什么是 MCP 服务器?
MCP 服务器是遵循 Model Context Protocol 标准的程序,把文件访问、数据库查询、网页搜索等工具或数据源封装成 AI 助手能发现并调用的能力。
按分类浏览 MCP 服务器,按 GitHub 星标或最新收录排序。打开详情页查看配置与安装说明。
inclusionAI
Search, understand, reproduce, and improve an idea with ease
splx-ai
A security scanner for your LLM agentic workflows
makafeli
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.
mettamatt
A code reasoning MCP server, a fork of sequential-thinking
salacoste
AI-powered n8n workflow automation through natural language. MCP server enabling Claude AI & Cursor IDE to create, manage, and monitor workflows via Model Context Protocol. Multi-instance support, 17 tools, comprehensive docs. Build workflows conversationally without manual JSON
alfonsograziano
A Node.js–based Model Context Protocol server that spins up disposable Docker containers to execute arbitrary JavaScript.
pottekkat
A Model Context Protocol (MCP) server that enables LLMs to run ANY code safely in isolated Docker containers.
quarkusio
Quarkus LangChain4J Workshop that demonstrates both single AI service capabilities and Agentic AI orchestration
Pimzino
A comprehensive Model Context Protocol (MCP) server providing AI assistants with powerful task management and agent memories capabilities with project-specific storage.
MDalamin5
This repository contains hands-on projects, code examples, and deployment workflows. Explore multi-agent systems, LangChain, LangGraph, AutoGen, CrewAI, RAG, MCP, automation with n8n, and scalable agent deployment using Docker, AWS, and BentoML.
neuronto
Neuronto Agentic Resource Discovery (ARD) Index. Federated search across every public ARD registry, plus a verified tool index read from each MCP server's own tools/list, hybrid lexical and semantic retrieval, and ARD-Bench.
ifmelate
MCP server that allow LLM in agent mode builds n8n workflows for you
peakmojo
A standalone agent runner that executes tasks using MCP (Model Context Protocol) tools via Anthropic Claude, AWS BedRock and OpenAI APIs. It enables AI agents to run autonomously in cloud environments and interact with various systems securely.
JohanLi233
Python sandboxes for llms
Zhonghao1995
Agentic SWMM is an automated, auditable, and memory-informed framework for reproducible stormwater modelling, integrating QGIS and EPA SWMM through the aiswmm runtime, reusable Skills, and MCP interfaces, with QA verification, provenance tracking, calibration support, and Codex,
iflytek
This a simple implementation of an MCP server using iFlytek. It enables calling iFlytek workflows through MCP tools.
junfanz1
This project demonstrates a decoupled real-time agent architecture that connects LangGraph agents to remote tools served by custom MCP (Modular Command Protocol) servers. The architecture enables a flexible and scalable multi-agent system where each tool can be hosted independent
junfanz1
This project demonstrates a decoupled real-time agent architecture that connects LangGraph agents to remote tools served by custom MCP (Modular Command Protocol) servers. The architecture enables a flexible and scalable multi-agent system where each tool can be hosted independent
angrysky56
An MCP server allowing AI assistants to use a Neo4j knowledge graph as their primary, dynamic instruction manual and long term project memory with adaptive templating and autonomous tool development tools.
Godzilla675
A suite of Model Context Protocol (MCP) servers designed to enhance AI agent capabilities. Provides tools for media search/understanding (images, video), web information retrieval, PDF generation, and PowerPoint presentation creation, enabling agents to interact with diverse data
CaptainCrouton89
An MCP (Model Context Protocol) server that helps AI assistants (like Claude) break down complex tasks into manageable steps, track progress, and manage a hierarchical task list.
bewt85
An MCP server that allows you to run TypeScript, JavaScript, and Python code in a sandbox on your local machine using the Deno® sandbox. This server provides a controlled environment for executing code with explicit permission controls.
AzDeltaQQ
This is a very basic implementation of an Mcp-Reasoning-Server for Cursor AI .
hfujikawa77
ArduPilotドローンをAIエージェントから操作するMCPサーバーです。
Barqawiz
Multi-Agent AI Orchestration Workshop
manolaz
emergency-medicare-planner-mcp-server
danstarns
Turn any JavaScript module into a sandboxed MCP (Model Context Protocol) server with automatic reflection and type inference.
