发现优秀的 MCP 服务器

mind-mem

Persistent, auditable memory for AI agents. Hybrid BM25 + vector recall with 18 MCP tools, adaptive block metadata (A-MEM), intent-aware routing, contradiction detection, and governance workflows. Zero external dependencies. Drop-in memory for Claude Code and any MCP-compatible agent.

GitHub Support Assistant

帮助支持工程师通过搜索存储库并基于问题描述计算相似度分数，来查找相似的 GitHub 问题，从而加快故障排除速度。

Apify Model Context Protocol Server

Enables AI assistants to use Apify Actors as tools to perform specific tasks like web scraping, data extraction, and searching across various platforms through the Model Context Protocol.

Coverity Connect MCP Server

A Model Context Protocol server that enables natural language interaction with the Coverity Connect static analysis platform, allowing users to manage projects, analyze snapshots, and generate security reports through AI-powered interfaces.

MCP-server-using-python

我们正在构建一个本地 MCP 服务器，名为 mix_server，它能与 Claude 建立桌面连接，这样你就可以通过自然语言与你的工具进行交互。

Access and SQLite MCP Server

Enables AI interaction with Microsoft Access and SQLite databases to perform SQL queries, updates, and data management. It supports importing and exporting data via CSV and Excel files and includes tools for managing human-readable notes about database files.

File System MCP Server

镜子 (jìng zi)

Trello MCP Server

Enables AI assistants and automation tools to interact with Trello boards, lists, and cards through a standardized interface. Supports creating, moving, archiving cards, adding comments, managing labels, and performing batch operations across Trello workspaces.

MCP Codebase Index

Enables semantic search across your codebase using Google's Gemini embeddings and Qdrant Cloud vector storage. Supports 15+ programming languages with smart code chunking and real-time file change monitoring.

FreeCAD MCP

Enables control of FreeCAD CAD software from Claude Desktop through natural language commands. Supports creating, editing, and managing 3D objects, executing Python code, and generating screenshots of designs.

Datawrapper MCP

An MCP server that enables AI assistants to create, update, and publish Datawrapper charts through natural language. It provides tools for data synchronization, visual configuration, and retrieving chart images or editor links.

MCP AgentRun Server

Enables safe Python code execution in isolated Docker containers through the AgentRun framework. Provides automatic container lifecycle management and comprehensive error handling for secure and reproducible code execution.

RAGFlow MCP Server

Enables interaction with the RAGFlow API to manage knowledge base datasets and conduct AI-driven chat sessions. Users can list datasets, create chat assistants, and retrieve or query information from specialized knowledge bases.

City By Api Ninjas MCP Server

Provides access to the City By Api Ninjas API to retrieve detailed city information worldwide. Users can search and filter results by name, country, population range, and geographic coordinates.

mcpwall

mcpwall is a deterministic security proxy for MCP tool calls — iptables for MCP. It sits between the MCP client and server, intercepting every JSON-RPC request and enforcing YAML-defined policies.

MCP Emulator Controller

Enables control of Android emulators (MumuEmulator or ADB-connected devices) through natural language, supporting app management, screen interactions (tap/swipe), screenshots, and device information retrieval.

MCP Client Configuration Server

镜子 (jìng zi)

Godot Docs MCP

Enables AI agents to search and retrieve information from the official Godot game engine documentation. Provides tools to search documentation, get page content, and access detailed class information.

Gemini Agent MCP Server

Provides a Model Context Protocol interface to the Gemini CLI, enabling AI agents to call the Gemini model and interact with development tools like code linting, GitHub operations, and documentation generation. Includes security measures to prevent unauthorized file access through path validation.

Chuk Design System

Provides access to a universal design token system with 7 pre-built themes (colors, typography, spacing, motion) and multi-format export capabilities for Canva, Remotion, PPTX, CSS, and W3C JSON.

Share MCP - Model Context Protocol MCP Server导航站

Share MCP 是一个专注于 Model Context Protocol (MCP) 的导航站点。它提供了丰富的 MCP 相关资源、工具和服务的分类展示，帮助开发者快速找到所需的 MCP 解决方案。 (Simplified Chinese) Share MCP 是一个专注于模型上下文协议 (MCP) 的导航站点。它提供了丰富的 MCP 相关资源、工具和服务的分类展示，帮助开发者快速找到所需的 MCP 解决方案。

JetsonMCP

Connects AI assistants to NVIDIA Jetson Nano systems for edge computing management, enabling natural language control of AI workloads, hardware optimization, and system administration tasks.

Google Play Console

Manage the full Google Play Store release lifecycle directly — from uploading artifacts to managing testers, rollouts, and Android Vitals.

Claude Code Review MCP

An MCP server that provides code review functionality using OpenAI, Google, and Anthropic models, serving as a "second opinion" tool that works with any MCP client.

imessage-mcp

A read-only MCP server for macOS that enables users to search through iMessage history and analyze conversation patterns using AI-powered tools. It provides detailed statistics on messaging habits, streaks, and contact analytics while keeping all data private and local.

Pistachio MCP Server

A remote MCP server built with Node.js and TypeScript that enables tool calls and prompt templates via streamable HTTP transport. It includes example implementations for a calculator and localized greetings, featuring built-in CORS support for web-based clients.

Claude Infinite Context

Overcomes Claude Code's 200k token context limit by implementing persistent long-term memory using Redis and AI-powered state summarization. Enables seamless checkpoint and resume of project context across sessions.

JS Reverse MCP

Enables AI coding assistants to debug and analyze JavaScript code in web pages through breakpoint debugging, function hooking, network analysis, and runtime inspection of scripts including minified code.

Eye of Sauron - Discord Bot MCP

Enables AI assistants to control Discord servers with 93 tools for server management, moderation, voice TTS, AI chat via OpenRouter, and World of Warships stats lookup through the Model Context Protocol.

Gmail MCP Server

Enables interaction with Gmail through the Gmail API, allowing users to list, read, search emails, create and send drafts, and get email summaries through natural language commands with OAuth2 authentication.