Discover Awesome MCP Servers

Featureflow MCP Server

Enables AI assistants to manage Featureflow feature flags, including creating and updating features, controlling feature states across environments, and managing projects, environments, and targeting rules through natural language.

CUA MCP Server

Enables autonomous desktop automation by delegating tasks to vision-based agents operating within cloud-based virtual machine sandboxes. It allows users to manage VMs, execute complex computer tasks, and receive text-based screen summaries across Linux, Windows, and macOS environments.

RAGFlow MCP Server

Provides a comprehensive Model Context Protocol interface for RAGFlow, enabling AI models to perform semantic retrieval, manage datasets, and handle document chunks. It supports advanced features like GraphRAG and RAPTOR for sophisticated knowledge base management and natural language querying.

TokenScope

A Model Context Protocol server that enables token-aware directory exploration and file analysis for LLMs, helping them understand codebases through intelligent scanning and reporting.

FastMCP Tools Calculator

A demonstration MCP server that provides calculator functionality through both stdio and FastAPI implementations. Enables users to perform mathematical calculations via MCP tools using the FastMCP framework.

Plaud MCP Server

Enables AI assistants to access Plaud Note recordings, providing direct access to speaker-diarized transcripts and AI-generated meeting summaries. Users can search, list, and retrieve recording details directly within MCP-compatible clients like Claude and Cursor.

Android Mobile MCP

Enables AI agents to interact with Android devices through UI manipulation, screen capture, touch gestures, text input, and app management via ADB. Provides comprehensive mobile automation capabilities including element detection, navigation, and application control for Android device testing and interaction.

Gaffer MCP Server

Connects AI coding assistants to Gaffer test history and coverage data to analyze project health, debug failures, and identify untested code areas. It enables tools to track test stability, cluster failures by root cause, and monitor code coverage trends across projects.

MCP Server Unified Deployment

Dự án mã nguồn mở triển khai hợp nhất máy chủ MCP

ens-mcp

About An MCP server that resolves, analyzes, and contextualizes ENS domain activity.

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.

MCP Ping Server

Provides a ping tool to check connectivity and measure latency to any hostname or IP address across platforms.

wet-mcp

Web search (embedded SearXNG), content extraction, and library docs indexing with hybrid search. No API keys required.

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MCP Search Server

A unified Model Context Protocol server that integrates multiple search providers including Brave, Tavily, Exa, Semantic Scholar, and arXiv. It enables users to perform web, news, and image searches alongside academic research and citation analysis through a single interface.

Tokyo WBGT MCP Server

Provides access to Tokyo's WBGT (Wet Bulb Globe Temperature) heat index forecast and real-time data from multiple observation points using Japan's Ministry of the Environment official data for heat stroke prevention.

xmcp Application

A template/starter project for building MCP servers with structured directories for tools, prompts, and resources that are automatically discovered and registered.

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.

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

Chắc chắn rồi, đây là bản dịch: 🔒 Tham khảo các máy chủ MCP mẫu minh họa cách xác thực hoạt động với đặc tả Giao thức Ngữ cảnh Mô hình hiện tại.

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.

GNS3 Network Simulator MCP Server

Enables AI-powered network engineering by providing natural language control over GNS3 network simulations. Supports creating projects, building network topologies, managing devices, controlling simulations, and analyzing network traffic through conversational AI interactions.

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.