github-stars-mcp
Analyzes and compares GitHub repositories, tracks star growth, and offers AI-powered README optimization to help grow open-source projects.
README
GitHub Stars MCP
MCP (Model Context Protocol) server for growing your GitHub repo. Gives your AI assistant (Claude, Cline, etc.) superpowers to analyze, compare, and optimize open-source projects.
✅ What it does
Free features (GitHub API, no login needed):
- 🔍
analyze_repo— deep analysis: stars, forks, growth rate, contributors, languages - 📊
compare_repos— compare multiple repos by stars/forks/activity - 🔎
find_similar_repos— discover repos in your niche, learn from what they do well - 📈
track_star_growth— track star growth over time
Premium features (GitHub Sponsors):
- 🤖
optimize_readme— AI-powered README rewrite (uses DeepSeek API) - 🎯 Personalized growth recommendations
- 📋 Competitor analysis report
🚀 Quick Start
npm install
npm start
Add to your MCP client (Claude Desktop / Cline / etc.):
{
"mcpServers": {
"github-stars": {
"command": "node",
"args": ["/path/to/github-stars-mcp/index.js"],
"env": {
"GITHUB_TOKEN": "your-github-token-here"
}
}
}
}
Get a free GitHub token (increases rate limit):
- Go to https://github.com/settings/tokens
- Generate a new token (no special scopes needed for public repos)
- Add it to
.envor the MCP config
🔑 Getting a GitHub Token (free)
- Go to https://github.com/settings/tokens
- Click Generate new token (classic)
- No scopes needed for public repo data
- Copy the
ghp_xxxtoken - Add to
.env:GITHUB_TOKEN=ghp_xxxxxxxxxx
Free rate limit: 60 requests/hour (with token: 5000 requests/hour)
🔑 Premium Features
- Go to: https://github.com/sponsors/1036007003-wq
- Pick a tier ($5 / $10 / $25 per month)
- You'll receive a
LICENSE_KEY - Add it to your
.envfile:LICENSE_KEY=your-license-key - (Optional) Add DeepSeek API key for AI README optimization:
DEEPSEEK_API_KEY=sk-xxx
📖 Example Usage (in Claude / Cline)
Analyze my repo: 1036007003-wq/reddit-marketing-mcp
Compare these repos: facebook/react, vuejs/vue, anglar/anglar
Find repos similar to my MCP project.
[Premium] Optimize the README for my repo: 1036007003-wq/twitter-marketing-mcp
🛠️ Tech Stack
@modelcontextprotocol/sdk— MCP protocolnode-fetch— HTTP requests- GitHub REST API v3 (free, no auth needed for public repos)
- DeepSeek API (optional, for AI README optimization)
🤝 Contributing
PRs welcome! Especially:
- More GitHub API endpoints
- Better AI optimization prompts
- Support for GitHub GraphQL API
- More growth recommendations
📄 License
MIT — free to use, modify, and distribute.
⭐ Support
If this tool helps you grow your repo, please:
- ⭐ Star this repo
- ☕ Sponsor on GitHub
- 🐛 Report issues
Made with ❤️ by wangchenji
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