Discover Awesome MCP Servers

Ollama MCP Database Assistant

一个交互式聊天界面，它结合了 Ollama 的 LLM 功能，并通过模型上下文协议 (MCP) 访问 PostgreSQL 数据库。您可以用自然语言提问关于您数据的问题，并获得由真实 SQL 查询支持的 AI 驱动的回复。

AEM MCP Server

A comprehensive Model Context Protocol server for Adobe Experience Manager that provides 35+ REST/JSON-RPC API methods for complete content, component, asset, and template management. Enables AI-powered AEM automation through natural language interfaces with support for page operations, component CRUD, asset management, and publishing workflows.

Synesthetic MCP

Enables validation, diff generation, and backend population for Synesthetic assets using schema-compliant resources and tools. Serves as an MCP adapter that enforces schema compliance and integrates with the Synesthetic asset generation pipeline.

Metabase MCP Server

一个模型控制协议服务器，使 AI 助手能够与 Metabase 数据库交互，允许模型探索数据库模式、检索元数据、可视化关系以及执行操作。

mcp-rae

Model Context Protocol (MCP) server for the Royal Spanish Academy (RAE) API. It allows language models to interact with RAE's dictionary and linguistic resources.

Crawl4AI+SearXNG MCP Server

Provides AI agents with complete web search, crawling, and RAG capabilities through a Docker-based solution combining Model Context Protocol, Crawl4AI, SearXNG, and Supabase.

QuickBooks Time 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 QuickBooks Time (beta): https://www.cdata.com/download/download.aspx?sku=HCZK-V&type=beta

HR MCP Server

一个模型上下文协议服务器，使 Claude Desktop 能够访问结构化的员工数据并执行包括员工查找、搜索和全局请假申请在内的人力资源操作。

WebScraping.AI MCP Server

一个模型上下文协议 (MCP) 服务器实现，集成了 WebScraping.AI 以提供网页数据提取功能。

Grep MCP Server

Provides powerful text search capabilities using the grep command-line utility, allowing users to search files and directories using both natural language descriptions and regex patterns.

Talk to Figma MCP

An MCP server integration that enables Cursor AI to communicate with Figma, allowing users to read designs and modify them programmatically through natural language commands.

Prompt Optimizer MCP Server

An AI server that provides intelligent prompt optimization capabilities, enhancing prompts for clarity, specificity, structure, and other attributes to improve AI interactions.

Home Assistant Integration

一个模型上下文协议（MCP）集成，它允许 AI 助手通过自然语言命令来控制 Home Assistant 设备，具体实现方式是通过搜索实体并控制设备。 Or, a slightly more formal translation: 一种模型上下文协议（MCP）集成方案，该方案允许人工智能助手通过自然语言指令控制 Home Assistant 设备。其实现方式为：通过搜索实体，并以此为基础控制设备。

MakeSync MCP Server

一个为 Make.com 设计的先进的模型上下文协议服务器，它通过与模块无关的实现方式，实现自动化场景的智能修补和管理。

Enhanced Outlook MCP Server

通过 Graph API 将 Claude 连接到 Microsoft Outlook，提供全面的电子邮件、日历、文件夹管理和规则创建功能。

Claude-Modeling-Labs MCP Server

A comprehensive toolkit that enables automated interaction with Cisco Modeling Labs (CML) for creating network topologies, configuring devices, and managing lab environments.

Radicle + GitHub MCP Server

A Model Context Protocol server that provides tools for interacting with both Radicle (peer-to-peer code collaboration) and GitHub through a unified interface, enabling repository management, synchronization, and collaboration features across both platforms.

Rememberizer MCP Server for Common Knowledge

Enables accessing and managing personal/team internal knowledge repository with tools for semantic search, smart search, document listing, and saving information for future recall.

BCI-MCP Server

一个将脑机接口技术与模型上下文协议集成的框架，旨在实现实时神经信号处理和人工智能驱动的交互，应用于医疗保健、辅助功能和研究领域。

TwilioManager MCP

一个服务器，通过模型上下文协议将 Claude AI 连接到 Twilio，从而实现对 Twilio 账户、电话号码和法规遵从性的提示辅助管理。

Playwright MCP Docker Environment

这个项目提供了一个 Docker Compose 环境来运行 '@playwright/mcp' 服务器。

WebSurfer MCP

A Model Context Protocol server that enables AI assistants to securely fetch and extract readable text content from web pages through a standardized interface.

iOS Automation MCP Server

A Model Context Protocol server that enables AI assistants to interact with iOS simulators, perform accessibility testing, manage apps, and automate complex iOS workflows.

HireBase MCP Server

提供与 HireBase Job API 交互的工具，使用户能够通过自然语言使用各种条件搜索职位，并检索详细的职位信息。

MCP-Transcribe

This service provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file.

Yahoo Finance MCP for LLaMA 3.2 3B

将 Yahoo Finance API 与 LLaMA 3.2 3B 集成，使用户能够检索实时股票价格、公司信息、历史数据和市场新闻，同时保持模型原有的功能。

Google Drive MCP Server

这个 MCP 服务器集成了 Google Drive，可以列出、读取和搜索文件，并且能够读取和写入 Google Sheets。

Docker MCP Server

允许 Claude 和其他 AI 助手通过 MCP 协议与 Docker 交互，从而实现容器和镜像管理，包括列出、运行、停止和拉取 Docker 资源。