Data / Repositories / MCP tools
MCP tools repositories on GitHub: 48 ranked by stars
48 public repositories tagged MCP tools are on GitHub, with 167,528 stars between them; 32 had a push in the last 30 days. Most are written in TypeScript (17), Python (17), Go (5). The most starred: mksglu/context-mode (28,910), PrefectHQ/fastmcp (28,071), activepieces/activepieces (25,049).
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
| Repository | What it is | Language | Stars | Forks | License | Last push | Read |
|---|---|---|---|---|---|---|---|
| mksglu/context-mode | Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and enforces routing across 17 platforms via MCP + hooks. | TypeScript | 28,910 | 2,031 | Oct 14 | Oct 14 | |
| PrefectHQ/fastmcp | The fast, Pythonic way to build MCP servers and clients. | Python | 28,071 | 2,473 | Apache-2.0 | Oct 14 | Oct 14 |
| activepieces/activepieces | AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents | TypeScript | 25,049 | 4,337 | Oct 14 | Oct 14 | |
| 0x4m4/hexstrike-ai | HexStrike AI MCP Agents is an advanced MCP server that lets AI agents (Claude, GPT, Copilot, etc.) autonomously run 150+ cybersecurity tools for automated pentesting… | Python | 12,786 | 2,612 | MIT | Aug 3 | Oct 14 |
| mcp-use/mcp-use | The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents. | TypeScript | 10,756 | 1,506 | MIT | Oct 13 | Oct 14 |
| awslabs/mcp | Open source MCP Servers for AWS | Python | 9,779 | 1,806 | Apache-2.0 | Oct 14 | Oct 14 |
| yzfly/Awesome-MCP-ZH | MCP 资源精选, MCP指南,Claude MCP,MCP Servers, MCP Clients | 7,730 | 913 | MIT | Sep 20 | Oct 14 | |
| breaking-brake/cc-wf-studio | CC Workflow Studio | TypeScript | 5,398 | 569 | Oct 7 | Oct 14 | |
| atilaahmettaner/tradingview-mcp | TradingView MCP server — real-time market data, technical analysis, screeners & backtesting for Claude, ChatGPT, Cursor & any MCP client. Stocks, crypto, forex & futures across… | Python | 5,057 | 1,000 | MIT | Oct 14 | Oct 14 |
| zebbern/claude-code-guide | Claude Code Guide - Setup, Commands, workflows, agents, skills & tips-n-tricks from beginner to power user! | Python | 4,661 | 470 | MIT | Oct 10 | Oct 14 |
| GH05TCREW/pentestagent | PentestAgent is an AI agent framework for black-box security testing, supporting bug bounty, red-team, and penetration testing workflows. | Python | 3,180 | 629 | MIT | Oct 12 | Oct 14 |
| feder-cr/invisible_playwright_mcp | Playwright 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. | Python | 2,752 | 447 | MIT | Oct 13 | Oct 15 |
| metatool-ai/metamcp | MCP Aggregator, Orchestrator, Middleware, Gateway in one docker | TypeScript | 2,706 | 438 | MIT | Jun 22 | Oct 14 |
| nitrocloudofficial/nitrostack | The full-stack TypeScript framework to build, test, and deploy production-ready MCP servers and AI-native apps. | TypeScript | 2,459 | 1,423 | Apache-2.0 | Oct 14 | Oct 14 |
| stacklok/toolhive | ToolHive is an enterprise-grade platform for running and managing Model Context Protocol (MCP) servers. | Go | 2,283 | 319 | Apache-2.0 | Oct 14 | Oct 14 |
| MCPJam/inspector | Testing and evaluation platform to chat, inspect, and debug MCP servers, MCP apps, and ChatGPT apps. | TypeScript | 2,258 | 295 | Oct 14 | Oct 14 | |
| vybenetwork/solana-mcp-vybe | Public Solana MCP registry metadata for Vybe Solana API | 1,886 | 100 | Sep 21 | Oct 14 | ||
| matlab/matlab-mcp-server | Run MATLAB using AI applications with the official MATLAB MCP Server from MathWorks. This MCP server for MATLAB supports a wide range of coding agents like Claude Code and Visual… | Go | 1,662 | 136 | Sep 25 | Oct 14 | |
| MiniMax-AI/MiniMax-MCP | Official MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs. | Python | 1,585 | 287 | MIT | Aug 20 | Oct 14 |
| mxsm/rocketmq-rust | Apache RocketMQ built in Rust — faster, safer, and more memory-efficient. Powering high-performance messaging for the AI era, with AI Agent, MCP, and AI-SRE capabilities. | Rust | 1,524 | 279 | Apache-2.0 | Oct 11 | Oct 11 |
| matlab/simulink-agentic-toolkit | The Simulink Agentic Toolkit gives your AI agent both the tools and the expertise to work effectively with Simulink and Model-Based Design. | HTML | 1,226 | 114 | Oct 7 | Oct 14 | |
| ArcadeAI/arcade-mcp | MCP Server Framework and Tool Development library for building custom capabilities into agents. | Python | 1,051 | 120 | MIT | Oct 14 | Oct 14 |
| jonigl/mcp-client-for-ollama | Harness 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… | Python | 830 | 126 | MIT | Oct 13 | Oct 14 |
| bartolli/codanna | Local code intelligence MCP server and CLI for AI coding agents | Rust | 755 | 70 | Apache-2.0 | Oct 11 | Oct 14 |
| ryaker/outlook-mcp | MCP server for Claude to access Outlook data via Microsoft Graph API | JavaScript | 444 | 163 | Mar 30 | Oct 14 | |
| drfccv/mcp-server-12306 | 12306 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。 | Python | 409 | 59 | MIT | Sep 30 | Oct 14 |
