MCP サーバーとは何ですか?
MCP サーバーは Model Context Protocol に準拠したプログラムで、ファイルアクセスやデータベース、Web 検索などのツールやデータソースを、AI アシスタントが発見して呼び出せる能力としてラップします。
カテゴリ別に MCP サーバーを探し、GitHub スター数や新着順で並べ替えられます。各詳細ページで設定・導入方法を確認できます。
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.
AzDeltaQQ
This is a very basic implementation of an Mcp-Reasoning-Server for Cursor AI .
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.
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
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
danstarns
Turn any JavaScript module into a sandboxed MCP (Model Context Protocol) server with automatic reflection and type inference.
manolaz
emergency-medicare-planner-mcp-server
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.
rukshannet
MCP Server for Agentic RAG applications
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
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
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
jamesfalkner
This project uses Quarkus and the Model Context Protocol] to implement a simple agentic app using multiple MCP servers and Quarkus + LangChain4j.
hhw67865
EunsuGoh
Simple MCP server with Langgraph.
tuanknguyen
TheCoder30ec4
This repo is for Praticing the Langgraph,Langchain,AI Automation and other stuff along with these MCP server,client implementation
rezawr
A Python-based Model Context Protocol (MCP) server that enables LLMs to access external tools and resources through a standardized interface.
shettysaish20
Using Advanced AI Prompting to enhance LLM planning to solve complex math problems and draw the answer on MSPaint Canvas
s1ds1ngh
SKalinin909
Deterministic crypto futures calculations for AI agents. PnL, liquidation, break-even, position sizing and more via MCP.
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.
lu-zhengda
Sandboxed Python execution for AI agents. Scripts run in ephemeral, isolated environments (bubblewrap on Linux, Docker on macOS) with PEP 723 inline dependencies — zero host pollution, zero leftover venvs, zero package conflicts. Supports multi-version Python (3.13–3.15), configu
open-mcp-app
install all mcp server in sandbox for remote usage
NellInc
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.
angrysky56
RoCQ (Coq Reasoning Server)
jeanibarz
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
MCP サーバー、ツール、連携に関するよくある質問
MCP サーバーは Model Context Protocol に準拠したプログラムで、ファイルアクセスやデータベース、Web 検索などのツールやデータソースを、AI アシスタントが発見して呼び出せる能力としてラップします。
各サーバーの詳細ページには Claude Desktop、Cursor、VS Code など主要クライアント向けの設定コードが用意されており、そのまま貼り付けるだけで数分でインストールできます。
ここに掲載されているサーバーの多くはオープンソースで無料です。クラウドサービスなどサードパーティ API をラップしているものは、自分の API キーやサブスクリプションが必要な場合があります。
ローカル MCP サーバーはお使いのデバイス上で動作し、通常 stdio で接続します。データをより直接的に管理できますが、ランタイムとインストールが必要です。リモート MCP サーバーはプロバイダーがホストし、HTTP で接続します。セットアップは簡単ですが、ネットワークとプロバイダーの可用性に依存します。
Claude Desktop、Claude Code、Cursor、VS Code、Codex をはじめ、Model Context Protocol に対応した AI クライアントは MCP サーバーに接続できます。設定形式と対応トランスポートはクライアントによって異なります。
インストール前にソースリポジトリ、メンテナンス状況、依存関係、要求される権限、データ取り扱いのドキュメントを確認し、公式または信頼できるメンテナーのものを優先してください。ファイル・データベース・シェル・本番システムなどの機密アクセスには最小権限の認証情報を使いましょう。