MCP — the Model Context Protocol — went from spec to ecosystem in under a year. Every API, database, IDE, and SaaS now wants an MCP server, and the open-source community is shipping them faster than vendors can keep up. This leaderboard is the wide feed; /best/mcp-servers is the curated cut. The repos here split four ways: single-service connectors (databases, design tools, browsers), registries and meta-servers proxying many backends through one endpoint, horizontal toolboxes bundling file system + shell + search + HTTP for general agents, and protocol-aware runtimes that re-expose themselves as MCP servers so other agents can call them. The category attracts a high ratio of demo-grade work — flashy README, viral hit, no second commit. The score knocks those down by counting sustained mentions, not first-day stars. Reading the leaderboard, recency matters more than usual: the protocol is still evolving and yesterday's reference implementation gets superseded routinely.
By TrendingRepo Editorial · Updated · 60 repos tracked
Live · top 50 repos · sorted by momentum across 24H
Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.
A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Gemini CLI & Hermes Agent. Only official website: ccswitch.io
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
CyberStrikeAI is an AI-native security testing platform built in Go. It integrates 100+ security tools, an intelligent orchestration engine, role-based testing with predefined security roles, a skills system with specialized testing skills, and comprehensive lifecycle management capabilities.
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
Installable GitHub library of 1,500+ agentic skills for Claude Code, Cursor, Codex CLI, Gemini CLI, Antigravity, and more. Includes specialized plugins, installer CLI, bundles, workflows, and official/community skill collections.
Control what your AI can see. LeanCTX (Lean Context) is the context intelligence layer for AI agents — one local Rust binary that decides what they read, remembers what they learn, guards what they touch, and proves what they save. 60–90% fewer tokens as the receipt. 76 MCP tools, 30+ agents, local-first.
Capability-based agent runtime with fine-grained policies . Brokering access directly within the agent's operating context, with zero setup and zero latency
Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmarked context reductions on reviews and large-repo workflows.
🦭跨端交接、越用越懂你的桌面 AI 助手——也能服务化常驻、跑在云上 | Desktop AI that hands off across your devices and gets to know you better — also runs headless on a NAS or in the cloud
Self-evolving memory across Agent and platform. The one portable memory layer for every agent they use - Claude Code, Codex, OpenClaw, Hermes, and more
Run MATLAB® using AI applications with the official MATLAB MCP Server from MathWorks®. This MCP server for MATLAB supports a wide range of coding agents like Claude Code® and Visual Studio® Code.
Offensive-security MCP server with 205 wrapped tools, 17 specialist agents, and 60 SPA-aware probes for OWASP Top 10. CLI + MCP, BYO LLM. No API key needed on MCP path.
Fast, lightweight Firecrawl alternative in Rust. Web scraper, crawler & search API with MCP server for AI agents. Drop-in Firecrawl-compatible API (/v1/scrape, /v1/crawl, /v1/search). 2.3x faster than Tavily, 1.5x faster than Firecrawl in 1K-URL benchmarks. 6 MB RAM, single binary. Self-host or use managed cloud.
Native desktop automation CLI for AI agents. Control any application through OS accessibility trees with structured JSON output and deterministic element refs.
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Showing 50 of 60 · ranked by momentum, velocity, and consensus
▌ Model Context Protocol — frequently asked questions
What are the best Model Context Protocol projects right now?
As of June 12, 2026, the top-ranked open-source Model Context Protocol projects on TrendingRepo are chopratejas/headroom, anthropics/claude-code, aaif-goose/goose, farion1231/cc-switch, and affaan-m/ECC — ordered by a cross-source momentum score, not raw star count.
What counts as Model Context Protocol?
Model Context Protocol covers protocol servers, connectors, registries, and tooling around MCP ecosystems. TrendingRepo classifies each repository automatically from its GitHub topics, name, description and owner.
How does TrendingRepo rank Model Context Protocol repos?
Each repo gets a 0-100 momentum score combining 24h / 7d / 30d star velocity, fork growth, contributor churn, commit freshness and release cadence, with cross-source mention signals layered on top and anti-spam dampening applied.
How many Model Context Protocol repos does TrendingRepo track?
60 projects are currently tracked in the Model Context Protocol category, refreshed continuously as new repos break out across the signal sources.
How often is this list updated?
Roughly every 20 minutes. Automated collectors re-scan GitHub, Hacker News, X, Bluesky, Product Hunt, Dev.to and more, then recompute the rankings — so the leaderboard reflects momentum within the last hour.
Best Model Context Protocol — Trending Open-Source Projects | TrendingRepo — TrendingRepo
lastmile-ai/mcp-agentjust droppedNEW
dottxt-ai/outlinesjust droppedNEW
getomni-ai/zeroxjust droppedREPO
MiniMax-AI/MSA+107 stars 24hREPO
docker-desktop-windows/docker-desktop+93 stars 24hREPO
inbrainfun/inbrain+91 stars 24hREPO
joeseesun/qiaomu-goal-meta-skill+85 stars 24hREPO
cslol-manager/ltk-manager+83 stars 24hNEW
