Model Context Protocol, ranked by momentum

What’s trending in Model Context Protocol: the projects accelerating fastest right now — ranked by how quickly their growth is speeding up, not by how many stars they already have.

130 tracked projects · updated daily · 3 Nov 2026

#ScoreProjectAcceleratingStars

187

kajisho5/ffmpeg-skillLocal video editor for coding agents: 42 FFmpeg tools with a machine-readable contract and an MCP server, for Claude Code, Cursor and Codex. Cut, captions, reframe, loudness, platform exports. No cloud, no API keys.

+190.34.4k 284

Zipstack/unstractLLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows

+13.77.4k 384

xpzouying/xiaohongshu-mcpMCP for xiaohongshu.com

+3.116.8k 483

aaif-goose/goosean open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM

+5.156.2k 583

DayuanJiang/next-ai-draw-ioDraw 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.

+11.936.6k 682

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

+54.14.0k 781

skyhook-io/radarThe missing open-source Kubernetes UI with a built-in MCP server for AI agents. See what's broken, why, and what changed. Issues, Topology, event timeline, Helm, GitOps, live service traffic, and cluster audits - all in one Go binary.

+7.04.0k 880

microsoft/mcp-for-beginnersThis open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for developers, it focuses on practical techniques for building modular, scalable, and secure AI workflows from session setup to service orchestration.

+4.417.6k 980

Agents365-ai/drawio-skillFrom text & real sources to maintainable .drawio architecture models: Diagram IR with source-kind profiles, incremental sync preserving manual layout, multi-view projection, architecture-as-test with a CI action, query/review, what-if, accessible Story Mode, and a built-in MCP server

+3.410.5k 1079

0xJacky/nginx-uiYet another WebUI for Nginx

+4.711.7k 1179

HelpCode-ai/anythingmcp#1 MCP Gateway on GitHub 🔌 200+ ready connectors + any REST/SOAP/GraphQL/SQL system as custom connectors for Claude, ChatGPT and Copilot. Self-hosted, no-code, open source (AGPL-3.0). Learns how your systems connect. SSO and governance

+5.7771 1278

pascalorg/editorOpen-source 3D architectural editor with a local CLI, MCP tools, and practical workflows for humans and AI agents.

+1.325.3k 1378

duty1g/x64dbg-mcp-serverx64dbg-MCP Server is a native MCP (Model Context Protocol) plugin for x64dbg that exposes the debugger's full functionality over HTTP. Connect any MCP-compatible AI assistant and control x64dbg programmatically: set breakpoints, step through code, read memory, dump registers, and more. Built with Zig — zero dependencies, single-binary output, cros

+15.02.8k 1478

pacifio/atlasSource control for agents. Use multiple coding agents, track their changes and query them in one place

+12.99.6k 1577

lemonade-sdk/lemonadeLemonade helps users discover and run local AI apps by serving optimized LLMs right from their own GPUs and NPUs. Join our discord: https://discord.gg/5xXzkMu8Zk

+1.36.1k 1677

54yyyu/zotero-mcpZotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model Context Protocol to discuss papers, get summaries, analyze citations, and more.

+2.05.7k 1777

bethington/ghidra-mcpGhidra MCP Server — 200+ MCP tools for AI-powered reverse engineering. GUI plugin + headless server, lazy tool loading, convention enforcement, batch operations, Ghidra Server integration, and Docker deployment.

+1.46.1k 1876

VoidenHQ/voidenDesign, Test and Document APIs in plain Markdown. Compose Requests with API blocks. Reuse, Replace & Version everything just like code. Offline, Truly Git Native, No Lock-in.

+8.62.0k 1975

maximhq/bifrostFastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load balancer, cluster mode, guardrails, 1000+ models support & <100 µs overhead at 5k RPS.

+0.39.3k 2075

nukeop/nuclearStreaming music player that finds free music for you

+3.418.9k 2173

modelcontextprotocol/rust-sdkThe official Rust SDK for the Model Context Protocol

+1.04.1k 2273

mark3labs/mcp-goA Go implementation of the Model Context Protocol (MCP), enabling seamless integration between LLM applications and external data sources and tools.

+1.49.2k 2372

JoeanAmier/XHS-Downloader小红书（XiaoHongShu、RedNote）链接提取/作品采集工具：提取账号发布、收藏、点赞、专辑作品链接；提取搜索结果作品、用户链接；采集小红书作品信息；提取小红书作品下载地址；下载小红书作品文件

+2.713.2k 2471

ThinkInAIXYZ/deepchat🐬DeepChat - A smart assistant that connects powerful AI to your personal world

+1.36.4k 2569

modelcontextprotocol/python-sdkThe official Python SDK for Model Context Protocol servers and clients

+1.624.7k

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What counts as Model Context Protocol here

Servers, SDKs, and tooling for the Model Context Protocol (MCP). This page lists only projects whose primary category is Model Context Protocol; projects that merely connect to it are listed under Related projects below. Rankings cover the 1167 repositories Repoclimb tracks, not all of GitHub.

Related projects (74)

These belong to other categories first, but show up when people explore Model Context Protocol.

What counts as Model Context Protocol here

Related projects (74)

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