{
 "title": "Top MCP Servers 2026: Most-Starred Model Context Protocol Servers",
 "description": "The most-starred MCP (Model Context Protocol) server repos on GitHub, cross-checked against the official MCP Registry.",
 "url": "https://stackloom-ai.pages.dev/rankings/top-mcp-servers/",
 "data_checked_on": "2026-10-21",
 "sources": [
  {
   "name": "GitHub REST API repository search (topic:mcp-server, topic:mcp-servers)",
   "url": "https://docs.github.com/en/rest/search/search#search-repositories"
  },
  {
   "name": "Official MCP Registry API",
   "url": "https://registry.modelcontextprotocol.io"
  }
 ],
 "methodology": "GitHub repos tagged mcp-server or mcp-servers (not forks/archived), sorted by stars, top 40. \"In official registry\" = the repo URL appears as the repository of a latest-version entry in the official MCP Registry (registry unreachable on this run); \"No\" may also mean the server is listed under a different URL. Some repos are lists or tools around MCP rather than a single server; descriptions are the repos' own.",
 "columns": [
  "rank",
  "repo",
  "stars",
  "stars_gained_since_snapshot",
  "description",
  "language",
  "license",
  "in_official_registry"
 ],
 "items": [
  {
   "rank": 1,
   "repo": "n8n-io/n8n",
   "url": "https://github.com/n8n-io/n8n",
   "description": "Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.",
   "stars": 208219,
   "language": "TypeScript",
   "license": "Other",
   "created_at": "2019-06-22",
   "pushed_at": "2026-10-21",
   "topics": [
    "ai",
    "apis",
    "automation",
    "cli",
    "data-flow",
    "development",
    "integration-framework",
    "integrations",
    "ipaas",
    "low-code",
    "low-code-platform",
    "mcp",
    "mcp-client",
    "mcp-server",
    "n8n",
    "no-code",
    "self-hosted",
    "typescript",
    "workflow",
    "workflow-automation"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 2,
   "repo": "google-gemini/gemini-cli",
   "url": "https://github.com/google-gemini/gemini-cli",
   "description": "An open-source AI agent that brings the power of Gemini directly into your terminal.",
   "stars": 107484,
   "language": "TypeScript",
   "license": "Apache-2.0",
   "created_at": "2025-04-17",
   "pushed_at": "2026-10-21",
   "topics": [
    "ai",
    "ai-agents",
    "cli",
    "gemini",
    "gemini-api",
    "mcp-client",
    "mcp-server"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 3,
   "repo": "koala73/worldmonitor",
   "url": "https://github.com/koala73/worldmonitor",
   "description": "Real-time global intelligence dashboard. AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface",
   "stars": 89049,
   "language": "TypeScript",
   "license": "AGPL-3.0",
   "created_at": "2026-01-08",
   "pushed_at": "2026-10-21",
   "topics": [
    "agent",
    "ai",
    "dashboard",
    "geopolitics",
    "mcp",
    "mcp-server",
    "monitoring",
    "news",
    "opensource",
    "osint",
    "palantir",
    "situation"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 4,
   "repo": "D4Vinci/Scrapling",
   "url": "https://github.com/D4Vinci/Scrapling",
   "description": "🕷️ A Web Scraping framework that handles everything from a single request to a full-scale crawl! Don't be shy, join here: https://discord.gg/EMgGbDceNQ and follow here for daily tips and tricks: https://x.com/Scrapling_dev",
   "stars": 88996,
   "language": "Python",
   "license": "BSD-3-Clause",
   "created_at": "2024-10-13",
   "pushed_at": "2026-10-21",
   "topics": [
    "ai",
    "ai-scraping",
    "automation",
    "crawler",
    "crawling",
    "crawling-python",
    "data",
    "data-extraction",
    "mcp",
    "mcp-server",
    "playwright",
    "python",
    "scraping",
    "selectors",
    "stealth",
    "web-scraper",
    "web-scraping",
    "web-scraping-python",
    "webscraping",
    "xpath"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 5,
   "repo": "ruvnet/ruflo",
   "url": "https://github.com/ruvnet/ruflo",
   "description": "🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, federation, vector RAG integration, and native Claude Code / Codex / Hermes and many more Integrated",
   "stars": 78113,
   "language": "TypeScript",
   "license": "MIT",
   "created_at": "2025-06-02",
   "pushed_at": "2026-10-21",
   "topics": [
    "agentic-ai",
    "agentic-framework",
    "agentic-workflow",
    "agents",
