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Weekly digest
$ trending --topic=mcp-servers --since=month

Trending MCP servers.

Repos tagged as MCP servers, ranked by the stars they gained. Today shows what people are starring right now; this week and this month show what holds on.

MCP servers repos trending this month

This month's ranking is still filling up. Data collecting since Oct 22, 2026. We have 13 of 30 days. Showing the best of what we have, marked partial. Full ranking starts Nov 21.
13 / 30 daysData collecting since Oct 22
Updated 00:08 UTC 119 repos in this topic

Not ranked while we verify their growth: morluto/rea (about 4,780 stars a day). Why

  1. 01
    affaan-m / ECC

    The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.

    #ai-agents#anthropic#claude#claude-code#developer-tools#llm#mcp#productivity
    JavaScript Stars gained per day, last 7 days: +960, +959, +638, +637, +1,056, +1,055, +1,056 +1.1k latest +10,988297kpartial
  2. 02
    Graphify-Labs / graphify

    Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.

    #ai-agents#antigravity#ast#claude-code#code-analysis#code-search#codex#cursor#developer-tools#gemini#graphify#graphrag#knowledge-graph#leiden#llm#mcp#openclaw#rag#skills#tree-sitter
    Python Stars gained per day, last 7 days: +918, +918, +690, +530, +800, +801, +800 +800 latest +9,858142kpartial
  3. 03
    heygen-com / hyperframes

    Write HTML. Render video. Built for agents.

    #ai#ai-agents#animation#claude-code#ffmpeg#framework#gsap#html#html-to-video#mcp#motion-graphics#puppeteer#rendering#typescript#video-editor
    TypeScript Stars gained per day, last 7 days: +797, +796, +530, +507, +783, +784, +783 +783 latest +9,13178.9kpartial
  4. 04
    Panniantong / Agent-Reach

    Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.

    #agent-infrastructure#ai-agent#ai-search#automation#bilibili#claude-code#cli#cursor#free-api#llm-tools#mcp#python#reddit-scraper#twitter-scraper#web-scraper#xiaohongshu#youtube-transcript
    Python Stars gained per day, last 7 days: +731, +731, +460, +384, +525, +525, +525 +525 latest +7,876109kpartial
  5. 05
    D4Vinci / Scrapling

    🕷️ The BEST 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

    #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
    Python Stars gained per day, last 7 days: +144, +143, +146, +410, +1,865, +1,865, +1,865 +1.9k latest +7,33696.5kpartial
  6. 06
    xerj-org / xerj

    AI search engine and MCP server for bots and agents. One Rust binary indexes code, docs, logs, JSONL/CSV and PDFs for BM25 full-text, vector and hybrid search, code search without grep, agent memory and RAG. Elasticsearch-compatible API; Corpus Hub serves hundreds of reference memory corpora.

    #agent-memory#ai-agents#bm25#claude-code#cli#code-search#cursor#database#elasticsearch#full-text-search#hybrid-search#jsonl#local-first#mcp#mcp-server#model-context-protocol#rag#rust#search-engine#vector-search
    Rust Stars gained per day, last 7 days: +241, +241, +157, +190, +380, +379, +380 +380 latest +6,03919.1kpartial
  7. 07
    paperclipai / paperclip

    The open-source app everyone uses to manage agents at work

    #acpx#agent-orchestration#agent-skills#agentic-ai#ai-agents#ai-engineering#ai-governance#ai-tools#autonomous-agents#claude#claude-code#claude-skills#codex#hermes#llm#mcp#multi-agent#openclaw#project-management#workflow-automation
    TypeScript Stars gained per day, last 7 days: +350, +349, +276, +464, +549, +549, +549 +549 latest +5,066111kpartial
  8. 08
    cheaper-inference / OmniRoute

    Never stop coding. Free MIT AI gateway: one endpoint, 375 providers (150+ free), 1,400+ models Kimi, Claude, GPT, Gemini, GLM, DeepSeek, MiniMax. Works with Claude Code, Codex, Cursor, OpenCode, Cline & Copilot. Quota-aware auto-fallback, RTK+Caveman compression saves 15-95% tokens, MCP/A2A, Deskto…

    #a2a#ai-agents#ai-gateway#anthropic#claude#claude-code#cline#codex#copilot#cursor#deepseek#free-ai#gemini#kimi#llm-gateway#mcp#openai#openai-proxy#qwen#token-saver
    TypeScript Stars gained per day, last 7 days: +372, +372, +283, +338, +437, +436, +437 +437 latest +4,82284.6kpartial
  9. 09
    DuarteSantos8 / openGym

    Open-source gym & body-weight tracker, now in the App Store (iPhone + Apple Watch) and as an Android APK. Plan routines, log workouts, see which muscles are trained, import from Strong/Hevy/FitNotes. Self-host it or use it on the phone alone.

