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2026 年最佳Claude Desktop MCP 服务器

以下是 30 个最受欢迎的Claude Desktop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. Time (official) Official – Time and timezone conversion capabilities.
  2. Sequential Thinking (official) Official – Dynamic and reflective problem-solving through thought sequences.
  3. Memory (official) Official – Knowledge graph-based persistent memory system.
  4. Git (official) Official – Tools to read, search, and manipulate Git repositories.
  5. Filesystem (official) Official – Secure file operations with configurable access controls.
  6. Fetch (official) Official – Web content fetching and conversion for efficient LLM usage.
  7. Everything (official) Official – Reference / test server with prompts, resources, and tools.
  8. ruflo ★74702 – 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conver
  9. context7 ★63052 – Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors
  10. TrendRadar ★62913 – ⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts.🎯 告别信息过载，你的 AI 舆情监控助手与
  11. chrome-devtools-mcp ★53558 – Chrome DevTools for coding agents
  12. codebase-memory-mcp ★46608 – High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in mil
  13. Playwright MCP ★38158 – Official Playwright MCP server by Microsoft: browser automation for LLMs using structured accessibility snapshots instea
  14. github-mcp-server ★33622 – GitHub's official MCP Server
  15. serena ★30271 – A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent
  16. gpt-researcher ★30100 – An autonomous agent that conducts deep research on any data using any LLM providers
  17. context-mode ★29252 – Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and
  18. activepieces ★25058 – AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI W
  19. editor ★24875 – Open-source 3D architectural editor with a local CLI, MCP tools, and practical workflows for humans and AI agents.
  20. python-sdk ★24576 – The official Python SDK for Model Context Protocol servers and clients
  21. n8n-mcp ★23073 – A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you
  22. FunASR ★20697 – Open-source speech recognition toolkit for training, inference, streaming ASR, VAD, punctuation, speaker diarization pip
  23. Douyin_TikTok_Download_API ★20643 – 🚀 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
  24. nuclear ★18696 – Streaming music player that finds free music for you
  25. Auto-claude-code-research-in-sleep ★17497 – ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops
  26. mcp-for-beginners ★17444 – This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-langua
  27. xiaohongshu-mcp ★16284 – MCP for xiaohongshu.com
  28. docker-android ★15973 – Android in docker solution with noVNC supported, video recording, mcp server and AI-agent
  29. OpenMetadata ★15480 – The Open Context Layer for Data and AI , OpenMetadata is the open platform for building trusted data context and busine
  30. typescript-sdk ★13584 – The official TypeScript SDK for Model Context Protocol servers and clients

常见问题

什么是Claude Desktop 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Claude Desktop。

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。

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