Discover Awesome MCP Servers

XRootD MCP Server

An MCP server providing access to XRootD file systems, allowing LLMs to browse directories, read file metadata, and access contents via the root:// protocol. It supports advanced features like campaign discovery, file searching, and ROOT file analysis for scientific data management.

Metrx MCP Server

An MCP server for Metrx — provides tools for construction, healthcare, logistics, manufacturing, and legal mid-market businesses to query and analyze their operational data via AI.

Code Context Engine

Indexes your codebase so AI coding agents can search instead of re-reading files, saving up to 94% of tokens.

PT-MCP (Paul Test Man Context Protocol)

Provides comprehensive codebase analysis and semantic understanding through integrated knowledge graphs, enabling AI assistants to understand project structure, patterns, dependencies, and context through multiple analysis tools and format generators.

CoinGecko MCP Server

An MCP server for CoinGecko that connects any MCP-compatible client to free crypto market data, providing tools for prices, market caps, trending coins, historical data, and global stats.

jaeger-mcp-server

Enables to interact with Jaeger distributed tracing system through the MCP protocol. Supports querying traces, services, and operations via natural language.

flight-tracker

Provides comprehensive flight tracking capabilities using the OpenSky Network API, enabling real-time flight data, geographic searches, historical data, and airport operations through MCP tools.

everhour-mcp-server

MCP server for Everhour time tracking with first-class Asana integration, enabling tasks lookup, time logging, timer control, and timesheet review.

reflect-memory

Privacy-first AI memory system with MCP server for managing user-authored memories, enabling AI agents to read/write memories with fine-grained vendor access control.

Knowledge Graph Memory Server

Una implementación mejorada de memoria persistente que utiliza un grafo de conocimiento local con una opción `--memory-path` personalizable. Esto permite que Claude recuerde información sobre el usuario entre chats.

NEXUS Memory MCP App

A sovereign, six-layer permanent memory system that provides users with a structured and persistent personal knowledge base across VS Code, Claude, and ChatGPT. It utilizes a neural mesh architecture and ENGRAM O(1) lookup to ensure data ownership and constant-time memory retrieval.

ffmpeg-mcp

Enables comprehensive video and audio processing using FFmpeg, supporting tasks like metadata extraction, clipping, scaling, and adding transitions or overlays. It provides a high-performance interface for building media processing microservices via FastMCP.

Parlay

Remote MCP server for prediction markets — search and compare live odds across Polymarket, Kalshi, and Limitless from Claude, ChatGPT, or Gemini. Six read-only tools, free tier available.

Vehicle MCP

Enables AI assistants to control vehicles by checking battery status, managing climate, and locking/unlocking doors via Skoda Connect integration.

qutebrowser-mcp

MCP server for automating qutebrowser browser via CDP and IPC. Enables tab management, navigation, screenshots, JavaScript execution, and authenticated HTTP requests through the browser's session.

Python Code Runner

Enables execution of Python code in a safe environment, including running scripts, installing packages, and retrieving variable values. Supports file operations and package management through pip.

MCP Servers

Open Source MCP Servers for Scientific Research

MCP Servers

Una colección de servidores MCP (Protocolo de Contexto de Modelo) como herramientas de dotnet.

EMBL-EBI MCP Server

Provides access to EMBL-EBI bioinformatics data including InterPro domains, Pfam families, protein features, and taxonomy through a unified tool.

Google Search MCP Server

Una implementación de servidor MCP que se integra con la API JSON de Búsqueda Personalizada de Google, proporcionando capacidades de búsqueda web.

Pytest MCP Server

Enables AI assistants to run and analyze pytest tests for desktop applications through interactive commands. Supports test execution, filtering, result analysis, and debugging for comprehensive test automation workflows.

The Web MCP

Enables AI assistants to access real-time web data through search, markdown scraping, and browser automation while bypassing anti-bot protections. It provides tools for web research, e-commerce monitoring, and data extraction from across the globe.

cronicorn

Enables managing adaptive HTTP jobs with AI-driven scheduling, auto-recovery, and multi-endpoint coordination via MCP.

agent-eyes

MCP server that wraps Playwright to give AI agents eyes on the web, enabling browser search, navigation, extraction, and interaction with intelligent LLM-based DOM extraction and skill caching.

Sentry Issues MCP

Un servidor que permite la recuperación de incidencias de Sentry a través de dos herramientas sencillas: obtener una incidencia específica por URL/ID u obtener una lista de incidencias de un proyecto.

PostgreSQL MCP Server

Full-featured MCP server that exposes 36 tools for interacting with PostgreSQL databases, covering schema introspection, query execution, data exploration, performance monitoring, security auditing, and maintenance.

mcp-pubmed-server

A PubMed MCP server that enables LLMs to search, retrieve details, and download full-text articles from PubMed, with support for batch queries, cross-referencing, and EndNote export.

ddg-mcp-search

A minimal MCP server that provides a DuckDuckGo search tool with configurable region, time limit, and safe search options.

Docx_MCP_cj

Enables AI agents to intelligently analyze and fill any Word document tables using precise coordinate-based filling and 42 MCP tools.

MCPHub: Deploy Your Own MCP Servers in Minutes

A unified hub server that consolidates multiple MCP servers into one single SSE endpoint