Model Context Protocol Servers

Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.

An open-source AI agent that brings the power of Gemini directly into your terminal.

⭐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。

🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!

Chrome DevTools for coding agents

🌊 The leading agent orchestration platform for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features enterprise-grade architecture, distributed swarm intelligence, RAG integration, and native Claude Code / Codex Integration

The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra

An autonomous agent that conducts deep research on any data using any LLM providers

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

🔥 MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。

A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you

Streaming music player that finds free music for you

This 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.

Trigger.dev – build and deploy fully‑managed AI agents and workflows

MCP for xiaohongshu.com

Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!

Yet another WebUI for Nginx

OpenMetadata is a unified metadata platform for data discovery, data observability, and data governance powered by a central metadata repository, in-depth column level lineage, and seamless team collaboration.

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

The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.

本项目为xiaozhi-esp32提供后端服务，帮助您快速搭建ESP32设备控制服务器。Backend service for xiaozhi-esp32, helps you quickly build an ESP32 device control server.

HexStrike AI MCP Agents is an advanced MCP server that lets AI agents (Claude, GPT, Copilot, etc.) autonomously run 150+ cybersecurity tools for automated pentesting, vulnerability discovery, bug bounty automation, and security research. Seamlessly bridge LLMs with real-world offensive security capabilities.

The most powerful Android RPA agent framework, next generation mobile automation.

Context window optimization for AI coding agents. Sandboxes tool output, 98% reduction. 12 platforms

Monitor browser logs directly from Cursor and other MCP compatible IDEs.

MCP 资源精选， MCP指南，Claude MCP，MCP Servers, MCP Clients

ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works with Claude Code, Codex, OpenClaw, or any LLM agent.

🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.

Klavis AI: MCP integration platforms that let AI agents use tools reliably at any scale

A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects.

Adversary simulation and Red teaming platform with AI

Own your AI. The native macOS harness for AI agents -- any model, persistent memory, autonomous execution, cryptographic identity. Built in Swift. Fully offline. Open source.

Use any LLMs (Large Language Models) for Deep Research. Support SSE API and MCP server.

一款基于各大企业信息API的工具，解决在遇到的各种针对国内企业信息收集难题。一键收集控股公司ICP备案、APP、小程序、微信公众号等信息聚合导出。支持MCP接入

HttpRunner 是一款开源的 API/UI 测试框架，简单易用，功能强大，具有丰富的插件化机制和高度的可扩展能力。

The official C# SDK for Model Context Protocol servers and clients. Maintained in collaboration with Microsoft.

A simple, secure MCP-to-OpenAPI proxy server

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

Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP Support

Enterprise AI Platform with guardrails, MCP registry, gateway & orchestrator

Lemonade 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

Model Context Protocol(MCP) 编程极速入门

A Python-based Xiaozhi AI for users who want the full Xiaozhi experience without owning specialized hardware.

A single hub to find Claude Skills, Agents, Commands, Hooks, Plugins, and Marketplace collections to extend Claude Code, Claude Desktop, Agent SDK and OpenClaw

🔥 Java enterprise application development framework for full scenario: Restrained, Efficient, Open, Ecologicalll!!! 700% higher concurrency 50% memory savings Startup is 10 times faster. Packing 90% smaller; Compatible with java8 ~ java25; Supports LTS. (Replaceable spring)

Zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, MariaDB, SQLite.

A CLI tool for building Go applications.

Save or export your private and public Slack messages, threads, files, and users locally without admin privileges.

A metasearch library that aggregates results from diverse web search services

A bridge between Streamable HTTP and stdio MCP transports

A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.

MCP Aggregator, Orchestrator, Middleware, Gateway in one docker

🧩 MCP Gateway - A lightweight gateway service that instantly transforms existing MCP Servers and APIs into MCP servers with zero code changes. Features Docker deployment and management UI, requiring no infrastructure modifications.

Self-Hosted API Management for Builders

Google Flights MCP and Python Library

A unified hub for centrally managing and dynamically orchestrating multiple MCP servers/APIs into separate endpoints with flexible routing strategies

A Unified MCP Server Management App (MCP Manager).

An AI-enabled NAT Router/Firewall for the ESP32

Real-time crypto & stock screening, advanced technical indicators, Bollinger Bands intelligence, candlestick patterns + native Claude Desktop integration. Multi-exchange (Binance, KuCoin, Bybit+). Open-source AI trading infrastructure.

Development platform to debug, chat, inspect, and evaluate MCP servers, MCP apps, and ChatGPT apps.

Dive is an open-source MCP Host Desktop Application that seamlessly integrates with any LLMs supporting function calling capabilities. ✨

Semantic Intelligence for Large-Scale Engineering. Context+ is an MCP server designed for developers who demand 99% accuracy. By combining RAG, Tree-sitter AST, Spectral Clustering, and Obsidian-style linking, Context+ turns a massive codebase into a searchable, hierarchical feature graph.

An MCP client for Neovim that seamlessly integrates MCP servers into your editing workflow with an intuitive interface for managing, testing, and using MCP servers with your favorite chat plugins.

Enable AI assistant clients like Cursor, Windsurf and Claude Desktop to control Unreal Engine through natural language using the Model Context Protocol (MCP).

MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding tools generate better PostgreSQL code.

