Discover Awesome MCP Servers

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling natural language queries for merge requests, code reviews, test results, pipelines, and discussions. Supports viewing MR details, responding to comments, and analyzing CI/CD job logs.

MCP Refchecker

MCP server for verifying academic citations via Semantic Scholar, OpenAlex, and CrossRef.

SSH Linux Control

Enables remote Linux VM management via SSH with automatic safety checks for destructive commands, supporting password authentication and sudo operations.

mcp-crew

Agent Personas for Claude. 10 tools, 8 personas, 3 workflows. Zero API cost.

Quickchat AI MCP server

Allows users to integrate their custom Quickchat AI Agents into various AI applications (Claude Desktop, Cursor, VS Code, etc.) through the Model Context Protocol, enabling AI-to-AI interactions.

paki-curator

Remote MCP server (streamable HTTP) for César Yagüe's Visual Medicine art catalog. 301 works up to native 16K, 6 tools including spatial recommendations.

Hyperliquid MCP Server

A Model Context Protocol server providing comprehensive tools to access real-time market data, trading information, user positions, and analytics for the Hyperliquid perpetual futures exchange.

JMeter MCP Server

A Model Context Protocol server that enables execution of JMeter performance tests through AI assistants and MCP-compatible clients like Claude, Cursor, and Windsurf.

TikTok MCP

Integrates TikTok video analysis into Claude AI via TikNeuron, enabling users to retrieve subtitles, analyze content for virality factors, and extract video details including engagement metrics and metadata.

claude-database-tools

A SQL Server CLI and MCP server for Claude Code that supports standard SQL Server authentication for database interaction and management. It enables users to perform schema exploration, execute queries, and manage data records with built-in SQL injection prevention.

XBTFX MCP Trading Server

Enables AI agents to trade forex, metals, indices, and cryptocurrencies via the Model Context Protocol using the XBTFX Trading API. It provides comprehensive tools for managing account balances, retrieving market data, and executing trade operations like opening, modifying, or closing positions.

cob-shopify-mcp

A production-grade MCP server and CLI tool that enables AI agents to manage Shopify stores through 49 built-in tools across products, orders, inventory, and analytics. It supports natural language workflows for tasks like inventory tracking, customer support, and sales reporting.

Accord Server MCP

Connects AI agents to Accord chat server instances via the Model Context Protocol to manage spaces, channels, and messages. It supports a comprehensive range of operations including searching conversation history, sending messages, and performing server moderation tasks.

ed-mcp

An ed(1)-inspired MCP server that provides a single-character command protocol for managing Git repositories, GitHub actions, and Fravia web searches. It is optimized to minimize LLM token usage while performing version control and search tasks through concise POSIX shell scripts.

crw-mcp

Web scraping, crawling, and structured data extraction for AI agents. 5 tools: scrape (clean markdown from any URL), crawl (entire sites), map (discover URLs), extract (structured JSON), and search. 833ms avg latency, single binary, self-hostable.

Chromadb Fastapi Mcp

Aqui está uma tradução do texto "chromadb を fastapi 化し fastapi-mcp で mcp server として利用": **Tornar o ChromaDB acessível via FastAPI e utilizá-lo como um servidor MCP com fastapi-mcp.** Uma tradução mais detalhada, dependendo do contexto, poderia ser: **Expor o ChromaDB através de uma API FastAPI e integrá-lo como um servidor MCP usando o framework fastapi-mcp.** **Explicação dos termos:** * **chromadb:** Refere-se ao ChromaDB, um banco de dados vetorial. * **fastapi 化 (fastapi-ka):** Significa "tornar algo acessível via FastAPI" ou "criar uma API FastAPI para algo". * **fastapi-mcp:** Refere-se ao fastapi-mcp, um framework para criar servidores MCP (Microservice Control Plane) usando FastAPI. * **mcp server:** Um servidor que faz parte de um Microservice Control Plane, responsável por gerenciar e controlar microsserviços. Portanto, a frase descreve o processo de criar uma API para o ChromaDB usando FastAPI e, em seguida, integrá-lo em um sistema de microsserviços usando o framework fastapi-mcp.

Weather MCP Server

Provides current weather conditions, multi-day forecasts, and location search capabilities through integration with weather APIs, enabling natural language weather queries and comparisons.

Imagine if you could turn an LLM into a simulator

Servidor MCP do AgentTorch - Imagine se seus modelos pudessem simular

agent-guard-mcp

agent-guard-mcp

Dingo MCP Server

Dingo MCP Server

MCP Job Toolkit

An MCP server that enables searching for jobs across Australian platforms (Seek and LinkedIn) from Claude or any MCP-compatible client, with filters for location, salary, employment type, and more.

Jokes MCP Server

An MCP server template that provides humor-related tools, specifically fetching Chuck Norris jokes, to demonstrate integration with Microsoft Copilot Studio and GitHub Copilot. It enables developers to deploy and connect standardized AI tools using the Model Context Protocol via HTTP or Server-Sent Events.

WorldBank GDP & Employment MCP Server

An MCP server that interfaces with the WorldBank API to retrieve economic and labor market data such as GDP and employment indicators. It allows LLMs to query global development statistics including unemployment rates, labor force participation, and sectoral employment data.

MCP Server GDB

Espelho de

MCP Weather

MCP Weather

Pilot MCP

Connect Claude, Cursor, Windsurf and other AI agents to macOS native apps — Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Microsoft Teams, Outlook, OneDrive, Word, Excel, PowerPoint, and PDF. 82 tools. All data stays on your Mac.

dingtalk-mcp

Dingtalk MCP Server

Education AI MCP

Provides AI-powered educational tools for teachers including lesson planning, quiz creation, student progress analysis, learning path recommendations, and rubric generation. Enables educators to automate administrative tasks and personalize learning experiences through natural language interactions.

Oracle EPM Cloud MCP Server

Connect AI agents to Oracle EPM Cloud (Planning, PBCS, EPBCS) via REST APIs. Automate month-end close, run business rules, manage substitution variables, refresh databases, export data slices, and monitor job status through natural language. Built by Fred Mamadjanov, Oracle ACE and EPM Solution Architect.