King-Proplan
MCP server that gives Claude persistent project memory — roadmap, session history, and codebase context. Type continue and Claude picks up exactly where you left off
agenticstore
AgenticStore: The secure toolkit for AI agents. Instantly equip Claude Desktop, Cursor, and Windsurf with 27+ MCP tools, persistent memory, and SearXNG search, all protected by a built-in PII prompt firewall to protect your data from being exposed to AI agents.
jacv888
Aider-MCP-Upgraded is a production-grade multi-agent AI coding system that combines Desktop Commander (DC) investigation capabilities with Aider's implementation power. Features 70%+ token reduction, modular architecture, and intelligent workflow automation through strategic agen
mozicim
# 🐢🚀 Node.js Sandbox MCP ServerThis repository hosts a Node.js server that implements the Model Context Protocol (MCP) for running JavaScript in isolated Docker containers. It allows for on-the-fly npm dependency installation, making it easy to execute code safely and efficient
rukshannet
MCP Server for Agentic RAG applications
BrianCusack
LangGraph implementation interacting with a PostgreSQL MCP Server
hygao1024
cloudywu0410
A MCP server that enables LLMs to run python code safely in isolated Docker containers.
cyberlife-coder
EunsuGoh
Simple MCP server with Langgraph.
jamesfalkner
This project uses Quarkus and the Model Context Protocol] to implement a simple agentic app using multiple MCP servers and Quarkus + LangChain4j.
hhw67865
s1ds1ngh
shettysaish20
Using Advanced AI Prompting to enhance LLM planning to solve complex math problems and draw the answer on MSPaint Canvas
rezawr
A Python-based Model Context Protocol (MCP) server that enables LLMs to access external tools and resources through a standardized interface.
SKalinin909
Deterministic crypto futures calculations for AI agents. PnL, liquidation, break-even, position sizing and more via MCP.
tuanknguyen
TheCoder30ec4
This repo is for Praticing the Langgraph,Langchain,AI Automation and other stuff along with these MCP server,client implementation
codespar
37 MCP servers for agentic commerce and Brazilian services. Stripe ACP, x402 (Coinbase), AP2 (Google), Google UCP, plus 14 Brazilian payment rails, fiscal, banking, communication, logistics, ERP, identity, and crypto APIs. ~480 tools. Supports stdio and Streamable HTTP. Published
galaxyxyz5
LangGraph Agent that integrates with MCP servers
twolven
A MCP server for calling MCP tools remotely without requiring installation.
nicofains1
Monetize your MCP server with contextual ads. 70% revenue share for developers. 8 tools: search_ads, report_event, create_campaign, create_ad, get_analytics, update_campaign, list_campaigns, get_ad_guidelines.
AndurilCode
An MCP (Model Context Protocol) server that provides structured workflow guidance to guide coding agents through a disciplined development process.
Serendipity-AI
Agents speak Markdown. Humans prefer PDF. We bridge the gap for the final stage of your agentic workflow. No sign-ups, no credit cards, just sats for bytes. See https://markdown2pdf.ai for more.
Hwani-Net
Dynamic Team Collaboration MCP Server for Smithery - Flexible crew synchronization with priority-based task management
chernistry
Orchestrates multiple AI coding agents declaratively to automate software development workflows for engineering teams.
serkanyasr
Transforms MCP tools into collaborative agents using the LangGraph framework.
janhavihood4
Sumit-Prasad01
Ai agent using MCP server
rakeshrau
Multi Agents with MCP servers implementation using Langgraph
codespar
109 MCP servers for agentic commerce across LATAM (Brazil, Mexico, Argentina, Colombia, Chile, Peru). Stripe ACP, x402, AP2, Google UCP + 100 regional providers covering payments, fiscal, banking, communication, logistics, ERP, identity. 2,289 tools. stdio + Streamable HTTP. Publ
taybenlor
The @runno/mcp server provides a run_code tool that AI assistants can use to execute code snippets in various programming languages. It leverages the @runno/sandbox package, which uses WebAssembly to create isolated environments for code execution. The result of the code executio
jeanibarz
关于 MCP 服务器、工具和集成的常见问题
MCP 服务器是遵循 Model Context Protocol 标准的程序,把文件访问、数据库查询、网页搜索等工具或数据源封装成 AI 助手能发现并调用的能力。
每个服务器详情页都提供可直接粘贴的 Claude Desktop、Cursor、VS Code 等客户端配置代码,大多数几分钟内就能装好。
本页收录的大多数服务器开源免费;部分服务器背后调用的第三方 API(云服务、付费数据源等)可能需要你自备 API key 或订阅。
本地 MCP 服务器运行在你的设备上,通常通过 stdio 连接,数据控制更直接但需要安装运行环境;远程 MCP 服务器由服务方托管,通过 HTTP 连接,配置更简单但依赖网络和第三方可用性。
Claude Desktop、Claude Code、Cursor、VS Code、Codex 以及其他支持 Model Context Protocol 的 AI 客户端都可以连接 MCP 服务器。具体配置格式和支持的传输方式可能因客户端而异。
安装前应检查源码仓库、维护活跃度、依赖、所需权限和数据处理说明,并优先选择官方或可信维护者。对文件系统、数据库、Shell 和生产环境等敏感能力应采用最小权限并定期轮换凭据。