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All niches
Nichemcp

MCP

[TOOLS_TRACKED]80
[ACCELERATING]5
[DYING]0
[AVG_VELOCITY]0.13/10
See our pick → Best MCP
[ACCELERATING]

Accelerating

5
Tool
Velocity
Trend 30d
Δ 7d
Stars
Class
  • nextlevelbuilder/goclawGoClaw - GoClaw is OpenClaw rebuilt in Go — with multi-tenant isolation, 5-layer security, and native concurrency. Deploy AI agent teams at scale without compromising on safety.
    3.24—↑ +523.3kAccel
  • mukul975/Anthropic-Cybersecurity-Skills817 structured cybersecurity skills for AI agents · Mapped to 6 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND, NIST AI RMF & MITRE F3 (Fight Fraud) · agentskills.io standard · Works with Claude Code, GitHub Copilot, Codex CLI, Cursor, Gemini CLI & 20+ platforms · 29 security domains · Apache 2.0
    1.25—↑ +4.2k21kAccel
  • Q00/ouroborosAgent OS: Stop prompting. Start specifying.
    1.24—↑ +1064.7kAccel
  • TabularisDB/tabularisOpen-source database client for PostgreSQL, MySQL/MariaDB and SQLite with SQL notebooks, visual EXPLAIN, AI and MCP built in. Hackable with plugins.
    1.10—↑ +6103.3kAccel
  • EverMind-AI/EverOSSelf-evolving memory across Agent and platform. The one portable memory layer for every agent they use - Claude Code, Codex, OpenClaw, Hermes, and more
    0.72—↑ +1.0k8.8kAccel
[STABLE]