Make RSS 📰 great again with AI 🧠✨!! 【29元500次sonnet，下方wx扫码联系】

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 66 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI assistant access to profiles, companies, jobs, and messages.

A command-line interface for interacting with MCP (Model Context Protocol) servers using both stdio and HTTP transport.

⛓️RuleGo is a lightweight, high-performance, embedded, next-generation component orchestration rule engine framework for Go.

국가법령정보MCP | 법제처 41개 API → 15개 MCP 도구. 법령·판례·조례·조약을 AI로 검색·조회·분석 | 41 Korean legal APIs → 15 MCP tools

A Plugin-Based Multi-Agent System for In-Editor Academic Writing, Review, and Editing

Official MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.

MCP Server para 41 APIs públicas brasileiras

Data API builder provides modern REST, GraphQL endpoints and MCP tools to your Azure Databases and on-prem stores.

A secure sandbox environment for malware developers and red teamers to test payloads against detection mechanisms before deployment. Integrates with LLM agents via MCP for enhanced analysis capabilities.

Open source implementation and extension of Google Research’s PaperBanana for automated academic figures, diagrams, and research visuals, expanded to new domains like slide generation.

Official data.gouv.fr Model Context Protocol (MCP) server that allows AI chatbots to search, explore, and analyze datasets from the French national Open Data platform, directly through conversation.

A curated collection of top-tier penetration testing tools and productivity utilities across multiple domains. Join us to explore, contribute, and enhance your hacking toolkit!

The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.

An MCP server that autonomously evaluates web applications.

Model Context Protocol for WinDBG

Local first codebase intelligence

小智ESP32的Java企业级管理平台，提供设备监控、音色定制、角色切换和对话记录管理的前后端及服务端一体化解决方案

A2V: Next-Gen AI Value Compute Protocol.

Connect AI models like Claude & GPT with robots using MCP and ROS.

Game Boy / Game Boy Color / Super Game Boy emulator, debugger and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.

MCP, CLI, Skills for searching and downloading academic papers from multiple sources like arXiv, PubMed, bioRxiv, etc.

The 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.

Helping coding agents never make mistakes working with public or private libraries without wasting the context window.

Create 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.

Selfhosted notes app. Single golang binary, notes stored as markdown within SQLite, full-text search, very low resource usage

Just a Better Chatbot. Powered by Agent & MCP & Workflows.

Natural (2-way) voice conversations with Claude Code

🚀MCP server for accessing RedNote(XiaoHongShu, xhs).

A curated list of Model Context Protocol (MCP) servers

Query and summarize your chat messages with AI prompts.

Your Data, Your AI — Health, Finance & More. Open Source, Privacy-First.

The batteries-included, No-Code FinOps automation platform, with the AI you trust.

A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.

Calendar sync tool & universal calendar MCP server. Aggregate, sync and control calendars on Google, Outlook, Office 365, iCloud, CalDAV or ICS.

A 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.

Self-hosted MCP Gateway for AI agents

A security scanner for your LLM agentic workflows

A model context protocol server to work with JetBrains IDEs: IntelliJ, PyCharm, WebStorm, etc. Also, works with Android Studio

Skybridge is a framework for building ChatGPT & MCP Apps

A middleware to provide an openAI compatible endpoint that can call MCP tools

Labs to explore AI Models, MCP servers, and Agents with the AI Gateway powered by Azure API Management and Microsoft Foundry 🚀

A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.

Wassette: A security-oriented runtime that runs WebAssembly Components via MCP

📦️ A fast, secure MCP server that extends its capabilities through WebAssembly plugins.

Prismer Cloud

A code repository indexing tool to supercharge your LLM experience.

MCP server and CLI tool for searching and downloading documents from Anna's Archive

Simple, modular, and observable Go framework for backend applications.

The Bank API is a design reference project suitable to bootstrap development for a compliant and modern API.

Production-Ready MCP Server Framework • Build, deploy & scale secure AI agent infrastructure • Includes Auth, Observability, Debugger, Telemetry & Runtime • Run real-world MCPs powering AI Agents

Browse the web, directly from Cursor etc.

Ultimate Context Engineering Infrastructure, starting from MCPs and Integrations

A self-hosted RSS reader and personal knowledge management tool.

Flow-Like: Strongly Typed Enterprise Scale Workflows. Built for scalability, speed, seamless AI integration and rich customization.

Vibetest MCP - automated QA testing using Browser-Use agents

This is a 12306 ticket search server based on the Model Context Protocol (MCP).

gemini drawing MCP & skill through browser, can be used in openclaw or any agent that supports MCP. Gemini画图 MCP和sill，支持龙虾或任何agent使用٩(๑>◡<๑)۶

Codebase intelligence for AI. Detects patterns & conventions + remembers decisions across sessions. MCP server for any IDE. Offline CLI.

Solidity Static Analyzer that easily integrates into your editor

Add Obsidian integrations like semantic search and custom Templater prompts to Claude or any MCP client.

MCPCAN is a centralized management platform for MCP services. It deploys each MCP service using a container deployment method. The platform supports container monitoring and MCP service token verification, solving security risks and enabling rapid deployment of MCP services. It uses SSE, STDIO, and STREAMABLEHTTP access protocols to deploy MCP。

Single-file memory layer for AI agents, sub mili-second RAG on Apple Silicon. Metal Optimized On-Device. No Server. No API. One File. Pure Swift

MCP server for reverse engineering tasks in Ghidra 👩‍💻

Google Search Console Insights with Claude AI for SEOs

🔥🔒 Awesome MCP (Model Context Protocol) Security 🖥️

An MCP proxy server that aggregates and serves multiple MCP resource servers through a single HTTP server.

