Discover Awesome MCP Servers

GitHub MCP Server

A Model Context Protocol server that exposes read-only GitHub tools to LLM clients, enabling browsing of open issues, pull requests, issue details, and recent repository activity via natural language.

Hokmah MCP Server

Provides AI coding agents with persistent architectural memory of codebases, enabling impact analysis, test generation, and code generation with reduced token usage.

tjariy-code-interpreter-mcp-server

An MCP server that provides secure code execution capabilities using AWS Bedrock AgentCore's CodeInterpreter, supporting Python, JavaScript, TypeScript, shell commands, and file operations.

apps-script-mcp-server

An MCP server that lets Claude read and push Google Apps Script code directly into a script project.

RAGFlow Claude MCP Server

Integrates RAGFlow's knowledge base API with Claude Desktop for document retrieval, semantic search across multiple datasets, and intelligent query refinement using DSPy.

repowise

Provides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine MCP tools, enabling deep codebase understanding and reducing exploration cost.

xiaomi-device-control

MCP server for controlling Xiaomi/Mi Home smart devices via natural language, supporting device listing, property read/write, action calls, and camera snapshots.

Drawing Guides MCP Server

Provides access to step-by-step drawing tutorials from easydrawingguides.com, enabling users to search for drawing guides, retrieve detailed tutorial content in Markdown format, and browse categories for artists of all skill levels.

GIMP MCP

Enables AI models and external applications to control GIMP remotely via the Model Context Protocol, allowing image manipulation and object querying through natural language.

vcpkg Package README MCP Server

Enables AI assistants to fetch comprehensive information about vcpkg C++ packages from the vcpkg registry, including README content, package metadata, dependencies, and search functionality with smart caching and GitHub integration.

SAS MCP Server

Enables execution of SAS code on SAS Viya compute environments with OAuth2 authentication. Allows users to run SAS programs and retrieve execution results including logs and output through the Model Context Protocol.

wechat-devtools-mcp

Wraps the WeChat DevTools CLI as an MCP service, enabling AI in editors to call WeChat CLI commands for mini-program development, testing, debugging, and automation.

mcp-server-bwt

一个模型上下文协议服务器，使像 Claude 这样的人工智能助手能够与 Bing 网站管理员工具 API 交互，允许用户通过自然语言管理网站、提交 URL 以进行索引、分析流量以及访问其他网站管理员工具。

CryptoPilot MCP

Connects Claude Desktop to crypto and brokerage portfolio data via Coinbase and SnapTrade, providing read-only tools to inspect accounts, holdings, prices, and provider health.

MailDevMcp

Provides MCP tools to manage MailDev Docker containers and inspect received emails, including listing, searching, retrieving, deleting, waiting for, and verifying email content and attachments for local development and test automation.

fr-eli-mcp

MCP server for querying French legislation and case law via the Legifrance API, enabling search and retrieval of laws, codes, and court decisions with verifiable citations.

sheets-mcp

MCP server for Google Sheets that exposes tools to read cell ranges, update values, and apply advanced batch updates (borders, colors, data validation, conditional formatting) via HTTP.

NiceGUI MCP

NiceGUI MCP is a docs-first Model Context Protocol server for local NiceGUI development, providing guidance lookup, code analysis, safe fixes, and starter pattern generation.

chatgpt-context-mcp

Imports private ChatGPT conversations into MCP clients like Codex and Claude Code. Provides tools to fetch remote conversation content and serve cached context via local stdio.

UEMCP

Enables Claude to control Unreal Engine 5 editor, spawn actors, build materials, author Blueprints, and more, with zero plugin installation.

Hermes

An AI-powered developer productivity server that enables managing emails, analyzing GitHub repositories, searching AI/ML papers, and tailoring resumes via MCP tools.

Web Research MCP Server

Enables AI agents to perform web searches via DuckDuckGo without API keys and automate browser tasks with headless Chromium. Supports multi-step research workflows that automatically search and extract content from multiple pages.

clangd-mcp-server

Provides C++ code intelligence tools for AI agents via the Model Context Protocol, enabling symbol navigation, type information, and diagnostics.

data-agent-service

Enables natural-language queries over data warehouses with catalog-grounded semantics and per-query authorization, returning answers with attached reasoning.

SYKE

AI code impact analysis MCP server that monitors file changes, maps dependency graphs, detects cascading breakage, and gates builds before damage spreads.

omapdf-mcp

Gives AI agents tools to read PDFs, list form fields, apply operations, highlight, add notes, fill fields, place signatures, list signatures, and flatten PDFs.

firecrawl-lite-mcp-server

Enables privacy-first web scraping and structured data extraction using a local headless browser and your own LLM key. Supports tools for scraping, batch scraping, data extraction with prompts or schemas, and screenshots.

Trace

An MCP server that transforms Claude into an honest CV co-pilot, mechanically verifying all claims against your actual experience through a structured truth base.

Stata Executor MCP

Enables an agent to execute Stata do scripts or inline commands locally and retrieve structured results including status, error diagnostics, and output text for consumption by the model.

MCP

MCP 服务器 (MCP fúwùqì)