fast Performance** — Hybrid rendering (SSG + SSR) with Astro
 
 ## 📁 Project Structure
 
@@ -34,8 +34,9 @@ website/
 │   ├── pages/         # Route pages
 │   └── utils/         # Utilities
 ├── public/            # Static assets
-├── scripts/           # Build scripts (fetch contributors, community files)
+├── scripts/           # Build scripts (fetch contributors, project stats, community files)
 ├── vendor/            # AstroWind integration
+├── .cache/            # Build-time data cache (contributors, project stats)
 └── .github/           # CI/CD workflows + Dependabot
 ```
 
@@ -74,20 +75,21 @@ npm run preview
 
 ## 📋 Available Scripts
 
-| Script                       | Description                          |
-| ---------------------------- | ------------------------------------ |
-| `npm run dev`                | Start development server             |
-| `npm run build`              | Build for production (with prebuild) |
-| `npm run preview`            | Preview production build             |
-| `npm run check`              | Run all code quality checks          |
-| `npm run check:astro`        | Run Astro type checking              |
-| `npm run check:eslint`       | Run ESLint                           |
-| `npm run check:prettier`     | Run Prettier check                   |
-| `npm run fix`                | Auto-fix ESLint and Prettier issues  |
-| `npm run fetch:contributors` | Fetch GitHub contributor data        |
-| `npm run license:check`      | Check dependency licenses            |
-| `npm run license:report`     | Generate license report (Markdown)   |
-| `npm run license:summary`    | Show license summary                 |
+| Script                        | Description                           |
+| ----------------------------- | ------------------------------------- |
+| `npm run dev`                 | Start development server              |
+| `npm run build`               | Build for production (with prebuild)  |
+| `npm run preview`             | Preview production build              |
+| `npm run check`               | Run all code quality checks           |
+| `npm run check:astro`         | Run Astro type checking               |
+| `npm run check:eslint`        | Run ESLint                            |
+| `npm run check:prettier`      | Run Prettier check                    |
+| `npm run fix`                 | Auto-fix ESLint and Prettier issues   |
+| `npm run fetch:contributors`  | Fetch GitHub contributor data         |
+| `npm run fetch:project-stats` | Fetch GitHub stars/forks for projects |
+| `npm run license:check`       | Check dependency licenses             |
+| `npm run license:report`      | Generate license report (Markdown)    |
+| `npm run license:summary`     | Show license summary                  |
 
 ## 🌍 Pages
 
diff --git a/code-of-conduct.md b/code-of-conduct.md
deleted file mode 100644
index 98386a1..0000000
--- a/code-of-conduct.md
+++ /dev/null
@@ -1,3 +0,0 @@
-# Iflytek Community Code of Conduct
-
-Please refer to our [Iflytek Community Code of Conduct](https://github.com/iflytek/community/blob/master/code-of-conduct.md)
diff --git a/contributing.md b/contributing.md
deleted file mode 100644
index 4631efb..0000000
--- a/contributing.md
+++ /dev/null
@@ -1,83 +0,0 @@
-# Contributing to the Community
-
-<!-- toc -->
-- [Getting Started](#getting-started)
-- [How to Contribute](#how-to-contribute)
-- [Contributor Guides](#contributor-guides)
-  - [Issue Guidelines](#issue-guidelines)
-  - [Pull Request Guidelines](#pull-request-guidelines)
-  - [Review Guidelines](#review-guidelines)
-  - [Discussions Guidelines](#discussions-guidelines)
-- [Mentorship](#mentorship)
-- [Contributing to Individual SIGs](#contributing-to-individual-sigs)
-<!-- /toc -->
-
-Welcome to the Iflytek Opensource Community contributing guide. We are excited about the prospect of you joining our community!
-
-## Getting Started
-
-We have full documentation on how to get started contributing:
-
-* [Community Governance](governance.md) - How the community is organized
-* [Community Membership](community-membership.md) - Membership levels and responsibilities
-* [Code of Conduct](code-of-conduct.md) - Our community values and expectations
-
-## How to Contribute
-
-1. **Find something to work on** - Check [open issues](https://github.com/iflytek/community/issues), attend SIG meetings, or join discussions on our communication channels
-2. **Read the contributor guide** - Understand our processes and conventions
-3. **File an issue** - Before starting significant work, discuss your plans (see [Issue Guidelines](contribute/issue-guidelines.md))
-4. **Submit a pull request** - Follow our [PR workflow](contribute/pull-request-guidelines.md)
-
-## Contributor Guides
-
-These documents provide detailed guidance on how to contribute effectively:
-
-### Issue Guidelines
-
-The [Issue Guidelines](contribute/issue-guidelines.md) document covers:
-
-* How to search for existing issues before opening a new one
-* What information to include when opening an issue
-* The issue triage process and how maintainers review incoming issues
-* Issue lifecycle from open to resolved
-* Label conventions (`kind/`, `priority/`, `sig/`, `triage/`)
-
-### Pull Request Guidelines
-
-The [Pull Request Guidelines](contribute/pull-request-guidelines.md) document covers:
-
-* The pull request process from creation to merge
-* How to mark unfinished pull requests (WIP)
-* Why pull requests get closed (inactivity after 90 days)
-* Why your pull request might not be getting reviewed
-* Best practices: smaller PRs, good comments, testing, commit messages
-
-### Review Guidelines
-
-The [Review Guidelines](contribute/review-guidelines.md) document covers tips for reviewers:
-
-* Managing your time for reviews
-* When to loop in others with domain-specific knowledge
-* How to ask questions and request changes respectfully
-* Commit hygiene expectations
-* How to check out a pull request locally for deeper review
-
-### Discussions Guidelines
-
-The [Discussions Guidelines](contribute/discussions-guidelines.md) document covers:
-
-* What discussions are for (questions, brainstorming, showcase, announcements)
-* Discussion categories and when to use each
-* Discussion etiquette
-* When to use issues vs discussions
-
-## Mentorship
-
-We welcome volunteers for our mentorship programs. If you're interested in mentoring or being mentored, please reach out to the community.
