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Python MCP tools repositories on GitHub: 17 ranked by stars

17 public Python repositories tagged MCP tools are on GitHub, with 70,656 stars between them; 10 had a push in the last 30 days. The most starred: PrefectHQ/fastmcp (28,071), 0x4m4/hexstrike-ai (12,786), awslabs/mcp (9,779).

SpecStream is the live web data engine for teams and agents. It reads open-source repositories on GitHub and keeps what it reads, and this page groups that reading by topic. Ask for the repositories you track by topic, language, license or activity, and new ones and changes arrive in your sheet, CRM, Slack or agent.

Every repository, most starred first

RepositoryWhat it isStarsForksLicenseLast pushRead
PrefectHQ/fastmcpThe fast, Pythonic way to build MCP servers and clients.28,0712,473Apache-2.0Oct 14Oct 14
0x4m4/hexstrike-aiHexStrike AI MCP Agents is an advanced MCP server that lets AI agents (Claude, GPT, Copilot, etc.) autonomously run 150+ cybersecurity tools for automated pentesting…12,7862,612MITAug 3Oct 14
awslabs/mcpOpen source MCP Servers for AWS9,7791,806Apache-2.0Oct 14Oct 14
atilaahmettaner/tradingview-mcpTradingView MCP server — real-time market data, technical analysis, screeners & backtesting for Claude, ChatGPT, Cursor & any MCP client. Stocks, crypto, forex & futures across…5,0571,000MITOct 14Oct 14
zebbern/claude-code-guideClaude Code Guide - Setup, Commands, workflows, agents, skills & tips-n-tricks from beginner to power user!4,661470MITOct 10Oct 14
GH05TCREW/pentestagentPentestAgent is an AI agent framework for black-box security testing, supporting bug bounty, red-team, and penetration testing workflows.3,180629MITOct 12Oct 14
feder-cr/invisible_playwright_mcpPlaywright MCP server undetected by anti-bots and captchas: AI agent browses the web on anti-detect stealth Firefox, Python, undetected browser automation, scraping, computer use.2,752447MITOct 13Oct 15
MiniMax-AI/MiniMax-MCPOfficial MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.1,585287MITAug 20Oct 14
ArcadeAI/arcade-mcpMCP Server Framework and Tool Development library for building custom capabilities into agents.1,051120MITOct 14Oct 14
jonigl/mcp-client-for-ollamaHarness the power of local LLMs with this TUI MCP Client for Ollama. Featuring all core MCP primitives (tools, prompts, resources), agent mode, multi-server, model switching…830126MITOct 13Oct 14
drfccv/mcp-server-1230612306 MCP Server​​ 是一个基于 ​​Model Context Protocol (MCP)​​ 的高性能火车票查询后端系统。它通过标准化接口提供官方 12306 的实时数据服务,包括余票查询、车站信息、列车经停站、中转换乘方案等核心功能。40959MITSep 30Oct 14
jbeno/cursor-notebook-mcpModel Context Protocol (MCP) server designed to allow AI agents within Cursor to interact with Jupyter Notebook (.ipynb) files16117Nov 8, 2025Oct 14
MiniMax-AI/MiniMax-Coding-Plan-MCPSpecialized MiniMax Model Context Protocol (MCP) server designed for coding-plan users, featuring AI-powered search and vision analysis APIs optimized for code development…10131MITAug 20Oct 14
ComPDFKit/compdf-mcpA lightweight MCP (Model Context Protocol) server for integrating ComPDF AI with Claude Desktop, enabling AI-powered intelligent document processing and data extraction from PDFs…978Apache-2.0Aug 6Oct 14
jztan/redmine-mcp-serverMCP server connecting AI assistants to Redmine: issues, projects, wikis, time tracking, agile boards, and CRM, with OAuth2 multi-user support8439MITOct 14Oct 14
PixVerseAI/PixVerse-MCPOfficial PixVerse Model Context Protocol (MCP) server that enables interaction with powerful AI video generation APIs.5214MITOct 22, 2025Oct 14
Jethva-Parthiv/my-github-mcp-serverA production-ready Model Context Protocol (MCP) server built in Python using FastMCP, exposing granular GitHub Pull Request and repository operations as AI-executable tools.00Sep 7Oct 14

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Read from GitHub by SpecStream between October 14, 2026 and October 15, 2026; each row shows the day its repository was read. Stars and pushes change every day, and the GitHub page is the current one. Forks and archived repositories are left out.