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All niches
Nichemcp

MCP

[TOOLS_TRACKED]195
[ACCELERATING]4
[DYING]0
[AVG_VELOCITY]0.76/10
See our pick → Best MCP
[ACCELERATING]

Accelerating

4
Tool
Velocity
Trend 30d
Δ 7d
Stars
Class
  • n8n-io/n8nFair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.
    5.91↑ +1.2k206kAccel
  • aipoch/open-scienceThe open-source AI research workbench for scientific research and agent workflows. Local-first, model-agnostic desktop app with extensible skills, MCP tools and connectors, Python/R execution and traceable artifacts for reproducible research on macOS, Windows and Linux.
    0.86—↑ +7014.9kAccel
  • sbroenne/mcp-server-excelAutomate real Microsoft Excel with AI via MCP Server or CLI — Power Query, DAX, VBA, PivotTables, and charts.
    0.69—↑ +81772Accel
  • mattt/iMCPA macOS app that provides an MCP server to your Messages, Contacts, Reminders and more
    0.65—↑ +941.6kAccel
[STABLE]

Stable

69
Tool
Velocity
Trend 30d
Δ 7d
Stars
Class
  • danny-avila/LibreChatEnhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active
    3.93—↑ +80345kStable
  • langgenius/difyBuild Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.
    3.12↑ +941157kStable
  • lobehub/lobehub🤯 LobeHub - Super-Agents on Your Team. Add super-agents to the chats your team already uses.They take on work by themselves and get better every week.
    3.03—↑ +23083kStable
  • labring/FastGPTFastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex question-answering systems without the need for extensive setup or configuration.
    2.89↑ +5730kStable
  • open-multi-agent/open-multi-agentSelf-hosted TypeScript agent runtime with durable approvals and verifiable run records. Own it, approve it, audit it.
    2.87↑ +196.9kStable
  • HKUDS/nanobotYour lightweight open-source personal agent.
    2.84↑ +27648kStable
  • diegosouzapw/OmniRouteNever 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, Desktop/PWA. Built by 900+ contributors
    2.83—↑ +2.4k69kStable
  • HKUDS/Vibe-Trading"Vibe-Trading: Your Personal Trading Agent"
    2.68—↑ +29434kStable
  • kagent-dev/kagentCloud Native Agentic AI | Discord: https://bit.ly/kagentdiscord
    2.56↑ +763.8kStable
  • flipped-aurora/gin-vue-admin🚀Vite+Vue3+Gin拥有AI辅助的基础开发平台,企业级业务AI+开发解决方案,内置mcp辅助服务,内置skills管理,支持TS和JS混用。它集成了JWT鉴权、权限管理、动态路由、显隐可控组件、分页封装、多点登录拦截、资源权限、上传下载、代码生成器、表单生成器和可配置的导入导出等开发必备功能。
    2.53—↑ +2325kStable
  • 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
    2.03↑ +47373kStable
  • sooperset/mcp-atlassianMCP server for Atlassian tools (Confluence, Jira)
    2.02—↑ +235.9kStable
  • browser-use/browser-useOpen-source Python library for AI browser agents, plus Browser Use Cloud: stealth browsers and a hosted agent API.
    1.98↑ +1.1k116kStable
  • AIPentest/CyberStrikeAIThe system of action for AI-native cybersecurity—where intent becomes governed execution, evidence becomes operational memory, and every operation improves the next.
    1.92↑ +2237.0kStable
  • agentscope-ai/agentscopeBuild and run agents you can see, understand and trust.
    1.91↑ +40932kStable
  • CopilotKit/OpenBotOpen-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.
    1.84—↑ +3395.3kStable
  • aaif-goose/goosean open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM
    1.80↑ +22255kStable
  • MemPalace/mempalaceThe best-benchmarked open-source AI memory system. And it's free.
    1.78↑ +12259kStable
  • containers/kubernetes-mcp-serverModel Context Protocol (MCP) server for Kubernetes and OpenShift
    1.74—↑ +202.1kStable
  • Wh1isper/mcp-email-serverFull-featured, multi-account MCP email server for Windows, macOS, and Linux—read, search, organize, and send email via IMAP and SMTP.
    1.72—↑ +6334Stable
  • davepoon/buildwithclaudeA single hub to find Claude Skills, Agents, Commands, Hooks, Plugins, and Marketplace collections to extend Claude Code, Claude Desktop, Agent SDK and OpenClaw
    1.67—↑ +483.5kStable
  • Arize-ai/openinferenceOpenTelemetry Instrumentation for AI Observability
    1.64—↑ +81.2kStable