-
-## Contributing to Individual SIGs
-
-Each SIG may have its own policies for editing their section of this repository. Edits in SIG sub-directories should follow any additional guidelines described by the respective SIG leads in the sub-directory's `CONTRIBUTING` file.
-
-Attending a SIG meeting or posting on their communication channel is recommended if you want to make extensive contributions.
diff --git a/eslint.config.js b/eslint.config.js
index 83bf204..49fd2bf 100644
--- a/eslint.config.js
+++ b/eslint.config.js
@@ -61,6 +61,6 @@ export default [
     },
   },
   {
-    ignores: ['dist', 'node_modules', '.github', 'types.generated.d.ts', '.astro'],
+    ignores: ['dist', 'node_modules', '.github', '.vercel', '.cache', '.astro', 'types.generated.d.ts'],
   },
 ];
diff --git a/package.json b/package.json
index cdfabb4..7a9d507 100644
--- a/package.json
+++ b/package.json
@@ -13,7 +13,7 @@
     "build": "npm run prebuild && astro build",
     "preview": "astro preview",
     "astro": "astro",
-    "prebuild": "tsx scripts/fetch-community-files.ts",
+    "prebuild": "tsx scripts/fetch-community-files.ts && tsx scripts/fetch-project-stats.ts",
     "check": "npm run check:astro && npm run check:eslint && npm run check:prettier",
     "check:astro": "astro check",
     "check:eslint": "eslint .",
@@ -22,6 +22,7 @@
     "fix:eslint": "eslint --fix .",
     "fix:prettier": "prettier -w .",
     "fetch:contributors": "tsx scripts/fetch-contributors.ts",
+    "fetch:project-stats": "tsx scripts/fetch-project-stats.ts",
     "license:check": "license-checker --production --excludePrivatePackages --onlyAllow 'MIT;Apache-2.0;BSD-2-Clause;BSD-3-Clause;ISC;0BSD;CC0-1.0;Unlicense;BlueOak-1.0.0;OFL-1.1;MPL-2.0;LGPL-3.0-or-later;Python-2.0'",
     "license:report": "license-checker --production --markdown --out THIRD_PARTY_LICENSES.md",
     "license:summary": "license-checker --production --summary"
diff --git a/scripts/fetch-community-files.ts b/scripts/fetch-community-files.ts
index a417cad..5e018f9 100644
--- a/scripts/fetch-community-files.ts
+++ b/scripts/fetch-community-files.ts
@@ -1,16 +1,78 @@
 /**
  * Fetch community files from iflytek/community repository
  * Copies CODE_OF_CONDUCT.md, CONTRIBUTING.md, SECURITY.md, and templates
+ * Then applies post-processing to fix known issues (branch names, dead links)
  */
 
 import { execSync } from 'child_process';
-import { existsSync, mkdirSync, copyFileSync, writeFileSync, rmSync } from 'fs';
+import { existsSync, mkdirSync, copyFileSync, writeFileSync, rmSync, readFileSync } from 'fs';
 import { join } from 'path';
 
 const COMMUNITY_REPO = 'https://github.com/iflytek/community.git';
 const TEMP_DIR = '.tmp-community';
 const TARGET_FILES = ['CODE_OF_CONDUCT.md', 'CONTRIBUTING.md', 'SECURITY.md'];
 
+/**
+ * Post-process copied files to fix known issues:
+ * - Branch name: community repo uses `master`, not `main`
+ * - CONTRIBUTING.md relative links point to files that only exist in the community repo
+ * - CODE_OF_CONDUCT.md local reference should use uppercase filename
+ */
+function postProcessFiles() {
+  console.log('🔧 Post-processing copied files...');
+
+  // Fix blob/main/ → blob/master/ in all .github files
+  const githubFiles = [
+    '.github/PULL_REQUEST_TEMPLATE.md',
+    '.github/ISSUE_TEMPLATE/moderator_application.yml',
+    '.github/ISSUE_TEMPLATE/leadership-change.yml',
+  ];
+  for (const file of githubFiles) {
+    if (existsSync(file)) {
+      const content = readFileSync(file, 'utf-8');
+      const fixed = content.replace(/blob\/main\//g, 'blob/master/');
+      if (content !== fixed) {
+        writeFileSync(file, fixed);
+        console.log(`  ✅ Fixed branch name in ${file}`);
+      }
+    }
+  }
+
+  // Fix CONTRIBUTING.md: convert relative links to absolute URLs
+  if (existsSync('CONTRIBUTING.md')) {
+    let content = readFileSync('CONTRIBUTING.md', 'utf-8');
+    const COMMUNITY_BASE = 'https://github.com/iflytek/community/blob/master';
+
+    // Fix relative links to community repo files
+    content = content.replace(/\(governance\.md\)/g, `(${COMMUNITY_BASE}/governance.md)`);
+    content = content.replace(/\(community-membership\.md\)/g, `(${COMMUNITY_BASE}/community-membership.md)`);
+    content = content.replace(
+      /\(contribute\/issue-guidelines\.md\)/g,
+      `(${COMMUNITY_BASE}/contribute/issue-guidelines.md)`
+    );
+    content = content.replace(
+      /\(contribute\/pull-request-guidelines\.md\)/g,
+      `(${COMMUNITY_BASE}/contribute/pull-request-guidelines.md)`
+    );
+    content = content.replace(
+      /\(contribute\/review-guidelines\.md\)/g,
+      `(${COMMUNITY_BASE}/contribute/review-guidelines.md)`
+    );
+    content = content.replace(
+      /\(contribute\/discussions-guidelines\.md\)/g,
+      `(${COMMUNITY_BASE}/contribute/discussions-guidelines.md)`
+    );
+
+    // Fix code-of-conduct.md → CODE_OF_CONDUCT.md (local file, uppercase)
+    content = content.replace(/\(code-of-conduct\.md\)/g, '(CODE_OF_CONDUCT.md)');
+
