发现优秀的 MCP 服务器

MCP Search Analytics Server

A Model Context Protocol server that provides unified access to Google Analytics 4 and Google Search Console data through real-time analytics queries.

awesome-awesome-mcp-servers

一份精选的超棒 MCP 服务器（模型上下文协议服务器）列表

Wine Tasting Visual Vocabulary MCP Server

Translates wine tasting vocabulary (varietal, terroir, balance, aging) into visual parameters for AI image generation, enabling sommeliers to describe wines in their native sensory language and get corresponding visual attributes for creating wine-inspired imagery.

AKShare One MCP Server

一个基于 akshare-one 的 MCP 服务器，提供中国股票市场数据的接口。

DingDing MCP

一个模型控制协议服务器，提供对钉钉（中国职场协作平台）API功能的访问，包括检索访问令牌、部门列表、用户信息以及按姓名搜索用户。

MCP DataForSEO Server

Enables SEO analysis and data retrieval through DataForSEO API, including keyword research, backlinks, competitor analysis, and on-page audits.

mtga-mcp

Enables natural language querying of your Magic: The Gathering Arena collection, including owned cards, missing cards, deck building, and collection analysis via MCP.

roundtable-mcp

Enables Claude to orchestrate multi-model AI roundtable discussions between GPT-4o, Gemini, Grok, and DeepSeek through independent responses and cross-critique rounds. It supports various discussion presets such as debate, brainstorm, and consensus to facilitate diverse perspectives and synthesis.

mcp-server-ascom

Control telescopes, cameras, and focusers with AI through natural language, using any ASCOM Alpaca device.

Kafka MCP Enterprise Server

Reference implementation of KIP-1318, a secure Model Context Protocol server for Apache Kafka that enables AI agents to interact with Kafka clusters through governed tools and resources.

Stonks

Automates stock analysis and news updates in Google Sheets using AI-powered insights, enabling users to manage stock data and generate comprehensive analysis through natural language.

MCP Server for Gmail & Google Docs

Enables sending and drafting emails via Gmail and appending content to Google Docs through natural language commands.

blockbench-mcp

Enables AI assistants to control Blockbench projects via MCP, allowing them to create and delete cubes and inspect model structure. Provides tools for project info, element listing, and cube manipulation.

webx-mcp-server

An MCP server for web content extraction, providing tools to fetch clean text, extract links, query by CSS selector, and search the web via DuckDuckGo.

loxcorp

Provides live, read-only access to Robinhood Chain and Lox Corp data, enabling AI agents to query chain stats, token launches, agent details, and more.

OHADA MCP

A public MCP server for OHADA legal research, enabling search of relevant provisions, retrieval of full articles with hierarchical context, and citation verification.

@abhishekkumar00019/swagger-mcp

Dynamically converts any Swagger 2.0 or OpenAPI 3.x specification into callable MCP tools, enabling AI clients to interact with API endpoints.

agentviz

Enables agents to read and resolve layered feedback, propose and make decisions with evidence, and access trial ledgers and judgment views for experiment-driven work.

Mindpilot MCP

Visualize anything from Claude Code as a mermaid diagram in a locally hosted web app.

Local Knowledge RAG MCP Server

Semantic search and retrieval system for local documents using vector embeddings, enabling AI-powered search across your document collections with support for multiple embedding providers.

scvi-tools MCP Server

Enables deep probabilistic analysis of single-cell omics data using scvi-tools through natural language. Supports SCVI for scRNA-seq analysis, SCANVI for cell type annotation, TOTALVI for multi-modal RNA/protein data, and PEAKVI for scATAC-seq analysis.

Brandfetch MCP Server

Enables AI assistants to search and retrieve brand data, logos, design assets, and brand context via the Brandfetch API.

Teams MCP

Enables AI assistants to interact with Microsoft Teams, users, and organizational data via Microsoft Graph APIs, including sending messages, managing chats and channels, and searching messages.

EZ Web Search MCP Server

A simple MCP server that provides web search functionality via DuckDuckGo, returning titles, URLs, and descriptions for results. Configurable result limit.

OpenRouter Model Router MCP Server

Enables ChatGPT to delegate tasks to various AI models (e.g., Gemini, Claude, Qwen) via OpenRouter, acting as an orchestrator that returns results with confirmed model usage.

MCP Rust/Slint Development Server

Provides up-to-date information for Rust and Slint development by fetching real-time data from GitHub repositories, including package search, UI components, release news, and development resources with automatic caching and refresh capabilities.

updsts

Automatically update AWS credential files with temporary STS tokens and retrieve credential info, enabling secure credential management via Agent tools.

Kokoro TTS MCP Server

Enables AI agents to generate and play high-quality text-to-speech audio using the Kokoro model, with support for multiple voices, adjustable speaking speed, and audio caching.

AutoFlow Gateway

Central MCP gateway for smart home automation, enabling agents to safely control Home Assistant and Node-RED with identity-based access, human confirmation for writes, and a WebUI for governance.

Pexpect MCP Server

Enables AI assistants to execute Python code with pexpect functionality for interactive debugging sessions with command-line tools like LLDB and GDB. Maintains a stateful Python session allowing programmatic control of interactive processes.