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2026 年最佳编程 MCP 服务器

以下是 30 个最受欢迎的编程开源 MCP 服务器，按 GitHub 星标数排序。每个条目都链接到详情页，包含仓库信息、安装配置（如 README 中提供）以及相关服务器。

  1. Git (official) Official – Tools to read, search, and manipulate Git repositories.
  2. ruflo ★74716 – 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conver
  3. context7 ★63053 – Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors
  4. chrome-devtools-mcp ★53561 – Chrome DevTools for coding agents
  5. codebase-memory-mcp ★46616 – High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in mil
  6. github-mcp-server ★33624 – GitHub's official MCP Server
  7. serena ★30270 – A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent
  8. gpt-researcher ★30100 – An autonomous agent that conducts deep research on any data using any LLM providers
  9. context-mode ★29327 – Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and
  10. activepieces ★25058 – AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI W
  11. n8n-mcp ★23073 – A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you
  12. Douyin_TikTok_Download_API ★20642 – 🚀 抖音、TikTok 数据采集与无水印视频下载 API，自托管，支持 MCP 调用与 Docker 一键部署。| Self-hosted TikTok & Douyin scraper and no-watermark video do
  13. Auto-claude-code-research-in-sleep ★17502 – ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops
  14. docker-android ★15972 – Android in docker solution with noVNC supported, video recording, mcp server and AI-agent
  15. mcp-use ★10763 – The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.
  16. Trail-Code ★10038 – Turbocharge Claude Code, Cursor, Codex, Gemini & every coding agent: faster, cheaper, with contextual understanding spec
  17. osaurus ★8048 – Own your AI. The native macOS harness for AI agents -- any model, persistent memory, autonomous execution, cryptographic
  18. browser-tools-mcp ★7329 – Monitor browser logs directly from Cursor and other MCP compatible IDEs.
  19. mcp ★7185 – Browser MCP is a Model Context Provider (MCP) server that allows AI applications to control your browser
  20. MobileBuildMCP ★6480 – A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects.
  21. semble ★6209 – Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read
  22. open-seo-mcp-skills ★5546 – Free SEO MCP server + open-source SEO and GEO skills for Claude: keyword research, rank tracking, audits, backlinks, AI
  23. zotero-mcp ★5398 – Zotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model Context Protocol to
  24. code-graph-rag ★5258 – The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowle
  25. exa-mcp-server ★5131 – Exa MCP for web search and web crawling!
  26. marketing-skills ★4617 – Claude skills for marketing: 49 free marketing skills for Claude Code and claude.ai (Google Ads, Meta Ads, SEO, AI visib
  27. Unity-MCP ★4461 – AI Skills, MCP Tools, and CLI for Unity Engine. Full AI develop and test loop. Use cli for quick setup. Efficient token
  28. excel-mcp-server ★4241 – Excel MCP server: let AI (Claude, Cursor, Codex) create and edit Excel files with charts, PivotTables, slicers and formu
  29. design-extract ★4237 – Extract any website's complete design system with one command. DTCG tokens, semantic+primitive+composite, MCP server for
  30. fast-agent ★3936 – Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP/A2A Support

常见问题

什么是编程 MCP 服务器？

MCP（Model Context Protocol）服务器用于把 Claude、Cursor、VS Code 中的 GitHub Copilot 等 AI 助手连接到外部工具和数据。本页收录的服务器专注于编程。

这个榜单如何排序？

依据 GitHub 星标数和近期活跃度，数据来自 2026年10月15日 更新的公开仓库信息。

如何安装？

大多数服务器只需在客户端的 MCP 配置文件中添加一条 npx、uvx 或 Docker 命令。我们的 Claude Desktop、Cursor 和 VS Code 指南会一步步说明。

相关指南

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