发现优秀的 MCP 服务器

Neo4j YASS MCP

Production-ready MCP server for Neo4j graph databases, enabling natural language to Cypher query translation with enterprise security and async performance.

CompText MCP Server

Provides an interface to the CompText DSL Codex stored in Notion, enabling users to search, retrieve, and manage programming and documentation modules. It supports native MCP for Claude Desktop and includes a FastAPI wrapper for universal REST access.

Desktop Commander

运行和管理长时间运行的进程 - 安装、抓取、编码视频、编译 搜索、读取和编辑文件 - 包括差异编辑以提高速度和精度

Clickzetta MCP Server

一个模型上下文协议服务器，它支持与 Clickzetta 数据库进行交互，允许用户运行 SQL 查询、管理表，并维护一个动态更新的数据洞察备忘录。

Model Runner

Provides a unified MCP interface for running completions, embeddings, image generation, and classification across OpenAI, Anthropic, Groq, and Mistral. Eliminates provider-specific boilerplate by standardizing API calls for text generation, vector embeddings, and classification tasks.

Gaggiuino MCP Server

A lightweight server that enables AI clients to access and analyze real-time data from Gaggiuino espresso machine controllers through a simple HTTP API.

RollDev MCP Server

An MCP server for RollDev and Magento 2 development environments that enables LLMs to manage project environments, execute SQL queries, and run PHP or Magento CLI commands. It supports automated project initialization, Composer integration, and system service control directly through natural language.

Google Classroom MCP Server

一个 MCP 服务器，使 AI 助手能够访问和交互 Google Classroom 数据，允许用户通过自然语言命令查看课程、课程详情和作业。

HRMS MCP Server

A template MCP server built with mcp-framework that provides a foundation for building custom tools. Currently includes example tool implementations that can be extended for HR management system integrations.

mcp-server-markdown

MCP server for markdown files — search, extract sections, list headings, find code blocks across docs.

MCP Server

MCP (Managed Communication Protocol) 服务器的开发仓库

MCP X++ Server

Enables D365 F\&O development including object creation, modification, deletion, and analysis through the MCP standard.

Amazon Ads MCP

Facilitate the management and automation of Amazon Sponsored Ads

Shared MCP Gateway

Aggregates multiple shared MCP servers into a single HTTP gateway, providing a unified, observable, and reusable MCP access layer for multiple AI clients like Codex, OpenCode, and OpenClaw. It centralizes configuration management, logging, health checks, and circuit breaking to simplify multi-client MCP deployments.

Spotify MCP Server

A Model Context Protocol server that enables AI assistants like Claude Desktop to interact with Spotify's music streaming service, supporting playback control, playlist management, music search, and user profile access.

MSSQL MCP Server

Provides read-only access to Microsoft SQL Server databases using Windows Authentication, enabling AI assistants to safely explore schemas and query data with built-in security controls.

AU-BizIntel MCP Server

Gives any MCP-compatible AI agent instant access to the Australian Business Register (ABR) — plus AI-powered business intelligence. Search 8M+ registered Australian entities by name or ABN, get full profiles, check GST status, and get an AI-generated opportunity assessment for any business.

Employee Management MCP Server

Enables interaction with employee management systems through a standardized MCP interface. Supports comprehensive employee operations including CRUD operations, search, filtering by level/status, and data synchronization.

MCP PDF Reader Server

Enables comprehensive PDF processing including text extraction, image extraction, and OCR capabilities for reading text within images across multiple languages.

nteract/semiotic

MCP for Semiotic, a streaming/static data visualization library

WebSearch

构建为一个模型上下文协议（MCP）服务器，该服务器使用 Firecrawl API 提供高级网络搜索、内容提取、网络爬行和抓取功能。

proxypin-mcp

Enables AI to analyze real-time HTTP(S) traffic captured by ProxyPin, with tools to browse, search, and inspect requests and responses, as well as access saved history sessions.

musicbrainz-mcp

An MCP server that provides live access to MusicBrainz metadata and Cover Art Archive images, with optional OAuth-based submission of tags, ratings, and collection edits.

MCP Swagger Server

Automatically converts REST APIs with Swagger/OpenAPI documentation into MCP tools, making any documented API accessible to MCP-compatible clients. Supports authentication, SSL handling, and flexible configuration for seamless API integration.

MCP Security Analyst

一个 MCP (模型上下文协议) 服务器，用于进行代码安全审查

Charles MCP Server

Integrates Charles Proxy with MCP clients to provide real-time and historical network traffic capture and structured analysis. It features a summary-first approach that filters noise and desensitizes data for efficient, low-token agent debugging and monitoring.

Product MCP Telegram Bot

This MCP server enables product management and mathematical calculations through a Telegram bot interface. It allows users to view, search, and add products to a database using natural language commands.

Remote MCP Server Authless

A tool that deploys an authentication-free Model Context Protocol server on Cloudflare Workers, allowing you to create and access custom AI tools from the Cloudflare AI Playground or Claude Desktop.

GoPlus Security MCP Server

Enables blockchain security analysis using GoPlus Security API, providing rug pull detection, phishing site detection, NFT security analysis, and token security assessment across 14+ blockchain networks. Supports comprehensive security analysis for addresses, tokens, and smart contracts through natural language queries.

Keyway MCP Server

A GitHub-native secrets manager that allows AI assistants to securely manage, generate, and validate credentials without exposing sensitive values in conversation history. It supports secret scanning, environment diffing, and secure command execution by injecting masked variables directly into the runtime environment.