Shell and coding agent on mcp clients

AgentChat 是一个基于 LLM 的智能体交流平台，内置默认 Agent 并支持用户自定义 Agent。通过多轮对话和任务协作，Agent 可以理解并协助完成复杂任务。项目集成 LangChain、Function Call、MCP 协议、RAG、Memory、HITL、Skill、Milvus 和 ElasticSearch 等技术，实现高效的知识检索与工具调用，使用 FastAPI 构建高性能后端服务。

Alpaca’s official MCP Server lets you trade stocks, ETFs, crypto, and options, run data analysis, and build strategies in plain English directly from your favorite LLM tools and IDEs

It's a plugin extension in Zotero. Zotero MCP Plugin enables integration between AI assistants and Zotero through MCP. Zotero MCP Plugin 是一个 Zotero 插件，通过 MCP协议实现 AI 助手与 Zotero深度集成。插件支持文献检索、元 数据管理、全文分析和智能问答等功能，让 Claude、ChatGPT 等 AI 工具能够直接访问和操作您的文献库。

🎨 Vibe Design System - Official monday.com UI resources for application development in React.js

Official Jina AI Remote MCP Server

A text-based user interface (TUI) client for interacting with MCP servers using Ollama. Features include agent mode, multi-server, model switching, streaming responses, tool management, human-in-the-loop, thinking mode, model params config, MCP prompts, custom system prompt and saved preferences. Built for developers working with local LLMs.

MCP configuration to connect AI agent to a Linux machine.

Reduce AI coding costs by 99% — MCP Server + Shell Hook for Cursor, Claude Code, Copilot, Windsurf, Gemini CLI & 24 tools. Single Rust binary, zero telemetry.

A comprehensive collection of Model Context Protocol (MCP) servers

Claude Code LSP: enhance your Claude Code experience with non-IDE dependent LSP integration.

phpMyFAQ - Open Source FAQ web application for PHP 8.3+ and MySQL, PostgreSQL and other databases

Overture is an open-source, locally running web interface delivered as an MCP (Model Context Protocol) server that visually maps out the execution plan of any AI coding agent as an interactive flowchart/graph before the agent begins writing code.

GitOps on Autopilot Mode

一款帮助云租户发现和测试云上风险、增强云上防护能力的综合性开源工具

天枢 - 企业级 AI 一站式数据预处理平台 | PDF/Office转Markdown | 支持MCP协议AI助手集成 | Vue3+FastAPI全栈方案 | 文档解析 | 多模态信息提取

Backtrader-powered backtesting framework for algorithmic trading, featuring 20+ strategies, multi-market support, CLI tools, and an integrated MCP server for professional traders.

Fantasy Premier League Kotlin/Compose Multiplatform sample

MCP server to deploy apps to Cloud Run

Nornicdb is a distributed low-latency, Graph+Vector, Temporal MVCC with all sub-ms HNSW search, graph traversal, and writes. Using Neo4j Bolt/Cypher and qdrant's gRPC means you can switch with no changes. Then, adding intelligent features like schemas, managed embeddings, LLM reranking+inferrence, GPU accel, Auto-TLP, Memory Decay, and MCP server.

Galway Bus Kotlin Multiplatform project using Jetpack Compose and SwiftUI

A Playwright-based Node.js tool that bypasses search engine anti-scraping mechanisms to execute Google searches. Local alternative to SERP APIs with MCP server integration.

An MCP extension for Ghidra

A Model Context Protocol (MCP) that allows Claude Desktop and other AI tools (Claude Code, Cursor, Antigravity, etc.) to read, analyze, and modify Figma designs

An MCP Multimodal AI Agent with eyes and ears!

A structural code search engine for Al agents.

An MCP tool that connects Google Ads with Claude AI/Cursor and others, allowing you to analyze your advertising data through natural language conversations. This integration gives you access to campaign information, performance metrics, keyword analytics, and ad management—all through simple chat with Claude, Cursor or Windsurf.

A Minecraft MCP Server powered by Mineflayer API. It allows to control a Minecraft character in real-time, allowing AI assistants to build structures, explore the world, and interact with the game environment through natural language instruction

TDA - Thread Dump Analyzer (for Java). Analyze your Thread Dumps with a GUI or use it as MCP Server.

Marmot is an open-source data catalog designed for teams who want powerful data discovery without enterprise complexity. Catalog every data asset, enrich it with the context that matters and make it accessible to your team and your AI tools.

SonarQube MCP Server

Connect Cursor, Copilot & Claude AI directly to Cheat Engine via MCP. Automate reverse engineering, pointer scanning, and memory analysis using natural language.

这是一个金融领域相关的mcp,本项目通过集成 Tushare API 和 Binance API 为语言模型（如Claude）提供全面的实时金融数据访问能力，支持股票、基金、债券、宏观经济指标、稳定币、虚拟货币等多维度金融数据分析。其中也包含了金融数据查询、财经新闻查询、国家统计局数据查询等

MCP Server for interacting with Android Devices.

