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117,162 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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"How to fetch or scrape data from a website for use in training an LLM" matching MCP servers:

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  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
    4
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for structured web data access, enabling local-market research and lead-list enrichment by returning business names, locations, ratings, and review signals from concrete queries.
    1
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    MCP server adapter that exposes A-share stock data tools, prompts, and resources via FastMCP, enabling querying of stocks, K-lines, financials, sectors, and market hot spots through natural language.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    MCP server that provides OpenRouter model pricing data, enabling price lookups, trending/cheapest lists, and model searches without an API key.
    -
  • A
    license
    B
    quality
    D
    maintenance
    An AI recipe recommendation server based on the MCP protocol, providing functions such as recipe query, classification filtering, intelligent dietary planning, and daily menu recommendation.
    5
    1
    Apache 2.0
  • A
    license
    B
    quality
    A
    maintenance
    Enables agents to run Google searches across web, images, videos, news, books, shopping, scholar, patents, and AI Mode without an API key, using a cookie-bootstrapped HTTP fast path with a headless browser fallback, proxy rotation, and adaptive cooldowns. Every response reports an explicit status (ok, blocked, rate_limited, empty, error) so results are never fabricated.
    22
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A comprehensive web scraping server that transforms web content into clean, agent-ready Markdown with automatic citations and efficient caching. It features a robust suite of tools for metadata extraction, sentiment analysis, SEO auditing, and security scanning while strictly adhering to robots.txt policies.
    48
    13 npm
    49
    MIT
  • A
    license
    B
    quality
    F
    maintenance
    A headless browser MCP server that allows AI agents to fetch web content and perform Google searches without API keys, supporting various output formats like Markdown, JSON, HTML, and text.
    2
    24
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to query a corpus of job offers via natural language, using BM25 search, facets, and trend analysis to answer questions about skills, positions, and timelines.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables interaction with the YouTube Data API, allowing users to search videos, get video and channel details, analyze trends, and fetch video transcripts.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Provides AI-visibility scoring and site auditing capabilities for websites, enabling agents to check how sites appear in AI engines like ChatGPT and Perplexity, run full SEO/security audits, and monitor changes over time.
    20
    333 npm
    1
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    MCP server that provides AI assistants with real-time, current information about AI models from OpenAI, Anthropic, and Google, including pricing, capabilities, and context windows.
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables searching and retrieving documentation from crawled documentation sites as an MCP server, allowing coding agents to query real docs instead of relying on training data.
    4
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables LLMs to retrieve and process web content by fetching URLs and converting HTML to markdown format. Supports chunked reading of large pages and can access both public websites and local networks.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables fetching patents from multiple global sources by patent ID, returning PDF, Markdown, and metadata with automatic caching.
    2
    Creative Commons Zero v1.0 Universal
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for grounded, cited AI: answers questions from live web sources, verifies claims, fact-checks documents, searches and reads URLs, summarises, classifies, and extracts fields, with usage tracking and status.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Indian bank branch IFSC code lookup via Razorpay's open API, allowing AI agents to retrieve branch details using IFSC codes.
    492 npm
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Remote MCP server of Aureum Technology GmbH (IT service provider, Rodewisch/Vogtland, Germany): company and contact data, service catalogue, current prices and full-text search across aureum-tech.com for AI assistants. Streamable HTTP at https://aureum-tech.com/mcp, read-only, no authentication.
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that provides web scraping and Bing search capabilities, supporting both static and dynamic content through Puppeteer. It allows AI assistants to extract page summaries, SEO metadata, and full text with automatic detection for headless browser rendering.
    GPL 3.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables fetching and converting web content into various formats including HTML, JSON, plain text, and Markdown. It supports custom request headers and provides specialized tools for on-demand web data retrieval and transformation.
    127,538 npm
    MIT