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recency matters more than usual: the protocol is still evolving and yesterday's reference implementation gets superseded routinely.
| # | Repository | Stars | 24h | 7d | 30d | Trend | Mentions | Actions |
|---|---|---|---|---|---|---|---|---|
| 01 | aaif-goose/goose an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM | 48.9K | +144+0.3% | +2.4K+5.2% | +3.9K+8.7% |
| 02 | anthropics/claude-plugins-official Official, Anthropic-managed directory of high quality Claude Code Plugins. | 29.9K | +84+0.3% | +573+2.0% | +10.8K+56.1% |
| 03 | anthropics/knowledge-work-plugins Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork | 20.3K | +193+1.0% | +1.2K+6.2% | +8.3K+68.9% |
| 04 | mksglu/context-mode Context window optimization for AI coding agents. Sandboxes tool output, 98% reduction. 15 platforms | 17.1K | +172+1.0% | +727+4.4% | +2.7K+18.7% |
| 05 | ChromeDevTools/chrome-devtools-mcp Chrome DevTools for coding agents | 43.4K | +84+0.2% | +554+1.3% | +4.1K+10.5% |
| 06 | sickn33/antigravity-awesome-skills 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. | 40.4K | +110+0.3% | +670+1.7% | +3.2K+8.6% |
| 07 | diegosouzapw/OmniRoute Never stop coding. Free AI gateway: one endpoint, 160+ providers (50+ free), connect Claude Code, Codex, Cursor, Cline & Copilot to FREE Claude/GPT/Gemini. RTK+Caveman stacked compression saves 15-95% tokens, smart auto-fallback, MCP/A2A, multimodal APIs, Desktop/PWA. | 6K | +37+0.6% | +320+5.6% | +1.6K+37.2% |
| 08 | Ed1s0nZ/CyberStrikeAI 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. | 4.4K | +42+1.0% | +300+7.3% | +666+17.7% |
| 09 | Thysrael/Horizon 📡 Your own AI-powered news radar. Generates daily briefings in English & Chinese. | 用 AI 构建你专属的新闻雷达 | 5.9K | +33+0.6% | +372+6.8% | +2.5K+73.7% |
| 10 | activepieces/activepieces 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 | 22.7K | +2+0.0% | +146+0.6% | +572+2.6% |
| 11 | datawhalechina/easy-vibe 💻 vibe coding 2026 | Your first modern Coding course beginners to master step by step. | 16.8K | +78+0.5% | +771+4.8% | +6.5K+62.6% |
| 12 | awslabs/mcp Open source MCP Servers for AWS | 9.3K | +9+0.1% | +56+0.6% | +237+2.6% |
| 13 | tirth8205/code-review-graph 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. | 18.4K | +52+0.3% | +349+1.9% | +2.2K+13.6% |
| 14 | ai-boost/awesome-harness-engineering Awesome list for AI agent harness engineering: tools, patterns, evals, memory, MCP, permissions, observability, and orchestration. | 1.8K | +16+0.9% | +196+12.4% | +892+100.3% |
| 15 | github/github-mcp-server GitHub's official MCP Server | 30.6K | +1+0.0% | +142+0.5% | +859+2.9% |
| 16 | mudler/LocalAI LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required. | 46.8K | +1+0.0% | +134+0.3% | +644+1.4% |
| 17 | anthropics/financial-services No description published. | 30.9K | +126+0.4% | +941+3.1% | +9.5K+44.7% |
| 18 | zhu1090093659/deepseek-pp DeepSeek Web browser extension: AI agent workspace with MCP tools, memory, Skills, automation, web search, and conversation export. | 713 | +3+0.4% | +209+41.5% | +636+826.0% |
| 19 | yvgude/lean-ctx 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. | 2.6K | +2+0.1% | +158+6.4% | +1K+63.3% |
| 20 | 0xSteph/pentest-ai 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. | 761 | +26+3.5% | +171+29.0% | +545+252.3% |
| 21 | NateBJones-Projects/OB1 Open Brain — The infrastructure layer for your thinking. One database, one AI gateway, one chat channel — any AI plugs in. No middleware, no SaaS. | 3.7K | +1+0.0% | +74+2.1% | +618+20.3% |
| 22 | always-further/nono Capability-based agent runtime with fine-grained policies . Brokering access directly within the agent's operating context, with zero setup and zero latency | 2.6K | -10-0.4% | +53+2.0% | +260+10.9% |
| 23 | vllm-project/semantic-router System Level Intelligent Router for Mixture-of-Models at Cloud, Data Center and Edge | 4.3K | +1+0.0% | +36+0.8% | +164+3.9% |
| 24 | shiwenwen/hope-agent 🦭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 | 988 | +2+0.2% | +69+7.5% | +487+97.2% |
| 25 | alpic-ai/skybridge Skybridge is a full-stack TypeScript framework for MCP Apps and ChatGPT Apps. Type-safe. React-powered. Platform-agnostic. | 1.7K | +1+0.1% | +67+4.1% | +598+53.5% |
| 26 | EverMind-AI/EverOS Self-evolving memory across Agent and platform. The one portable memory layer for every agent they use - Claude Code, Codex, OpenClaw, Hermes, and more | 7.3K | +1+0.0% | +358+5.2% | +2.8K+60.8% |