+    writeFileSync('CONTRIBUTING.md', content);
+    console.log('  ✅ Fixed dead links in CONTRIBUTING.md');
+  }
+
+  console.log('🎉 Post-processing complete!');
+}
+
 async function fetchCommunityFiles() {
   console.log('📦 Fetching community files from iflytek/community...');
 
@@ -80,6 +142,9 @@ async function fetchCommunityFiles() {
     if (existsSync(TEMP_DIR)) {
       rmSync(TEMP_DIR, { recursive: true, force: true });
     }
+
+    // Always post-process local files (whether freshly copied or already existing)
+    postProcessFiles();
   }
 }
 
diff --git a/scripts/fetch-contributors.ts b/scripts/fetch-contributors.ts
index 5d43fb8..02d04f1 100644
--- a/scripts/fetch-contributors.ts
+++ b/scripts/fetch-contributors.ts
@@ -39,10 +39,23 @@ async function fetchContributors() {
       per_page: 100,
     });
 
-    console.log(`  Found ${repos.length} repositories`);
+    console.log(`  Found ${repos.length} public repositories`);
+
+    // Filter out forks and archived repos — their contributors belong to upstream projects
+    const forks = repos.filter((r) => r.fork);
+    const archived = repos.filter((r) => r.archived && !r.fork);
+    const activeRepos = repos.filter((r) => !r.fork && !r.archived);
+
+    if (forks.length > 0) {
+      console.log(`  ⏭️  Skipped ${forks.length} fork(s): ${forks.map((r) => r.name).join(', ')}`);
+    }
+    if (archived.length > 0) {
+      console.log(`  ⏭️  Skipped ${archived.length} archived: ${archived.map((r) => r.name).join(', ')}`);
+    }
+    console.log(`  ✅ Processing ${activeRepos.length} original repositories`);
 
     // Fetch contributors for each repo
-    for (const repo of repos) {
+    for (const repo of activeRepos) {
       try {
         const contributors = await octokit.paginate(octokit.repos.listContributors, {
           owner: ORG,
diff --git a/scripts/fetch-project-stats.ts b/scripts/fetch-project-stats.ts
new file mode 100644
index 0000000..3c829b3
--- /dev/null
+++ b/scripts/fetch-project-stats.ts
@@ -0,0 +1,108 @@
+/**
+ * Fetch real-time stars/forks from GitHub API for all projects in src/data/projects/*.yaml
+ * Saves results to .cache/project-stats.json
+ *
+ * Usage: npm run fetch:project-stats
+ * Requires: GITHUB_TOKEN env var for authenticated requests (optional but recommended)
+ */
+
+import { Octokit } from '@octokit/rest';
+import { existsSync, mkdirSync, writeFileSync, readFileSync, readdirSync } from 'fs';
+import { parse as parseYaml } from 'yaml';
+import { join } from 'path';
+
+const CACHE_DIR = '.cache';
+const STATS_FILE = `${CACHE_DIR}/project-stats.json`;
+const PROJECTS_DIR = 'src/data/projects';
+
+interface ProjectStats {
+  stars: number;
+  forks: number;
+  updated_at: string;
+}
+
+interface StatsCache {
+  updated_at: string;
+  repos: Record<string, ProjectStats>;
+}
+
+async function fetchProjectStats() {
+  console.log('📊 Fetching project stats from GitHub API...');
+
+  const token = process.env.GITHUB_TOKEN;
+  const octokit = new Octokit({ auth: token || undefined });
+
+  if (!token) {
+    console.warn('⚠️  GITHUB_TOKEN not set. Using unauthenticated requests (rate limited to 60/hour)');
+  }
+
+  // Read all project YAML files to extract repo names
+  const projectFiles = readdirSync(PROJECTS_DIR).filter((f) => f.endsWith('.yaml') || f.endsWith('.yml'));
+  const repos: string[] = [];
+
+  for (const file of projectFiles) {
+    try {
+      const content = readFileSync(join(PROJECTS_DIR, file), 'utf-8');
+      const data = parseYaml(content);
+      if (data?.repo) {
+        repos.push(data.repo);
+      }
+    } catch {
+      console.warn(`  ⚠️  Failed to parse ${file}`);
+    }
+  }
+
+  console.log(`  Found ${repos.length} project repos`);
+
+  // Load existing cache as fallback
+  let existingCache: StatsCache | null = null;
+  if (existsSync(STATS_FILE)) {
+    try {
+      existingCache = JSON.parse(readFileSync(STATS_FILE, 'utf-8'));
+    } catch {
+      // Ignore corrupt cache
+    }
+  }
+
+  const results: Record<string, ProjectStats> = {};
+  let fetched = 0;
+  let failed = 0;
+
+  for (const repo of repos) {
+    const [owner, name] = repo.split('/');
+    try {
+      const { data } = await octokit.repos.get({ owner, repo: name });
+      results[repo] = {
+        stars: data.stargazers_count,
+        forks: data.forks_count,
+        updated_at: new Date().toISOString(),
+      };
+      fetched++;
+      console.log(`  ✅ ${repo}: ⭐ ${data.stargazers_count} 🍴 ${data.forks_count}`);
+    } catch {
+      failed++;
+      // Fall back to cached value if available
+      if (existingCache?.repos[repo]) {
+        results[repo] = existingCache.repos[repo];
+        console.warn(`  ⚠️  ${repo}: API failed, using cached values (⭐ ${existingCache.repos[repo].stars})`);
+      } else {
+        console.warn(`  ❌ ${repo}: API failed, no cache available`);
+      }
+    }
+  }
+
+  // Save to cache
+  if (!existsSync(CACHE_DIR)) {
+    mkdirSync(CACHE_DIR, { recursive: true });
+  }
+
+  const cache: StatsCache = {
