Discover Awesome MCP Servers

EntityIdentification

A MCP server that helps determine if two sets of data belong to the same entity by comparing both exact and semantic equality through text normalization and language model integration.

BookStack MCP Server

Enables AI assistants to manage BookStack documentation through natural language, supporting content browsing, search, and CRUD operations for books, chapters, and pages.

Nuxt MCP Dev

Provides MCP support for Vite and Nuxt development servers, helping AI models better understand your application structure and codebase during development.

Mandoline MCP Server

Enables AI assistants to reflect on, critique, and continuously improve their performance using Mandoline's evaluation framework. Provides tools for creating custom evaluation metrics and scoring prompt/response pairs to measure AI assistant quality.

Drug Interaction MCP Server

Enables querying of Chinese-Western medicine interactions with comprehensive drug information, risk assessment, and clinical recommendations. Supports searching medicines, checking interactions individually or in batches, and provides safety guidance with severity classifications.

MCP MediaCrea

Enables image generation, editing, and blending using Gemini 2.5 Flash capabilities, plus text generation for AI-powered creative workflows through MCP tools.

MCP Browser Debugger

Enables comprehensive web frontend debugging and analysis through DOM inspection, JavaScript execution, network monitoring, console log capture, and automated browser interactions. Supports complete web development workflows including testing, data extraction, and performance analysis.

makefilemcpserver

An MCP server that exposes Makefile targets as callable tools for AI assistants, allowing Claude and similar models to execute Make commands with provided arguments.

Gemini RAG MCP Server

Enables creation and querying of knowledge bases using Google's Gemini API File Search feature, allowing AI applications to upload documents and retrieve information through RAG (Retrieval-Augmented Generation).

mcp-http-proxy

stdio를 사용하는 MCP(Model Context Protocol) 애플리케이션을 위한 HTTP/SSE 프록시 서버입니다. HTTP를 통해 원시 JSON-RPC 명령을 지원하며, MCP SDK 없이 직접 stdio 통신을 구현합니다.

NHL Scores MCP Server

An MCP Server that provides access to NHL (National Hockey League) scores and statistics via the SportsData.io NHL v3 Scores API.

Diagrams MCP Server

Enables creation of infrastructure and architecture diagrams as code using the Python diagrams library, supporting 15+ cloud providers, 500+ node types, custom icons, and flowcharts with multiple output formats.

Overwatch2 MCP Server

An MCP server that provides Overwatch 2 hero data, allowing users to retrieve hero lists and detailed information about specific heroes.

LinkedIn MCP Server

A comprehensive Model Context Protocol server that enables AI assistants to interact with LinkedIn APIs for profile management, content creation, networking, messaging, and analytics.

MCP Spotify Server

Enables interaction with Spotify through LLMs using OAuth2 authentication. Supports music search, playback control, playlist management, and device management through natural language commands.

WatchBase MCP Server

WatchBase의 시계 데이터베이스에 구조화된 접근을 제공하는 MCP 서버로, 애플리케이션이 브랜드, 컬렉션, 모델, 레퍼런스 번호, 기술 세부 정보 등 포괄적인 시계 메타데이터를 쿼리할 수 있도록 합니다.

Zipcode Search MCP Server

Provides Japanese postal code to address lookup functionality that can be integrated with AI assistants and other MCP clients.

Errata Tool MCP Server

FastMCP server that enables AI assistants to integrate with Red Hat Errata Tool, allowing access to product information and advisory details through authenticated API calls.

DataWorks MCP Server

거울

MCP Bridge API

MCP Bridge는 경량의 빠르고 LLM에 구애받지 않는 프록시로, 통합된 REST API를 통해 여러 모델 컨텍스트 프로토콜(MCP) 서버에 연결할 수 있습니다. 모바일, 웹, 엣지 장치와 같은 다양한 환경에서 안전한 도구 실행을 지원합니다. 유연성, 확장성 및 모든 LLM 백엔드와의 쉬운 통합을 위해 설계되었습니다.

Redshift MCP Server

A Model Context Protocol server that enables AI assistants to interact with Amazon Redshift databases, allowing for schema exploration, query execution, and statistics collection.

ITSM Integration Platform

ITSM 도구 통합을 위한 MCP

MCSManager MCP Server

Enables management of Minecraft servers through the MCSManager API. Supports executing server commands, checking player status, retrieving server information, and controlling game settings like weather.

DollhouseMCP

A comprehensive Model Context Protocol server that enables dynamic AI persona management with GitHub-powered marketplace integration, allowing Claude and other compatible AI assistants to activate different behavioral personas with community sharing capabilities.

Web-QA

An AI-powered MCP server that automates web testing workflows by enabling recording, execution, and discovery of tests through natural language prompts.

MCP Sample Chat

A local LLM chat application implementing the Model Control Protocol (MCP) architecture with Ollama, FastAPI, and Gradio that demonstrates clear separation of model, control, and presentation layers.