发现优秀的 MCP 服务器

AWS Amplify Documentation MCP Server

Enables searching AWS Amplify documentation using natural language queries with advanced search syntax, smart ranking, and generation selection.

discord-dm-mcp

A tiny MCP server that lets Claude send Discord direct messages through a bot with nothing to host.

laravel-forge-mcp

Manages Laravel Forge servers, sites, deployments, SSL certificates, databases, and more through the Model Context Protocol.

tilnote-mcp-server

Enables AI assistants to create, read, search, and update notes on Tilnote, plus manage books.

Delx Memory

Local-first persistent memory MCP: shared SQLite key/value store, searchable, TTL-aware and secret-safe.

FastMCP Calculator Server

A server that provides basic mathematical operations (addition, subtraction, multiplication, division, power, square root) through MCP tools for use with AI assistants like Claude.

iota-agent-mcp

An MCP server that enables AI agents to interact with the IOTA blockchain, supporting wallet management, transaction signing, and Move smart contract development. It provides tools for on-chain queries and CLI operations with a human-in-the-loop security model.

atlas-mcp-server

阿特拉斯 MCP 服务器 (Ātèlāsī MCP fúwùqì)

Tessyr

Enables AI agents to execute authorized payment actions and retrieve receipts through a local authority gateway with configurable approval policies.

construct-factory

A factory for generating Construct 3 games programmatically, exposed as an MCP server.

ipython-kernel

An MCP server that connects to existing IPython kernels, allowing Claude to execute code in a shared persistent environment with your IDE.

uxloom

Enables agents to validate UI designs for missing states, accessibility issues, and journey completeness using state machine modeling.

MCP File Operations Server

A Model Context Protocol server that enables Claude Desktop to perform file operations like reading, writing, listing directories, and managing files through natural language commands.

Windows Command Line MCP Server

镜子 (jìng zi)

BundlerMCP

Enables agents to query information about gems in a Ruby project's Gemfile, including source code and metadata.

git-mcp

Enables AI agents to perform full Git operations including branching, committing, pushing, stashing, rebasing, and more, with safety features and support for advanced workflows like Git Flow and LFS.

pontal-mcp

Remote MCP server exposing Monday.com tools for leads and work namespaces via streamable HTTP, enabling Claude agents to list leads/jobs and get updates.

AWS Terraform MCP Server

A containerized Model Context Protocol server that enables using natural language to develop AWS infrastructure with Terraform, offering best practices guidance, security scanning with Checkov, and access to AWS provider documentation.

neoom BEAAM MCP Server

Enables AI assistants to monitor and control neoom BEAAM energy management systems, including solar production, battery, grid power, and device control via natural language.

MemoryMCP

A persistent memory MCP server specialized for Japanese, featuring hybrid search, Ebbinghaus forgetting curve, entity knowledge graphs, and a web dashboard for memory visualization.

yt-music-mcp

MCP server for YouTube Music that enables searching songs and artists, managing playlists, and authenticating via Google OAuth, using STDIO transport.

Rancher MCP Server

A Model Context Protocol (MCP) server that exposes the Rancher Manager v2.x API to LLM clients.

EmailInABox MCP Server

Enables private email hosting provisioning and management via MCP tools, including domain deployment, mailbox creation, DNS configuration, tracked email sending, and analytics.

FastAPI MCP SSE

使用 FastAPI 框架实现的服务器发送事件 (Server-Sent Events, SSE)，集成了模型上下文协议 (Model Context Protocol, MCP)，允许 AI 模型访问外部工具和数据源，例如天气信息。

ChatGPT Book MCP Connector

Enables ChatGPT to search for books via Algolia or mock data, returning rich book details.

MCP SSE Cloud Run Proxy

A secure proxy solution for hosting MCP (Model Context Protocol) servers on Google Cloud Run, allowing teams to share access through IAM authentication while bypassing current MCP authentication limitations.

Luma MCP

Multi-model vision understanding MCP server that provides unified image analysis for AI assistants without native vision, supporting models like GLM-4.6V, DeepSeek-OCR, Qwen3-VL-Flash, and more.

LatentContext MCP Server

A session-scoped memory layer for LLMs that enables AI assistants to explicitly store and retrieve notes, decisions, and context within a single conversation, ensuring focus without cross-session data contamination.

pruva-mcp

Remote MCP server for Pruva, enabling AI assistants to manage products, features, and documents over HTTPS with OAuth authentication.

Unity MCP Server

Enables AI agents to query and control the Unity Editor, supporting scene management, GameObject manipulation, asset browsing, play mode control, and real-time editor operations through 52+ tools.