Stable

84
Tool
Velocity
Trend 30d
Δ 7d
Stars
Class
  • jeecgboot/JeecgBootAI 低代码平台「低代码 + 零代码」双驱动!低代码可一键生成前后端代码;零代码可 5 分钟搭建系统;AI Skills 一句话画流程、设计表单、生成整套系统。内置 AI聊天、知识库、流程编排、MCP插件等,兼容主流大模型。引领「AI 生成 → 在线配置 → 代码生成 → 手工合并->AI修改」开发模式,消除 Java 项目 80% 的重复工作,提效而不失灵活。
    4.12↑ +8947kStable
  • HKUDS/Vibe-Trading"Vibe-Trading: Your Personal Trading Agent"
    3.47—↑ +65213kStable
  • 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
    3.44—↑ +33740kStable
  • 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.
    3.25↑ +9129kStable
  • lobehub/lobehub🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team.
    3.10—↑ +23879kStable
  • langgenius/difyProduction-ready platform for agentic workflow development.
    3.01↑ +744146kStable
  • sickn33/antigravity-awesome-skillsInstallable GitHub library of 1,600+ 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.
    2.91—↑ +57442kStable
  • diegosouzapw/OmniRouteNever 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.
    2.87—↑ +3646.9kStable
  • agentic-community/mcp-gateway-registryEnterprise-ready MCP Gateway & Registry that centralizes AI development tools with secure OAuth authentication, dynamic tool discovery, and unified access for both autonomous AI agents and AI coding assistants. Transform scattered MCP server chaos into governed, auditable tool access with Keycloak/Entra integration.
    2.33—↑ +19734Stable
  • 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.
    2.28—↑ +1293.9kStable
  • google-antigravity/antigravity-sdk-pythonA Python library for building AI agents that leverage the full power of Google Antigravity.
    2.25—↑ +1752.0kStable
  • MemPalace/mempalaceThe best-benchmarked open-source AI memory system. And it's free.
    2.18↑ +37156kStable
  • sansan0/TrendRadar⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts.🎯 告别信息过载,你的 AI 舆情监控助手与热点筛选工具!聚合多平台热点 + RSS 订阅,支持关键词精准筛选。AI 智能筛选新闻 + AI 翻译 + AI 分析简报直推手机,也支持接入 MCP 架构,赋能 AI 自然语言对话分析、情感洞察与趋势预测等。支持 Docker ,数据本地/云端自持。集成微信/飞书/钉钉/Telegram/邮件/ntfy/bark/slack 等渠道智能推送。
    2.13↑ +26060kStable
  • ruvnet/ruflo🌊 The leading agent meta-harness for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning swarm intelligence, RAG integration, and native Claude Code / Codex Integration
    2.07↑ +1.1k61kStable
  • BlazeUp-AI/ObservalObserval is a local registry and analytics platform for your AI components. Setup Observal, define the scope and share your Skills, MCPs and Agents.
    1.97↑ +272.1kStable
  • open-webui/open-webuiUser-friendly AI Interface (Supports Ollama, OpenAI API, ...)
    1.88↑ +748143kStable
  • strands-agents/harness-sdkBuild an agent harness and control it end-to-end. Open-source SDK for production AI agents in Python & TypeScript - any model, any cloud.
    1.79↑ +736.3kStable
  • open-metadata/OpenMetadataThe Open Context Layer for Data and AI , OpenMetadata is the open platform for building trusted data context and business semantics for humans, AI assistants, and agents.
    1.75—↑ +5214kStable
  • IBM/AssetOpsBenchAssetOpsBench - Industry 4.0: A unified benchmark and framework for building, orchestrating, and evaluating domain-specific AI agents for Industry 4.0 asset operations and maintenance, with 460+ scenarios, 5 specialist agents (IoT, FMSR, TSFM, Work Order,...), and multi-agent orchestration blueprints (MetaAgent, AgentHive) over MCP.
    1.73—↑ +641.9kStable
  • containers/kubernetes-mcp-serverModel Context Protocol (MCP) server for Kubernetes and OpenShift
    1.68—↑ +141.7kStable
  • wshobson/agentsMulti-harness agentic plugin marketplace for Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot, and Gemini CLI
    1.68↑ +21637kStable
  • agentscope-ai/agentscopeBuild and run agents you can see, understand and trust.
    1.67↑ +17727kStable
  • xpzouying/xiaohongshu-mcpMCP for xiaohongshu.com
    1.66—↑ +8714kStable
  • repoprompt/repoprompt-ceCommunity edition of RepoPrompt: a native macOS context engineering app for AI coding agents, with an MCP CLI.
    1.63—↑ +36324Stable
  • ModelEngine-Group/nexentNexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedback loops, and control planes.
    1.58—↑ +1335.3kStable
  • rohitg00/ai-engineering-from-scratchLearn it. Build it. Ship it for others.
    1.54↑ +1.8k36kStable
  • 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.
    1.45↑ +20711kStable
  • headroomlabs-ai/headroomCompress tool outputs, logs, files, and RAG chunks before they reach the LLM. 60-95% fewer tokens, same answers. Library, proxy, MCP server.
    1.40—↑ +16k50kStable
  • mastra-ai/mastraMastra is the modern TypeScript framework for AI-powered applications and agents.
    1.39↑ +21225kStable