+    updated_at: new Date().toISOString(),
+    repos: results,
+  };
+
+  writeFileSync(STATS_FILE, JSON.stringify(cache, null, 2));
+  console.log(`  ✅ Saved stats for ${fetched}/${repos.length} repos to ${STATS_FILE} (${failed} failed)`);
+}
+
+fetchProjectStats();
diff --git a/src/assets/styles/tailwind.css b/src/assets/styles/tailwind.css
index 7f6bfa8..bb4e213 100644
--- a/src/assets/styles/tailwind.css
+++ b/src/assets/styles/tailwind.css
@@ -39,6 +39,10 @@
   --color-accent-900: #2a0e56;
   --color-accent-950: #1a0836;
 
+  /* Semantic gradient tokens (derived from brand colors) */
+  --color-gradient-start: var(--color-primary-600);
+  --color-gradient-end: var(--color-accent-500);
+
   --font-sans:
     'var(--aw-font-sans, ui-sans-serif)', ui-sans-serif, system-ui, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji',
     'Segoe UI Symbol', 'Noto Color Emoji';
diff --git a/src/components/projects/ProjectCard.astro b/src/components/projects/ProjectCard.astro
index c302307..d178fd1 100644
--- a/src/components/projects/ProjectCard.astro
+++ b/src/components/projects/ProjectCard.astro
@@ -69,7 +69,7 @@ function formatNumber(n: number): string {
   <div class="flex items-start gap-4">
     <!-- Project Icon -->
     <div
-      class="flex h-14 w-14 flex-shrink-0 items-center justify-center rounded-xl bg-gradient-to-br from-blue-600 to-purple-600 text-xl font-bold text-white"
+      class="flex h-14 w-14 flex-shrink-0 items-center justify-center rounded-xl bg-gradient-to-br from-gradient-start to-gradient-end text-xl font-bold text-white"
     >
       {name.charAt(0)}
     </div>
diff --git a/src/pages/[...blog]/[...page].astro b/src/pages/[...blog]/[...page].astro
index 145e231..6e21f51 100644
--- a/src/pages/[...blog]/[...page].astro
+++ b/src/pages/[...blog]/[...page].astro
@@ -45,9 +45,11 @@ const metadata = {
     <div class="relative mx-auto max-w-7xl px-4 sm:px-6 lg:px-8">
       <div class="text-center">
         <h1 class="flex items-center justify-center text-4xl font-bold tracking-tight sm:text-5xl md:text-6xl">
-          <span class="bg-gradient-to-r from-blue-600 to-purple-600 bg-clip-text text-transparent">技术博客</span><span
-            class="mx-2 text-gray-300 dark:text-gray-600">/</span
-          ><span class="text-gray-900 dark:text-white">Blog</span>
+          <span class="bg-gradient-to-r from-gradient-start to-gradient-end bg-clip-text text-transparent"
+            >技术博客</span
+          ><span class="mx-2 text-gray-300 dark:text-gray-600">/</span><span class="text-gray-900 dark:text-white"
+            >Blog</span
+          >
         </h1>
         <p class="mx-auto mt-6 max-w-2xl text-lg text-gray-600 dark:text-gray-400">
           深入的技术文章、教程和架构分享，帮助你更好地理解和使用 iFLYTEK 开源项目
diff --git a/src/pages/[...blog]/[category]/[...page].astro b/src/pages/[...blog]/[category]/[...page].astro
index e0758cd..48d8db7 100644
--- a/src/pages/[...blog]/[category]/[...page].astro
+++ b/src/pages/[...blog]/[category]/[...page].astro
@@ -51,7 +51,8 @@ const cat = categoryMeta[category.slug] || { titleZh: category.title, descriptio
     <div class="relative mx-auto max-w-7xl px-4 sm:px-6 lg:px-8">
       <div class="text-center">
         <h1 class="flex items-center justify-center text-4xl font-bold tracking-tight sm:text-5xl md:text-6xl">
-          <span class="bg-gradient-to-r from-blue-600 to-purple-600 bg-clip-text text-transparent">{cat.titleZh}</span
+          <span class="bg-gradient-to-r from-gradient-start to-gradient-end bg-clip-text text-transparent"
+            >{cat.titleZh}</span
           ><span class="mx-2 text-gray-300 dark:text-gray-600">/</span><span class="text-gray-900 dark:text-white"
             >{category.title}</span
           >
diff --git a/src/pages/contribute.astro b/src/pages/contribute.astro
index 2f639ab..31f9bbe 100644
--- a/src/pages/contribute.astro
+++ b/src/pages/contribute.astro
@@ -5,6 +5,8 @@ import { readFileSync, existsSync } from 'fs';
 import { join } from 'path';
 import { getCollection } from 'astro:content';
 
+export const prerender = false;
+
 const metadata = {
   title: 'Contribute',
 };
@@ -20,18 +22,84 @@ interface Contributor {
   profile_url: string;
 }
 
-let contributors: Contributor[] = [];
-const cachePath = join(process.cwd(), '.cache/contributors.json');
-try {
-  if (existsSync(cachePath)) {
-    const raw = readFileSync(cachePath, 'utf-8');
-    const data = JSON.parse(raw);
-    contributors = data.contributors || [];
+// ── In-memory cache for serverless warm invocations ──────────────────────────
+let contributorsCache: { data: Contributor[]; fetchedAt: number } | null = null;
+const CACHE_TTL = 5 * 60 * 1000; // 5 minutes
+
+async function fetchContributorsLive(): Promise<Contributor[]> {
+  if (contributorsCache && Date.now() - contributorsCache.fetchedAt < CACHE_TTL) {
+    return contributorsCache.data;
+  }
+
+  const token = process.env.GITHUB_TOKEN;
+  const headers: Record<string, string> = { Accept: 'application/vnd.github+json' };
