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116,549 servers. Updated
20 Best Web Scraping MCP Servers: compared and ranked, November 2026Ranked from 2,036 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    A
    maintenance
    Provides an LLM client with self-hosted web scraping capabilities including scraping, crawling, mapping, searching, structured data extraction, browser interaction, and deep research, without reliance on paid proxy or CAPTCHA services.
    4
    GPL 3.0
  • A
    license
    A
    quality
    D
    maintenance
    Fetches a URL and returns the main content as clean Markdown, using plain HTTP when possible and headless Chromium for JavaScript-rendered or bot-protected pages.
    1
    20 PyPI
    MIT
  • A
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    quality
    B
    maintenance
    Bridges the editing capabilities of an already-open DingTalk document in the browser to any MCP host via standard stdio, forwarding tools to the page's internal MCP server over a local WebSocket. Supports read/write operations through suggested edits, pairing-based security, and zero runtime dependencies.
    5
    24 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Connect AI assistants to your Gramps Web family tree. Search and edit genealogy records, explore ancestors, descendants, relationships and timelines, and read document scans with vision-capable models. Includes guided research workflows, source citations, read-only mode, and privacy-aware media previews. Install with Docker or a Claude Desktop bundle.
    2
    35
    21
    AGPL 3.0
  • A
    license
    A
    quality
    C
    maintenance
    Gives MCP-capable agents live web access: search the web, scrape pages into Markdown (including JavaScript-heavy and bot-protected sites), and extract named fields as JSON, with job polling, token-aware content offloading, and built-in research guidance. Ships as a self-hostable stdio or HTTP service with spend caps and per-request key support.
    7
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server for AI-powered web research — search (Google, Brave, Serper, SearXNG), scrape any page, extract PDFs/DOCX/YouTube transcripts, academic & patent search. Single Go binary. Works with Claude, Cursor, Copilot, and any MCP client.
    25
    76
    MIT
  • A
    license
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    quality
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    maintenance
    Integrates Firecrawl for web scraping, crawling, search, and content extraction capabilities. Supports single/batch scraping, URL discovery, structured data extraction, deep research, and AI-powered web analysis with automatic retries and rate limiting.
    8
    158,347 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI-assisted user feedback collection and management via a web interface, with MCP integration for automated replies and tool execution.
    1
    17 npm
    MIT
  • A
    license
    A
    quality
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    maintenance
    MCP server for querying Taiwan's real estate transaction registry via web scraping of the Ministry of the Interior's official portal. Enables natural language queries for real estate sales, rentals, and pre-sale housing data.
    1
    1
    MIT
  • A
    license
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    quality
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    maintenance
    An MCP server that enables AI assistants to perform web searches on Perplexity.ai using browser automation instead of an official API. It supports persistent authenticated sessions and returns search results along with cited sources directly to the client.
    3
    51 npm
    13
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables web search, page fetching, and search statistics for Claude Code and any MCP client without requiring an API key, using automatic provider fallback and caching.
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables web scraping, crawling, and content extraction by integrating with the Firecrawl API. It supports deep research, batch scraping, and automatic rate limiting for both cloud and self-hosted environments.
    8
    158,347 npm
    1
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    MCP server for querying Google Gemini Web from Claude Code and other MCP clients, using cookie-based authentication. Enables creating, continuing, listing, viewing, and deleting Gemini chat conversations with model and thinking mode control.
    6
    AGPL 3.0
  • A
    license
    A
    quality
    B
    maintenance
    A Python web-scraping toolkit that exposes 22 tools for fetching structured web data (from any URL to search, finance, e-commerce, and reference sources) as validated JSON for AI agents.
    24
    174 PyPI
    265
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables agents to perform local metasearch, scholarly and code/model lookups, and fetch rendered web pages or PDFs as paginated markdown, including stealth browsing and arXiv paper overviews.
    11
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search, browse, and analyze Reddit in real-time via web scraping, including subreddit browsing, post comments, and business opportunity scoring.
    9
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to access real-time web data through search, markdown scraping, and browser automation while bypassing anti-bot protections. It provides tools for web research, e-commerce monitoring, and data extraction from across the globe.
    4
    18,456 npm
    5
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Provides a web search tool with citations by running Claude Code CLI in an isolated Docker container, enabling search even in environments without direct Anthropic web search support.
    1
    -
  • A
    license
    B
    quality
    B
    maintenance
    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
    24 PyPI
    2
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Lightweight MCP server for web scraping, search, and crawling. Uses local trafilatura/DuckDuckGo by default with optional Firecrawl fallback for transport-blocked pages.
    4
    16
    MIT