Unreal Engine plugin for LLM/GenAI models & MCP UE5 server. Includes OpenAI's GPT, Deepseek, Claude Sonnet/Opus APIs, Google Gemini 3, Alibaba Qwen, Kimi, and Grok 4.1, with plans to add TTS, Elevenlabs, Inworld, OpenRouter, Groq, GLM, seedream hunyuan3d, fal, Dashscope, Rodin, Meshy, Tripo, UnrealClaude soon. UnrealMCP is also here!!

A growing collection of MCP servers bringing offensive security tools to AI assistants. Nmap, Ghidra, Nuclei, SQLMap, Hashcat and more.

Home Assistant MCP server agent. Enable Claude Code, Cursor, VS Code or any MCP-enabled IDE to help you vibe-code and manage Home Assistant: create and debug automations, design dashboards, tweak themes, modify configs, and deploy changes using natural language

Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling

One-stop handbook for building, deploying, and understanding LLM agents with 60+ skeletons, tutorials, ecosystem guides, and evaluation tools.

A comprehensive Model Context Protocol (MCP) server that enables AI assistants to control Unreal Engine through the native C++ Automation Bridge plugin. Built with TypeScript and C++.

AI assistant integration for n8n workflow automation through Model Context Protocol (MCP). Connect Claude Desktop, ChatGPT, and other AI assistants to n8n for natural language workflow management.

🌳 AI-Powered Skill Tree for Lifelong Human Learning. 30+ skills from K-12 to career & social intelligence, built on cognitive science. | 人类养成记：AI 驱动的终身学习技能树

Claude Code CLI integration for Unreal Engine 5.7 - Get AI coding assistance with built-in UE5.7 documentation context directly in the editor.

🌐Web Agent Protocol (WAP) - Record and replay user interactions in the browser with MCP support

🚀 Universal SDK for building next-gen MCP servers

MaverickMCP - Personal Stock Analysis MCP Server

A VSCode extension that lets you find and install Agent Skills and MCP Apps to use with GitHub Copilot, Claude Code, and Codex CLI.

Cognitive memory for AI agents — FSRS-6 spaced repetition, 29 brain modules, 3D dashboard, single 22MB Rust binary. MCP server for Claude, Cursor, VS Code, Xcode, JetBrains.

MCP Playbooks for AI agents

The only browser automation that bypasses anti-bot systems. AI writes network hooks, clones UIs pixel-perfect via simple chat.

The only general AI agent that does NOT requires extra API key, giving you full control on your local and remote MacOs from Claude Desktop App

CoexistAI is a modular, developer-friendly research assistant framework . It enables you to build, search, summarize, and automate research workflows using LLMs, web search, Reddit, YouTube, and mapping tools—all with simple MCP tool calls or API calls or Python functions.

Standalone Roblox Studio MCP Server

Architectural intelligence layer for AI coding agents. Structural graph, architecture governance, multi-agent orchestration, vulnerability mapping. 139 commands, 101 MCP tools, 26 languages, 100% local.

MCP server that execute applescript giving you full control of your Mac

Open Source Implementation of Karpathy's LLM Wiki. Upload documents, connect your Claude account via MCP, and have it write your wiki !

开盒即用的优雅管理mcp服务 | 结合Agent框架 | 作者听劝 | 已发布pypi | Vue页面demo

Spec-Driven Development MCP Server, not just Vibe Coding

Baidu Map MCP Server

lunar.dev: Agent native MCP Gateway for governance and security

Plugin suite + bundled MCP servers for Claude Code. Full delivery lifecycle: Agile pipeline with multi-model AI review, project bootstrap, documentation generation, codebase audits, performance optimization, community workflows. Includes hex-line (hash-verified editing), hex-graph (code knowledge graph), and hex-ssh (remote SSH) MCP servers.

An implementation of Model Context Protocol (MCP) server for Argo CD.

Enable AI agents to work reliably - giving them secure access to structured data, tools to take action, and the context needed to make smart decisions.

Give your AI agents persistent memory.

🌋 Build AI agents that seamlessly combine LLM reasoning with real-world actions via MCP tools — in just a few lines of TypeScript.

MCP for Unreal Engine 5

An MCP server for loading skills (shim for non-claude clients).

Lean & Secure Bot

MCP server for JADX-AI Plugin

Control your Mac with detailed mouse, keyboard, screen, and window management capabilities.

Context-Engine MCP - Agentic Context Compression Suite

An MCP server enabling AI assistants to interact with Anytype - your encrypted, local and collaborative wiki - to organize objects, lists, and more through natural language.

Azan + Prayer Time + MCP + AI Agents + Islamic + Salah + A lightweight MCP library to calculate prayer times and trigger Azan with a single tool call. If you’re building an AI agent or prayer application, there’s no need to deal with astronomical calculations, timezones, or edge cases again.

rUv's Claude-Flow, translated to the new Gemini CLI; transforming it into an autonomous AI development team.

Daymon puts your favorite AI to work 24/7. It schedules, remembers, and orchestrates your own virtual team. Free.

Open-source cross-agent memory layer for coding agents via MCP. Compatible with Cursor, Claude Code, Codex, Windsurf, Gemini CLI, GitHub Copilot, Kiro, OpenCode, Antigravity, and Trae.

📈 提供股票、加密货币的数据查询和分析功能MCP服务器

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.

MCP server retrieving transcripts of YouTube videos

Elixir Model Context Protocol (MCP) SDK

A plugin-based gateway that orchestrates other MCPs and allows developers to build upon it enterprise-grade agents.

