发现优秀的 MCP 服务器

winnow

Enables local-first context compression for AI agents, offering tools to compress text, retrieve original content, and get compression statistics.

mcp-augment

Adds safety hooks to AI coding tools by providing enforced proxy tools (safe_write, safe_edit, safe_bash, safe_read, safe_delete) that validate operations through a configurable hook chain before execution, preventing destructive commands, file deletions, and secret exposure.

MCP Dockhand

Exposes over 130 Dockhand API endpoints as tools to manage Docker infrastructure through AI assistants. It enables comprehensive control over containers, stacks, networks, and volumes across multiple environments and hosts.

Xdebug MCP Server

Enables AI assistants to debug PHP applications through Xdebug's DBGp protocol, providing full debugging control including breakpoints, variable inspection, stack traces, and advanced features like watch expressions and code coverage.

WebScout MCP

Enables reverse engineering of web applications and chat interfaces through browser automation, network traffic capture, and streaming API discovery. Provides comprehensive tools for analyzing network patterns, capturing streaming responses, and automating complex web interactions.

FortiAnalyzer MCP Server

Enables AI assistants to interact with FortiAnalyzer for log analysis, reporting, security monitoring, and SOC operations via the JSON-RPC API.

Context7 MCP Python Server

Provides real-time access to code library documentation and examples through Context7 API integration, enabling AI assistants to retrieve up-to-date technical documentation, code snippets, and best practices for various programming libraries.

Journey/SameUp CMS MCP Server

Enables AI assistants to manage components and pages on the Journey/SameUp CMS through the CMS REST API, including listing, retrieving, and creating components with automatic authentication.

MCP ClickHouse

Enables database operations and cloud infrastructure management for ClickHouse, supporting querying databases with read-only safety controls and managing ClickHouse Cloud services through 50+ comprehensive tools.

agenthold

Shared versioned state for multi-agent AI workflows. An MCP server.

Nano Banana MCP

MCP server for Google Gemini image generation with configurable model support, enabling text-to-image generation, image editing, and iterative refinement.

TiDB MCP Server

一个模型上下文协议服务器，允许在 TiDB 数据库上执行 SELECT 查询，并可选择性地支持 INSERT、UPDATE 和 DELETE 操作（当明确启用时）。

Mobbin MCP Server

Enables users to search and browse Mobbin's extensive library of mobile app designs, screenshots, and user flows directly from Claude. It allows for detailed exploration of UI patterns, elements, and personal collections using reverse-engineered API access.

Yandex Delivery MCP

MCP server for Yandex Delivery API, allowing AI assistants to manage deliveries, track couriers, and handle orders.

AI-powered chat system with multiple MCP servers.

基于人工智能的聊天系统，具有多个MCP服务器。

camunda-mcp

MCP server for modeling Camunda 7 BPMN diagrams programmatically, including elements, flows, and Camunda extensions.

ast-editor

AST-targeted code editing MCP server with 28 surgical tools for structural edits across 11 languages. Built on tree-sitter, replaces brittle search/replace with byte-correct edits keyed by symbol names.

agent-browser-mcp

MCP server that drives your real Chrome/Edge/Opera browser through a Chrome extension and DevTools Protocol, preserving logins and session state, and can also perform OS-level mouse and keyboard input behind approval.

Gemini SuperClaude MCP Server

Enhances Gemini CLI with SuperClaude Framework v4.0.9, providing 22 specialized commands, 14 domain-expert agents, and integration with 6 MCP servers for development, analysis, and automation.

mymore

A category-first, lightweight MCP memory server that provides persistent memory for AI agents using Markdown and SQLite FTS5, with triage classification and consolidation.

Webpage MCP Server

Enables querying and retrieving content from webpages by parsing sitemap.xml files and fetching HTML content from specified URLs. Includes built-in rate limiting for protection against abuse.

mcp-searxng-local

MCP server for local web search via SearXNG, providing unlimited queries without API keys or cost, with automatic fallback to public instances.

Web Reader

Enables Claude and other LLMs to read and parse web content, with smart fallback strategies to bypass access restrictions (e.g., paywalls, Cloudflare) and output Markdown.

Portable MCP Web Scraper

Efficient web scraping MCP server with a two-step workflow for token-efficient content extraction. Supports previewing HTML structure, targeted scraping, and entire documentation site crawling.

Universal Spec Architect

Enforces a rigorous spec-driven engineering workflow for AI coding assistants, requiring requirements, design, and task planning before any code is written.

arxiv-mcp

Provides tools to search for arXiv papers, retrieve full-text HTML content via ar5iv, and download papers as PDFs. This server enables LLMs to find and interact with scientific research literature through a standardized interface.

optical-read-mcp

MCP server that converts file contents into compact, line-numbered PNG images for vision models to read, reducing token usage by roughly 7x for large files.

GDrive MCP Server

Enables Claude to perform comprehensive read and write operations on Google Docs, Sheets, and Drive folders. It supports file management, content searching, and provides resource access via custom URI schemes for seamless project context integration.

lazy-media-mcp

Local MCP server that compresses images and videos, extracts video frames, and prepares media for AI vision agents by returning file paths instead of inline base64.