Featured

Deploy OpenClaw in 60 seconds β€” 20% off logoDeploy OpenClaw in 60 seconds β€” 20% off

Launch OpenClaw on Hostinger in about 60 seconds and keep your agent live 24/7. Our referral link gives you 20% off, no coupon code needed.

Launch on Hostinger β†’
Run your Hermes agent on Hostinger, fully managed logoRun your Hermes agent on Hostinger, fully managed

Launch Hermes on Hostinger in one click, fully managed, no VPS knowledge needed. Use code ZACAARON10 for 10% off.

Launch on Hostinger β†’
Crawl and scrape any site into clean data, 10% off logoCrawl and scrape any site into clean data, 10% off

Firecrawl crawls and scrapes any site into clean markdown for your agent. Get 1,000 free credits, and new users get 10% off their first purchase.

Try Firecrawl free β†’
Your own AI agent, running 24/7 with QwikClaw logoYour own AI agent, running 24/7 with QwikClaw

QwikClaw sets up and runs an always-on OpenClaw agent for you. One click, no config files, no server setup.

Deploy now β†’
One API to scrape, enrich, and extract the internet. logoOne API to scrape, enrich, and extract the internet.

Context.dev gives your agents a single API to scrape, enrich, and extract live web data β€” no proxies, no parsers, no maintenance.

Start building free β†’
SetupClaw: done-for-you OpenClaw for founders & exec teams logoSetupClaw: done-for-you OpenClaw for founders & exec teams

White-glove OpenClaw for founders and exec teams (4–50+ employees): we install, harden, integrate your tools, and maintain it β€” secured from day one.

Get it set up for you β†’
SEO data APIs for your agent, $1 free credit logoSEO data APIs for your agent, $1 free credit

DataForSEO gives your agent live access to SERP results, keyword data, backlinks, and on-page SEO data through one API. New accounts get a $1 credit, good for up to 20,000 keyword or backlink lookups.

Try DataForSEO free β†’
Reach 47,000+ AI builders

A flat monthly placement in front of developers actively installing AI tools. No lock-in, cancel anytime.

Advertise here β†’

Works with

Claude CodeClaude DesktopCursorVS CodeClineCodex CLIOpenClaw+ any MCP client

Install to Claude Code

This server doesn't publish a one-line install command. Follow the setup in the source repository.

Summary

repo-crunch MCP server](https://glama.ai/mcp/servers/@kimwwk/repo-crunch/badges/score.svg)](https://glama.ai/mcp/servers/@kimwwk/repo-crunch) 🐍 🏠 🍎 πŸͺŸ 🐧 - MCP server that gives AI agents structured, ground-truth GitHub repository intelligence.

README.md

RepoCrunch

![PyPI](https://pypi.org/project/repocrunch/) ![Python](https://pypi.org/project/repocrunch/) ![License: MIT](LICENSE)

Analyze any public GitHub repository into structured JSON. No AI, no LLMs β€” fully deterministic.

Give it a repo, get back tech stack, dependencies, architecture, health metrics, and security signals in clean, consistent JSON. Use it as a Python library, CLI tool, REST API, or MCP server.

Quick Start

Requires Python 3.11+.

pip install repocrunch
repocrunch analyze fastapi/fastapi --pretty

That's it. Also works with uv:

uvx repocrunch analyze astral-sh/uv --pretty

Install from source

git clone https://github.com/kimwwk/repocrunch.git
cd repocrunch
uv venv && uv pip install -e ".[all]"

Install just what you need:

uv pip install -e "."          # Library only (httpx + pydantic)
uv pip install -e ".[cli]"     # + CLI
uv pip install -e ".[api]"     # + REST API
uv pip install -e ".[mcp]"     # + MCP server
uv pip install -e ".[all]"     # Everything

Set a GitHub Token (optional)

Without a token you get 60 API calls/hour. With one, 5,000/hour. A token also lets you analyze private repositories you have access to.

export GITHUB_TOKEN=ghp_...