MCPSharp is a .NET library that helps you build Model Context Protocol (MCP) servers and clients - the standardized API protocol used by AI assistants and models.

Create agentic AI workflows in ROBLOX Studio

🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.

Open-source control plane for your AI agents. Connect tools, hire agents, track every token and dollar

A MCP server that supports mainstream eBook formats including EPUB, PDF and more. Simplify your eBook user experience with LLM.

Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java25. It can also be embedded in SpringBoot, jFinal, Vert.x, Quarkus, and other frameworks.

deep, reliable and confidential coding-context

Sega Master System / Game Gear / SG-1000 emulator, debugger and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.

Self-hosted multi-agent AI runtime with MCP server support. Build, orchestrate, and run autonomous agents with memory, skills, schedules, and 23+ LLM providers (Claude, GPT, Gemini, OpenRouter, Ollama).

BloodHound-MCP-AI is integration that connects BloodHound with AI through Model Context Protocol, allowing security professionals to analyze Active Directory attack paths using natural language instead of complex Cypher queries.

CLI for Hookdeck: forward webhooks to localhost (ngrok alternative), manage and query Event Gateway resources (sources, connections, destinations, events), run the MCP server for AI agents. Free for dev.

MCP server for the Cloudflare API

A server that integrates Linear's project management system with the Model Context Protocol (MCP) to allow LLMs to interact with Linear.

First AI‑enabled open-source Human Capital Management system that you can start using today.

MCP Database Server is a new MCP Server which helps connect with Sqlite, SqlServer and Posgresql Databases

MCP server for enabling LLM applications to perform deep research via the MCP protocol

AI Agent Team-拥有24/7专业AI开发团队：产品经理、前端开发、后端开发、测试工程师、DevOps工程师、技术负责人。一键安装，支持中英文命令，大幅提升开发效率！

A lightweight, modular Java application framework for web and CLI development, designed for AI integration and plugin-based architecture. Enabling developers to create robust solutions with ease for building efficient and scalable applications.

Headless IDA Pro MCP Server

A PostgreSQL-backed archive generator that creates browsable HTML archives from link aggregator platforms including Reddit, Voat, and Ruqqus.

IAM Policy Autopilot is an open source static code analysis tool that helps you quickly create baseline AWS IAM policies that you can refine as your application evolves. This tool is available as a command-line utility and MCP server for use within AI coding assistants for quickly building IAM policies.

Software architecture tooling for the AI age

CTX: a tool that solves the context management gap when working with LLMs like ChatGPT or Claude. It helps developers organize and automatically collect information from their codebase into structured documents that can be easily shared with AI assistants.

Free, open-source SQL Server performance monitoring — 32 collectors, real-time alerts, graphical plan viewer, MCP server for AI analysis. Supports SQL 2016-2025, Azure SQL, AWS RDS.

vMLX - Home of JANG_Q - Cont Batch, Prefix, Paged, KV Cache Quant, VL - Powers MLX Studio. Image gen/edit, OpenAI/Anth

12306 MCP Server​​ 是一个基于 ​​Model Context Protocol (MCP)​​ 的高性能火车票查询后端系统。它通过标准化接口提供官方 12306 的实时数据服务，包括余票查询、车站信息、列车经停站、中转换乘方案等核心功能。

MCP Documentation Server - Bridge the AI Knowledge Gap. ✨ Features: Document management • Gemini integration • AI-powered semantic search • File uploads • Smart chunking • Multilingual support • Zero-setup 🎯 Perfect for: New frameworks • API docs • Internal guides

Turn any openapi file into an mcp server, with just the tools you need.

🐞 MCP Node.js debugger

🚀 One sentence → multi-AI-role collaboration → complete plan in minutes. 211+ expert roles, zero-code YAML, 9 LLM providers (6 free). 一句话调度多个AI专家自动协作，几分钟交付完整方案。

A Model Context Protocol Server that allows you to interact with your MacOS Calendar through natural language.

An MCP server for Massive.com Financial Market Data

An MCP Server for Chrome DevTools, following the Chrome DevTools Protocol. Integrates with Claude Desktop and Claude Code.

An advanced sequential thinking process using a Multi-Agent System (MAS) built with the Agno framework and served via MCP.

Discover Exceptional MCP Servers

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Home Assistant MCP Server

Alfanous is an Arabic search engine API provides the simple and advanced search in Quran , more features and many interfaces...

A list of open-source AI projects you can use to generate income easily.

MCP server and MCP Toolkit for Flutter and Dart VM - supports dynamic tooling

lightweight Python-based MCP (Model Context Protocol) server for local ComfyUI

Kindly Web Search MCP Server: Web search + robust content retrieval for AI coding tools (Claude Code, Codex, Cursor, GitHub Copilot, Gemini, etc.) and AI agents (Claude Desktop, OpenClaw, etc.). Supports Serper, Tavily, and SearXNG.

Model Context Protocol server implementation for Reddit

MCP server for TouchDesigner

Metorial MCP Index - An ever growing list of open source MCP servers 📁 🎉

Full agentic runs for Slay the Spire 2. A mod that exposes in-game state, and the MCP server for the mod.