    "ai-agents",
    "ai-assistant",
    "ai-skills",
    "autonomous-agents",
    "claude",
    "codex",
    "dsh-plugin",
    "harness",
    "mcp-server",
    "multi-agent",
    "multi-agent-systems",
    "npm",
    "skills",
    "swarm",
    "swarm-intelligence",
    "typescript"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 6,
   "repo": "upstash/context7",
   "url": "https://github.com/upstash/context7",
   "description": "Context7 Platform -- Up-to-date docs for AI agents",
   "stars": 63421,
   "language": "TypeScript",
   "license": "MIT",
   "created_at": "2025-03-26",
   "pushed_at": "2026-10-21",
   "topics": [
    "llm",
    "mcp",
    "mcp-server",
    "vibe-coding"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 7,
   "repo": "sansan0/TrendRadar",
   "url": "https://github.com/sansan0/TrendRadar",
   "description": "⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts.🎯 告别信息过载，你的 AI 舆情监控助手与热点筛选工具！聚合多平台热点 +  RSS 订阅，支持关键词精准筛选。AI 智能筛选新闻 + AI 翻译 +  AI 分析简报直推手机，也支持接入 MCP 架构，赋能 AI 自然语言对话分析、情感洞察与趋势预测等。支持 Docker ，数据本地/云端自持。集成微信/飞书/钉钉/Telegram/邮件/ntfy/bark/slack 等渠道智能推送。",
   "stars": 63079,
   "language": "Python",
   "license": "GPL-3.0",
   "created_at": "2025-04-28",
   "pushed_at": "2026-10-20",
   "topics": [
    "ai",
    "bark",
    "data-analysis",
    "docker",
    "hot-news",
    "llm",
    "mail",
    "mcp",
    "mcp-server",
    "news",
    "ntfy",
    "python",
    "rss",
    "trending-topics",
    "wechat",
    "wework"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 8,
   "repo": "ChromeDevTools/chrome-devtools-mcp",
   "url": "https://github.com/ChromeDevTools/chrome-devtools-mcp",
   "description": "Chrome DevTools for coding agents",
   "stars": 53939,
   "language": "TypeScript",
   "license": "Apache-2.0",
   "created_at": "2025-09-11",
   "pushed_at": "2026-10-21",
   "topics": [
    "browser",
    "chrome",
    "chrome-devtools",
    "debugging",
    "devtools",
    "mcp",
    "mcp-server",
    "puppeteer"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 9,
   "repo": "DeusData/codebase-memory-mcp",
   "url": "https://github.com/DeusData/codebase-memory-mcp",
   "description": "Local code intelligence for developers and AI agents. Connect code, docs and infrastructure in a persistent graph, with CBM Lens, MCP tools, agent integrations and change-aware test selection.",
   "stars": 47096,
   "language": "C",
   "license": "MIT",
   "created_at": "2026-02-24",
   "pushed_at": "2026-10-21",
   "topics": [
    "aider",
    "ast",
    "claude-code",
    "code-analysis",
    "code-intelligence",
    "codex",
    "cursor",
    "cypher",
    "developer-tools",
    "gemini-cli",
    "graph-visualization",
    "kilocode",
    "knowledge-graph",
    "mcp",
    "mcp-server",
    "model-context-protocol",
    "opencode",
    "sqlite",
    "tree-sitter",
    "windsurf"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 10,
   "repo": "reactive-resume/reactive-resume",
   "url": "https://github.com/reactive-resume/reactive-resume",
   "description": "A one-of-a-kind resume builder that keeps your privacy in mind. Completely secure, customizable, portable, open-source and free forever. Try it out today!",
   "stars": 44646,
   "language": "TypeScript",
   "license": "MIT",
   "created_at": "2020-03-25",
   "pushed_at": "2026-10-21",
   "topics": [
    "agent-skills",
    "ai",
    "dsh-plugin",
    "hacktoberfest",
    "javascript",
    "mcp-server",
    "react",
    "resume-builder",
    "self-hosted",
    "typescript"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 11,
   "repo": "bytedance/UI-TARS-desktop",
   "url": "https://github.com/bytedance/UI-TARS-desktop",
   "description": "The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra",
   "stars": 39362,
   "language": "TypeScript",
   "license": "Apache-2.0",
   "created_at": "2025-01-19",
   "pushed_at": "2026-10-09",
   "topics": [
    "agent",
    "agent-tars",
    "browser-use",
    "computer-use",
    "cowork",
    "gui-agent",
    "gui-operator",
    "mcp",
    "mcp-server",
    "multimodal",
    "tars",
    "ui-tars",
    "vision",
    "vlm"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 12,
   "repo": "DayuanJiang/next-ai-draw-io",
   "url": "https://github.com/DayuanJiang/next-ai-draw-io",
   "description": "Draw and edit draw.io diagrams by chatting with an AI. Web app, desktop app, and an MCP server for Claude Code, Cursor, Codex and VS Code.",
