Discover Awesome MCP Servers

Safe Local Python Executor/Interpreter

Hugging FaceのsmolagentsフレームワークのカスタムPythonランタイム（LocalPythonExecutor）をラップしたStdio MCPサーバー。このランタイムは、（Docker、VM、クラウドランタイムと比較して）セットアップが容易でありながら、ランタイム内で許可される操作やインポートを制限する安全対策を提供します。

Azure DevOps MCP Server

Enables AI agents to query and interact with Azure DevOps data, including work items, projects, ticket statistics, and backlog information through natural language commands.

Swit MCP Server

A Model Context Protocol server that integrates with Swit collaboration tools, allowing LLM clients to interact with Swit workspaces, channels, and messages through OAuth authentication.

SilbercueSwift

High-performance MCP server for iOS development and test automation. Gives AI coding assistants direct access to iOS simulators with sub-20ms screenshots, UI interaction, building, testing, and an intelligent operator mode.

Browser Use MCP Server

A FastMCP server that enables browser automation through natural language commands, allowing Language Models to browse the web, fill out forms, click buttons, and perform other web-based tasks via a simple API.

Azure DevOps MCP Server

Enables interaction with Azure DevOps services including work items, repositories, pipelines, wikis, and test plans through a local MCP server that provides direct access to Azure DevOps REST APIs from your code editor.

Medical Research MCP Suite

Enables comprehensive medical research by querying and analyzing data across ClinicalTrials.gov, PubMed, and FDA databases with AI-enhanced cross-database insights, risk assessments, and competitive intelligence.

NotebookLM MCP Server

Enables AI assistants to interact with Google NotebookLM to manage notebooks, sources, and conversations via the Model Context Protocol. It allows for querying sources using NotebookLM's AI and automatically saving responses as notes.

MCP Tools Project

PythonベースのMCPツールセット。テスト用のEchoサーバーと、browser-useとLangChainを使用したブラウザ自動化サーバーを搭載し、AI駆動のウェブインタラクションを実現。

OpenAPI MCP Server

Exposes OpenAPI specifications as MCP tools, enabling AI assistants to explore and understand API structures, endpoints, schemas, and documentation through semantic queries.

MCP Sentiment Analysis Server

This server implements the Model Context Protocol to provide sentiment analysis of text, returning polarity, subjectivity, and overall assessment (positive, negative, or neutral).

Mix Server

これは、ローカルの現在時刻を取得するための世界で最もシンプルな MCP サーバーです。

Traktamente MCP Server

Provides access to Swedish per diem (traktamente) rates from Skatteverket's official API, enabling queries by country, year, or country code for international travel expense calculations.

mcp-gmail

Provides a suite of 17 tools for searching, reading, sending, and managing Gmail messages and drafts through the Model Context Protocol. It enables comprehensive email management including label organization, archiving, and attachment handling directly within MCP-compatible clients like Claude.

yazio-mcp

MCP server for managing Yazio user & nutrition data (unofficial)

Slack MCP Server

A Model Context Protocol server that provides read-only access to Slack data including messages, channels, and users through secure API endpoints.

🛠️ MCP Server with C# + Firebird

C# で Firebird を使用した MCP サーバー

MedVision MCP

Provides AI-powered medical image analysis tools for LLM agents, enabling tasks such as X-ray classification, interactive segmentation, and visual question answering. It supports multi-step diagnostic reasoning and clinical workflows through a suite of specialized medical AI models.

sthan-io

MCP server for sthan.io - US address verification, parsing, autocomplete, forward/reverse geocoding, and IP geolocation. 8 tools, TypeScript, stdio transport. Free tier, no credit card required.

better-email-mcp

IMAP/SMTP email MCP server with App Passwords. Auto-discovers Gmail, Outlook, Yahoo, iCloud. 5 composite tools, multi-account.

mcp-cbr-rates

Central Bank of Russia (CBR) data for AI agents — daily and historical currency rates, key rate, inflation, and macro statistics. Five typed MCP tools, in-memory TTL cache, MIT-licensed, no API key required.

Weather MCP Server

Provides access to National Weather Service (NWS) data, enabling users to retrieve active weather alerts for US states and weather forecasts for specific geographic coordinates.

Vulnerable MCP Server

An educational MCP server demonstrating common security vulnerabilities like command injection, path traversal, SQL injection, and XXE attacks. Designed for security training purposes only, not for production use.

qURL

qURL is the portal to the invisible internet -- expiring, scope-limited URLs that let AI agents reach services no one else can see.

Apple Music MCP Server

Integrates Apple Music with MCP clients to search the global catalog, manage personal playlists, and access library data. It enables users to perform actions like creating playlists, adding tracks, and viewing recommendations through natural language commands.

MCPHOST-SERVER

Ollama、OpenAI、および Anthropic をブリッジする MCP サーバー

Shufersal MCP Server

Provides automated shopping capabilities for the Shufersal website using Puppeteer, enabling LLMs to search products, create shopping lists, and add items to shopping carts.

PromptSmith

An MCP server that provides 'Reasoning as a Service' by analyzing tasks to select and generate meta-prompts from 40 distinct reasoning frameworks. It enables AI agents to optimize their execution strategy based on task complexity and category, featuring tools for strategy recommendation and performance tracking.

Documentation Crawler & MCP Server

Toolset that crawls websites, generates Markdown documentation, and makes that documentation searchable via a Model Context Protocol (MCP) server for integration with tools like Cursor.