A Model Context Protocol (MCP) server for stock traders

Lightweight agent orchestration dev tool that lives in your repo

Model Context Protocol server for secure command-line interactions on Windows systems

This is a Model Context Protocol (MCP) server that provides comprehensive financial data from Yahoo Finance. It allows you to retrieve detailed information about stocks, including historical prices, company information, financial statements, options data, and market news.

Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.

Enterprise AI bastion host for secure AI API and MCP access, with unified proxying, RBAC, audit logs, rate limiting, and cost tracking across OpenAI, Anthropic, Gemini, and self-hosted LLMs.

A MCP server for our beloved terminal multiplexer tmux.

MCP server that connects AI assistants to HackerOne for bug bounty hunting

API 200 is an open source API gateway to simplify 3rd-party integrations. Import endpoints, set up caching, retries, and mocks. Access all services via one URL. Monitor logs, track errors, and get alerts on API incidents.

Dashboard to manage Claude Code memories, configs, and MCP servers — security scanner for tool poisoning, context token budget tracker, duplicate cleanup, scope management. npx @mcpware/claude-code-organizer

MCP server for Google Ads, Meta Ads & GA4 — works with ChatGPT, Claude, Cursor, n8n, Windsurf & more. 250+ tools for campaign management, analytics & optimization.

Turn AI into a persistent, memory-powered collaborator. Universal MCP Server (supports HTTP, STDIO, and WebSocket) enabling cross-platform AI memory, multi-agent coordination, and context sharing. Built with MARM protocol for structured reasoning that evolves with your work.

MCP servers for the UniFi suite of applications, Network, Protect, Access, and Drive

A SEC EDGAR MCP (Model Context Protocol) Server

Desktop app that automatically scans and blocks malicious MCP traffic in AI apps like Cursor, Claude, VS Code and Windsurf.

A collection of servers which are deliberately vulnerable to learn Pentesting MCP Servers.

MCP server to interact with LogSeq via its Local HTTP API - enabling AI assistants like Claude to seamlessly read, write, and manage your LogSeq graph.

Vurb.ts - The TypeScript Framework for MCP Servers. Type-safe tools, structured AI perception, and built-in security. Deploy once — every AI assistant connects instantly.

pctx is the execution layer for agentic tool calls. It auto-converts agent tools and MCP servers into code that runs in secure sandboxes for token-efficient workflows.

MCP for Pwn

An experimental MCP Server for foundry built for Solidity devs

The evaluation benchmark on MCP servers

A lightweight Model Context Protocol (MCP) server that enables AI assistants like Claude to retrieve and interpret real-time weather data. Discuss on Hacker News:

AI Session Memory with Think-Execute-Reflect Quality Loops — give your agent a brain that survives every session. Built on the Intelligent Distance principle.

Simplified Gemini for Claude Code.

A chatbot implementation compatible with MCP (terminal / streamlit supported)

Pixelize the real world on-chain

Claude Config Editor is a lightweight web tool that helps you clean and optimize your Claude Code/Desktop config files (.claude.json). Analyze project sizes, bulk delete chat histories, export data for backup, manage servers visually, and speed up Claude—all locally, with auto-backup, no dependencies, and cross-platform support.

Tableau's official MCP Server. Helping Agents see and understand data.

MCP server for Anki via AnkiConnect

Creates a simple MCP tool server with "streaming" HTTP.

A Model Context Protocol (MCP) server that retrieves information from Wikipedia to provide context to LLMs.

Securely scale AI usage across your organization. Control plane for building, securing and monitoring your agents, mcp and skills.

The MCP Engine is a Power BI tool that lets AI assistants like Claude interact with your Power BI models programmatically: read your model structure, run DAX queries, create and modify measures, manage relationships, and perform advanced analytics - all through natural conversation.

Penpot MCP server

Lightweight Long-Term Memory for LLM Agents.

Homeassistant MCP server for 小智AI

A persistent local memory for AI, LLMs, or Copilot in VS Code.

A phone control plugin for MCP that allows you to control your Android phone through ADB commands to connect any human

Razorpay's Official MCP Server

💻 Give AI models complete control of your computer (probably a bad idea)

Connect your AI to your APIs on Postman

Inspired by Karpathy's LLM Wiki. Local-first RAG knowledge base compiler with MCP server (Claude Code, Codex, OpenCode, OpenClaw). Turn raw research into a persistent markdown wiki, knowledge graph, and hybrid search that compound over time.

🔥 Lightweight, Airbrake/Sentry-compatible, PostgreSQL-based Open Source Error Catcher

Pasal.id - The first open, AI-native Indonesian legal platform. MCP server + REST API + web app giving AI grounded access Indonesian laws.

interactive programming of melodies, producing MIDI

A lightweight Ruby framework for building MCP servers with a Sinatra-like DSL

An MCP (Model Context Protocol) server enabling LLMs and AI agents to interact with Git repositories. Provides tools for comprehensive Git operations including clone, commit, branch, diff, log, status, push, pull, merge, rebase, worktree, tag management, and more, via the MCP standard. STDIO & HTTP.

A type-safe solution to remote MCP communication, enabling effortless integration for centralized management of Model Context.

⚡ The Complete X/Twitter Automation Toolkit — Scrapers, MCP server for AI agents (Claude/GPT), CLI, browser scripts. No API fees. Open source. Unfollow people who don't follow back. Monitor real-time analytics. Auto follow, like, comment, scrape, without API.