   "stars": 36339,
   "language": "TypeScript",
   "license": "Apache-2.0",
   "created_at": "2025-03-23",
   "pushed_at": "2026-10-21",
   "topics": [
    "ai",
    "architecture-diagram",
    "claude-code",
    "diagram-generator",
    "diagrams",
    "draw-io",
    "drawio",
    "electron",
    "flowchart",
    "gemini-cli-extension",
    "llm",
    "mcp",
    "mcp-server",
    "nextjs"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 13,
   "repo": "github/github-mcp-server",
   "url": "https://github.com/github/github-mcp-server",
   "description": "GitHub's official MCP Server",
   "stars": 33824,
   "language": "Go",
   "license": "MIT",
   "created_at": "2025-03-04",
   "pushed_at": "2026-10-21",
   "topics": [
    "github",
    "mcp",
    "mcp-server"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 14,
   "repo": "mksglu/context-mode",
   "url": "https://github.com/mksglu/context-mode",
   "description": "Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and   enforces routing across 17 platforms via MCP + hooks.",
   "stars": 31578,
   "language": "TypeScript",
   "license": "Other",
   "created_at": "2026-02-23",
   "pushed_at": "2026-10-21",
   "topics": [
    "antigravity",
    "claude",
    "claude-code",
    "claude-code-hooks",
    "claude-code-plugins",
    "claude-code-skill",
    "codex",
    "codex-cli",
    "context-mode",
    "copilot",
    "cursor-plugin",
    "kiro",
    "mcp",
    "mcp-server",
    "mcp-tools",
    "openclaw",
    "opencode",
    "pi-agent",
    "skills",
    "zed-extension"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 15,
   "repo": "oraios/serena",
   "url": "https://github.com/oraios/serena",
   "description": "A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities  - the IDE for your agent",
   "stars": 30569,
   "language": "Python",
   "license": "Other",
   "created_at": "2025-03-23",
   "pushed_at": "2026-10-20",
   "topics": [
    "agent",
    "ai",
    "ai-coding",
    "claude",
    "claude-code",
    "codex",
    "ide",
    "jetbrains",
    "language-server",
    "mcp-server",
    "programming",
    "vibe-coding"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 16,
   "repo": "assafelovic/gpt-researcher",
   "url": "https://github.com/assafelovic/gpt-researcher",
   "description": "An autonomous agent that conducts deep research on any data using any LLM providers",
   "stars": 30221,
   "language": "Python",
   "license": "Apache-2.0",
   "created_at": "2023-05-12",
   "pushed_at": "2026-10-10",
   "topics": [
    "agent",
    "ai",
    "automation",
    "deepresearch",
    "llms",
    "mcp",
    "mcp-server",
    "python",
    "research",
    "search",
    "webscraping"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 17,
   "repo": "PrefectHQ/fastmcp",
   "url": "https://github.com/PrefectHQ/fastmcp",
   "description": "🚀 The fast, Pythonic way to build MCP servers and clients.",
   "stars": 28160,
   "language": "Python",
   "license": "Apache-2.0",
   "created_at": "2024-11-30",
   "pushed_at": "2026-10-21",
   "topics": [
    "agents",
    "fastmcp",
    "llms",
    "mcp",
    "mcp-clients",
    "mcp-servers",
    "mcp-tools",
    "model-context-protocol",
    "python"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 18,
   "repo": "activepieces/activepieces",
   "url": "https://github.com/activepieces/activepieces",
   "description": "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",
   "stars": 25150,
   "language": "TypeScript",
   "license": "Other",
   "created_at": "2022-12-03",
   "pushed_at": "2026-10-21",
   "topics": [
    "ai-agent",
    "ai-agent-tools",
    "ai-agents",
    "ai-agents-framework",
    "mcp",
    "mcp-server",
    "mcp-tools",
    "mcps",
    "n8n-alternative",
    "no-code-automation",
    "workflow",
    "workflow-automation",
    "workflows"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 19,
   "repo": "pascalorg/editor",
   "url": "https://github.com/pascalorg/editor",
   "description": "Open-source 3D architectural editor with a local CLI, MCP tools, and practical workflows for humans and AI agents.",
   "stars": 25032,
   "language": "TypeScript",
   "license": "MIT",
   "created_at": "2025-10-16",
   "pushed_at": "2026-10-21",
   "topics": [
    "3d",
    "agent-skills",
    "ai-agents",
    "architecture",
    "bim",
