发现优秀的 MCP 服务器

tai-mcp

Enables image generation and editing as MCP tools, abstracting tai-openapi's endpoints and returning images directly without relying on local URLs.

mcp-gitlab-crunchtools

Enables secure interaction with GitLab instances through MCP, supporting projects, merge requests, issues, pipelines, and search.

MCP Server + Document Memory System

Enables AI systems to remember interactions, understand document context through semantic search, and intelligently route requests with persistent memory and quality-scored content synthesis.

@cyanheads/usgs-water-mcp-server

Query real-time and historical water data from ~8,000 USGS stream gages and groundwater wells via MCP, with 7 tools and 2 resources.

Gemini Image Generator MCP

Enables Claude Desktop users to generate and edit high-quality images using Google's Gemini AI. Supports text-to-image generation, image transformations with text prompts, and automatic local saving with multilingual support.

mcp-shopify

Wraps the Shopify Admin REST API to enable listing and querying products, orders, and customers from a Shopify store using natural language.

Remote MCP Server for Cloudflare

A serverless MCP (Model Context Protocol) implementation that can be deployed on Cloudflare Workers without authentication, allowing clients like Claude Desktop to connect to custom AI tools.

windows-context-mcp

Enables AI agents to access real-time Windows PC context including active window, system performance, screen time, productivity analytics, and historical usage through MCP tools.

nse-mcp

Enables AI assistants to access National Stock Exchange of India (NSE) data, including live quotes, market status, indices, option chains, corporate actions, and historical data, through natural language.

Open MCP

为你的大型语言模型（LLM）收集开放的模型上下文协议（MCP）服务器。

ExpenseTracker MCP Server

Enables AI assistants to manage personal expenses by adding, querying, and summarizing expense data through a SQLite database and configurable categories.

tc39-atlas

Provides TC39 proposal indexing and querying capabilities via MCP, including proposal details, changes, and daily synchronized data from the official TC39 dataset.

MCP-MinerU

Enables document and image parsing to extract text, tables, and formulas from PDFs, screenshots, and scanned documents. Features OCR capabilities, table recognition, LaTeX formula conversion, and MLX acceleration optimized for Apple Silicon.

wordorb

Word Orb is a language enrichment MCP server. 50,000+ words with IPA, definitions, etymology, translations in 47 languages with native script, gender equity guidance, and AI identity ethics. 3ms edge response. Tools: word_enrich, word_ethics, agent_speak. URL: https://mcp.wordorb.ai/mcp

au-weather-mcp

Provides LLMs with real-time, historical, and forecast Australian weather data via Open-Meteo, using plain-English location keys and fuzzy search.

Gmail Sender MCP Server

Enables sending emails and creating drafts through the Gmail API with OAuth 2.0 authentication.

Agent Board

A task orchestration system for AI agent teams that provides a Kanban dashboard and 12 MCP tools to manage multi-step workflows with DAG dependencies. It enables agents to coordinate through task threads, automated retries, and real-time webhook notifications.

webdav-mcp

Provides 8 WebDAV file operations as MCP tools for AI agents to interact with remote WebDAV servers.

hyperpanes-mcp

MCP server for hyperpanes terminal workspace app, enabling AI agents to compose and launch workspace layouts, inspect and drive terminal panes, stream output, and orchestrate agent hierarchies.

Unity Build Automation MCP

Enables checking build status, starting/canceling builds, and managing Unity Cloud Build targets directly from Claude Code.

MCP Chat

A command-line interface application that enables interactive chat with AI models through the Anthropic API, supporting document retrieval, command-based prompts, and extensible MCP tool integrations.

Türk Hukuku İçtihat MCP

Statute & article text (mevzuat.gov.tr) and court decisions (UYAP Emsal, Council of State, Constitutional Court), with their citation, source, live. It works as long as the official sources remain reachable.

weconnect_mvp

A developer-focused server that exposes information from VW vehicles via a Model Context Protocol (MCP) interface. This project is designed for integration, automation, and experimentation with connected car data.

Windbg-MCP

Enables AI-driven WinDbg kernel debugging via the Model Context Protocol, allowing agents to send debug commands and receive results.

VK API MCP Server (FastMCP)

Enables AI agents to interact with VKontakte through a unified FastMCP interface, supporting messaging, wall posts, user/group management, and real-time event handling.

Postman MCP Generator

A server that implements the Model Context Protocol (MCP) standard, enabling LLMs like Claude to interact with selected Postman API requests through generated JavaScript tools.

MCP Server Ollama

Enables natural language management of blog posts and comments through a decoupled architecture using Ollama and JSON-RPC. Supports creating, updating, deleting posts and comments via AI chatbot or MCP clients.

app.wishpool/france-payments-mcp

MCP server enabling AI agents to accept payments in France via Stripe hosted checkout. Provides tools for creating EUR payment links and checking payment status.

mcp-remote-control

Manage local/SSH/WinRM remote hosts via MCP, providing tools for exec, filesystem, screen, process, serial console, and configuration.

weather

Provides an LLM with tools to retrieve US National Weather Service forecasts and active alerts, enabling natural-language answers about current conditions.