Infrastructure that connects LLMs to ERPNext. Frappe Assistant Core works with the Model Context Protocol (MCP) to expose ERPNext functionality to any compatible Language Model

The engine powering hundreds of thousands of MCP connections 🤖 🔥

MCP Server for Facebook ADs Library - Get instant answers from FB's ad library

Re-usable multi part components built on React Aria and TailwindCSS.

Unified Emacs interface supporting OpenAI Codex, GitHub Copilot CLI, Claude Code, Gemini CLI, Opencode, and more

A curated list of OSINT MCP servers. Pull requests are welcomed!

PC Engine / TurboGrafx-16 / SuperGrafx / PCE CD-ROM² emulator, debugger, and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.

基于DrissionPage和FastMCP的浏览器自动化MCP服务器，提供丰富的浏览器操作API供AI调用

Product-Led Growth (PLG) analysis toolkit that detects tech stacks, plans growth loops and builds the loop iteratively.

A modern DrawIO editor application. AI-Powered, Human-AI Collaboration | AI 加持，人机共绘drawio

AI-powered E2E testing for 10 platforms. 253 MCP tools. Zero config. Works with Claude, Cursor, Windsurf, Copilot. Test Flutter, React Native, iOS, Android, Web, Electron, Tauri, KMP, .NET MAUI — all from natural language.

Absurdly easy Model Context Protocol Servers in Typescript

Plane's Official Model Context Protocol Server 🔌 ⌨️ 🔥

MCP server for Shopify api, usable on mcp hosts such as Claude and Cursor

WordPress plugin that turns Elementor into an MCP server — 97 AI-ready tools for building, editing, and managing page designs programmatically.

Manage 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.

This server acts as a central hub for Model Context Protocol (MCP) resource servers.

AI-powered spec generation and review using multi-repo code graph intelligence for backend teams that ship to production.

OS-agnostic, model-agnostic desktop automation server. Gives any AI agent eyes, hands, and ground-truth verification on Windows, macOS, and Linux.

Supercharge AI Agents, Safely

Shared Memory That Never Forgets — persistent memory for AI agents with Space-based sharing across agents and teams. Plugins for OpenCode, Claude Code, OpenClaw, MCP Server.

Nextcloud MCP Server

A suite of MCP tools for AIs to analyze and modify C# solutions with high signal, Roslyn powered context.

MCP Server that enables Claude code to interact with Gemini

Let LLMs interface with your tasks and projects through the Model Context Protocol. Add, organize, and query your OmniFocus database with natural language commands.

Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs, quality gates, and actor attribution. Schemas define what agents must produce — the server blocks the call if they don't. Works with any MCP-compatible client.

Charles Proxy MCP server for AI agents with live capture, structured traffic analysis, and agent-friendly tool contracts

The Google Ads MCP Server is an implementation of the Model Context Protocol (MCP) that enables Large Language Models (LLMs), such as Gemini, to interact directly with the Google Ads API.

Connects MCP to major 3D printer APIs (Orca, Bambu, OctoPrint, Klipper, Duet, Repetier, Prusa, Creality). Control prints, monitor status, and perform advanced STL operations like scaling, rotation, sectional editing, and base extension. Includes slicing and visualization.

An MCP (Model Context Protocol) server that brings powerful AWS FinOps capabilities directly into your AI assistant. Analyze cloud costs, audit for waste, and get budget insights using natural language, all while keeping your credentials secure on your local machine.

📜 An MCP server for conversation history search and retrieval in Claude Code

A comprehensive set of samples of creating and using MCP servers and clients with .NET

mcp-use is the framework for MCP with the best DX - Build AI agents, create MCP servers with UI widgets, and debug with built-in inspector. Includes client SDK, server SDK, React hooks, and powerful dev tools.

NotebookLM does the research, Claude writes the content. Research → Synthesis → Content Creation → Publishing. Claude Code Skill + MCP Server.

MCP Server for Bear note taking app available as Claude Desktop extension or standalone server for any other AI tool

A high-performance, asynchronous toolkit for building MCP servers and clients in Rust.

Open source version of Claude Managed Agents. Fastest way to build and deploy reliable AI agents, MCP tools and agent-to-agent.

A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude. Allow you to control your Ghost blog by simply asking Claude etc.

a self-hosted project management & Kanban solution + Instant shareable boards

Awesome Claude Desktop Extensions (dxt) (not only Claude) mcpb

Model Context Protocol For R

StarRocks MCP (Model Context Protocol) Server

Polymcp provides a simple and efficient way to interact with MCP servers using custom agents

Free, open-source SQL Server execution plan analyzer — cross-platform GUI + CLI with 30 analysis rules, missing index detection, SSMS extension. Built-in MCP server for AI-assisted plan review.

中国数据核验 MCP Server | 身份核验/企业查询/车辆信息/OCR识别/风险评估 | 10个Tool覆盖5大类 | 微信: chenganp | 邮箱: 345048305@qq.com

Selene is a desktop app that runs AI agents on your machine. Connect them to your WhatsApp, Telegram, Slack, or Discord. Write code, generate images, build personal assistants. All from one place. Your data stays on your device.

Transform your codebase into an intelligent knowledge base for AI-powered development with Cursor IDE, Google AntiGravity, and MCP-enabled assistants

eShopLite is a set of reference .NET applications implementing an eCommerce site with features like Semantic Search, MCP, Reasoning models and more.

