Discover Awesome MCP Servers

rviz-mcp

MCP server enabling AI agents to control RViz2 displays, fixed frames, and views, with offline mock support for CI and demos.

MCP LLMS-TXT Documentation Server

An open-source MCP server that provides applications like Cursor, Windsurf, and Claude with access to llms.txt documentation files, allowing users to control and audit context retrieval.

tarot-mcp-server

Provides tarot card meanings, spreads (three-card, yes/no), and random draws for any MCP-compatible client.

Email Validator AI MCP

Email Validator AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

resQ MCP Server

A Model Context Protocol server for the resQ emergency response system that integrates with digital twin simulations and coordination engines. It allows users to trigger simulations, generate deployment strategies, and monitor real-time drone status for incident response analysis.

Amazon CloudWatch Logs MCP Server

Un servidor de Protocolo de Contexto de Modelo (MCP) que permite a los asistentes de IA interactuar con los registros de Amazon CloudWatch a través de una interfaz estandarizada utilizando el SDK de AWS.

Ed Discussions MCP Server

Enables AI assistants to interact with Ed Discussions (EdStem) course discussions, manage threads, comments, and facilitate Q&A, with tools for analytics and read status control.

dokploy-mcp-server

A comprehensive MCP server for Dokploy that provides 14 action-based tools covering the full DevOps lifecycle with minimal token usage. It enables AI assistants to manage projects, applications, databases, domains, servers, and more through a unified interface.

playwright-report-mcp

An MCP server for running Playwright tests and reading structured results, failed test details, and attachment content, designed for AI agents doing test failure analysis.

MCP Atlassian

Manejo de integraciones de Jira en el servidor MCP.

mcp-server-example

Aquí tienes un ejemplo sencillo de un servidor MCP (Minecraft Coder Pack) para entenderlo mejor: **English:** Let's say you want to modify how creepers explode in Minecraft. Using MCP, you can: 1. **Decompile Minecraft:** MCP takes the original Minecraft code and makes it readable (though still a bit messy). 2. **Find the Creeper Code:** You'd navigate through the decompiled code to find the class that controls creepers (likely named something like `EntityCreeper`). 3. **Modify the Explosion:** Within the `EntityCreeper` class, you'd find the code that handles the explosion. You could change the explosion radius, the damage it does, or even add special effects. 4. **Recompile Minecraft:** After making your changes, MCP compiles the modified code back into a usable Minecraft version. 5. **Test Your Changes:** You'd run your modified Minecraft and see if the creeper explosion behaves as you intended. **Spanish:** Digamos que quieres modificar cómo explotan los creepers en Minecraft. Usando MCP, puedes: 1. **Descompilar Minecraft:** MCP toma el código original de Minecraft y lo hace legible (aunque sigue siendo un poco desordenado). 2. **Encontrar el Código del Creeper:** Navegarías a través del código descompilado para encontrar la clase que controla a los creepers (probablemente llamada algo como `EntityCreeper`). 3. **Modificar la Explosión:** Dentro de la clase `EntityCreeper`, encontrarías el código que maneja la explosión. Podrías cambiar el radio de la explosión, el daño que hace, o incluso añadir efectos especiales. 4. **Recompilar Minecraft:** Después de hacer tus cambios, MCP compila el código modificado de vuelta a una versión utilizable de Minecraft. 5. **Probar Tus Cambios:** Ejecutarías tu Minecraft modificado y verías si la explosión del creeper se comporta como pretendías. **Key Takeaways (Puntos Clave):** * **MCP makes Minecraft code accessible:** MCP hace que el código de Minecraft sea accesible. * **You can modify the code:** Puedes modificar el código. * **You can create custom Minecraft experiences:** Puedes crear experiencias personalizadas de Minecraft. This is a simplified explanation, but it gives you the general idea of how MCP works. It's a powerful tool for modders! Esta es una explicación simplificada, pero te da la idea general de cómo funciona MCP. ¡Es una herramienta poderosa para los modders!

mcp-memory-server

A knowledge-graph-based persistent memory server for the Model Context Protocol, storing entities, observations, and relations in SQLite with semantic vector search and temporal versioning.

ibge-data-mcp

Enables LLMs to access Brazilian IBGE statistical data (population, economy, agriculture) via natural language, with tools for querying aggregated data and metadata.

Prompt Learning MCP Server

Provides stateful prompt optimization using research-backed techniques like APE and OPRO, learning from historical performance data via a vector database. It enables users to automatically refine prompts, retrieve high-performing examples, and track performance analytics through iterative feedback.

Marketic

An MCP server providing 32 marketing intelligence tools for competitive analysis, content generation, campaign management, and analytics, enabling MCP-compatible agents to execute marketing operations natively.

tdrest

Enables making REST API calls to Teradata cloud services including Elastic Compute, Vector Store, OMS, and QueryGrid. Supports custom authentication, Socks5 proxy, and multipart file uploads.

research-assistant

Enables AI-powered research by breaking a topic into subtopics, gathering information via agents, and compiling a report. Integrates with LangGraph and RAG for orchestration and contextual retrieval.

StillOS

MCP server providing calibrated prediction signals for Kalshi CPI/GDP markets and tamper-evident claim notarization with Ed25519 receipts.

WCAG Color Contrast MCP Server

Enables accurate WCAG color contrast checking and accessibility analysis by calculating actual contrast ratios between color pairs, checking compliance levels, and analyzing luminance values for web accessibility.

Google MCP Server

Enables to interact with Google Mail, Docs, Sheets, and Tasks through natural language.

didlogic_mcp

Una implementación de servidor del Protocolo de Contexto de Modelo (MCP) para la API de Didlogic. Este servidor permite que los Modelos de Lenguaje Grandes (LLM) interactúen con los servicios de Didlogic a través de una interfaz estandarizada.

Poly Pizza MCP

Enables searching, retrieving, and browsing thousands of free 3D models from Poly Pizza through natural language commands.

Backendless Console SDK MCP Server

Enables AI assistants to manage Backendless applications, including databases, users, files, and API services, through natural language commands, with support for OAuth2 authentication and hosted endpoints.

Enola

Enola. is a local Model Context Protocol (MCP) server. A deterministic map of your codebase for AI coding agents — the real architecture, extracted from your source, not guessed.

Korea Housing MCP

This MCP server integrates South Korea's national law information, building registers from MOLIT, and KOSIS statistics for housing development research. It enables searching laws, retrieving building details, and accessing statistical data through natural language.

DeTLeng BigQuery MCP Server

Enables AI assistants to query trusted BigQuery analytics using curated Business Intelligence tools, providing secure, accurate business metrics and KPIs through natural language.

axone-mcp

🤖 Servidor MCP de Axone: puerta de entrada al universo de datos para herramientas impulsadas por la IA

Shrike Security MCP Server

Protects AI agents from threats like prompt injection, jailbreaks, and SQL injection through a multi-layer scanning pipeline. It also enables PII redaction and rehydration to ensure data privacy during LLM interactions.

mcp-git-coord

Reduces token waste by caching code understanding in .mi context files and prevents agent conflicts by coordinating intent and file access across sessions.