Discover Awesome MCP Servers

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.

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.

Playwright MCP

Enables AI assistants to interact with web browsers in real-time through Playwright, providing DOM access, screenshots, and interaction recording to generate accurate, context-aware test scripts.

MCP Server Kubernetes

Enables comprehensive Kubernetes cluster management through kubectl operations, Helm chart deployments, pod troubleshooting, and node management. Supports both read-only and full cluster administration capabilities with built-in safety features.

YouTube Transcript MCP Server

Enables users to extract, search, and analyze YouTube video transcripts directly within MCP-compatible clients. It supports advanced features like time-chunked summaries, keyword searching with surrounding context, and batch processing for multiple videos.

PostgreSQL MCP Server

Enables AI assistants to query and manage local PostgreSQL databases through SQL execution and schema exploration tools. It supports both read-only queries and write operations including table creation and data modification via natural language.

Polymarket MCP Server

Enables access to Polymarket's prediction markets for analyzing market probabilities, trading activity, and event outcomes across politics, sports, crypto, and other categories through natural language queries.

Notion MCP Server V2

A comprehensive Model Context Protocol (MCP) server for Notion integration with enhanced functionality, robust error handling, production-ready features, and bulletproof validation.

Make MCP Server

将你的 Make 场景转化为 AI 助手的可调用工具。利用你现有的自动化工作流程，同时使 AI 系统能够无缝地触发和与之交互。

MCP Database Server

Provides Claude with direct access to databases including SQLite, SQL Server, PostgreSQL, and MySQL, enabling execution of SQL queries and table management through natural language.

Famxplor Family Travel Activities

Famxplor Family Travel Activities

Timesheet Assistant MCP

Generates timesheets from activity data and automates submission to PSI Project Server (SharePoint-based systems) using browser automation. Works with Activity Collector MCP to fetch data from GitLab, GitHub, and Calendar services.

MCP SSH Session

Enables AI agents to establish and manage persistent SSH connections to remote hosts for executing commands. Supports SSH config files, multi-host management, and automatic reconnection with thread-safe concurrent operations.

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.

Stacks Clarity MCP Server

Enables comprehensive Stacks blockchain development with 30+ specialized tools for Clarity smart contracts, SIP compliance, security analysis, and performance optimization. Provides complete access to SIP standards, token development templates, security-first patterns with mandatory post-conditions, and full-stack dApp development guidance.

Hedera Testnet Mirror Node MCP Server

A server that interfaces with the Hedera Testnet Mirror Node API, converting its OpenAPI-defined endpoints into MCP-compatible tools that can be accessed over Server-Sent Events (SSE).

Image Processing MCP Server

A comprehensive Model Context Protocol (MCP) server that provides 39 professional image processing tools including basic operations, geometric transformations, color adjustments, filter effects, and advanced batch processing capabilities.

MCP Forensic Toolkit

A secure, AI-ready local server that provides digital forensics tools for analyzing logs, verifying file integrity, and generating audit-grade reports.

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YAPI MCP Server

Enables AI assistants to manage YAPI API documentation by providing tools to create, update, and retrieve interface details. It also supports running automated tests and managing API data across multiple configured projects.

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

🔒 参考 MCP 服务器，演示如何使用当前模型上下文协议规范进行身份验证。

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