github-stars
A Cloudflare-powered MCP (Model Context Protocol) Server that allows you to search and query your GitHub starred repositories using natural language.
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README
From the repo.
GitHub Stars MCP Server
A Cloudflare-powered MCP (Model Context Protocol) Server that allows you to search and query your GitHub starred repositories using natural language.
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Overview
This project creates a searchable database of your GitHub starred repositories by:
- Fetching all your starred repositories using the GitHub API
- Extracting and processing the README files from each repository
- Uploading the processed data to Cloudflare R2 storage
- Using Cloudflare AutoRAG to create embeddings for efficient searching
- Exposing a MCP Server that allows querying these repositories via natural language
Features
- Automatically fetches and processes GitHub starred repositories
- Scheduled weekly updates via GitHub Actions
- Stores repository metadata and README content
- Provides semantic search capabilities through Cloudflare AutoRAG
- Exposes a MCP-compatible API for integration with AI agents
Setup
Prerequisites
- Node.js (v22 recommended)
- PNPM package manager
- GitHub Personal Access Token with
reposcope - Cloudflare account
Configuration
-
Clone this repository
-
Set up Cloudflare R2:
- Create a R2 bucket
- Configure R2 access credentials
-
Configure GitHub Secrets for the CI/CD workflow:
GH_TOKEN: GitHub token for fetching starred repositoriesR2_ACCOUNT_ID: Cloudflare account IDR2_ACCESS_KEY_ID: R2 access keyR2_SECRET_ACCESS_KEY: R2 secret keyR2_BUCKET: R2 bucket name
-
Configure Cloudflare AutoRAG:
- Create an AutoRAG instance in Cloudflare
- Set the
AUTO_RAG_NAMEenvironment variable in your Cloudflare Worker MCP_API_KEY: API key for securing MCP server access (generate a secure random string)
Local Development
To develop locally:
# Install dependencies
pnpm install
# Fetch your GitHub stars locally
pnpm dev:stars
# Run MCP server locally
pnpm dev:mcp
Deployment
Deploy to Cloudflare Workers:
pnpm deploy
The GitHub Action will automatically:
- Run weekly to update your starred repositories
- Upload the processed files to R2
- Rebuild the AutoRAG index
Usage
Once deployed, you can interact with the MCP Server using any MCP-compatible client:
API Key Authentication
The MCP server requires API key authentication for security. Include your MCP_API_KEY in the request headers:
Authorization: Bearer your-mcp-api-key
Endpoint
Streamable HTTP: https://your-worker-url.workers.dev
API Reference
MCP Tool: search_github_stars
Searches through your starred GitHub repositories.
Parameters:
query(string): Natural language query to search repositories
Response:
- JSON result containing matching repositories and relevant README content
Collected info
- ★ 115 stars
- ⎇ 26 forks
- Language: JavaScript
- Source updated: 9/20/2026
Config for your environment
Replace {MCP_ENDPOINT_URL} with this MCP’s endpoint URL (from its repo or docs above). No API key — you connect directly.
Tool
OS
Config file: ~/.cursor/mcp.json
{
"mcpServers": {
"mcp-server": {
"url": "{MCP_ENDPOINT_URL}"
}
}
}Paste into mcpServers in the config file. Restart Cursor after saving.
If this MCP is also published on mcpchannel.ai, you can subscribe from Browse and use the gateway config there instead.