Discover Awesome MCP Servers

QGISMCP

Um servidor de Protocolo de Contexto de Modelo que conecta a IA Claude ao QGIS, permitindo a interação direta com o software GIS para criação de projetos, manipulação de camadas, execução de código e algoritmos de processamento por meio de comandos em linguagem natural.

GitLab MCP Server

An MCP server that provides comprehensive access to the GitLab API for project management, repository operations, and issue tracking. It enables users to perform file operations, manage branches, and coordinate organization-wide workflows through project and group-level milestones.

video-transcribe-mcp

Uma implementação de servidor MCP que se integra com o Optivus, fornecendo capacidades de transcrição de vídeo (por exemplo, YouTube, Facebook, TikTok, etc.) para LLMs.

Incident Triage MCP

Incident Triage MCP is a Model Context Protocol (MCP) server for incident triage. It provides safe, auditable tools for evidence retrieval, deterministic summaries, ticket workflows, and notifications.

mcp-openfda

Enables querying openFDA drug and device data via natural language through the Pipeworx MCP gateway.

Python MCP Server

O projeto **python-mcp-server** é um servidor web baseado em Flask, projetado para interagir com o Minecraft, provavelmente como parte de um sistema maior para gerenciar servidores Minecraft, plugins ou dados de jogadores.

Legion Database MCP Server

A unified MCP server for querying and managing multiple database types (PostgreSQL, MySQL, SQL Server, etc.) via natural language through AI assistants.

KIA - Kaizen Intelligent Agent

Transforms Claude into a production-grade pair programmer by orchestrating best-in-class APIs (Morph, Chroma, DSPy) for iterative code evolution to 95%+ quality, semantic codebase search, package discovery across 3,000+ libraries, and pattern learning.

MCP Echo Env

Echoes environment variables (PWD and WORKSPACE_SLUG) to verify that MCP clients properly propagate workspace context to server processes.

mcp-pine

MCP server for PCSX2 and other emulators that speak the PINE protocol. Read and write 8/16/32/64-bit emulator memory and control save states for PlayStation-family emulation.

pain001-mcp

A Model Context Protocol server that exposes the pain001 ISO 20022 Customer Credit Transfer Initiation library as agent tools, enabling AI assistants to generate and validate standardized payment XML messages.

Telegram MCP Server

Enables AI assistants to interact with Telegram accounts, chats, messages, media, and more via MCP, using Telethon.

imagefeatures-mcp

An MCP server that provides classic computer vision feature extraction tools (color, texture, shape) for image analysis, enabling LLMs to perform precise mathematical image comparisons and quality assessments.

BeamScope MCP

BeamScope gives AI coding agents access to your running BEAM application through a resilient TCP architecture that survives app restarts.

mcp-dice-roller

Enables rolling of standard RPG dice (d4, d6, d8, d10, d12, d20, d100, etc.) using dice notation like '3d6' or 'd20', and returns detailed results including individual rolls and totals.

nworks

NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.

Prycd Pricing MCP Server

Enables access to the Prycd Pricing API for retrieving estimated property values and performing health checks on the API service.

MCP Server Tester

Ferramenta de teste automatizado para servidores Model Context Protocol (MCP) - TRABALHO EM ANDAMENTO

Robot Navigation MCP Server

Enables robot navigation control and monitoring through natural language. Provides tools for robot positioning, navigation to coordinates, device status monitoring, task management, and emergency controls.

Rockfish MCP Server

Enables interaction with the Rockfish AI platform for synthetic data generation, dataset management, and ML workflow orchestration through tools like TabGAN training and Manta analytics.

Google Maps MCP Server for Cloud Run

Provides Google Maps functionality through Cloud Run, enabling route calculation, traffic analysis, route comparison, and trip cost estimation with rate-limited public access.

Optical Context MCP

Compress OCR-heavy PDFs into dense packed images so agents can work with long visual documents.

mcp-server

A demonstration MCP server for educational purposes, showcasing how to build and integrate MCP servers with LLM clients like Claude Desktop.

genesys-memory

Causal graph memory engine for AI agents. Scores memories using relevance × connectivity × reactivation, connects them in a causal graph, and actively forgets irrelevant ones. 11 MCP tools including store, recall, search, traverse, and explain.

Panda Odoo MCP Server

Enables seamless interaction with Odoo instances through the Model Context Protocol, supporting CRUD operations, custom method execution, and real-time updates. It offers versatile communication via stdio and HTTP protocols, including support for streaming and Server-Sent Events.

Browser MCP

Automate your browser with AI using an MCP server and Chrome extension, enabling fast, private, and stealthy browser control with your existing sessions.

Production MCP Template

A production-grade, extensible Python template for building Model Context Protocol servers with support for Streamable HTTP and stdio transports. It provides a structured framework for implementing tools, resources, and prompts with built-in authentication, observability, and background task management.

TestPilot MCP

Enables AI models (Claude, ChatGPT, GitHub Copilot) to run and analyze local tests, rerun failures, and orchestrate QA workflows using existing UI and API test frameworks.

Apple App Store Revenue MCP Server

Fetches revenue and download data for Apple App Store apps using the Sensor Tower API.