+  if (token) headers['Authorization'] = `Bearer ${token}`;
+
+  // 1. Get all public repos (exclude forks and archived)
+  const reposRes = await fetch('https://api.github.com/orgs/iflytek/repos?type=public&per_page=100', { headers });
+  if (!reposRes.ok) throw new Error(`Failed to fetch repos: HTTP ${reposRes.status}`);
+  const reposData = (await reposRes.json()) as Array<{ name: string; fork: boolean; archived: boolean }>;
+  const activeRepos = reposData.filter((r) => !r.fork && !r.archived);
+
+  // 2. Fetch contributors for each repo in parallel
+  const contributorMap = new Map<string, Contributor>();
+  await Promise.all(
+    activeRepos.map(async (repo) => {
+      try {
+        const res = await fetch(`https://api.github.com/repos/iflytek/${repo.name}/contributors?per_page=100`, {
+          headers,
+        });
+        if (!res.ok) return;
+        const list = (await res.json()) as Array<{
+          login: string;
+          type: string;
+          avatar_url: string;
+          contributions: number;
+          html_url: string;
+        }>;
+        for (const c of list) {
+          if (c.login && c.type === 'User') {
+            const existing = contributorMap.get(c.login);
+            const contributions = (existing?.contributions || 0) + (c.contributions || 0);
+            contributorMap.set(c.login, {
+              username: c.login,
+              avatar_url: c.avatar_url || `https://github.com/${c.login}.png`,
+              contributions,
+              profile_url: c.html_url || `https://github.com/${c.login}`,
+            });
+          }
+        }
+      } catch {
+        /* skip individual repo errors */
+      }
+    })
+  );
+
+  const result = Array.from(contributorMap.values()).sort((a, b) => b.contributions - a.contributions);
+  contributorsCache = { data: result, fetchedAt: Date.now() };
+  return result;
+}
+
+function loadCachedContributors(): Contributor[] {
+  const cachePath = join(process.cwd(), '.cache/contributors.json');
+  if (!existsSync(cachePath)) return [];
+  try {
+    return (JSON.parse(readFileSync(cachePath, 'utf-8')).contributors as Contributor[]) || [];
+  } catch {
+    return [];
   }
-} catch {
-  console.warn('Failed to load contributors data, using empty list');
 }
 
+const hasToken = !!process.env.GITHUB_TOKEN;
+const contributors: Contributor[] = await (async () => {
+  try {
+    return hasToken ? await fetchContributorsLive() : loadCachedContributors();
+  } catch {
+    console.warn('Failed to fetch live contributors, falling back to cache');
+    return loadCachedContributors();
+  }
+})();
+
 // Top contributors for leaderboard
 const topContributors = contributors.slice(0, 12);
 
@@ -51,9 +119,11 @@ const totalContributions = contributors.reduce((sum, c) => sum + c.contributions
     <div class="relative mx-auto max-w-7xl px-4 sm:px-6 lg:px-8">
       <div class="text-center">
         <h1 class="flex items-center justify-center text-4xl font-bold tracking-tight sm:text-5xl md:text-6xl">
-          <span class="bg-gradient-to-r from-blue-600 to-purple-600 bg-clip-text text-transparent">参与贡献</span><span
-            class="mx-2 text-gray-300 dark:text-gray-600">/</span
-          ><span class="text-gray-900 dark:text-white">Contribute</span>
+          <span class="bg-gradient-to-r from-gradient-start to-gradient-end bg-clip-text text-transparent"
+            >参与贡献</span
+          ><span class="mx-2 text-gray-300 dark:text-gray-600">/</span><span class="text-gray-900 dark:text-white"
+            >Contribute</span
+          >
         </h1>
         <p class="mx-auto mt-6 max-w-2xl text-lg text-gray-600 dark:text-gray-400">
           加入 iFLYTEK 开源社区，一起构建更好的 AI 生态。感谢每一位贡献者！
@@ -163,7 +233,7 @@ const totalContributions = contributors.reduce((sum, c) => sum + c.contributions
           href="https://github.com/iflytek/community/issues/new?template=general-issue.yml"
           target="_blank"
           rel="noopener"
-          class="group rounded-xl border border-gray-200 bg-white p-6 transition-all hover:-translate-y-0.5 hover:border-primary-200 hover:shadow-md dark:border-gray-700 dark:bg-gray-900 dark:hover:border-primary-800"
+          class="group rounded-xl border border-gray-200 bg-white p-6 transition-all hover:-translate-y-0.5 hover:border-primary-200 hover:shadow-lg dark:border-gray-700 dark:bg-gray-900 dark:hover:border-primary-800"
         >
           <div
             class="mb-4 flex h-12 w-12 items-center justify-center rounded-xl bg-red-100 text-2xl dark:bg-red-900/50"
@@ -184,7 +254,7 @@ const totalContributions = contributors.reduce((sum, c) => sum + c.contributions
           href="https://github.com/iflytek/community/issues/new?template=general-issue.yml"
           target="_blank"
           rel="noopener"
-          class="group rounded-xl border border-gray-200 bg-white p-6 transition-all hover:-translate-y-0.5 hover:border-primary-200 hover:shadow-md dark:border-gray-700 dark:bg-gray-900 dark:hover:border-primary-800"
