Discover Awesome MCP Servers

JupyterMCP

A Model Control Protocol (MCP) server that enables remote programmatic control of Jupyter notebooks, allowing AI assistants and applications to create, edit, and execute notebook cells via SSE protocol.

D&D 5E MCP Server

Provides comprehensive access to Dungeons & Dragons 5th Edition content through the Open5e API. It enables users to search for game mechanics, generate character builds, and create balanced encounters via natural language.

MCP Server for WordPress

Implementação de um servidor MCP usando a API REST do WordPress

MCP Google Maps

Provides access to Google Maps API functionality including places search, geocoding, directions, distance matrix, elevation data, and static map generation through the MCP interface.

mcp-ankiconnect

Connects Claude to Anki flashcard software via AnkiConnect, enabling users to review due cards, create flashcards, and manage spaced repetition learning through natural language conversations.

Contentful

A Model Context Protocol (MCP) server that provides AI assistants with comprehensive tools to interact with Contentful APIs.

Electron Terminal MCP Server

A Model Context Protocol server that enables clients to interact with a system terminal running in an Electron application, allowing for executing commands, managing terminal sessions, and retrieving output programmatically.

Memory Bank MCP

An MCP server that enables persistent memory, structured thinking sessions, and project-based knowledge management for Claude. It includes specialized coding tools for package discovery and reinvention prevention by validating code against existing libraries and APIs.

Remote MCP AuthKit

Enables remote MCP client connections with WorkOS AuthKit authentication and organization-based permission control. Demonstrates how to gate tool access based on user permissions, including features like image generation behind specific authorization checks.

Jokes By Api Ninjas

Enables users to fetch random jokes from the API Ninjas Jokes API. Supports retrieving 1-30 jokes per request through a simple interface.

MCP Weather Server

A demonstration MCP server created for learning purposes, allowing Claude AI to interact with local files and a Postgres database while implementing a custom Model Context Protocol.

MCP Calculator Demo

A simple demonstration MCP server built with FastMCP that exposes basic calculator operations (add, subtract, multiply, divide) as tools for MCP clients like GitHub Copilot Agent mode.

YT-NINJA

Enables AI-powered YouTube video analysis including transcript management, video summaries, chapter generation, keyword extraction, and playback control. Supports searching videos, retrieving channel/playlist information, and translating transcripts using Google Gemini AI.

MCP Prompt Optimizer

Automatically analyzes and optimizes AI prompts by calculating clarity scores, detecting risks, asking clarifying questions, and adding domain-specific requirements to improve AI interaction quality.

Online Kommentar MCP Server

Provides access to Swiss legal commentaries through Model Context Protocol, allowing users to search and retrieve detailed legal commentary content from onlinekommentar.ch in multiple languages.

Heptabase MCP

A Model Context Protocol service that enables AI assistants to search, retrieve, analyze, and export data from Heptabase backups.

Weather MCP Server

Enables users to get weather forecasts and alerts for any US city and state through natural language queries using the National Weather Service API.

GibsonAI

AI-Powered Cloud databases: Empower your LLMs to build, migrate, and deploy database instances with AI

Lunar Calendar MCP Server

Provides traditional Chinese lunar calendar information including auspicious date checking, BaZi (八字) Four Pillars analysis, festival data, moon phases, zodiac compatibility, and calendar conversions based on Chinese cultural traditions.

WinAutoWx

Enables automated WeChat operations on Windows through pywinauto, allowing users to send messages to multiple friends or groups programmatically. Provides tools for searching contacts, sending bulk messages, and controlling WeChat interface elements via MCP protocol.

Crypto-Signal MCP

Provides cryptocurrency trading signals, market analysis, and portfolio management capabilities across 15+ exchanges with AI-enhanced technical analysis, arbitrage detection, and risk assessment tools.

MCP Reasoning Engine

A production-ready reasoning engine that integrates Claude AI with specialized MCP tools for knowledge retrieval, schema validation, and domain-specific rubric evaluation. It enables structured RAG-based analysis across legal, health, and science domains via a RESTful API.

DB-Mcp

MCP Database Server is a service that provides secure database access for AI assistants and LLM-based tools, supporting SQLite, PostgreSQL, MySQL and MariaDB, and featuring query verification, audit logs and security control functions.

MindsDB MySQL MCP Server

Connects AI clients to MindsDB via the MySQL protocol to execute SQL queries, manage databases, and perform semantic searches within knowledge bases. It enables automated workflows through job scheduling and provides seamless integration with external data sources.

DLI Power Switch MCP Server

Enables AI agents to control Digital Loggers (DLI) Web Power Switches for hardware discovery, status querying, and power operations. It features a safety-first architecture with configurable access levels to protect critical infrastructure from unauthorized or accidental power loss.

Qontinui Web MCP Server

Enables AI assistants to create and manage visual automation configurations, workflows, and UI states through the Qontinui API. It supports project management, workflow execution, and configuration handling for automated web interactions.

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling users to query merge requests, review discussions, view test results and pipelines, search by branch, and respond to comments through natural language commands.

Spotify MCP Server

Enables control of Spotify playback through OAuth authentication, including play/pause, track navigation, volume control, device management, and searching/playing songs by artist or track name.

DDG MCP Server

A basic MCP server template built with FastMCP framework that provides example tools for echoing messages and retrieving server information. Serves as a starting point for building custom MCP servers with support for both stdio and HTTP transports.

Model Context Protocol (MCP) Tips and Best Practices

Uma coleção de dicas e boas práticas para trabalhar com servidores do Protocolo de Contexto de Modelo (MCP).