Discover Awesome MCP Servers

code-analyze-mcp

Standalone MCP server for code structure analysis using tree-sitter. Directory trees, symbol definitions, and call graphs without reading raw source files. Supports Rust, Python, Go, Java, TypeScript, Fortran, JavaScript, C/C++, and C#. Benchmarked up to 68% fewer tokens vs native tools.

Google Analytics MCP Server

Official Google Analytics MCP Server

WaterCrawl MCP

Provides AI systems with web crawling, scraping, and search capabilities through WaterCrawl's API, enabling content extraction, site mapping, and web search with customizable options.

MCP Shell Server

A secure MCP server for shell operations, terminal management, and process control, enabling AI assistants to safely execute commands and manage interactive sessions.

spec-builder-mcp

An MCP server that helps AI assistants plan and document software features using a structured Software Design Document (SDD) approach, storing documents locally under .docs/features/.

Prometheus-MCP

Prometheus-MCP is an AI Creative Director MCP server that enhances creative output from models like Claude and GPT to expert-level quality through iterative improvement loops.

Google Calendar MCP Server

Integrates Google Calendar with AI assistants via MCP, enabling calendar listing and event CRUD operations.

External Reconnaissance MCP Server

Máy chủ MCP trinh sát bên ngoài cho các hoạt động tấn công bảo mật.

coreason_multi_agent_debate

Dynamic multi-agent debate MCP server for structured argumentation and reasoning among AI agents.

PDF RAG MCP Server

A document knowledge base system that enables users to upload PDFs and query them semantically through a web interface or via the Model Context Protocol, allowing integration with AI tools like Cursor.

Forest Fire Visualization MCP Server

Một máy chủ MCP dựa trên Python thu thập, phân tích và trực quan hóa dữ liệu về sự xuất hiện của cháy rừng trên bản đồ, cho phép người dùng truy cập thông tin cháy rừng theo khu vực, phân tích rủi ro và trực quan hóa bản đồ.

sonarqube-mcp

MCP server that exposes SonarQube data as AI agent tools, enabling project discovery, quality gates, measures, issues, hotspots, rule explanations, source code, and raw API access.

Legal Info MCP Server

A modular MCP server providing structured, methodology-driven prompt endpoints for rapid legal/compliance landscape mapping, gap discovery, and risk prioritization across privacy, IP, AI governance, security, consumer, and disclosure domains, with argument-based adaptability to any product context.

Xmind Generator MCP Server (Unofficial)

A Model Context Protocol (MCP) server for generating Xmind mind maps.

chrome-devtools-mcp-fork

Enables debugging of web applications by connecting Claude to Chrome's developer tools through MCP, allowing network monitoring, console inspection, and performance analysis via natural language.

seedflip-mcp

Give your AI coding agent design taste. 104 curated design seeds with colors, fonts, spacing, and shadows. Query by vibe, brand, or style.

GC-MCP

Enables AI assistants to access and query Garmin Connect health and fitness data, including sleep, HRV, training load, and activities, with an optional coaching plugin for personalized training plans.

vanam-erp-mcp

MCP server for querying inventory items and stock levels via internal API, enabling AI chatbots to look up product codes and current quantities.

MCP-Scan: An MCP Security Scanner

A security scanning tool for MCP servers

Modal MCP Stock Analysis Server

Provides real-time stock analysis tools including price lookup, comprehensive investment scoring, and company-to-ticker conversion through a MCP interface.

SSH MCP Server

A local Model Context Protocol server that allows LLMs to securely execute shell commands on remote Linux and Windows systems via SSH connections.

S3 MCP Server

Enables interaction with AWS S3 through MCP, supporting bucket and object management, lifecycle configurations, tagging, policies, CORS settings, presigned URLs, and file uploads/downloads.

whatsapp-mcp-skill

Enables Claude Code to interact with WhatsApp, allowing reading messages, sending messages, and daily summaries using a local WhatsApp Web session.

v0-mcp

Enables the generation and iterative refinement of React UI components from natural language descriptions or design images using Vercel's v0 API. It provides tools for design-to-code workflows and chat-based component development within Claude, Cursor, and other MCP environments.

スマレジMCPサーバー

Enables LLMs to generate code for interacting with the Smaregi platform API by providing API usage documentation, but does not call the actual API.

Google Docs + Gmail MCP Server

A lightweight MCP server that integrates with Google Docs and Gmail, allowing AI workflows to append to Google Docs and create Gmail drafts with human approval.

Workboard MCP

Enables interaction with Workboard through MCP tools, with OAuth authentication, token management, and support for all 63 documented Workboard API operations.

claude-imagine

An MCP server that enables Claude Code to generate context-aware images using local GPU-powered diffusion models, either automatically during coding or on-demand via slash commands.

symbolic_math_mcp

A standalone FastMCP server that validates symbolic math proof files in YAML format using the symbolic-math-verify library.