发现优秀的 MCP 服务器

google-ads-mcp

An MCP server for the Google Ads API, providing 29 tools for campaign management, reporting, and optimization.

Iteration MCP

Automates iteration management and code review submission workflows with DingTalk authentication. Supports interactive 5-step iteration creation, Git integration, smart time estimation, and automatic submission to company CodeReview systems.

chartjs-mcp-server

Generates interactive Chart.js v4 charts for AI agents, outputting clickable HTML links instead of embedded images to avoid CSP restrictions.

Notes MCP

An MCP server that enables AI assistants like Claude to access and manipulate Apple Notes on macOS, allowing for retrieving, creating, and managing notes through natural language interactions.

cachebro

Provides file caching and diff tracking for AI coding agents, reducing token usage by returning changes or confirming no changes instead of full file contents on repeated reads.

MCP Server with External Tools

Enables AI models to access external services including weather data, file system operations, and SQLite database interactions through a standardized JSON-RPC interface. Features production-ready architecture with security, rate limiting, and comprehensive error handling.

AutoPatch MCP Server

AutoPatch is a self-healing debugging agent that runs a repo's tests, retrieves similar past fixes from its git history, proposes and applies function-level patches, and re-tests until the suite passes. It exposes this loop as MCP tools for clients like Claude Desktop and Cursor.

FreeAppStore MCP Server

Enables AI agents to browse, create, and manage apps on the FreeAppStore platform, including provisioning repositories, writing code, and deploying live.

Expense Tracker MCP Server

Enables natural language management of personal expenses, including adding, listing, and summarizing expenses with local SQLite storage.

app.wishpool/ivory-coast-payments-mcp

Ivory Coast Payments MCP — let AI agents accept payments in Ivory Coast via Orange Money, MTN Mobile Money, Wave, and cards through Paystack's hosted checkout.

Remote MCP Server (Authless)

A template for deploying authentication-free MCP servers on Cloudflare Workers. Enables quick deployment of custom tools accessible via SSE from MCP clients like Claude Desktop or Cloudflare AI Playground.

Israel Weather MCP

Enables LLMs to fetch Israeli weather forecasts by automating a browser to navigate Weather2Day, providing tools for city search and content extraction.

Brewfather Mcp

MCP 服务器访问 Brewfather

smart-terminal-mcp

A PTY-based MCP server providing persistent, interactive shell sessions with strong Windows support, enabling AI agents to run commands, handle interactive tools, and manage large output across MCP-compatible clients.

mcp-server

A FastMCP server with pluggable multi-provider authentication (Google OAuth + custom JWT), providing basic tools like echo, add, and get_server_time.

LSP MCP Server for Rell

An MCP server for interacting with the Rell Language Server Protocol interface. It enables LLMs to query LSP Hover and Completion providers for Rell projects.

bilibili-subtitle-fetch

A Bilibili subtitle fetching MCP server that supports various input formats (BV number, video URL, short link) and offers configurable language preferences, output formats, and ASR fallback.

Civis MCP Server

Enables interaction with the Civis Platform for data exploration, querying, and workflow execution. Supports schema-restricted read-only mode and tools like run_query, list_tables, and publish_html_report.

weppy-railway

MCP server for Roblox Studio integration, enabling AI agents to interact with Roblox through SSE transport and a local HTTP bridge for plugin communication.

Coding MCP Server

A production-oriented MCP server for coding agents that enables multi-project management through secure file operations, Git integration, and safe command execution. It supports project discovery across multiple root directories and provides robust audit logging with both STDIO and HTTP transport options.

Claude Halla

Provides shared awareness for Claude Code sessions, allowing them to broadcast work-in-progress signals and register repos to avoid duplication across an organization.

Slice.js Documentation MCP

Enables AI assistants to search, list, and retrieve documentation from the Slice.js official GitHub repository. It provides full-text search capabilities and can deliver individual doc pages or a complete documentation bundle for comprehensive LLM context.

image-mcp

MCP server for image recognition, supporting multiple vision backends (Anthropic, Zhipu, Ollama) to describe, answer questions, and analyze images.

MarketNow — MCP Skills Marketplace

8,582 MCP servers certified with 3-layer Sentinel security audit

Bloodtest MCP Server

A comprehensive health coaching system that combines blood test analysis with evidence-based nutritional therapy recommendations, powered by Retrieval-Augmented Generation (RAG).

mcp-librivox

Enables searching and retrieving audiobooks, authors, and tracks from LibriVox through an MCP interface.

FastAPI Architect MCP

An MCP server that gives Claude Code IDE-level intelligence for FastAPI projects — semantic code navigation, safe renaming, route inspection, dependency trees, and Pydantic model analysis. Instead of Claude reading files blindly, it calls structured tools backed by Jedi (Python language server) and Python's AST.

mcp-server-splunk

Enables AI assistants to search, manage, and analyze data in Splunk instances through the Model Context Protocol. Supports SPL queries, index management, alerts, dashboards, and more.