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    A DOM-first, vision-second MCP server for webpage analysis, combining structural DOM extraction with MiniMax vision to provide accurate, context-rich page understanding for AI coding assistants.
    4
    Apache 2.0
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    A reconnaissance MCP server that discovers web data sources by monitoring network requests and extracting API structures, enabling AI to understand data location and format without full crawling.
    21
    2
    MIT
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    Enables Claude Desktop to download files from web URLs with automatic browser fallback for JavaScript-heavy sites. Supports smart redirect handling, custom file naming, and cross-platform compatibility.
    1
    19 npm
    4
    MIT
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    maintenance
    Crawl4AI MCP Server is an intelligent information retrieval server offering robust search capabilities and LLM-optimized web content understanding, utilizing multi-engine search and intelligent content extraction to efficiently gather and comprehend internet information.
    155
    MIT
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    A server that enables AI assistants like Claude to safely run Python code and access websites, processing data for better AI understanding while providing helpful error messages.
    3
    GPL 3.0
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    MCP server that connects AI assistants to a live Ketcher window, the open-source web-based chemical structure editor. Draw, edit, and organize structures directly in the canvas you have open.
    2
    MIT
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    Enables AI assistants to perform real-time web searches, extract data from web pages, map website structures, and crawl websites using the Tavily API.
    61 npm
    MIT
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    Enables AI agents to take screenshots of local web pages and capture user-selected UI elements via a bookmarklet, providing element metadata for precise visual understanding.
    1
    MIT
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    A server that provides rich UI context and interaction capabilities to AI models, enabling deep understanding of user interfaces through visual analysis and precise interaction via Model Context Protocol.
    75
    MIT
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    This MCP server enables browser automation (navigation, clicking, screenshots) and file reading (Excel, Word, PowerPoint, CSV, images) for Claude Code and any MCP client.
    MIT
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    Enables agents to save reusable extraction recipes for public web pages, inspect page structures, and fetch fresh JSON or TSV data over plain HTTP, with a headless browser fallback when needed.
    977 npm
    MIT
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    An advanced integration package that leverages OpenRouter and Perplexity APIs to provide enhanced web search capabilities, offering both simple and complex query processing with file attachment support.
    1
    49
    MIT
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    Enables AI assistants to drive a Google Flow web workspace through local login-session reuse: inspecting the account's actual models and parameters, submitting image and video generation jobs, tracking each job by persistent ID, and downloading the matching media to a specified local path with file and parameter records. Supports repeatable, multi-shot video production workflows where tracked assets are handed off to editing tools like FFmpeg.
    11
    MIT
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    quality
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    Enables AI coding agents to audit web pages for WCAG accessibility and color-contrast issues, and file dev-ready issues directly into OverlayQA projects.
    9
    248 npm
    MIT
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    Enables AI agents to fetch and render web pages (including JavaScript-heavy SPAs) with headless Chromium, extract readable content with Mozilla Readability, capture navigation links, download images, and return a clean markdown file path.
    1
    18 npm
    ISC