The AI Operating System for Delphi. 100% native framework with RAG 2.0 for knowledge retrieval, autonomous agents with semantic memory, visual workflow orchestration, and universal LLM connector. Supports OpenAI, Claude, Gemini, Ollama, and more. Enterprise-grade AI for Delphi 10.3+

AI-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.

Reduce Claude Code, Codex, OpenCode wall clock and token use by 50% with open source, local semantic search. Works for small and large codebases and monorepos! Enterprise-ready and fully compliant via Ollama and SQLite-vec.

CLI for exploring AWS EC2 Spot inventory. Inspect AWS Spot instance types, saving, price, and interruption frequency.

MCP Server for use with Monarch Money

QMT-MCP 模块化量化交易助手

Remote MCP Server that securely connects Enterprise context with your LLM, IDE, or agent platform of choice.

Build Secure and Compliant AI agents and MCP Servers. YC W23

Instagram Direct messages MCP

A WhatsApp bot that can participate in group conversations, powered by AI. The bot monitors group messages and responds when mentioned.

Model Context Protocol (MCP) server designed to allow AI agents within Cursor to interact with Jupyter Notebook (.ipynb) files

Advanced Agentic Development Environment Supporting Devpods, Rackspace Spot Instances, Github Codespaces, Google Cloud Shell, and more! Features 600+ AI subagents, Claude Flow, SPARC methodology, and automatic context loading! Deploy intelligent multi-agent swarms, coordinate autonomous workflows.

WeChat-MCP: let Openclaw/Claude/ChatGPT and other AI assistants read and reply to WeChat for you

支持查询主流agent框架技术文档的MCP server（支持stdio和sse两种传输协议）, 支持 langchain、llama-index、autogen、agno、openai-agents-sdk、mcp-doc、camel-ai 和 crew-ai

Domscribe is a pixel-to-code development tool that bridges the gap between running web applications and their source code.

:octocat: GitHub Emoji for C#, dotnet and beyond

MCP сервер для AI-ассистентов (справка по синтаксису и объектной модели 1С:Предприятие)

MCP SSH Server: 37 tools for remote SSH management | Claude Code & OpenAI Codex | DevOps automation, backups, database operations, health monitoring

MCP Server for connecting to the Meta Marketing API

An MCP Server for Ollama

MCP server that provides access to Chinese stock market data using akshare-one

The World's Most Comprehensive, Authoritative, and Structured Open Source Data Source Knowledge Base

MCP server for Mikrotik

Toolkit for Coding Agents to work reliably with repo of any size.

Shared Memory Storage for Multi-Agent Systems

Dynamically expose tools from proxied servers based on an Agent Persona

MCP Server for Apache Spark History Server. The bridge between Agentic AI and Apache Spark.

Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more

The implementation of Model Context Protocol (MCP) server for VictoriaMetrics

**Notion MCP Server** is a Model Context Protocol (MCP) server implementation that enables AI assistants to interact with Notion's API. This production-ready server provides a complete set of tools.

An interactive disassembler for the CPU 6502, focused mostly on Commodore 8-bit computers. Features a TUI with modern features like x-ref, undo/redo, arrows, keyboard-driven, mcp server, VICE debugger and more!

Let LLMs control embedded devices via the Model Context Protocol.

Express REST API and MCP Server Framework is a comprehensive development framework for building RESTful APIs and MCP servers with Express.js. It provides a complete template for creating production-ready APIs using Node.js, Express, Mongoose (MongoDB), and Sequelize (SQL databases).

MCP server for interaction with Bitwarden.

Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic

Raindrop MCP Server

🔍Professional MCP server for PostgreSQL operations & monitoring: 30+ extension-independent tools for performance analysis, table bloat detection, autovacuum monitoring, schema introspection, and database management. Supports PostgreSQL 12+.

Model Context Protocol (MCP) server for read-only interaction with NetBox data in LLMs

mcp-1panel is an implementation of the Model Context Protocol (MCP) server for 1Panel.

Structurizr is a "models as code" tool designed for the C4 model.

Goku is an HTTP load testing application written in Rust

Comprehensive MCP server exposing dozens of capabilities to AI agents: multi-provider LLM delegation, browser automation, document processing, vector ops, and cognitive memory systems

The open-source memory operating system for AI agents. Persistent memory, semantic search, loop detection, agent messaging, crash recovery, and real-time observability.

Blazing-fast, asynchronous MCP server for seamless filesystem operations.

Model Context Protocol (MCP) server for the Zotero API, in Python

Create crafted UI components inspired by the best 21st.dev design engineers.

₿ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.

🐍 ☁️ 🎖️ - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services

Allows the AI to read from your Bear Notes (macOS only)

Supabase MCP Server with support for SQL query execution and database exploration tools

🐍 ☁️ MCP for LLM to search and read papers from arXiv

🐍 ☁️ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant)

🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.

[](https://glama.ai/mcp/servers/@apiarya/wemo-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Control WeMo smart home devices via AI assistants using natural language. Built on pywemo for 100% local control — no cloud dependency. Supports dimmer brightness, device rename, HomeKit codes, and multi-phase discovery.

TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go!

Cisco pyATS server enabling structured, model-driven interaction with network devices.

Official Microsoft MCP server for Azure services including Storage, Cosmos DB, and Azure Monitor.

Baserow database integration with table search, list, and row create, read, update, and delete capabilities.