    "cad",
    "editor",
    "floorplan",
    "gemini-cli-extension",
    "local-first",
    "mcp",
    "mcp-server",
    "model-context-protocol",
    "nextjs",
    "parametric-design",
    "react-three-fiber",
    "threejs",
    "typescript"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 20,
   "repo": "modelcontextprotocol/python-sdk",
   "url": "https://github.com/modelcontextprotocol/python-sdk",
   "description": "The official Python SDK for Model Context Protocol servers and clients",
   "stars": 24632,
   "language": "Python",
   "license": "MIT",
   "created_at": "2024-09-24",
   "pushed_at": "2026-10-17",
   "topics": [
    "mcp",
    "mcp-client",
    "mcp-server",
    "python"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 21,
   "repo": "czlonkowski/n8n-mcp",
   "url": "https://github.com/czlonkowski/n8n-mcp",
   "description": "A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you",
   "stars": 23114,
   "language": "TypeScript",
   "license": "MIT",
   "created_at": "2025-06-07",
   "pushed_at": "2026-10-21",
   "topics": [
    "mcp",
    "mcp-server",
    "n8n",
    "workflows"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 22,
   "repo": "1Panel-dev/MaxKB",
   "url": "https://github.com/1Panel-dev/MaxKB",
   "description": "🔥 MaxKB is an open-source platform for building enterprise-grade agents.  强大易用的开源企业级智能体平台。",
   "stars": 23006,
   "language": "Python",
   "license": "GPL-3.0",
   "created_at": "2023-09-14",
   "pushed_at": "2026-10-21",
   "topics": [
    "agent",
    "agentic-ai",
    "chatbot",
    "deepseek-r1",
    "knowledgebase",
    "langchain",
    "llama3",
    "llm",
    "maxkb",
    "mcp-server",
    "ollama",
    "pgvector",
    "qwen3",
    "rag"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 23,
   "repo": "Evil0ctal/Douyin_TikTok_Download_API",
   "url": "https://github.com/Evil0ctal/Douyin_TikTok_Download_API",
   "description": "🚀 自托管的抖音、TikTok、B 站数据采集与无水印视频下载 API，支持 AI agent 通过 MCP 调用与离线语音转文字，Docker 一键部署。| Self-hosted TikTok, Douyin & Bilibili scraper and no-watermark video downloader — async REST API, MCP server for AI agents, CLI and web console, plus offline speech-to-text for downloaded videos. Self-healing identity pool, PostgreSQL archive, one docker compose up.",
   "stars": 20821,
   "language": "Python",
   "license": "Apache-2.0",
   "created_at": "2021-11-07",
   "pushed_at": "2026-10-21",
   "topics": [
    "bilibili",
    "crawler",
    "data-collection",
    "douyin",
    "douyin-api",
    "downloader",
    "fastapi",
    "mcp-server",
    "model-context-protocol",
    "openapi",
    "rest-api",
    "scraper",
    "social-media",
    "speech-to-text",
    "tiktok",
    "tiktok-api",
    "tiktok-downloader",
    "tiktok-scraper",
    "video-downloader",
    "web-scraping"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 24,
   "repo": "modelscope/FunASR",
   "url": "https://github.com/modelscope/FunASR",
   "description": "Open-source speech recognition toolkit for training, inference, streaming ASR, VAD, punctuation, speaker diarization pipelines, and OpenAI-compatible/MCP serving.",
   "stars": 20786,
   "language": "Python",
   "license": "MIT",
   "created_at": "2022-11-24",
   "pushed_at": "2026-10-21",
   "topics": [
    "asr",
    "audio",
    "chinese",
    "emotion-recognition",
    "funasr",
    "mcp-server",
    "multilingual-asr",
    "openai-compatible-api",
    "paraformer",
    "punctuation",
    "pytorch",
    "real-time-asr",
    "speaker-diarization",
    "speech-recognition",
    "speech-to-text",
    "streaming-asr",
    "transcription",
    "vllm",
    "voice-activity-detection",
    "whisper-alternative"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
   "rank": 25,
   "repo": "nukeop/nuclear",
   "url": "https://github.com/nukeop/nuclear",
   "description": "Streaming music player that finds free music for you",
   "stars": 18753,
   "language": "TypeScript",
   "license": "AGPL-3.0",
   "created_at": "2016-09-22",
   "pushed_at": "2026-10-20",
   "topics": [
    "desktop-app",
    "linux",
    "mac",
    "mcp",
    "mcp-server",
    "music",
    "music-player",
    "react",
    "rust",
    "spotify",
    "streaming",
    "tauri",
    "typescript",
    "windows"
   ],
   "in_official_registry": null,
   "stars_gained_since_snapshot": null
  },
  {
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