Repo Recap — GitHub MCP Server for Claude

Ask Claude about any GitHub repository in plain English — it answers using real live data.

Related MCP server: GitHub Context MCP Server

What is this?

Repo Recap is an MCP (Model Context Protocol) server that bridges Claude to the GitHub API. Instead of clicking through dozens of GitHub pages, you simply ask Claude a question:

"What happened in vercel/next.js this week?" "Draft release notes for facebook/react from the last 30 days." "Which issues in microsoft/vscode need the most attention?"

Claude calls this server, fetches the data, and hands you a clean, readable answer.

Features

Also includes:

• A resource — read any repo's README directly inside Claude

• A prompt — one-click weekly digest template

How it works

You (in Claude)  ──►  Claude  ──►  repo-recap server  ──►  GitHub API
                         │                                      │
   clean summary  ◄──────┴──────  tidied-up data  ◄────────────┘

Claude never talks to GitHub directly. This server is the bridge: it holds your GitHub token securely, calls the API, and converts raw JSON into readable summaries.

Prerequisites

• Python 3.10+

• A GitHub personal access token (read-only is enough)

• Claude Desktop (to connect the server to Claude)

Setup

1. Clone the repo

git clone https://github.com/YOUR_USERNAME/repo-recap.git
cd repo-recap

2. Install dependencies

pip install -r requirements.txt

Tip: use a virtual environment — python -m venv .venv && source .venv/bin/activate (Mac/Linux) or .venv\Scripts\activate (Windows)

3. Create your .env file

cp .env.example .env

Open .env and paste your GitHub token:

GITHUB_TOKEN=github_pat_your_real_token_here

How to get a token: GitHub → Settings → Developer settings → Fine-grained personal access tokens → New token. Set it to read-only. Required permissions: Contents, Issues, Pull requests, Metadata.

4. Test without Claude (optional but recommended)

mcp dev server.py

This opens the MCP Inspector in your browser — you can click-test every tool before connecting to Claude.

5. Connect to Claude Desktop

Find your Claude Desktop config file:

• Mac: ~/Library/Application Support/Claude/claude_desktop_config.json

• Windows: %APPDATA%\Claude\claude_desktop_config.json

Add this block (adjust the path to where you cloned the repo):

{
  "mcpServers": {
    "repo-recap": {
      "command": "python",
      "args": ["C:/FULL/PATH/TO/repo-recap/server.py"]
    }
  }
}

Restart Claude Desktop. A small hammer icon will appear — the tools are live.

Usage examples

Weekly recap

"Give me a recap of torvalds/linux from the last 7 days."

Release notes

"Summarize pull requests in astral-sh/uv from the last month and write release notes."

Issue triage

"What are the top 10 open issues in django/django sorted by discussion?"

Health check

"How healthy is supabase/supabase — stars, open PRs, last release?"

Read a README

"Show me the README for anthropics/anthropic-sdk-python."

Project structure

repo-recap/
├── server.py          # MCP server — all tools, resource, and prompt live here
├── requirements.txt   # Python dependencies
├── .env.example       # Token template (safe to commit)
├── .env               # Your real token (never committed)
└── .gitignore

Built with

• Model Context Protocol (MCP) — open standard for connecting tools to AI

• FastMCP — ergonomic MCP server framework

• PyGithub — GitHub API Python client

• python-dotenv — safe .env loading

Contributing

Pull requests are welcome! For major changes, please open an issue first to discuss what you'd like to change.

1. Fork the repo

2. Create a feature branch (git checkout -b feature/my-feature)

3. Commit your changes (git commit -m 'Add my feature')

4. Push to the branch (git push origin feature/my-feature)

5. Open a pull request