Discover Awesome MCP Servers

GitLab MCP Server

Connects AI assistants to GitLab to interact with merge requests, reviews, discussions, pipelines, and test results through natural language queries. Supports viewing MR details, responding to comments, checking test summaries, and analyzing job logs.

G2N MCP Google Calendar SSE Server

Servidor MCP com SSE para integração com a API do Google Agenda

Feishu/Lark OpenAPI MCP

A tool designed to help users connect AI Agents with the Feishu/Lark platform, encapsulating Feishu/Lark Open Platform API interfaces as MCP tools for document processing, conversation management, calendar scheduling and more.

Unity MCP Server

Provides AI assistants with structured access to Unity project metadata, build settings, and agent documentation directly from the filesystem. It enables querying project details and scene configurations without requiring the Unity Editor to be running.

Project Overview

Usar servidores MCP com Agentes OpenAI

atlas-g-protocol

Resume-as-an-Agent (RAAA) or Portfolio-as-an-Agent (PAAA) allows Agents to talk to your resume, find out if you are available for work, and more. Use the MCP to allow recruiters, managers, and anyone with an agent to "talk" to your resume.

Trivia By Api Ninjas MCP Server

An MCP server that enables users to retrieve trivia questions and answers across various categories through the API-Ninjas Trivia API. It supports customizable result limits and filtering by categories like science, history, and entertainment.

MeshSeeks

Multi-Agent Mesh Network MCP server that spawns specialized AI agents working in parallel to solve complex coding problems, providing 3.64x faster performance through distributed intelligence.

Mermaid MCP Server

A Model Context Protocol server that converts Mermaid diagram code into various image formats (PNG, JPG, SVG, PDF) with theme customization options for AI clients.

Cluster Execution MCP Server

Enables cluster-aware command execution and automatic task routing across distributed nodes based on system load, architecture, and OS requirements. It supports parallel execution, remote node management via SSH, and dynamic load balancing for agentic workflows.

Crawl4AI+SearXNG MCP Server

Provides AI agents with a comprehensive web intelligence stack including crawling, private search via SearXNG, and intelligent RAG capabilities for focused content extraction. It supports advanced features like semantic vector search and knowledge graph integration for code validation to enhance AI performance and reliability.

Spotify MCP Server

Connects Claude to Spotify for music discovery, playlist creation, and collection analysis through natural language. Enables searching songs, analyzing music diversity, creating playlists, and getting recommendations using Spotify's API.

interactive-mcp

A Node.js/TypeScript MCP server that facilitates interactive communication between LLMs and users, allowing AI assistants to request user input, display notifications, and manage command-line chat sessions.

Clado MCP Server

An unofficial Model Context Protocol server that provides LinkedIn tools for searching users, enriching profiles, retrieving contact information, and conducting deep research through natural language interfaces.

Cuba-memroys

Persistent memory for AI agents with knowledge graph, Hebbian learning, 4-signal RRF fusion search, GraphRAG enrichment, FSRS spaced repetition, and anti-hallucination grounding. 12 tools, PostgreSQL.

mcp-ssh-toolkit

A Model Context Protocol server for executing commands via SSH on remote servers and groups using secure authentication and regex-based command policies. It supports hot-reloading configurations and both sequential and parallel command execution across multiple named hosts.

DSR Processor MCP Server

Enables conversational processing of Daily Status Reports (DSR) by extracting, validating, and storing data from JSON, DOCX, and XLSX files in IBM Cloud Object Storage. It provides a human-in-the-loop workflow for batch file processing and schema validation directly within MCP-compatible clients like Claude Desktop.

Google Sheets MCP Server

Provides comprehensive Google Sheets integration for creating, reading, updating, and managing spreadsheets programmatically via tools like batch updates and range operations. It enables automated workflows for data analysis, project management, and synchronization within the Model Context Protocol.

🏓 MCP Ping-Pong Server with FastAPI

🏓 Um aplicativo experimental e educacional para servidor de Ping-pong demonstrando chamadas MCP (Model Context Protocol) via FastAPI.

Practera MCP Server

An integration server that allows AI models to query Practera's GraphQL API for learning data, enabling LLMs to analyze and manipulate educational projects and assessments.

GrowthBook MCP Server

GrowthBook MCP Server

Documentation Search MCP Server

A Model Context Protocol server that enables intelligent searching across documentation for 30+ programming libraries and frameworks, fetching relevant information from official sources.

Gmail MCP Server

Enables AI assistants to interact with Gmail accounts for reading unread emails, creating draft replies with proper threading, and managing messages, with optional professional writing guidelines, templates, and Google Docs/Calendar integration.

PostgreSQL Products MCP Server

Servidor MCP para interagir com um banco de dados de produtos PostgreSQL.

Wireshark MCP Server

Servidor MCP TShark/Wireshark para análise de pacotes de rede via Claude.

FastAPI OpenAPI MCP Server

Converts FastAPI application OpenAPI documentation into MCP tools for AI assistants to efficiently query API information. Reduces token consumption by enabling on-demand, structured API queries instead of loading complete OpenAPI specifications.

mycop

Agentic security scanning in Claude Code, Cursor, Windsurf

TypeScript MCP Server

Testando o SDK MCP com APIs XPayroll simples.