  • sipyourdrink-ltd/bernsteinDeterministic orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). No model in the coordination loop, so parallel runs in per-task git worktrees replay byte-identically. Signed lineage plus an opt-in HMAC audit chain a reviewer checks offline, without rerunning it. Cluster mode, air-gap deploy. https://bernstein.run
    1.61—↑ +581.2kStable
  • trailhq/GraftOne shared memory for every coding agent on your team. Claude Code, Cursor and Codex get a map of your code and your team's past decisions, so they pick up where you left off.
    1.61—↑ +9069.0kStable
  • trpc-group/trpc-agent-goA Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.
    1.59—↑ +231.8kStable
  • headroomlabs-ai/headroomCompress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
    1.54↑ +1.1k73kStable
  • ahujasid/mcp-for-blenderCommunity plugin to control Blender 3D with any LLM of your choice. Not affiliated with the official Blender Foundation.
    1.52—↑ +47029kStable
  • CoplayDev/unity-mcpUnity MCP acts as a bridge between AI assistants and your Unity Editor. Give your LLM tools to manage assets, control scenes, edit scripts, and automate tasks within Unity.
    1.48↑ +14814kStable
  • Panniantong/Agent-ReachGive your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.
    1.45—↑ +2.4k84kStable
  • Q00/ouroborosAgent OS: the agent gets smarter on its own. We just hold the line: Interview-gated, staged evaluation, budgeted evolution loop. MCP server, 14 runtimes: Claude Code, Codex CLI, Gemini CLI, OpenCode, Copilot, Kiro and more.
    1.42—↑ +1396.1kStable
  • pnoker/iot-dc3IoT DC3 — Connect the Physical World to AI. An open-source Industrial IoT Runtime for Physical AI: 36 protocol drivers, edge-to-cloud data delivery, and an MCP tool gateway so AI agents act on devices in a safe, controllable, traceable loop.
    1.39—↑ +241.3kStable
  • mcp-use/mcp-useThe fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.
    1.36—↑ +3011kStable
  • tirth8205/code-review-graphLocal-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.
    1.35↑ +22432kStable
  • MemTensor/MemOSSelf-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings and DeepSeek Harness support.
    1.34↑ +15912kStable
  • PDFMathTranslate/PDFMathTranslate[EMNLP 2025 Demo] PDF scientific paper translation with preserved formats - 基于 AI 完整保留排版的 PDF 文档全文双语翻译,支持 Google/DeepL/Ollama/OpenAI 等服务,提供 CLI/GUI/MCP/Docker/Zotero
    1.34—↑ +17537kStable
  • microsoft/playwright-mcpPlaywright MCP server
    1.34—↑ +31237kStable
  • stacklok/toolhiveToolHive is an enterprise-grade platform for running and managing Model Context Protocol (MCP) servers.
    1.31—↑ +272.2kStable
  • ag2ai/ag2AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x
    1.28↑ +204.9kStable
  • googleapis/mcp-toolboxMCP Toolbox for Databases is an open source MCP server for databases.
    1.25↑ +6016kStable
  • mudler/LocalAILocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.
    1.16↑ +8249kStable
  • NateBJones-Projects/OB1Open Brain — The infrastructure layer for your thinking. One database, one AI gateway, one chat channel — any AI plugs in. No middleware, no SaaS.
    1.15↑ +124.6kStable
  • triggerdotdev/trigger.devTrigger.dev – build and deploy durable AI agents and workflows
    1.12↑ +7716kStable
  • dyoshikawa/rulesyncA Utility CLI for AI Coding Agents
    1.07↑ +321.5kStable
  • DEEIX-AI/DEEIX-ChatAn enterprise AI workspace for model routing, multimodal chat, files, tools, billing, identity, and operations.
    1.05—↑ +191.5kStable
  • modelcontextprotocol/ext-appsOfficial repo for spec & SDK of MCP Apps protocol - standard for UIs embedded AI chatbots, served by MCP servers
    1.04—↑ +272.9kStable
  • netdata/netdataThe fastest path to AI-powered full stack observability, even for lean teams.
    1.03—↑ +7781kStable
  • chrisdoc/hevy-mcpManage your Hevy workouts, routines, folders, and exercise templates. Create and update sessions faster, organize plans, and search exercises to build workouts quickly. Stay synced with changes so your training log is always up to date.
    1.01—↑ +9481Stable
  • huangjunsen0406/py-xiaozhiOpen-source AI assistant ecosystem with MCP integrations, multimodal workflows, IoT support, and cross-platform voice interaction.
    1.00—↑ +103.5kStable
