Discover Awesome MCP Servers

Materials Project Platform MCP Server

The Materials Project MCP Server is server that provides programmatic access to the Materials Project database. It enables LLMs, to search, analyze, and retrieve up to date materials science data.

dev-loop-mcp

An MCP server that automates the full software development lifecycle through an AI-driven TDD state machine. It handles everything from task decomposition and test-driven development to integration testing and automated pull request creation.

ApiPost MCP

A server that enables management of ApiPost API documentation and team collaboration through the Model Context Protocol, supporting complete interface management directly from compatible editors.

legends-mcp

Your personal council of tech titans, investing legends, and crypto builders. 36 personas. Zero API keys. One npx command.

Industrial MCP Server

Enables AI assistants to monitor and interact with industrial systems, providing real-time system health monitoring, operational data analytics, and equipment maintenance tracking. Built with Next.js and designed for industrial automation environments.

WebClone MCP Server

Enables AI agents to clone entire websites, download files, manage authentication sessions, and analyze site information with support for JavaScript-heavy SPAs and dynamic content.

Fastmail MCP Server

An unofficial MCP server that enables users to manage their Fastmail accounts through natural language interactions. It provides tools to query mailboxes, retrieve email content with advanced filtering, and send messages directly through the Fastmail API.

RAGDocs

Un servidor de Protocolo de Contexto de Modelo (MCP) que permite la búsqueda y recuperación semántica de documentación utilizando una base de datos vectorial (Qdrant). Este servidor te permite añadir documentación desde URLs o archivos locales y luego buscar a través de ella utilizando consultas en lenguaje natural.

Random Word By Api Ninjas

Provides access to API Ninjas Random Word API to generate random words by type (noun, verb, adjective, adverb) for creative writing, games, and language learning applications.

Code Review MCP Server

Connects LLMs to GitHub and GitLab to analyze pull and merge requests for logic, security, and architectural alignment. It provides tools for fetching diffs, file contents, and project metadata, alongside guided prompts for professional code reviews.

mcp-pprof-anaylzer

This is a Model Context Protocol (MCP) server implemented in Go, providing a tool to analyze Go pprof performance profiles.

telegram-mcp

Integración de la API de Telegram para acceder a datos de usuario, gestionar diálogos (chats, canales, grupos), recuperar mensajes y manejar el estado de lectura.

CodeGraph MCP Server

Enables querying and analyzing code relationships by building a lightweight graph of TypeScript and Python symbols. Supports symbol lookup, reference tracking, impact analysis from diffs, and code snippet retrieval through natural language.

PDF Reader MCP Server

Permite que los agentes de IA lean y extraigan información (texto, metadatos, número de páginas) de forma segura desde archivos PDF dentro de contextos de proyectos, utilizando una herramienta MCP flexible.

Clinical Trials MCP Agent

Enables AI agents to search and analyze clinical trial data from ClinicalTrials.gov using both structured SQL queries for filtering trials by status, phase, and conditions, and semantic vector search for exploring detailed protocol information like exclusion criteria.

mcp-searxng

Here are a few options, depending on the nuance you want to convey: **Option 1 (Most straightforward):** > Acerca de un servidor MCP que permite a un Agente de IA buscar contenido e información de sitios web externos a través del servicio SearXNG. **Option 2 (More descriptive, emphasizing the purpose):** > Se trata de un servidor MCP diseñado para que un Agente de IA pueda buscar contenido e información en sitios web externos utilizando el servicio SearXNG. **Option 3 (Slightly more formal):** > Un servidor MCP para permitir que un Agente de IA realice búsquedas de contenido e información en sitios web externos a través del servicio SearXNG. **Explanation of choices:** * **Acerca de / Se trata de / Un servidor... para permitir...:** These are all ways to introduce the topic. "Acerca de" is a general "about." "Se trata de" is "it's about" or "it concerns." The third option is more direct. * **Agente de IA:** This is the standard translation for "AI Agent." * **buscar contenido e información:** This translates "search external website content and information." * **sitios web externos:** This translates "external websites." * **a través del servicio SearXNG:** This translates "through the SearXNG service." Choose the option that best fits the context and your desired level of formality. I would personally lean towards Option 1 or 2.

MCPDocSearch

Crawls documentation websites and provides semantic search capabilities over the content through vector embeddings, enabling natural language queries of technical documentation.

pterodactyl-mcp

MCP server for Pterodactyl and Pelican game server panels. 73 tools for server management, power control, file operations, backups, schedules, databases, users, nodes, and eggs.

Querysharp MCP Server

Enables AI assistants to analyze and optimize PostgreSQL database performance by identifying missing indexes and suggesting query rewrites. It allows users to retrieve database projects and implement performance fixes directly through natural language in their code editor.

LumiFAI MCP Technical Analysis Server

Proporciona herramientas de análisis técnico para datos de trading de criptomonedas, calculando EMAs (períodos de 12 y 26) para pares de Binance utilizando MongoDB para el almacenamiento de datos.

Speelka Agent

Agente LLM Universal basado en MCP

Deepgram MCP Server

Enables speech-to-text transcription, text-to-speech synthesis, and audio analysis using Deepgram's AI models. Supports features like speaker diarization, sentiment analysis, language detection, and various audio processing capabilities.

MCP Local File Reader

Enables comprehensive local file system operations including searching and reading content from various formats like PDF, Office documents, CSV, and text files. It features automatic character encoding detection and secure path validation for directory access.

Perplexity Sonar MCP Server

Servidor MCP para la integración de la API de Perplexity con Claude Desktop y otros clientes MCP.

Trayd

Trade Robinhood through Claude Code. Check portfolio, get quotes, place orders — one-line setup, no coding required. OAuth 2.1 with KMS-encrypted token storage.

Agile Luminary MCP Server

A Model Context Protocol server that connects AI clients to the Agile Luminary project management system, allowing users to retrieve project details, work assignments, and product information within AI conversations.