Discover Awesome MCP Servers

mcp-bitbucket

Access all major Bitbucket Cloud features—repositories, pull requests, issues, branches, pipelines, deployments, and more—using a modern Rust codebase. Expose Bitbucket as Model Context Protocol (MCP) tools, ideal for bots, CI/CD, and workflow automation.

MCP Google Trends Server

Provides access to Google Trends search interest data with backtesting support, allowing retrieval of historical 30-day trend windows ending at specified cutoff dates for forecasting applications without future information leakage.

Quack MCP Server

An intelligent continuous integration server that provides automated Python code analysis, linting, and static type checking through the Model Context Protocol. It enables AI assistants to perform quality assessments and run tests using tools like pylint, mypy, and pytest.

Simple MCP Data Manager with AI

A Python-based Model Context Protocol server that integrates local AI models for managing data with features like CRUD operations, similarity search, and text analysis.

vscode-mcp-server

vscode-mcp-server

brave-search-mcp

Enables Brave Search via MCP, deployed on Railway for seamless integration with AI agents.

MCP WooCommerce Server

Enables AI assistants to interact with WooCommerce stores through 37 specialized tools for managing products, orders, customers, categories, and coupons. Includes n8n webhook integration for automated e-commerce workflows and is optimized for Docker deployment on EasyPanel.

Debug-MCP

Enables AI assistants to perform interactive Python debugging with breakpoints, step execution, and variable inspection using the Debug Adapter Protocol (DAP) through an MCP server interface.

Doktor MCP Server

Enables AI assistants to search the doktor.mx directory for over 56,000 verified doctors and medical specialists across Mexico. It provides tools for verifying professional licenses, finding specialists by symptoms or conditions, and checking medical insurance compatibility.

Gmail MCP Server

Enables AI assistants to read, search, organize, and draft emails in Gmail inboxes with support for multiple accounts, OAuth authentication, and 26 comprehensive tools for email management.

griptape-mcp

Provides AI assistants with direct access to official Griptape framework documentation and code examples through a pre-built SQLite database. It enables accurate code generation for Griptape agents, pipelines, and nodes by eliminating documentation hallucinations.

Browser Use Heroku

Enables AI agents to control and automate browser actions through an MCP server deployed on Heroku. Supports programmatic browser automation with natural language tasks across multiple LLM providers.

flyte-mcp

Provides AI assistants with accurate Flyte V2 knowledge, patterns, and plugin information to help developers write correct Flyte code. It enables tasks like learning the V2 API, finding examples, selecting plugins, and migrating V1 code to V2.

Penfield AI Memory

Persistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more.

Dummy MCP Server (Contabo + Hetzner)

A demonstration MCP server that simulates server management actions for Contabo and Hetzner using FastAPI. It provides a mock environment for testing request routing and provider-based service modules without requiring live API credentials.

Scenic MCP

A Model Context Protocol server that enables AI-driven automation and testing of Scenic Elixir applications through a TCP connection.

Hammerspace Storage Management MCP Server

Enables natural language management of Hammerspace storage clusters with automated file ingestion, tagging, tier management, and vector embedding generation. Supports real-time file monitoring, multi-format document processing, and Kubernetes-based ingestion workflows with Milvus integration.

Time-Zone

A comprehensive MCP server that provides global time zone management and time conversion functions, suitable for global business coordination, travel planning, and development and operation.

MCP Google Workspace Server

A Model Context Protocol server that enables AI agents to interact with Google Workspace services including Drive, Docs, and Sheets through natural language commands.

Midjourney MCP Server

A complete Midjourney MCP server that provides image generation features through the GPTNB API, including text-to-image generation, image transformations, advanced editing, and face swapping capabilities.

自动发文 MCP Server

The most accurate translation of "MCP自动发文服务" depends on the specific context. Here are a few options: * **MCP Automated Posting Service:** This is a direct translation and works if you're referring to a service that automatically posts content using MCP (likely a specific platform or system). * **Servicio de Publicación Automática MCP:** This is a more natural-sounding translation in Spanish, emphasizing the automated nature of the posting service. * **Servicio de Publicación Automatizada con MCP:** This option clarifies that the automation is done *with* or *through* MCP. Without more context, **Servicio de Publicación Automática MCP** is probably the best general translation.

Auto Stitch MCP

An automated MCP server for Google Stitch that enables AI-driven UI design generation, screen management, and design system extraction. It provides 19 professional tools for creating consistent web interfaces, conducting accessibility audits, and exporting design tokens.

MCP Browser YouTube Transcript

An MCP server that uses Puppeteer and headless Chrome to scrape YouTube transcripts directly from the video page UI. It provides tools for fetching plain text transcripts, timed segments with deep links, and video metadata while bypassing standard API rate limits.

WSAPI WhatsApp MCP Server

Enables AI assistants to interact with WhatsApp through the WSAPI service, supporting comprehensive messaging, contact management, group operations, and account management functionality. Allows sending various media types, managing chats, and controlling WhatsApp sessions through natural language.

MCP Playground

Patio de juegos MCP para aprender el cliente y el servidor MCP

Persistent-Code MCP Server

Crea y mantiene un grafo de conocimiento semántico del código que permite mantener el contexto entre sesiones con Claude, proporcionando capacidades de búsqueda avanzadas sin necesidad de incluir todo el código base en la ventana de contexto.

MCP-RAG

Sistema RAG que utiliza un servidor MCP.