| 27 | czlonkowski/n8n-mcp A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you | 21.7K | +2+0.0% | +145+0.7% | +1.1K+5.4% |
| 28 | AnalyseDeCircuit/oxideterm AI-native workspace for local shells and remote machines.Zero Electron, zero OpenSSL, zero telemetry, and no app subscription. | 815 | +2+0.2% | +41+5.3% | +140+20.7% |
| 29 | jdevalk/specification.website Website specification — HTML, accessibility, security, SEO, agent-readiness. Platform-agnostic, sourced, MIT. | 644 | — | +101+18.6% | +623+2966.7% |
| 30 | giancarloerra/SocratiCode Enterprise-grade (40m+ LOC) codebase intelligence, zero-setup, local & private Plugin/Skill/Extension or MCP: hybrid semantic search, polyglot dependency graphs, symbol-level impact analysis & call-flow, interactive HTML viewer, cross-project & branch-aware search, DB/API/infra knowledge. 61% less tokens, 84% fewer calls, 37x faster. Cloud in beta. | 2.9K | — | +93+3.3% | +399+16.0% |
| 31 | 0xMassi/webclaw Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API, and MCP server. | 1.3K | +1+0.1% | +40+3.1% | +197+17.3% |
| 32 | anthropics/claude-code 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. | 131.8K | +232+0.2% | +1.6K+1.3% | +9.3K+7.6% |
| 33 | matlab/matlab-mcp-core-server 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. | 956 | +2+0.2% | +62+6.9% | +366+62.0% |
| 34 | mukul975/Anthropic-Cybersecurity-Skills 754 structured cybersecurity skills for AI agents · Mapped to 5 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND & NIST AI RMF · agentskills.io standard · Works with Claude Code, GitHub Copilot, Codex CLI, Cursor, Gemini CLI & 20+ platforms · 26 security domains · Apache 2.0 | 15.4K | +149+1.0% | +1.2K+8.7% | +9.2K+147.9% |
| 35 | Aimino-Tech/opendocswork-mcp Rust-native MCP server for Office document processing (Excel, Word, PowerPoint). Sub-millisecond, local-first, open source. | 144 | — | +28+24.1% | +144 |
| 36 | xpzouying/xiaohongshu-mcp MCP for xiaohongshu.com | 14.1K | +1+0.0% | +121+0.9% | +588+4.3% |
| 37 | Episkey-G/GrokSearch-rs Rust MCP server for Grok web search and Tavily-backed source retrieval | 191 | +1+0.5% | +13+7.3% | +191 |
| 38 | us/crw 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. | 160 | — | +22+15.9% | +78+95.1% |
| 39 | FerroxLabs/ijfw IJFW — It Just F*cking Works. Ferrox Labs' local-first infrastructure for AI coding agents: shared memory, smart routing, multi-AI cross-audits, disciplined workflow. | 184 | +1+0.5% | +11+6.4% | +29+18.7% |
| 40 | Fast-Editor/Lynkr Streamline your workflow with Lynkr, a CLI tool that acts as an HTTP proxy for efficient code interactions using Claude Code CLI. | 468 | — | +18+4.0% | +50+12.0% |
| 41 | anthropics/skills Public repository for Agent Skills | 149.5K | +492+0.3% | +2.9K+2.0% | +16.8K+12.7% |
| 42 | openclaw/mcporter Call MCPs via TypeScript, masquerading as simple TypeScript API. Or package them as cli. | 4.6K | +1+0.0% | +41+0.9% | +236+5.4% |
| 43 | anthropics/anthropic-cli The CLI for the Claude API | 514 | +1+0.2% | +37+7.8% | +159+44.8% |
| 44 | heygen-com/hyperframes Write HTML. Render video. Built for agents. | 26.8K | +293+1.1% | +2.5K+10.5% | +9.4K+53.7% |
| 45 | thClaws/thClaws Open-source AI agent harness in native Rust — GUI, CLI, headless, and webapp from one binary. Multi-provider, MCP, skills, plugins, agent teams. | 1.1K | -1-0.1% | +11+1.0% | +230+26.9% |
| 46 | MinishLab/semble Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read | 5.1K | +3+0.1% | +223+4.6% | +4.3K+518.5% |
| 47 | prashar32/riskkernel Deterministic cost / loop / time budgets · full observability · crash-resumable runs · human-approval gates · a memory you own. Self-hosted. Your keys. No telemetry. Point it at your existing agents - one env var. | 17 | — | +5+41.7% | +17 |
| 48 | AkaraChen/aghub One hub for every AI coding agent. Unified configuration management for 22+ assistants. | 237 | — | +4+1.7% | +26+12.3% |
| 49 | lahfir/agent-desktop Native desktop automation CLI for AI agents. Control any application through OS accessibility trees with structured JSON output and deterministic element refs. | 836 | -13-1.5% | +26+3.2% | +195+30.4% |
| 50 | fabio-rovai/open-ontologies AI-native ontology engine: a Rust MCP server with tools for building, validating, querying, and reasoning over RDF/OWL ontologies. In-memory Oxigraph triple store, native OWL2-DL tableaux reasoner, SHACL validation, SPARQL, versioning. Single binary, no JVM. | 141 | +1+0.7% | +9+6.8% | +36+34.3% |