Usage

CLI

repocrunch analyze fastapi/fastapi --pretty          # Full analysis, pretty JSON
repocrunch analyze facebook/react -f tech_stack       # Single field
repocrunch analyze https://github.com/gin-gonic/gin   # Full URL works too
repocrunch serve                                       # Start REST API on :8000
repocrunch mcp                                         # Start MCP server (STDIO)

Python Library

from repocrunch import analyze, analyze_sync

# Async
result = await analyze("fastapi/fastapi")

# Sync
result = analyze_sync("pallets/flask")

print(result.summary.stars)
print(result.tech_stack.framework)
print(result.model_dump_json(indent=2))

REST API

repocrunch serve

# Then:
curl "http://localhost:8000/analyze?repo=fastapi/fastapi" | python -m json.tool
curl "http://localhost:8000/health"
curl "http://localhost:8000/docs"    # OpenAPI docs

MCP Server (for Claude, Cursor, etc.)

repocrunch mcp    # Starts STDIO transport

Sample Output

$ repocrunch analyze pallets/flask --pretty
{
  "schema_version": "1",
  "repo": "pallets/flask",
  "url": "https://github.com/pallets/flask",
  "analyzed_at": "2026-02-08T19:07:31Z",
  "summary": {
    "stars": 71143,
    "forks": 16697,
    "watchers": 2092,
    "last_commit": "2026-02-06T21:23:01Z",
    "age_days": 5787,
    "license": "BSD-3-Clause",
    "primary_language": "Python",
    "languages": { "Python": 99.9, "HTML": 0.1 }
  },
  "tech_stack": {
    "runtime": "Python",
    "framework": null,
    "package_manager": "pip",
    "dependencies": { "direct": 6, "dev": 0 },
    "key_deps": ["blinker", "click", "itsdangerous", "jinja2", "markupsafe", "werkzeug"]
  },
  "architecture": {
    "monorepo": false,
    "docker": false,
    "ci_cd": ["GitHub Actions"],
    "test_framework": "pytest",
    "has_tests": true
  },
  "health": {
    "open_issues": 2,
    "open_prs": 0,
    "contributors": 862,
    "commit_frequency": "daily",
    "maintenance_status": "actively_maintained"
  },
  "security": {
    "has_env_file": false,
    "dependabot_enabled": false,
    "branch_protection": false,
    "security_policy": false
  },
  "warnings": [
    "Branch protection status unknown (requires admin access or authenticated request)"
  ]
}

Supported Ecosystems

| Language | Manifest Files | Package Manager Detection | |----------|---------------|--------------------------| | JavaScript / TypeScript | package.json | npm, yarn, pnpm, bun (from lockfiles) | | Python | pyproject.toml, requirements.txt | pip, poetry, uv, pdm, pipenv | | Rust | Cargo.toml | cargo | | Go | go.mod | go | | Java / Kotlin | pom.xml, build.gradle, build.gradle.kts | maven, gradle | | Ruby | Gemfile | bundler | | C / C++ | CMakeLists.txt | cmake |

Framework detection covers 40+ frameworks across all supported ecosystems (FastAPI, Django, React, Next.js, Spring Boot, Rails, Gin, Actix, and many more).

What It Detects

| Category | Signals | |----------|---------| | Summary | Stars, forks, watchers, age, license, languages | | Tech Stack | Runtime, framework, package manager, direct/dev dependency count, key deps | | Architecture | Monorepo, Docker, CI/CD platform, test framework | | Health | Commit frequency (daily/weekly/monthly/sporadic/inactive), maintenance status, contributors, open issues | | Security | .env file committed, Dependabot enabled, branch protection, SECURITY.md present |

Roadmap

Not yet implemented, but planned:

  • Secrets regex scanning β€” detect leaked API keys, tokens, passwords in the file tree
  • Architecture type classification β€” library vs. application vs. framework
  • API rate limiting β€” per-key throttling for the REST API
  • npm/npx package β€” npx repocrunch analyze owner/repo
  • Vulnerability scanning β€” known CVE detection in dependencies
  • Comparison mode β€” side-by-side analysis of multiple repos
  • Historical tracking β€” track how a repo's health changes over time
  • Platform deployments β€” Apify Store, Smithery, mcp.so, RapidAPI

Already shipped: RepoCrunch is published on PyPI β€” pip install repocrunch.

License

MIT

See related servers & alternatives β†’

Related MCP servers

Browse all β†’

Related guides

Hand-picked reading to help you choose and use Developer Tools servers.