Discover Awesome MCP Servers

Prompt Auto-Optimizer MCP

An MCP server that automatically optimizes AI prompts using evolutionary algorithms, helping improve prompt performance, creativity, and reliability through iterative testing and refinement.

random-web3-mcp

RandomWeb3MCP é um serviço de geração de elementos aleatórios baseado no hash de blocos EVM. O serviço fornece várias ferramentas de geração de elementos aleatórios que podem ser usadas em jogos, finanças, testes e outros campos.

WeMo MCP Server

Enables natural language control of WeMo smart home devices for power, brightness, and device management through AI assistants. It features a high-reliability multi-phase discovery process to scan, monitor, and configure devices across a local network.

GraphQL MCP Server

A Model Context Protocol server for executing GraphQL queries, allowing AI models to interact with GraphQL APIs through introspection and query execution.

Cloudflare AutoRAG MCP Server

Provides search capabilities for Cloudflare AutoRAG instances, enabling AI assistants like Claude to directly search and query knowledge bases using three distinct search methods: basic search, rewrite search, and AI search.

MCPServe

Um servidor MCP simples com capacidades de execução de shell que pode ser executado localmente com tunelamento Ngrok ou hospedado em um contêiner Docker Ubuntu 24.

PlayFab MCP Server

Espelho de

Advanced MCP Server

Provides AI coding agents with a secure, sandboxed environment for executing coding tasks including file operations, command execution, and testing. Features session management, policy enforcement, and Docker-based sandboxing for safe code execution and development workflows.

Modular RAG MCP Server

A pluggable and observable Retrieval-Augmented Generation framework that exposes hybrid search and document management tools via the Model Context Protocol. It features a complete ingestion pipeline with multi-modal support, automated evaluation using Ragas, and a Streamlit dashboard for real-time tracking.

MCP NVD Server

A Model Context Protocol server that retrieves CVE information from the National Vulnerability Database, allowing AI models to access up-to-date vulnerability data.

MCP Goodnews

Um servidor de Protocolo de Contexto de Modelo que busca e classifica artigos de notícias positivas da NewsAPI usando a análise de sentimento do Cohere LLM, permitindo que os usuários acessem notícias edificantes por meio de interfaces como o Claude Desktop.

Notion MCP Server

An MCP server that enables natural language interaction with the Notion API, allowing users to search, comment, create pages, and access content within their Notion workspace.

Python Memory MCP Server

A Python-based server providing persistent memory management for AI models with SQLite and Markdown dual backend storage. It features full-text search, RAG-enhanced querying, and cross-project knowledge sharing for integration with Claude, Cursor, and Rovo Dev.

nebulablock-mcp-server

This server integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools, enabling seamless and efficient interaction within any MCP-compatible environment.

SQL Query Optimizer

Analyzes SQL queries for performance issues, provides optimization suggestions with automated rewriting, and recommends indexes across multiple database dialects (PostgreSQL, MySQL, Oracle, SQL Server).

bamboohr-mcp

Enables natural language interaction with BambooHR to manage employee records, time off, hiring, and benefits. It provides 74 tools and pre-built workflows to automate HR operations like onboarding, reporting, and performance tracking.

Extract-Antv-Topic

A model context protocol server designed for AI development and QA, providing AntV document context and code examples.

MCP Component Review

Analyzes React component changes by performing structural analysis and generating visual diffs to identify pixel-level differences. It integrates with Figma to validate implementation compliance against design specifications and automates component reviews across git branches.

robotstxt-ai-mcp

Analyze and generate robots.txt files with AI crawler awareness. Fetch any site's robots.txt, detect which AI bots (GPTBot, ClaudeBot, PerplexityBot, Google-Extended) are blocked or allowed, and generate optimized robots.txt with toggle controls for 20+ AI crawlers.

BigContext MCP

Enables working with large documents of any size by intelligently segmenting them and using TF-IDF search to retrieve only relevant fragments, preventing context window saturation. Provides 31 domain-agnostic tools for document ingestion, semantic analysis, epistemological validation, and extraction verification across formats like PDF, EPUB, and HTML.

YouTube Transcript Server

Um servidor de Protocolo de Contexto de Modelo que permite a recuperação de transcrições de vídeos do YouTube com suporte a idiomas específicos.

pg-mcp

PG-MCP é uma implementação de servidor HTTP que permite que sistemas de IA interajam com bancos de dados PostgreSQL via MCP, fornecendo ferramentas para consultar, conectar-se a múltiplos bancos de dados e explorar recursos de esquema. O sistema enriquece o contexto extraindo a descrição de tabelas/colunas dos catálogos de bancos de dados.

VAP Media · Unified MCP Server for AI Agents (Flux · Veo · Suno)

Execution control layer for AI agents - Reserve, execute, burn/refund pattern for media generation

OpenRouter Agents MCP Server

Um servidor de Protocolo de Contexto de Modelo que permite que LLMs conversacionais deleguem tarefas de pesquisa complexas a agentes de IA especializados, alimentados por vários modelos OpenRouter, coordenados por um orquestrador Claude.

RuneScape Wiki MCP Server

Enables access to RuneScape 3 data including real-time Grand Exchange prices, item information, historical price trends, and player statistics. Supports multiple game modes and provides comprehensive RuneScape Wiki API integration through natural language.

MCP Memory Server

A persistent local vector memory server that allows users to store and search project-specific context using LanceDB and local embeddings. It enables MCP-compliant editors to maintain long-term memory across different projects without requiring external API keys.

Git Commit Video Walkthrough Generator

Generates narrated video walkthroughs of git commits, staged/unstaged changes, or entire codebases with AI-powered analysis, syntax-highlighted code visualization, and text-to-speech narration.

MCP-RAG

O Servidor MCP-RAG é uma implementação do Protocolo de Contexto de Modelo (MCP) projetado para aprimorar assistentes de IA, fornecendo-lhes acesso em tempo real à documentação relevante por meio de pesquisa vetorial semântica. Ele permite que os modelos de IA recuperem e processem documentação, permitindo respostas contextuais baseadas em informações atualizadas.

Twilio SMS Server

Enables AI assistants to send SMS messages via Twilio through the Model Context Protocol or a standalone REST API. It supports standard messaging, automated greetings, and creative content generation using natural language.

Zhihu MCP Server

A simple HTTP API server that allows users to publish articles, create answers, manage columns, and upload images on Zhihu (a Chinese Q&A platform) through straightforward REST API endpoints.