    #apple-watch#bodyweight#docker#fitness#fitness-tracker#gym#health#ios#mcp#nodejs#passkeys#progressive-web-applications#pwa#react#self-hosted#self-hosting#vite#webauthn#weightlifting#workout-tracker
    JavaScript Stars gained per day, last 7 days: +385, +385, +453, +481, +347, +346, +347 +347 latest +4,53819.3kpartial
  10. 10
    rohitg00 / ai-engineering-from-scratch

    Learn AI Engineering! Learn it. Build it. Ship it for others.

    #agents#ai#ai-agents#ai-engineering#computer-vision#course#deep-learning#dsh#from-scratch#generative-ai#llm#machine-learning#mcp#python#rea#reinforcement-learning#rust#transformers#tutorial#typescript
    Python Stars gained per day, last 7 days: +460, +459, +133, +349, +256, +256, +256 +256 latest +4,50576.9kpartial
  11. 11
    tangency-labs / solidcraft

    SolidCraft: an open-source parametric 3D CAD application built in pure Rust. Desktop, web, and automation through MCP.

    #3d-modeling#brep#cad#egui#mcp#parametric-cad#rust#step#wasm
    Rust Stars gained per day, last 7 days: +424, +424, +288, +249, +332, +333, +332 +332 latest +4,46313.6kpartial
  12. 12
    farion1231 / cc-switch

    A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode,DeepSeek Harness and more. Only official website: ccswitch.io

    #ai-tools#claude-code#codex#deepseek-harness#desktop-app#grok#grokbuild#hermes#kimi-code#mcp#open-source#opencode#pi#provider-management#rust#skills#skills-management#tauri#wsl-support
    Rust Stars gained per day, last 7 days: +376, +376, +286, +218, +397, +397, +397 +397 latest +4,189152kpartial
  13. 13
    NVIDIA / SkillSpector

    Security scanner for AI agent skills. Detect vulnerabilities, malicious patterns, security risks, prompt injection, data exfiltration, and supply-chain risks in Claude Code, Codex, and MCP skills before you install them.

    #agent-security#agent-skills#agentic-ai#ai-security#claude-code#mcp#prompt-injection#security-scanner#security-tools#security-workflow#supply-chain-security
    Python Stars gained per day, last 7 days: +327, +326, +157, +154, +224, +224, +224 +224 latest +3,43724.4kpartial
  14. 14
    jub0t / Concat

    Beta: The truly free, open-source, local-first, cross-platform CapCut replacement. Scriptable through a JSON-RPC API & MCP.

    #ffmpeg#free-video-editor#model-context-protocol#non-linear-editor#offline-first#open-source-video-editor#self-hosted#video-editing#video-editing-automation#video-editing-software#video-editing-tools#video-editor#voice-cloning#youtube-automation#youtube-shorts
    Rust Stars gained per day, last 7 days: +319, +318, +180, +352, +321, +321, +321 +321 latest +3,39414.2kpartial
  15. 15
    CopilotKit / OpenBot

    Open-source AI coworkers that each get a computer of their own: a browser, files and tools, with every action decided before it happens and recorded after. Bring any AG-UI agent.

    #ag-ui#agent-governance#ai-agents#browser-automation#copilotkit#generative-ui#mcp
    TypeScript Stars gained per day, last 7 days: +426, +425, +578, +322, +336, +337, +336 +336 latest +3,24610.2kpartial
  16. 16
    AstrBotDevs / AstrBot

    AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨

    #agent#ai#astrbot#chatbot#chatgpt#discord#docker#gemini#gpt#llama#llm#mcp#openai#python#qq#qqbot#telegram
    Python Stars gained per day, last 7 days: +324, +324, +267, +241, +222, +222, +222 +222 latest +3,21146kpartial
  17. 17
    patchy631 / ai-engineering-hub

    In-depth tutorials on LLMs, RAGs and real-world AI agent applications.