+          class="group rounded-xl border border-gray-200 bg-white p-6 transition-all hover:-translate-y-0.5 hover:border-primary-200 hover:shadow-lg dark:border-gray-700 dark:bg-gray-900 dark:hover:border-primary-800"
         >
           <div
             class="mb-4 flex h-12 w-12 items-center justify-center rounded-xl bg-yellow-100 text-2xl dark:bg-yellow-900/50"
@@ -203,7 +273,7 @@ const totalContributions = contributors.reduce((sum, c) => sum + c.contributions
           href="https://github.com/iflytek/community/blob/master/CONTRIBUTING.md"
           target="_blank"
           rel="noopener"
-          class="group rounded-xl border border-gray-200 bg-white p-6 transition-all hover:-translate-y-0.5 hover:border-primary-200 hover:shadow-md dark:border-gray-700 dark:bg-gray-900 dark:hover:border-primary-800"
+          class="group rounded-xl border border-gray-200 bg-white p-6 transition-all hover:-translate-y-0.5 hover:border-primary-200 hover:shadow-lg dark:border-gray-700 dark:bg-gray-900 dark:hover:border-primary-800"
         >
           <div
             class="mb-4 flex h-12 w-12 items-center justify-center rounded-xl bg-blue-100 text-2xl dark:bg-blue-900/50"
@@ -224,7 +294,7 @@ const totalContributions = contributors.reduce((sum, c) => sum + c.contributions
           href="https://github.com/iflytek/community/blob/master/CONTRIBUTING.md"
           target="_blank"
           rel="noopener"
-          class="group rounded-xl border border-gray-200 bg-white p-6 transition-all hover:-translate-y-0.5 hover:border-primary-200 hover:shadow-md dark:border-gray-700 dark:bg-gray-900 dark:hover:border-primary-800"
+          class="group rounded-xl border border-gray-200 bg-white p-6 transition-all hover:-translate-y-0.5 hover:border-primary-200 hover:shadow-lg dark:border-gray-700 dark:bg-gray-900 dark:hover:border-primary-800"
         >
           <div
             class="mb-4 flex h-12 w-12 items-center justify-center rounded-xl bg-green-100 text-2xl dark:bg-green-900/50"
@@ -245,7 +315,7 @@ const totalContributions = contributors.reduce((sum, c) => sum + c.contributions
           href="https://github.com/iflytek"
           target="_blank"
           rel="noopener"
-          class="group rounded-xl border border-gray-200 bg-white p-6 transition-all hover:-translate-y-0.5 hover:border-primary-200 hover:shadow-md dark:border-gray-700 dark:bg-gray-900 dark:hover:border-primary-800"
+          class="group rounded-xl border border-gray-200 bg-white p-6 transition-all hover:-translate-y-0.5 hover:border-primary-200 hover:shadow-lg dark:border-gray-700 dark:bg-gray-900 dark:hover:border-primary-800"
         >
           <div
             class="mb-4 flex h-12 w-12 items-center justify-center rounded-xl bg-purple-100 text-2xl dark:bg-purple-900/50"
@@ -264,7 +334,7 @@ const totalContributions = contributors.reduce((sum, c) => sum + c.contributions
           href="https://github.com/iflytek/community/blob/master/code-of-conduct.md"
           target="_blank"
           rel="noopener"
-          class="group rounded-xl border border-gray-200 bg-white p-6 transition-all hover:-translate-y-0.5 hover:border-primary-200 hover:shadow-md dark:border-gray-700 dark:bg-gray-900 dark:hover:border-primary-800"
+          class="group rounded-xl border border-gray-200 bg-white p-6 transition-all hover:-translate-y-0.5 hover:border-primary-200 hover:shadow-lg dark:border-gray-700 dark:bg-gray-900 dark:hover:border-primary-800"
         >
           <div
             class="mb-4 flex h-12 w-12 items-center justify-center rounded-xl bg-pink-100 text-2xl dark:bg-pink-900/50"
diff --git a/src/pages/events.astro b/src/pages/events.astro
index 9f09b0e..bb08baf 100644
--- a/src/pages/events.astro
+++ b/src/pages/events.astro
@@ -152,9 +152,11 @@ const newsPosts = posts
     <div class="relative mx-auto max-w-7xl px-4 sm:px-6 lg:px-8">
       <div class="text-center">
         <h1 class="flex items-center justify-center text-4xl font-bold tracking-tight sm:text-5xl md:text-6xl">
-          <span class="bg-gradient-to-r from-blue-600 to-purple-600 bg-clip-text text-transparent">社区活动</span><span
-            class="mx-2 text-gray-300 dark:text-gray-600">/</span
-          ><span class="text-gray-900 dark:text-white">Events</span>
+          <span class="bg-gradient-to-r from-gradient-start to-gradient-end bg-clip-text text-transparent"
+            >社区活动</span
+          ><span class="mx-2 text-gray-300 dark:text-gray-600">/</span><span class="text-gray-900 dark:text-white"
+            >Events</span
+          >
         </h1>
         <p class="mx-auto mt-6 max-w-2xl text-lg text-gray-600 dark:text-gray-400">
           参与 iFLYTEK 开源社区活动 — Meetup、Hackathon、Workshop，与开发者面对面交流
diff --git a/src/pages/index.astro b/src/pages/index.astro
index 81772ab..c876b30 100644
--- a/src/pages/index.astro
+++ b/src/pages/index.astro
@@ -7,14 +7,14 @@ import Stats from '~/components/widgets/Stats.astro';
 import BlogLatestPosts from '~/components/widgets/BlogLatestPosts.astro';
