Discover Awesome MCP Servers

aria-mcp-server

Clinical research MCP server providing real-time access to PubMed (35M+ papers) and ClinicalTrials.gov (400K+ trials). Built for trial coordinators and life sciences teams. No API key required.

Superpowers MCP

Exposes the full functionality of the Superpowers framework as MCP tools to provide AI assistants with advanced capabilities like automated planning, debugging, and parallel development. It seamlessly integrates with clients like Claude Desktop, Cursor, and Trae for an enhanced AI-driven coding experience.

DigiKey MCP Server

Provides access to the DigiKey Product Search API v4, allowing users to search for electronic components and retrieve detailed product specifications. It supports keyword searches, pricing inquiries, manufacturer lookups, and access to technical datasheets.

FastAPI-MCP

A zero-configuration tool that automatically converts FastAPI endpoints into Model Context Protocol (MCP) tools, enabling AI systems to interact with your API through natural language.

YouTube Insights MCP Server

An MCP server that extracts transcripts, metadata, and summaries from YouTube videos across various URL formats including Shorts and standard links. It provides comprehensive video data and insights for analysis within MCP-compatible environments.

Upbit MCP Server

Enables interaction with the Upbit cryptocurrency exchange through public market data tools and optional private trading tools. Supports getting ticker data, orderbooks, trades, account information, and executing trading operations through natural language.

KnBn MCP Server

A Model Context Protocol server that provides AI assistants with structured access to kanban board functionality for managing tasks, columns, labels, and sprints.

GTEx MCP Server

Enables AI assistants to query and analyze genomics data from the GTEx Portal through 25 specialized tools for gene expression analysis, eQTL/sQTL associations, and genetic variant lookups across 54 human tissue types.

Elasticsearch MCP Server

使用模型上下文协议将代理连接到 Elasticsearch 数据，从而允许通过 MCP 客户端（如 Claude Desktop 和 Cursor）与 Elasticsearch 索引进行自然语言交互。

Gemini MCP Server

一个模型上下文协议服务器，使 Claude Desktop 能够与谷歌的 Gemini 2.5 Pro 实验性 AI 模型交互，并具有诸如谷歌搜索集成和令牌使用情况报告等功能。

MalwareBazaar_MCP

一个由人工智能驱动的 MCP 服务器，可自主与 MalwareBazaar 对接，为授权的网络安全研究工作流程提供实时的威胁情报和样本元数据。

MCP Paradex Server

A bridge between AI assistants and the Paradex perpetual futures trading platform that enables retrieving market data, managing trading accounts, placing orders, and monitoring positions.

Enterprise Expense Automation System

Enables users to manage company departments, employees, expenses, and performance ratings through a natural language interface in Claude Desktop. It features 12 specialized tools for comprehensive CRUD operations and AI-powered organizational analysis using Google Gemini.

FastMCP Supply Chain Optimizer

A custom implementation for real-time supply chain optimization that enables parallel tool calling to provide intelligent inventory management recommendations and actionable insights in response to live supply chain events.

OpenAI and Claude MCP

A simple server that acts as a Master Control Program (MCP) for unified interaction with OpenAI and Anthropic (Claude) AI models through a single API endpoint.

PostgreSQL MCP Server

A production-ready MCP server that enables chatting with PostgreSQL databases via Cloudflare Workers with GitHub OAuth authentication.

User Health Profile MCP Server

Enables management of user health profiles with capabilities to list, retrieve, and add user health information. Provides a sample implementation for testing MCP functionality with ChatGPT and other MCP-compatible tools.

iMessage MCP

A Model Context Protocol server for reading iMessage data from macOS.

pydantic-mcp

An MCP server for inspecting and interacting with Pydantic models and Python type contracts. It enables LLMs to perform deterministic validation, schema generation, model explanation, and Pydantic v1 to v2 migration analysis.

mcp-memory-gateway

An MCP server that provides memory management and gateway capabilities, enabling persistent storage and retrieval of contextual information across sessions.

Fastmail Calendar MCP Server

Enables AI assistants to interact with Fastmail calendars via CalDAV, allowing them to view, create, update, and delete calendar events using natural language.

📚 MCP Docs Search Server

这是一个轻量级的、即插即用的 MCP 服务器，它使像 Claude 或 GPT 这样的大型语言模型能够动态地搜索和检索来自流行的 AI 库（如 LangChain、LlamaIndex 和 OpenAI）的最新文档。

Primitiv

Design contract layer for AI agents. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth so every agent gets the same authoritative design rules before it builds. Local-first.

RAG MCP Server

An API that enables document querying through a Retrieval-Augmented Generation system implemented with Memory-Controller-Policy architecture for improved maintainability and scalability.

Insecure MCP Demo

A deliberately vulnerable MCP server that allows clients to interact with a database for educational purposes, demonstrating security vulnerabilities including SQL injection, arbitrary code execution, and sensitive data exposure.

GitHub-Gemini MCP Server

An advanced Model Context Protocol server that integrates GitHub repositories with Google Gemini AI to provide intelligent code assistance, analysis, and repository management operations.

Scalekit MCP Server

Enables AI assistants to interact with Scalekit's identity and access management platform through natural language queries. Supports managing environments, organizations, users, OIDC connections, workspace operations, and MCP server configurations with OAuth-protected access.

MCP Server

MCP 服务器 (MCP fúwùqì)

Garmin Workouts MCP

Garmin Workouts MCP is a standalone MCP server for Garmin Connect workouts. It is intended as a focused extension for workflows that need a bit more structure around Garmin workout payloads, especially strength training.