发现优秀的 MCP 服务器

MCPatterns

An MCP server that enables users to store and retrieve personalized coding patterns, serving as a persistent memory layer for LLM agents. It allows AI models to generate code and refactor projects according to a user's specific styles, technologies, and established development conventions.

Meta Ads MCP

Enables AI-powered analysis, management, and optimization of Meta advertising campaigns across Facebook and Instagram, including performance insights, budget optimization, and creative testing.

Custom Context MCP Server

A FastMCP-based server that supports SSE real-time event streaming and tool calling, with features for text-to-JSON conversion and grouping text by JSON templates.

MCP Ping Server

这个 MCP 服务器允许 Claude 执行网络连接测试和 ping 操作。

ICON MCP v104 MCP Server

Enables AI agents and LLMs to interact with the ICON MCP v104 API through standardized tools. The server is built on FastMCP for efficient async handling and includes Docker support for easy deployment.

🔗 Unified MCP Tool Graph: A Neo4j-Powered API Intelligence Layer for Dynamic Tool Retrieval

与其将 100 多个工具一股脑地塞进模型的提示中，并期望它能明智地选择，不如使用统一的 MCP 工具图，它能为你的 LLM 提供结构、清晰度和相关性。它可以解决工具混淆问题，防止无限循环，并实现模块化、智能的代理工作流程。

MCP Wikidata Server

Provides access to Wikidata for Large Language Models through the Model Context Protocol, offering tools for entity search, detailed retrieval, SPARQL queries, relation exploration, and property-based searches.

descope-mcp-server

与 Descope 的管理 API 交互，以管理用户、审计等。

GitHub MCP Server

Enables AI agents to interact with GitHub repositories through the GitHub REST API for managing files, issues, and repository metadata. It supports both read operations like searching code and write operations such as creating repositories and updating issue comments.

Huntress-MCP-Server

用于 Huntress API 集成的 MCP 服务器

YouTube Music MCP

一个简单的 MCP 服务器，允许像 Cursor 或 Claude Desktop 这样的 AI 助手通过自然语言命令在 YouTube Music 上搜索和播放曲目。

MCP Memory Server

使用 PostgreSQL 和 pgvector 为 AI 助手实现长期记忆功能，以实现高效的向量相似度搜索，从而实现对存储信息的语义检索。

Google Play Game Management MCP Server

An MCP server that enables management of Google Play games via the Google Games Management API, allowing automated interactions for game resets, hiding/unhiding data, and player management through natural language commands.

Optics MCP Server

Enables LLMs to work with the Optics Design System, providing access to 83 design tokens (HSL-based colors, spacing, typography), 24 components with dependencies, and tools for theme generation, accessibility checking, and code scaffolding.

ComfyUI MCP Server

Bridges ComfyUI's AI image generation workflows with game development, enabling dynamic generation of game assets like character portraits, item icons, and environment textures through natural language prompts.

gpt5mcp

Integrates OpenAI GPT-5 capabilities into Claude Code, providing autonomous agents for complex multi-step tasks and deep code analysis via the Codex CLI. It supports features like web search, code interpretation, and persistent file operations through a streaming MCP interface.

Transport Department Rajasthan MCP Server

A Multi-Agent Conversation Protocol server that enables interaction with Rajasthan Transport Department's API, allowing access to vehicle and driver-related services through natural language.

MCP Atlassian Jira Server

一个用于 Atlassian Jira 集成的模型上下文协议 (MCP) 服务器，从 boilerplate-mcp-server 分叉而来。

mcp-with-ssh

具有服务器 SSH 支持的内存库，用作中央知识库

Aider MCP Server

一个模型上下文协议（Model Context Protocol, MCP）服务器，将 Claude 和其他 MCP 客户端连接到 Aider，从而使 AI 助手能够通过自然语言高效地编辑文件、创建新文件以及与 Git 仓库交互。

Vapi MCP Server

通过模型上下文协议，启用与 Vapi API 的集成，并通过函数调用，允许 AI 模型访问 Vapi 的功能。

IBM Storage Insights MCP Server

Enables AI agents to integrate with IBM Storage Insights for seamless observability and diagnosis of registered storage assets. It provides tools to retrieve alerts, performance metrics, and system configurations via the IBM Storage Insights External APIs.

Obsidian MCP Server

Enables AI assistants to interact with Obsidian vaults via direct filesystem access for managing notes, folders, and metadata. It features advanced search capabilities and multi-layer caching to provide efficient, real-time access to your personal knowledge base.

Time MCP

一个 Claude 模型配置协议 (MCP) 服务器，提供实时、时区感知型日期和时间信息。

LocalTides MCP Server

This server provides tools for interacting with the NOAA Tides and Currents API, enabling access to water level data, tide predictions, currents data, station information, and astronomical information like moon phases and sun times.

Pixiv MCP Server

Enables browsing, searching, and downloading Pixiv content including illustrations, rankings, recommendations, and user bookmarks. Supports intelligent batch downloads with automatic Ugoira-to-GIF conversion and OAuth 2.0 authentication.

Outreach io 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 Outreach.io (beta): https://www.cdata.com/download/download.aspx?sku=KRZK-V&type=beta

Luskad MCP

Provides access to coding rules, standards, and project documentation from Luskad.com. Enables AI assistants to search and retrieve team coding guidelines, project features, and development standards directly within your IDE.

Home Assistant MCP Server

Enables AI assistants to interact with Home Assistant smart home devices through natural language. Control devices, manage automations, query entity states, and retrieve historical data across your home automation system.

Gemini MCP Server

A Model Context Protocol server that enables Claude to interact with Google's Gemini AI models, allowing users to ask Gemini questions directly from Claude.