  • VoltAgent/voltagentAI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework
    1.34↑ +1029.8kStable
  • metatool-ai/metamcpMCP Aggregator, Orchestrator, Middleware, Gateway in one docker
    1.30—↑ +302.5kStable
  • 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.
    1.30↑ +20419kStable
  • microsoft/playwright-mcpPlaywright MCP server
    1.29—↑ +22034kStable
  • screenpipe/screenpipeYC (S26) | AI that knows what you've seen, said, or heard. Records everything you do, say, hear 24/7, local, private, secure. Connect to OpenClaw, Hermes agent and 100+ apps
    1.29↑ +10319kStable
  • mudler/LocalAILocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.
    1.29↑ +15547kStable
  • yvgude/lean-ctxControl 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.
    1.26—↑ +1372.9kStable
  • patchy631/ai-engineering-hubIn-depth tutorials on LLMs, RAGs and real-world AI agent applications.
    1.25↑ +11636kStable
  • superset-sh/supersetCode Editor for the AI Agents Era - Run an army of Claude Code, Codex, etc. on your machine
    1.24↑ +15112kStable
  • ag2ai/ag2AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x
    1.23—↑ +204.7kStable
  • nageoffer/ragent企业级 Agentic RAG 智能体 - 全链路覆盖文档解析、多路检索、意图识别、问题重写、会话记忆、MCP 工具调用与深度思考。面向真实业务场景,从 0 到 1 完整工程实现。
    1.22—↑ +712.9kStable
  • casdoor/casdoorAn open-source Agent-first Identity and Access Management (IAM) /LLM MCP & agent gateway and auth server with web UI supporting OpenClaw, MCP, OAuth, OIDC, SAML, CAS, LDAP, SCIM, WebAuthn, TOTP, MFA, Face ID, Google Workspace, Azure AD
    1.21↑ +3314kStable
  • NirDiamant/agents-towards-productionEnd-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.
    1.21↑ +7121kStable
  • mindsdb/mindsGeneral-purpose AI designed for knowledge workers — creators, strategists, and operators — and individuals seeking AI systems they can truly control to help them get work done, with full flexibility to extend and deploy anywhere (VPC, on-prem, or cloud).
    1.20↑ +1339kStable
  • AstrBotDevs/AstrBotAI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨
    1.19↑ +39435kStable
  • modelcontextprotocol/ext-appsOfficial repo for spec & SDK of MCP Apps protocol - standard for UIs embedded AI chatbots, served by MCP servers
    1.15—↑ +382.5kStable
  • googleapis/mcp-toolboxMCP Toolbox for Databases is an open source MCP server for databases.
    1.15↑ +4716kStable
  • 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
    1.14—↑ +233.1kStable
  • datawhalechina/easy-vibe💻 vibe coding 2026 | Your First Modern Coding course beginners to master step by step.
    1.11—↑ +20417kStable
  • trpc-group/trpc-agent-goA Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.
    1.11—↑ +231.4kStable
  • triggerdotdev/trigger.devTrigger.dev – build and deploy fully‑managed AI agents and workflows
    1.06—↑ +7515kStable
  • mcp-use/mcp-useThe fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.
    1.05—↑ +2510kStable
  • apify/apify-mcp-serverThe 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.
    1.05—↑ +221.4kStable
  • mattzcarey/shippieextendable code review and QA agent 🚢
    1.02—↑ +432.4kStable
  • PrefectHQ/fastmcp🚀 The fast, Pythonic way to build MCP servers and clients.
    1.02↑ +7826kStable
  • rikkahub/rikkahubRikkaHub is an Android APP that supports for multiple LLM providers.
    1.00—↑ +1515.6kStable
  • icip-cas/PPTAgentAn Agentic Framework for Reflective PowerPoint Generation
    1.00—↑ +364.7kStable
  • zhu1090093659/deepseek-ppDeepSeek Web browser extension: AI agent workspace with MCP tools, memory, Skills, automation, web search, and conversation export.
    0.97—↑ +134961Stable
  • google/adk-goAn open-source, code-first Go toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.
    0.96↑ +458.2kStable
  • nicobailon/pi-mcp-adapterToken-efficient MCP adapter for Pi coding agent
    0.87—↑ +30926Stable
  • 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
    0.83↑ +28116kStable
  • electerm/electerm📻Terminal/ssh/sftp/ftp/telnet/serialport/RDP/VNC/Spice client(linux, mac, win)
    0.82—↑ +5114kStable
  • aws-samples/sample-genai-on-eks-starter-kitA comprehensive toolkit for deploying production-ready Generative AI infrastructure on Amazon EKS. Includes pre-configured components for: 🚀 AI Gateway (LiteLLM) 🤖 LLM Serving (vLLM, SGLang, Ollama) 📊 Vector Databases, 🔍 Embedding Models (TEI) 📈 Observability (Langfuse, Phoenix) etc. Fast-track your GenAI deployment with Kubernetes
    0.82—↑ +272Stable
  • JetBrains/koogKoog is a JVM (Java and Kotlin) framework for building predictable, fault-tolerant and enterprise-ready AI agents across all platforms – from backend services to Android and iOS, JVM, and even in-browser environments. Koog is based on our AI products expertise and provides proven solutions for complex LLM and AI problems