 import CallToAction from '~/components/widgets/CallToAction.astro';
 
-import { getCollection } from 'astro:content';
+import { getProjectsWithStats } from '~/utils/project-stats';
 
 const metadata = {
   title: 'iFLYTEK Open Source — AI Agent, Developer Tools & More',
   ignoreTitleTemplate: true,
 };
 
-const projects = await getCollection('project');
+const projects = await getProjectsWithStats();
 const totalStars = projects.reduce((sum, p) => sum + (p.data.stars || 0), 0);
 const totalForks = projects.reduce((sum, p) => sum + (p.data.forks || 0), 0);
 const starDisplay = totalStars >= 1000 ? (totalStars / 1000).toFixed(1) + 'K' : totalStars.toString();
diff --git a/src/pages/landscape.astro b/src/pages/landscape.astro
index 08ac6d7..c4059d4 100644
--- a/src/pages/landscape.astro
+++ b/src/pages/landscape.astro
@@ -1,12 +1,12 @@
 ---
 import Layout from '~/layouts/PageLayout.astro';
-import { getCollection } from 'astro:content';
+import { getProjectsWithStats } from '~/utils/project-stats';
 
 const metadata = {
   title: 'Landscape',
 };
 
-const projects = await getCollection('project');
+const projects = await getProjectsWithStats();
 
 // Group by category
 const grouped = projects.reduce(
@@ -89,7 +89,9 @@ const totalStars = projects.reduce((sum, p) => sum + (p.data.stars || 0), 0);
     <div class="relative mx-auto max-w-7xl px-4 sm:px-6 lg:px-8">
       <div class="text-center">
         <h1 class="text-4xl font-bold tracking-tight sm:text-5xl">
-          <span class="bg-gradient-to-r from-blue-600 to-purple-600 bg-clip-text text-transparent"> 开源全景图 </span>
+          <span class="bg-gradient-to-r from-gradient-start to-gradient-end bg-clip-text text-transparent">
+            开源全景图
+          </span>
         </h1>
         <p class="mx-auto mt-4 max-w-2xl text-lg text-gray-600 dark:text-gray-400">
           iFLYTEK 开源项目生态全景 — {projects.length} 个项目，{totalStars.toLocaleString()} Stars
@@ -133,10 +135,10 @@ const totalStars = projects.reduce((sum, p) => sum + (p.data.stars || 0), 0);
                         href={`https://github.com/${project.data.repo}`}
                         target="_blank"
                         rel="noopener"
-                        class="group flex items-start gap-3 rounded-xl border border-gray-100 p-4 transition-all hover:-translate-y-0.5 hover:border-primary-200 hover:shadow-md dark:border-gray-800 dark:hover:border-primary-800"
+                        class="group flex items-start gap-3 rounded-xl border border-gray-200 bg-white p-4 transition-all hover:-translate-y-0.5 hover:border-primary-200 hover:shadow-lg dark:border-gray-700 dark:bg-gray-900 dark:hover:border-primary-800"
                       >
                         {/* Project Icon */}
-                        <div class="flex h-10 w-10 flex-shrink-0 items-center justify-center rounded-lg bg-gradient-to-br from-blue-600 to-purple-600 text-sm font-bold text-white">
+                        <div class="flex h-10 w-10 flex-shrink-0 items-center justify-center rounded-lg bg-gradient-to-br from-gradient-start to-gradient-end text-sm font-bold text-white">
                           {project.data.name.charAt(0)}
                         </div>
 
diff --git a/src/pages/projects.astro b/src/pages/projects.astro
index c79f870..3fa75f7 100644
--- a/src/pages/projects.astro
+++ b/src/pages/projects.astro
@@ -1,13 +1,15 @@
 ---
 import Layout from '~/layouts/PageLayout.astro';
 import ProjectCard from '~/components/projects/ProjectCard.astro';
-import { getCollection } from 'astro:content';
+import { getProjectsWithStats } from '~/utils/project-stats';
+
+export const prerender = false;
 
 const metadata = {
   title: 'Projects',
 };
 
-const projects = await getCollection('project');
+const projects = await getProjectsWithStats();
 
 // Sort by stars
 const sortedProjects = projects.sort((a, b) => (b.data.stars || 0) - (a.data.stars || 0));
@@ -42,9 +44,11 @@ const totalForks = sortedProjects.reduce((sum, p) => sum + (p.data.forks || 0),
     <div class="relative mx-auto max-w-7xl px-4 sm:px-6 lg:px-8">
       <div class="text-center">
         <h1 class="flex items-center justify-center text-4xl font-bold tracking-tight sm:text-5xl md:text-6xl">
-          <span class="bg-gradient-to-r from-blue-600 to-purple-600 bg-clip-text text-transparent">开源项目</span><span
-            class="mx-2 text-gray-300 dark:text-gray-600">/</span
-          ><span class="text-gray-900 dark:text-white">Projects</span>
+          <span class="bg-gradient-to-r from-gradient-start to-gradient-end bg-clip-text text-transparent"
+            >开源项目</span
+          ><span class="mx-2 text-gray-300 dark:text-gray-600">/</span><span class="text-gray-900 dark:text-white"
+            >Projects</span
+          >
         </h1>
         <p class="mx-auto mt-6 max-w-2xl text-lg text-gray-600 dark:text-gray-400">
           探索 iFLYTEK 的开源项目生态，涵盖 AI Agent、开发工具等前沿领域
diff --git a/src/pages/projects/[slug].astro b/src/pages/projects/[slug].astro
index 9d91d3f..cbdc954 100644
