发现优秀的 MCP 服务器

Google Ads MCP Server

Enables LLMs to interact with the Google Ads API to retrieve account information, list accessible customers, and query campaign performance. It allows users to manage and analyze Google Ads data through natural language interfaces.

🗄️ Couchbase MCP Server for LLMs

镜子 (jìng zi)

MCP Local File Reader

Enables comprehensive local file system operations including searching and reading content from various formats like PDF, Office documents, CSV, and text files. It features automatic character encoding detection and secure path validation for directory access.

Power Platform Pipeline MCP Server

Exposes Power Platform Pipeline operations as MCP tools for Copilot Studio agents, enabling pipeline discovery, deployments, approvals, and configuration management.

Moodle MCP Server

A powerful Model Context Protocol (MCP) server that seamlessly integrates AI assistants with Moodle Learning Management System. Enable your AI assistant to access courses, retrieve educational content, download resources, and search through your learning materials.

OpenAI Image Generation MCP Server

Provides tools for generating and editing images using OpenAI's gpt-image-1 model via an MCP interface, enabling AI assistants to create and modify images based on text prompts.

Gerrit Review MCP Server

Provides integration with Gerrit code review system, allowing AI assistants to fetch change details and compare patchset differences for code reviews.

Instagram Control MCP Server

A professional, full-fidelity MCP server enabling AI agents to fully control and manage an Instagram account exactly like a human user.

PAL - Project API Locker

Enables secure API key management for development projects by storing keys in OS keychains, auto-generating .env files and SDK client code, and providing AI-assisted key management through Claude Code integration.

GSC MCP Server v2 - Remote Edition

Connects Claude AI to Google Search Console with OAuth 2.0 authentication, enabling users to analyze search performance, inspect URLs, manage sitemaps, and export analytics data through natural language conversations.

Coffee Company MCP Server

An MCP adapter that maps Coffee Company B2B HTTP APIs to MCP tools, allowing AI agents to query member information, benefits, coupons, and payment statuses. It enables seamless integration for AI assistants to manage coffee-related customer assets and loyalty details through natural language.

project-planner-MCP

Enables AI assistants like Claude to create and manage projects, todos, priorities, and statuses through natural language, bridging the gap between AI and project management workflows.

ARGENTUM

Karma economy for AI agents and humans. Submit good actions, get community attestations, earn on-chain reputation. Karma-weighted verification, slashing, Kleros disputes. 5 MCP tools: submit_action, attest_action, get_karma, get_action_detail, get_leaderboard.

Codecov MCP Server

Enables querying Codecov coverage data including file, commit, repository, and pull request coverage.

io.github.peterkolbe/ableton-for-ai

MCP server that bridges Ableton Live with AI models, enabling real-time project inspection and control such as track overview, device parameters, and audio analysis.

agentshield-mcp

Real-time smart contract security for autonomous AI agents, offering tools for contract verification, wallet monitoring, drain detection, threat reporting, and leaderboards.

cygnus-ssh-mcp

Enables AI assistants to manage remote servers via SSH with 43 specialized tools for command execution, file editing, directory operations, and background tasks across Linux, macOS, and Windows.

Google Tasks MCP Server

Enables AI assistants to manage Google Tasks through natural language interactions. Supports creating, updating, deleting, searching, and listing tasks with secure OAuth2 authentication.

mcp-amap

Provides map services such as geocoding, POI search, and route planning through the Amap API, enabling AI applications to interact with map data via natural language.

yandex-searchapi-mcp

Provides tools for web, image, generative search, and Wordstat keyword statistics via Yandex Search API.

mcp-scraper-engine

用于网页抓取的简易 MCP 服务器 (Yòng yú wǎngyè zhuā qǔ de jiǎnyì MCP fúwùqì) Alternatively, depending on the context, you could also say: 用于网络爬虫的基础 MCP 服务器 (Yòng yú wǎngluò páchóng de jīchǔ MCP fúwùqì) **Explanation of the terms:** * **用于 (Yòng yú):** Used for / For * **网页抓取 (Wǎngyè zhuā qǔ):** Web scraping (literally "web page grabbing") * **网络爬虫 (Wǎngluò páchóng):** Web crawler / Spider (more technical term for web scraping) * **基础 (Jīchǔ):** Basic / Fundamental * **简易 (Jiǎnyì):** Simple / Easy * **MCP 服务器 (MCP fúwùqì):** MCP Server (MCP is usually kept as is, as it's an acronym) The first translation is more common and generally understood. The second is more precise if you're talking about a more technical implementation of web scraping.

Notion Knowledge Base MCP Server

一个 MCP 服务器，连接到你的 Notion 知识库，允许你使用 Cline 扩展直接从 VSCode 查询和检索信息。

LLM Memory MCP Server

Enables AI assistants across platforms to share memory, recall facts, preferences, and conversation history, creating a unified cognitive system.

plsreadme

MCP server for sharing markdown/text as beautiful, permanent web pages via plsreadme, with tools to share files/text, update and delete docs, and list previously shared links.

Remote Jobs Center

Search current remote / work-from-home jobs by category, region, perk, or company — with ready-to-apply links.

HailuoMCP

Hailuo AI video generation with text-to-video, image-to-video, subject reference video, and multiple models via AceDataCloud API.

LeyChile MCP

MCP server that connects AI to the Chilean legislation system (Ley Chile) for retrieving legal norms, citations, and intertemporal analysis.

Architectural Decision Log (ADL) System

Enables AI assistants to manage architectural decisions through CRUD operations integrated with a GraphQL backend and SAP/LeanIX fact sheets. It provides tools for creating, reading, updating, and deleting ADL entries to maintain a structured history of technical choices.