    #agents#ai#llms#machine-learning#mcp#rag
    Jupyter Notebook Stars gained per day, last 7 days: +9, +8, +53, +598, +666, +667, +666 +666 latest +2,70841.1kpartial
  18. 18
    ruvnet / ruflo

    🌊 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

    #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
    TypeScript Stars gained per day, last 7 days: +187, +186, +138, +123, +150, +149, +150 +150 latest +2,49480.9kpartial
  19. 19
    Ryze-AI-Adgent / open-seo-mcp-skills

    Free SEO MCP server + open-source SEO and GEO skills for Claude: keyword research, rank tracking, audits, backlinks, AI visibility on your real GSC/GA4/ads data. claude mcp add ryze --transport http https://connector.get-ryze.ai/mcp

    #ai-seo#ai-visibility#backlinks#claude#claude-code#claude-skills#dataforseo#generative-engine-optimization#geo#geo-mcp#keyword-research#llm-seo#mcp#mcp-server#open-source-seo#rank-tracking#seo#seo-audit#seo-mcp#seo-mcp-server
    Shell Stars gained per day, last 7 days: +177, +177, +192, +184, +153, +153, +153 +153 latest +2,4088.8kpartial
  20. 20
    anthropics / claude-plugins-official

    Official, Anthropic-managed directory of high quality Claude Code Plugins.

    #claude-code#mcp#skills
    Python Stars gained per day, last 7 days: +186, +186, +133, +123, +182, +181, +182 +182 latest +2,31346.1kpartial
  21. 21
    apify / apify-mcp-server

    The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automation tools available on the Apify Store.

    #agents#ai#mcp#mcp-server
    TypeScript Stars gained per day, last 7 days: +164, +164, +136, +117, +231, +230, +231 +231 latest +2,20314.8kpartial
  22. 22
    rocketride-org / rocketride-server

    High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build, debug, and scale LLM workflows with 13+ model providers, 8+ vector databases, and agent orchestration, all from your IDE. Includes VS Code extension, TypeScript/Python SDKs, and Docker deployment.

    #ai#cpp#data-pipeline#data-processing#machine-learning#mcp#python#sdk#typescript#vscode-extension
    Python Stars gained per day, last 7 days: +536, +536, +173, +114, +264, +265, +264 +264 latest +2,18419.9kpartial
  23. 23
    Appllama / appllama-skills

    A builder, not just a researcher. Agent skills that turn top-grossing app patterns into native-quality mobile screens.

    #agent-skills#ai-agents#claude#claude-code#claude-code-skill#claude-skills#codex#codex-skill#cursor#design-system#expo#mcp#mobile-app-development#mobile-design#mobile-ui#model-context-protocol#react-native#skills#ui-design
    Other Stars gained per day, last 7 days: +98, +97, +233, +45, +312, +313, +312 +312 latest +1,9404.8kpartial
  24. 24
    every-app / open-seo

    Open source alternative to Semrush and Ahrefs

    #backlink-analysis#google-search-console-mcp#keyword-research#mcp#seo#seo-agent#seo-audit#seo-automation#seo-skills#seo-tools#site-audit
    TypeScript Stars gained per day, last 7 days: +160, +160, +124, +136, +152, +151, +152 +152 latest +1,84526.4kpartial
  25. 25
    Leonxlnx / earshot

    Ears for coding agents: let AI hear, review and make sound. CPU-only, open source.

    #ai-agents#audio#claude-code#mcp#sound-design
    Python Stars gained per day, last 7 days: +102, +101, +71, +59, +170, +171, +170 +170 latest +1,7853.9kpartial

About this list

The AI agents page ranks agent runtimes and MCP servers together. This page keeps only repos tagged as MCP servers, so a server is compared with other servers and not with agent frameworks.

On Nov 4, 2026, 119 repos are on this list, with 6.0 million stars between them. The biggest is morluto/rea at 430,791.

Over the last 7 days D4Vinci/Scrapling gained the most stars here (+6,438).

Most of them are written in Python, TypeScript and Rust.

A repo is on this list when its GitHub topics include any of mcp, mcp-server, mcp-servers and model-context-protocol.

Numbers are from RepoTrending's daily snapshot of Nov 4, 2026. See also: AI agents, with the runtimes and frameworks, RepoTrending's own read-only MCP server.

Questions

What counts as an MCP server on this page?

A repo is here if its GitHub topics include mcp, mcp-server, mcp-servers or model-context-protocol. The owner of each repo sets those tags, so MCP clients and SDKs that use the same tag can appear too.

How are the MCP servers ranked?

By stars gained over the window (24 hours, 7 days or 30 days), not by total stars. We compare two daily star counts from GitHub's public API.

Is the best MCP server the one at the top?

No. The top repo is the one gaining stars fastest. Before you connect a server to an agent, check its license, its last push and what it can read or change.

More pages

AI agents201 reposClaude Code118 repos Trending todayAll repos Best of all timeMost stars ever