  • 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.
    0.98—↑ +745.1kStable
  • affaan-m/agentshieldAI agent security scanner. Detect vulnerabilities in agent configurations, MCP servers, and tool permissions. Available as CLI, GitHub Action, ECC plugin, and GitHub App integration. 🛡️
    0.96—↑ +221.2kStable
  • yvgude/lean-ctxLeanCTX is the Context Gateway for AI Systems. Select task-relevant context, apply supported controls, connect local knowledge and inspect recorded evidence. Open-source Engine: CLI, MCP, hooks and supported proxy paths.
    0.92—↑ +323.8kStable
  • ThinkInAIXYZ/deepchat🐬DeepChat - A smart assistant that connects powerful AI to your personal world
    0.86—↑ +126.3kStable
  • TNT-Likely/BeeCountLocal-first bookkeeping for iOS/Android/Web · Self-hosted cloud + iCloud/WebDAV/S3 sync · AI capture · MCP | 本地优先的跨端记账 · 自建云 + iCloud/WebDAV/S3 同步 · AI 记账 · MCP
    0.86—↑ +512.4kStable
  • genieincodebottle/generative-aiComprehensive resources on Generative AI, including a detailed roadmap, projects, use cases, interview preparation, and coding preparation.
    0.85↑ +92.6kStable
  • liyupi/ai-guide程序员鱼皮的 AI 资源大全 + Vibe Coding 零基础教程,分享 OpenClaw 保姆级教程、大模型玩法(DeepSeek / GPT / Gemini / Claude / GLM)、最新 AI 资讯、Prompt 提示词大全、AI 知识百科(Agent Skills / RAG / MCP / A2A)、AI 编程教程(Harness Engineering)、AI 工具用法(Cursor / Claude Code / TRAE / Codex / Copilot)、AI 开发框架教程(Spring AI / LangChain)、AI 产品变现指南,帮你快速掌握 AI 技术,走在时代前沿。本项目为开源文档 aiguide,已升级为鱼皮 AI 导航网站
    0.82↑ +30320kStable
  • silverstein/minutesEvery meeting, every idea, every voice note, searchable by your AI. Open-source, privacy-first conversation memory layer.
    0.80—↑ +151.5kStable
  • TabularisDB/tabularisOpen-source desktop SQL workspace with 3 built-in database drivers and 29 shipped driver plugins, including SQL Server, DuckDB, ClickHouse and Redis. Built-in MCP server for Claude, Cursor and Devin, SQL notebooks and visual EXPLAIN.
    0.80—↑ +705.0kStable
  • arabold/docs-mcp-serverGrounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Tools
    0.78↑ +271.8kStable
  • upstash/context7Context7 Platform -- Up-to-date docs for AI agents
    0.76↑ +23462kStable
  • Marker-Inc-Korea/AutoRAGYour Personal Librarian Agent. Ask anything on your computer, organize files, remember important info and files.
    0.74↑ +295.1kStable
  • openclaw/PeekabooPeekaboo is a macOS CLI & optional MCP server that enables AI agents to capture screenshots of applications, or the entire system, with optional visual question answering through local or remote AI models.
    0.73—↑ +295.2kStable
  • basicmachines-co/basic-memoryAI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: https://discord.gg/tyvKNccgqN
    0.72—↑ +464.0kStable
  • ZSeven-W/openpencilThe world's first open-source AI-native vector design tool and the first to feature concurrent Agent Teams. Design-as-Code. Turn prompts into UI directly on the live canvas. A modern alternative to Pencil.
    0.71—↑ +626.0kStable
  • slow-stack/dsh-mneme🧠 The memory that dreams — cross-session memory for DeepSeek Harness. Local SQLite + Markdown mirrors, autoDream consolidation, 4-way recall (keyword/vector/BM25/entity), and a memory panel. 10 model tools, MCP server, CLI.
    0.71—↑ +13117Stable
  • can4hou6joeng4/boss-agent-cli🤖 Local-assist BOSS Zhipin CLI for AI agents — search, welfare filtering, shortlist, JSON-envelope output; low-risk & compliant by default.
    0.65—↑ +402.0kStable
  • yilewang/llm-for-zoteroAn open-source research agent system for your Zotero library.
    0.65—↑ +913.1kStable
  • Zipstack/unstractLLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows
    0.64—↑ +127.3kStable
  • lintsinghua/claude-code-book《御舆:解码 Agent Harness》42万字拆解 AI Agent 的Harness骨架与神经 —— Claude Code 架构深度剖析,15 章从对话循环到构建你自己的 Agent Harness。在线阅读网站:
    0.60—↑ +264.3kStable
  • stuinfla/ruvnet-brainRuvNet Brain — a downloadable, source-grounded brain for Claude Code over Reuven Cohen's (rUv's) RuvNet stack: RuVector/RVF, Ruflo, AgentDB, RuLake, SPARC + 21 building blocks. Grounds Claude in real source via one MCP tool (search_ruvnet), so it builds with the stack instead of drifting off it.
    0.59—↑ +268Stable
[STALLING]

