Discover Awesome MCP Servers

ZepAI Memory Layer MCP Server

Auto-converts FastAPI endpoints into MCP tools for semantic search, data ingestion (text, code, conversations), and knowledge graph operations. Provides dual access through MCP protocol and direct API calls with automatic tool generation from FastAPI routes.

🔒 MCP Server Authentication Reference Collection

Com certeza. Aqui estão alguns servidores MCP de referência que demonstram como a autenticação funciona com a especificação atual do Protocolo de Contexto de Modelo: * **Servidor de referência MCP da Meta:** Este é o servidor de referência oficial mantido pela Meta. Ele inclui exemplos de como implementar a autenticação usando diferentes métodos, como chaves de API e OAuth 2.0. Você pode encontrar o código-fonte e a documentação no repositório do GitHub da Meta. * **Exemplos de servidores MCP de código aberto:** Existem vários servidores MCP de código aberto disponíveis no GitHub e em outras plataformas. Esses servidores podem fornecer exemplos adicionais de como implementar a autenticação em diferentes linguagens de programação e estruturas. Ao examinar esses servidores de referência, você pode aprender como: * Implementar diferentes métodos de autenticação * Validar credenciais de autenticação * Autorizar o acesso aos recursos do MCP * Gerenciar sessões de autenticação Além disso, você pode consultar a especificação do Protocolo de Contexto de Modelo para obter mais informações sobre os requisitos de autenticação.

BookStack MCP Server

Enables interaction with BookStack knowledge management systems through the BookStack API. Supports searching, reading, creating, and updating documentation content with secure authentication and dual transport modes for flexible deployment.

Crawl-MCP

Unofficial MCP server wrapping crawl4ai that enables extraction and analysis of content from web pages, PDFs, Office documents, YouTube videos, and more, with AI-powered summarization and Google search integration to reduce token usage while preserving key information.

MCP Debugger

Enables AI agents to perform step-through debugging of Python, JavaScript/Node.js, and Rust programs using the Debug Adapter Protocol, with support for breakpoints, variable inspection, and stack traces.

ProjectSight MCP Server

Provides access to the ProjectSight API for managing construction portfolios, projects, and records like ActionItems, RFIs, and Submittals. It features a modular architecture supporting CRUD operations, workflow state management, and OAuth2 authentication.

Crawl4AI MCP Server

High-performance server enabling AI assistants to access web scraping, crawling, and deep research capabilities through Model Context Protocol.

Bitbucket MCP Server by CData

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Bitbucket (beta): https://www.cdata.com/download/download.aspx?sku=KJZK-V&type=beta

Facebook-Ads-MCP-Server

MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.

Textra Japanese to English Translator

Translates Japanese text into English using the Textra API service, enabling LLMs with limited Japanese understanding to process Japanese instructions.

Trustwise MCP Server

Provides advanced evaluation tools for assessing AI safety, alignment, and performance of LLM outputs. Enables programmatic evaluation of quality, safety metrics like toxicity and PII detection, and operational metrics including carbon footprint and cost estimation.

MCP Power - Knowledge Search Server

Enables semantic search across multiple knowledge datasets using FAISS vector embeddings, allowing natural language queries to find relevant documents with fast retrieval.

mcp-scaffold

*Em Desenvolvimento* Estrutura para testar e desenvolver com o Cliente e Servidor MCP

mcp-imdb

Enables access to IMDB movie and entertainment data through the Model Context Protocol. Note: The README describes a notes system but the project name suggests IMDB functionality.

Home Controller

A unified smart home automation system that enables control and monitoring of Miele appliances, LG ThinQ devices, HUUM saunas, and Phyn water monitors through Claude using the Model Context Protocol.

Currents

Currents

MCP Git/PR Assist

Enables Git and GitHub pull request operations through Claude AI, including repository management, branch operations, commits, and PR creation/commenting. Streamlines development workflows by providing Git commands and GitHub API integration through natural language interactions.

Agent MCP Weather Template

A template MCP server that provides weather forecasting functionality by fetching current and hourly temperature data from the Open Meteo API for any given latitude and longitude coordinates.

Cancellation Analyzer MCP Server

A Model Context Protocol server that analyzes customer cancellation survey data, enabling Claude AI integration through HTTP/SSE transport.

LAML MCP Server

Enables loading and accessing LAML (YAML-based markup language) documents from the filesystem through the Model Context Protocol.

smart-search

Smart Search MCP is an intelligent search toolkit focused on the technology field, providing 14 enhanced search tools covering mainstream international and domestic technology platforms. It has functions such as intelligent URL generation, input verification, and advanced search techniques, making i

claude-bridge-server

An MCP server that enables collaboration between Claude Code and Z.ai's GLM models — use Claude Opus for planning while GLM handles implementation.

Coda MCP Server

A Model Context Protocol server that enables AI assistants to interact with Coda documents, allowing operations like listing, creating, reading, updating, and duplicating pages.

Xcode Index MCP

Gives Goose/Cursor access to your iOS/macOS project index through the Model Control Protocol (MCP) and IndexStoreDB. This provides exhaustive lists of function call sites to help your agent with refactoring and code navigation.

GitLab Forum MCP

Enables searching, reading, and analyzing discussions on GitLab's community forum for troubleshooting CI/CD issues and GitLab features. Pre-configured with GitLab-specific search filters and optimized workflows for support scenarios.

Carla MCP Server

Enables complete control over the Carla audio plugin host through natural language, providing 45 tools across session management, plugin control, audio routing, parameter automation, and real-time analysis for professional audio production workflows.

ClipToWSL MCP Server

Enables AI coding agents like Claude to read Windows clipboard contents (text and images) from within WSL environments, providing seamless cross-platform clipboard access through the Model Context Protocol.

PostgreSQL MCP

Provides AI-driven PostgreSQL database management with secure OAuth 2.1 authentication, enabling users to administer, monitor, and query databases with support for extensions like pgvector, PostGIS, and pg_cron.

Ant Design MCP Server

Fetches and structures Ant Design v4 component documentation into JSON format, enabling AI agents to search, analyze, and retrieve component metadata, APIs, and examples.