    0.79—↑ +204.4kStable
  • upstash/context7Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors
    0.79↑ +35458kStable
  • korotovsky/slack-mcp-serverThe most powerful MCP Slack Server with no permission requirements, Apps support, GovSlack, DMs, Group DMs and smart history fetch logic.
    0.75—↑ +131.7kStable
  • Portkey-AI/gatewayA blazing fast AI Gateway with integrated guardrails. Route to 1,600+ LLMs, 50+ AI Guardrails with 1 fast & friendly API.
    0.71↑ +7512kStable
  • 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
    0.69—↑ +23835kStable
  • 0xMassi/webclawFast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API, and MCP server.
    0.69—↑ +861.5kStable
  • RightNow-AI/openfangOpen-source Agent Operating System
    0.69↑ +4718kStable
  • codexu/note-genA cross-platform Markdown AI note-taking software.
    0.66↑ +3212kStable
  • inkeep/agentsCreate AI Agents in a No-Code Visual Builder or TypeScript SDK with full 2-way sync. For shipping AI assistants and multi-agent AI workflows.
    0.65—↑ +91.2kStable
  • opensquilla/opensquillaOpenSquilla — Token-Efficient AI Agent with same budget, higher intelligence density
    0.65—↑ +3634.7kStable
  • moyangzhan/langchain4j-aideepin基于AI的工作效率提升工具(聊天、绘画、知识库、工作流、 MCP服务市场、语音输入输出、长期记忆) | Ai-based productivity tools (Chat,Draw,RAG,Workflow,MCP marketplace, ASR,TTS, Long-term memory etc)
    0.60—↑ +71.3kStable
  • brightdata/brightdata-mcpA powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.
    0.60—↑ +142.5kStable
  • gensecaihq/Wazuh-MCP-ServerAI-powered security operations for Wazuh SIEM—use any MCP-compatible client to ask security questions in plain English. Faster threat detection, incident triage, and compliance checks with real-time monitoring and anomaly spotting. Production-ready MCP server for conversational SOC workflows.
    0.57—↑ +2188Stable
  • SolaceLabs/solace-agent-meshAn event-driven framework designed to build and orchestrate multi-agent AI systems. It enables seamless integration of AI agents with real-world data sources and systems, facilitating complex, multi-step workflows.
    0.54—↑ +495.0kStable
  • beelzebub-labs/beelzebubA secure low code deception runtime framework, leveraging AI for System Virtualization.
    0.53—↑ +172.1kStable
  • Gennadiyev/STS2MCPFull agentic runs for Slay the Spire 2. A mod that exposes in-game state, and the MCP server for the mod.
    0.53—↑ +7416Stable
  • massgen/MassGen🚀 MassGen is an open-source multi-agent scaling system that runs in your terminal, autonomously orchestrating frontier models and agents to collaborate, reason, and produce high-quality results. | Join us on Discord: discord.massgen.ai
    0.53—↑ +41.1kStable
  • Dataojitori/nocturne_memoryA lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and amnesia. Empower your AI with persistent, graph-like structured memory across any model, session, or tool. Drop-in replacement for OpenClaw.
    0.53—↑ +171.2kStable
  • arabold/docs-mcp-serverGrounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Tools
    0.52—↑ +221.5kStable
  • RedPlanetHQ/coreYour Personal AI OS
    0.49—↑ +101.7kStable
  • yilewang/llm-for-zoteroA research agent system deeply rooted in your Zotero library.
    0.48—↑ +602.0kStable
  • preset-io/agorOrchestrate Claude Code, Codex, and Gemini sessions on a multiplayer canvas. Manage git worktrees, track AI conversations, and visualize your team's agentic work in real-time.
    0.48—↑ +81.3kStable
[STALLING]

Stalling and dying

8
Tool
Velocity
Trend 30d
Δ 7d
Stars
Class
  • Sumanth077/Hands-On-AI-EngineeringA curated collection of practical AI projects implementing OCR systems, RAG, AI agents, and other AI use cases.
    1.90—↑ +962.5kStalling
  • aaif-goose/goosean open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM
    1.82—↑ +37550kStalling
  • Ed1s0nZ/CyberStrikeAICyberStrikeAI 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.
    1.18—↑ +904.7kStalling
  • MemTensor/MemOSSelf-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings
    0.98↑ +6310.0kStalling
  • microsoft/skillsSkills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents
    0.89—↑ +212.6kStalling
  • dyoshikawa/rulesyncA Utility CLI for AI Coding Agents
    0.82—↑ +121.2kStalling
  • pab1it0/prometheus-mcp-serverA Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.
    0.77—↑ +5482Stalling
  • Zipstack/unstractLLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows
    0.51—↑ +86.7kStalling
LIVE──────── · ──:──:── UTCabout