Stalling and dying

12
Tool
Velocity
Trend 30d
Δ 7d
Stars
Class
  • ruvnet/RuViewπ RuView turns commodity WiFi signals into real-time spatial intelligence, vital sign monitoring, and presence detection — all without a single pixel of video.
    2.08↑ +56895kStalling
  • rohitg00/ai-engineering-from-scratchLearn AI Engineering! Learn it. Build it. Ship it for others.
    1.81↑ +47455kStalling
  • mksglu/context-modeFree, local plugin that keeps tool output out of your coding agent's context window. Sandbox and SQLite FTS5 search, 99% fewer bytes in context. Works with Claude Code, Codex, Pi, OpenCode, Gemini CLI, Copilot CLI and 4 more agents. Zero telemetry.
    1.39—↑ +83024kStalling
  • jeremylongshore/tons-of-skills-marketplaceModel-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.
    1.21↑ +172.8kStalling
  • rajudandigam/agent-inspectLocal evidence debugger and trajectory-test toolkit for TypeScript AI agents: inspect causal runs, catch wrong tool paths in CI, and share safe offline evidence.
    1.19—↑ +33633Stalling
  • samanhappy/mcphubA unified hub for centrally managing and dynamically orchestrating multiple MCP servers/APIs into separate endpoints with flexible routing strategies.
    1.03—↑ +162.5kStalling
  • strands-agents/samplesAgent samples built using the Strands Agents SDK.
    1.00↑ +1852Stalling
  • OpenCoworkAI/open-coworkOpen-source AI agent desktop app for Windows & macOS. One-click install Claude Code, MCP tools, and Skills — with sandbox isolation, multi-model support, and Feishu/Slack integration.
    0.80—↑ +152.2kStalling
  • icip-cas/PPTAgentAn Agentic Framework for Reflective PowerPoint Generation
    0.78↑ +155.0kStalling
  • DataTalksClub/ai-dev-tools-zoomcampAI Dev Tools Zoomcamp is a free course that helps you use AI tools to write better code, faster. We're starting the first cohort of this course on November 18, 2025! Sign up here to join us 👇🏼
    0.76↑ +161.6kStalling
  • moltis-org/moltisA secure persistent personal agent server in Rust. One binary, sandboxed execution, multi-provider LLMs, voice, memory, Telegram, WhatsApp, Discord, Teams, and MCP tools. Secure by design, runs on your hardware.
    0.60—↑ +62.9kStalling
  • wshobson/maverick-mcpStock market MCP server for Yahoo Finance data, technical analysis, portfolio tracking, and Python backtesting. Runs locally with no API key for core tools.
    0.59—↑ +3676Stalling
LIVE──────── · ──:──:── UTCabout