发现优秀的 MCP 服务器

ai-furniture-hub

MCP server for AI agents providing 300 curated Japanese home & lifestyle products across 31 categories. Features mm-precision dimension search, related-item chains (1 product → 3-5 accessories), shelf+storage coordination, and Rakuten/Amazon affiliate links.

IBM Content Services MCP Server

Enables AI models to interact with IBM FileNet Content Manager for document lifecycle management, metadata extraction, legal holds, and AI-powered search, summaries, and Q\&A.

mwaa-mcp-server

MCP server for Amazon MWAA that enables managing Airflow environments, DAGs, runs, task instances, and configurations through natural language, using secure AWS-native API access and read-only by default.

xtool-mcp

Provides tools and resources for interacting with xTool laser machines, enabling material settings recommendations, design generation, troubleshooting, and machine knowledge through natural language.

MCP Ambassador Server

Centralized authentication, authorization, and audit for MCP tools. One server governs every downstream MCP your organization uses.

AI Memory MCP

Persistent project memory MCP server for Claude Code that remembers development context across sessions, including features, fixes, notes, and standards.

juniper-junos-mcp

Enables safe interaction with Juniper Junos devices (SRX firewalls) via MCP, providing operational read tools and a configuration change flow with device-side diff preview and automated rollback.

Meta Ads MCP Server

Python MCP server that exposes Meta Marketing API data, providing tools to manage ad accounts, campaigns, and analytics through natural language interfaces.

@meshbrow/mcp-server

MCP server for Meshbrow that gives AI agents full browser automation capabilities with stealth anti-detection, enabling natural language control of browser sessions, data extraction, and multi-browser fleets.

Coding Tools MCP

Enables AI agents to develop within a local project workspace by reading and modifying files, running commands and tests, checking Git state, and persisting progress as history sessions that can be restored in later conversations.

metric-shift-mcp-server

Answers "sales dropped since last week — where?" by comparing a target period against a weekday-adjusted baseline and localizing which attribute combinations (e.g. channel=web, or Tuesday nights) explain the shift. Runs fully offline on your own CSV — no API key, no ML training, read-only.

meta-ads-mcp

MCP server for Meta Marketing API v25.0 — 123 tools for Facebook & Instagram ad campaign management

FinanceNews MCP

Enables AI assistants to search and retrieve real-time financial news from Finnhub via natural language queries.

Better Notion MCP

Markdown-first MCP server for Notion that provides 7 composite action-based tools consolidating 28+ REST API endpoints, enabling AI agents to efficiently manage pages, databases, blocks, and content with automatic pagination and bulk operations.

MCP QA Demo Server

Enables natural language-driven browser automation by launching a real browser, performing interactions, and generating test artifacts like feature/step/page files.

agent-comms-mcp

MCP server for permissioned, structured agent-to-agent communications, enabling agents to coordinate and negotiate through scoped, typed messages with authentication and audit logging.

TicketDesk MCP

Enables AI assistants to search and retrieve support tickets, add notes, close tickets, and access SLA policies through MCP tools, resources, and prompts over Streamable HTTP.

Nager MCP v202 MCP Server

An MCP server that provides access to the Nager.Date API, enabling AI agents to retrieve public holiday information for various countries. It facilitates seamless integration with LLMs through standardized tools and Docker-based deployment.

Moodle MCP Server

Connects Moodle LMS with AI assistants through the Model Context Protocol, enabling users to interact with Moodle data via a conversational chatbot interface.

Damn Vulnerable MCP Server Demo

一个存在漏洞的 MCP 服务器实现，演示了糟糕的编码实践如何导致远程代码执行等安全问题，专为教育目的而设计，用于加法运算。

payclaw-mcp

Tokenized user identity and virtual Visa cards for AI agents. Delegated user commerce- on existing Visa rails.

linkwarden-mcp

Enables managing bookmarks via the Linkwarden API with token-frugal tools for listing collections and links, adding/moving/deleting links, and creating collections.

Browserbase MCP Server

Provides cloud browser automation using Browserbase and Stagehand, enabling LLMs to navigate, extract data, take screenshots, and perform web interactions.

anonsec-mcp-server

Provides anonymous email management through Firefox Relay, enabling sending, receiving, and OTP extraction while maintaining privacy and security.

Shell Execution MCP Server

用于 Claude 和其他兼容 MCP 的 AI 助手的 Shell 执行 MCP 服务器

craft-mcp-wrapper

Provides a unified MCP interface to search and read content from multiple Craft documents simultaneously, aggregating results across configured documents while handling failures gracefully.

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.

Bench Studio MCP Server

A local-first creative studio MCP server that provides access to 73 curated image and video generation models across 5 providers, enabling users to generate, refine, and manage creative outputs with transparent cost tracking and local file custody.

paperless-ngx-mcp

Enables Claude AI to interact with Paperless-NGX document management through natural language, offering 50 tools for full CRUD operations and management.