--- a/src/pages/projects/[slug].astro
+++ b/src/pages/projects/[slug].astro
@@ -1,16 +1,17 @@
 ---
 import Layout from '~/layouts/PageLayout.astro';
-import { getCollection } from 'astro:content';
+import { getProjectsWithStats } from '~/utils/project-stats';
 
-export async function getStaticPaths() {
-  const projects = await getCollection('project');
-  return projects.map((project) => ({
-    params: { slug: project.id.replace('.yaml', '').replace('.yml', '') },
-    props: { project },
-  }));
+export const prerender = false;
+
+const slug = Astro.params.slug as string;
+const projects = await getProjectsWithStats();
+const project = projects.find((p) => p.id.replace('.yaml', '').replace('.yml', '') === slug);
+
+if (!project) {
+  return Astro.redirect('/404');
 }
 
-const { project } = Astro.props;
 const { data } = project;
 
 const metadata = {
@@ -53,7 +54,7 @@ const categoryLabels: Record<string, string> = {
         <div class="flex flex-col gap-6 md:flex-row md:items-start">
           <!-- Icon -->
           <div
-            class="flex h-20 w-20 flex-shrink-0 items-center justify-center rounded-2xl bg-gradient-to-br from-blue-600 to-purple-600 text-3xl font-bold text-white"
+            class="flex h-20 w-20 flex-shrink-0 items-center justify-center rounded-2xl bg-gradient-to-br from-gradient-start to-gradient-end text-3xl font-bold text-white"
           >
             {data.name.charAt(0)}
           </div>
diff --git a/src/utils/project-stats.ts b/src/utils/project-stats.ts
new file mode 100644
index 0000000..53dfcb7
--- /dev/null
+++ b/src/utils/project-stats.ts
@@ -0,0 +1,106 @@
+/**
+ * Utility to merge GitHub stats with project collection data.
+ * Pages should use `getProjectsWithStats()` instead of raw `getCollection('project')`.
+ *
+ * Priority:
+ *   1. Live GitHub API data (when GITHUB_TOKEN is available — serverless / Vercel SSR)
+ *   2. .cache/project-stats.json fallback (build-time cache or local dev without token)
+ *   3. YAML values (last resort, no stats override)
+ */
+
+import { getCollection } from 'astro:content';
+import { existsSync, readFileSync } from 'fs';
+
+interface ProjectStats {
+  stars: number;
+  forks: number;
+  updated_at: string;
+}
+
+interface CachedStats {
+  updated_at: string;
+  repos: Record<string, ProjectStats>;
+}
+
+// ── In-memory cache for serverless warm invocations ──────────────────────────
+// Vercel serverless functions retain module-level state while "warm",
+// so we cache live results for CACHE_TTL to avoid redundant API calls.
+let liveCache: { data: Record<string, ProjectStats>; fetchedAt: number } | null = null;
+const CACHE_TTL = 5 * 60 * 1000; // 5 minutes
+
+function loadCachedStats(): CachedStats | null {
+  const STATS_FILE = '.cache/project-stats.json';
+  if (!existsSync(STATS_FILE)) return null;
+  try {
+    return JSON.parse(readFileSync(STATS_FILE, 'utf-8'));
+  } catch {
+    return null;
+  }
+}
+
+async function fetchLiveStats(repos: string[]): Promise<Record<string, ProjectStats>> {
+  // Return warm cache if still fresh
+  if (liveCache && Date.now() - liveCache.fetchedAt < CACHE_TTL) {
+    return liveCache.data;
+  }
+
+  const results: Record<string, ProjectStats> = {};
+  const token = process.env.GITHUB_TOKEN;
+  const headers: Record<string, string> = { Accept: 'application/vnd.github+json' };
+  if (token) headers['Authorization'] = `Bearer ${token}`;
+
+  const entries = await Promise.all(
+    repos.map(async (repo) => {
+      const [owner, name] = repo.split('/');
+      try {
+        const res = await fetch(`https://api.github.com/repos/${owner}/${name}`, { headers });
+        if (!res.ok) throw new Error(`HTTP ${res.status}`);
+        const data = await res.json();
+        return [
+          repo,
+          {
+            stars: data.stargazers_count,
+            forks: data.forks_count,
+            updated_at: new Date().toISOString(),
+          },
+        ] as const;
+      } catch {
+        return null;
+      }
+    })
+  );
+
+  for (const entry of entries) {
+    if (entry) results[entry[0]] = entry[1];
+  }
+
+  liveCache = { data: results, fetchedAt: Date.now() };
+  return results;
+}
+
+export async function getProjectsWithStats() {
+  const projects = await getCollection('project');
+  const repos = projects.map((p) => p.data.repo);
+  const hasToken = !!process.env.GITHUB_TOKEN;
+
+  // Prefer live data when token is available (Vercel SSR), otherwise fall back to build-time cache
+  const liveStats = hasToken ? await fetchLiveStats(repos) : null;
+  const cachedStats = liveStats ? null : loadCachedStats();
+
+  return projects.map((project) => {
+    const repo = project.data.repo;
+    const stats = liveStats?.[repo] ?? cachedStats?.repos[repo];
+    if (stats) {
+      return {
+        ...project,
+        data: {
+          ...project.data,
+          stars: stats.stars,
+          forks: stats.forks,
+        },
+      };
+    }
+    // No stats override — fall back to YAML values
+    return project;
+  });
+}