| itsmostafa/system-one-connector | System One MCP connector to evaluate anything fast and cheap. Give your AI agent direct access to models like: Jev, D1, CLM and Laya | Go | 350 | 41 | MIT | Oct 9 | Oct 15 |
| vinkius-labs/mcpfusion | MCP Fusion - The TypeScript framework for secure MCP servers. | TypeScript | 256 | 25 | Apache-2.0 | Sep 20 | Oct 14 |
| mcpHQ/awesome-mcp-servers | A curated catalog of Model Context Protocol (MCP) servers for discovering and integrating AI tools, data sources, and services. Explore MCP servers across databases, developer… | JavaScript | 189 | 154 | MIT | Oct 13 | Oct 14 |
| adeze/raindrop-mcp | Raindrop MCP Server | TypeScript | 188 | 29 | MIT | Oct 13 | Oct 14 |
| rawveg/ollama-mcp | An MCP Server for Ollama | TypeScript | 175 | 35 | AGPL-3.0 | Aug 13 | Oct 14 |
| taskade/mcp | Taskade MCP · Official MCP server and OpenAPI to MCP codegen. Build AI agent tools from any OpenAPI API and connect to Claude, Cursor, and more. | TypeScript | 168 | 53 | MIT | Oct 9 | Oct 14 |
| jbeno/cursor-notebook-mcp | Model Context Protocol (MCP) server designed to allow AI agents within Cursor to interact with Jupyter Notebook (.ipynb) files | Python | 161 | 17 | Nov 8, 2025 | Oct 14 | |
| imbenrabi/Financial-Modeling-Prep-MCP-Server | A Model Context Protocol (MCP) implementation for Financial Modeling Prep, enabling AI assistants to access and analyze financial data, stock information, company fundamentals… | TypeScript | 150 | 54 | Apache-2.0 | Oct 14 | Oct 14 |
| mcpgod/cli | Fine-grained control over model context protocol (MCP) clients, servers, and tools. Context is God. | TypeScript | 115 | 10 | MIT | Jun 14, 2025 | Oct 14 |
| MiniMax-AI/MiniMax-Coding-Plan-MCP | Specialized MiniMax Model Context Protocol (MCP) server designed for coding-plan users, featuring AI-powered search and vision analysis APIs optimized for code development… | Python | 101 | 31 | MIT | Aug 20 | Oct 14 |
| ComPDFKit/compdf-mcp | A lightweight MCP (Model Context Protocol) server for integrating ComPDF AI with Claude Desktop, enabling AI-powered intelligent document processing and data extraction from PDFs… | Python | 97 | 8 | Apache-2.0 | Aug 6 | Oct 14 |
| jztan/redmine-mcp-server | MCP server connecting AI assistants to Redmine: issues, projects, wikis, time tracking, agile boards, and CRM, with OAuth2 multi-user support | Python | 84 | 39 | MIT | Oct 14 | Oct 14 |
| INo-xious/stockbit-mcp | Model Context Protocol (MCP) server for Stockbit (Indonesian / IDX market) — broker summary / bandarmology, quotes, top movers, orderbook, fundamentals, sentiment, your portfolio… | TypeScript | 54 | 19 | MIT | Oct 13 | Oct 14 |
| Open-Dev-Society/kitbash | Tells your AI agent which parts of your idea already exist on GitHub, which to adapt, and which to just write — every repo verified live. MCP server, Claude Code plugin, and agent… | TypeScript | 52 | 2 | GPL-2.0 | Oct 11 | Oct 14 |
| PixVerseAI/PixVerse-MCP | Official PixVerse Model Context Protocol (MCP) server that enables interaction with powerful AI video generation APIs. | Python | 52 | 14 | MIT | Oct 22, 2025 | Oct 14 |
| ivelin-web/tempo-mcp-server | MCP server for managing Tempo worklogs in Jira | TypeScript | 46 | 36 | MIT | Jul 3 | Oct 14 |
| Teamwork/mcp | Teamwork.com MCP server | Go | 27 | 19 | MIT | Oct 14 | Oct 14 |
| abordage/awesome-mcp | Curated list of Model Context Protocol (MCP) servers, clients, and frameworks. Automatically updated daily. | 26 | 108 | MIT | Oct 14 | Oct 14 | |
| Sidd27/infrawise | MCP server for AWS infrastructure analysis — DynamoDB, Lambda, SQS, SNS, S3, API Gateway, PostgreSQL, MySQL, MongoDB, Kafka & IaC drift. Works with Claude Code, Cursor, and GitHub… | TypeScript | 22 | 5 | MIT | Oct 13 | Oct 14 |
| gunbun33/mcp-servers | Production-ready Model Context Protocol (MCP) servers in Python, Go, and Rust for VS Code integration. Enables AI systems to interact with tools via standardized interfaces. | Go | 7 | 2 | MIT | Oct 12 | Oct 14 |
| roverbird/mcpub | Open MCP endpoint directory: list any remote MCP server. No gatekeepers, no GitHub repo, no human review. If your modelcontextprotocol endpoint responds, it's listed! | Rust | 1 | 2 | Unlicense | Jun 4 | Oct 14 |
| Jethva-Parthiv/my-github-mcp-server | A production-ready Model Context Protocol (MCP) server built in Python using FastMCP, exposing granular GitHub Pull Request and repository operations as AI-executable tools. | Python | 0 | 0 | Sep 7 | Oct 14 |
By language
- TypeScript 17
- Python 17
- Go 5
- Rust 3
Related topics
- MCP server 43
- MCP 41
- Model Context Protocol 22
- AI 12
- Claude 11
- Claude Code 11
- MCP client 11
- AI agents 9
- LLM 7
- MCP clients 6
- Cursor 6
- Agent skills 5
Read from GitHub by SpecStream between October 11, 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.