Discover Awesome MCP Servers

GitLab MCP Server

Connects AI assistants to GitLab, enabling natural language queries to view merge requests, review discussions, test reports, pipeline status, and respond to comments directly from chat.

College Football MCP

Provides real-time college football game scores, betting odds, player statistics, and team performance data through integration with The Odds API and CollegeFootballData API.

YNAB MCP Server

Enables interaction with You Need A Budget (YNAB) through their API, allowing users to manage budgets, accounts, categories, transactions, payees, and scheduled transactions through natural language.

Modular MCP Server & Client

A modular and extensible tool server built on FastMCP that supports multiple tools organized across files and communicates via MCP protocol.

MalwareAnalyzerMCP

A specialized MCP server for Claude Desktop that allows executing terminal commands for malware analysis with support for common analysis tools like file, strings, hexdump, objdump, and xxd.

KNMI MCP Server

Provides access to Dutch weather data (current conditions, forecasts, alerts, and historical data) via the KNMI API, with automatic location name resolution for Dutch cities.

chuk-mcp-geocoder

An MCP server providing geocoding and place discovery services via Nominatim and OpenStreetMap. It enables users to perform forward and reverse geocoding, extract bounding boxes, and find nearby places or administrative hierarchies.

MCP Dungeon Game

An idle dungeon crawler game playable through conversation, featuring equipment collection, time-based dungeon exploration, auto-battles, random events, and encrypted local save data.

LangChain MCP

A Multi-Server Control Plane system that enables natural language querying of job listings and employee feedback data through two specialized servers built with LangChain.

MCP Refactoring

Enables LLMs to apply Martin Fowler's 71+ refactoring patterns to codebases through a pluggable, language-agnostic architecture. Supports previewing and applying refactorings, analyzing code smells, and inspecting code structure with safe-by-default operations.

MiniMax MCP

Enables interaction with MiniMax AI APIs for text-to-speech, voice cloning, video generation, image generation, and music creation through MCP clients like Claude Desktop and Cursor.

📚 PDF Reader MCP

Un servidor MCP construido con Node.js/TypeScript que permite a agentes de IA leer de forma segura archivos PDF (locales o URL) y extraer texto, metadatos o el número de páginas. Utiliza pdf-parse.

Berlin Transport MCP Server

Provides access to Berlin's public transport data through the VBB API, enabling users to search stops, get departures, and plan journeys across Berlin-Brandenburg.

Google Ads MCP Server (Fork with Write Tools)

Enables AI assistants to manage Google Ads accounts by providing tools for querying account data and performing write operations such as updating campaign budgets, statuses, and bidding strategies.

AXE Fleet MCP Server

Exposes over 19,000 Apify Actors as MCP tools for web scraping, data extraction, and OSINT automation. It enables AI agents to dynamically discover and execute scrapers to collect structured data and crawl web content.

MCP Scheduler

A robust task scheduler server built with Model Context Protocol for scheduling and managing various types of automated tasks including shell commands, API calls, AI tasks, and reminders.

Xiaohongshu MCP Server

Enables automated interaction with Xiaohongshu (Little Red Book) social media platform through browser automation. Supports login management, status checking, and publishing text content with images to Xiaohongshu accounts.

Amadeus MCP Server

Un servidor de Protocolo de Contexto de Modelo que se conecta a la API de Amadeus, permitiendo a los asistentes de IA buscar vuelos, analizar precios, encontrar las mejores ofertas de viaje y planificar viajes a varias ciudades.

Jira-GitLab MCP Server

Integrates Jira and GitLab to enable AI agents to seamlessly manage issues, create branches, and automate SRE workflows from issue detection to fix deployment. Features AI-powered analysis for intelligent code generation and comprehensive automation across both platforms.

Md2svg-mcp

Converts Markdown text into customizable SVG images, supporting elements like headings, lists, and tables. It enables MCP clients to visualize Markdown content in a scalable vector graphic format with custom dimensions and padding.

MCP Software Engineer

Enables Claude to function as a full-stack software engineer with comprehensive development capabilities including project creation, database management, frontend/backend development, testing, deployment, and DevOps operations across multiple frameworks and technologies.

Ambiance MCP Server

Provides intelligent code context and analysis through semantic compression, AST parsing, and multi-language support. Offers 60-80% token reduction while enabling AI assistants to understand codebases through local analysis, OpenAI-enhanced insights, and GitHub repository integration.

estat-mcp

MCP server for Japan's e-Stat (Government Statistics Portal). Search statistical datasets, retrieve data tables, and access metadata from official Japanese government statistics.

bazi

Bazi MCP is an AI based Bazi calculator that provides accurate Bazi chart data for personality analysis and destiny prediction.

MCP UI Glue Code Generator

Automates frontend integration by mapping messy API JSON responses to Vue or React Design System components, generating Zod schemas for type-safe data transformation with live UI previews in chat.

MCP Tools

Provides context management and todo persistence with AI second opinions from ChatGPT and Claude. Enables saving code snippets, conversations, and todos across sessions with full-text search capabilities.

figma-mcp-flutter-test

Here are a few options for translating "Figma MCP Server を使用して Figma デザインを Flutter で再現する実験プロジェクト" depending on the nuance you want to convey: **Option 1 (Most Literal):** * **Spanish:** Proyecto experimental para reproducir diseños de Figma en Flutter usando el servidor Figma MCP. **Option 2 (Slightly More Natural):** * **Spanish:** Proyecto experimental para recrear diseños de Figma en Flutter con el servidor Figma MCP. **Option 3 (Emphasizing the "Experiment"):** * **Spanish:** Proyecto experimental que explora la recreación de diseños de Figma en Flutter utilizando el servidor Figma MCP. **Explanation of Choices:** * **"Proyecto experimental"**: This is the standard translation for "experimental project." * **"reproducir" / "recrear"**: Both "reproducir" and "recrear" can work for "reproduce." "Recrear" might be slightly better as it implies a more creative process. * **"usando" / "con" / "utilizando"**: All three translate to "using" or "with." "Utilizando" is more formal. "Con" is often the most natural choice. * **"el servidor Figma MCP"**: This part is kept as is, assuming "Figma MCP Server" is a specific, known entity. I recommend **Option 2: "Proyecto experimental para recrear diseños de Figma en Flutter con el servidor Figma MCP."** as it sounds the most natural in Spanish.

agent-safety-mcp

Unified MCP safety server that detects prompt injection (75 patterns), scans LLM outputs for leaked secrets/PII, enforces API cost budgets, and creates signed audit trails. Zero ML dependencies, pure Python.

Furikake

A local CLI & API for MCP management that allows users to download, install, manage, and interact with MCPs from GitHub, featuring process state management, port allocation, and HTTP API routes.