Web scraping MCP servers

Which web scraping MCP servers actually answer?

Of 315 servers in the official MCP registry that mention Web scraping, we checked 191 remote endpoints on 2026-10-04: 122 answered the MCP handshake, 48 answered but asked for sign-in or payment first, and 21 did not complete it. 97 run on your own machine and cannot be checked from outside.

What this does not tell you: whether a server is safe, or whether its tools do what they say. An answer to the handshake proves the endpoint is up, nothing more.

Ranked by our checks and repository activity, not by votes. How we check.

  1. scrapeless-mcp-server

    io.github.scrapeless-ai/scrapeless-mcp-server

    Web search, browser automation, scraping, crawling and CAPTCHA solving for AI agents.

    Answers, but requires sign-in before the handshake★ 169
  2. ScrapeGraphAI-scrapegraph-mcp

    ai.smithery/ScrapeGraphAI-scrapegraph-mcp

    Enable language models to perform advanced AI-powered web scraping with enterprise-grade reliabili…

    Answers, but requires sign-in before the handshake★ 114
  3. CRW Web Scraper

    io.github.fastcrw/crw

    Open-source web scraper for AI agents with scrape, crawl, and map tools

    runs locally★ 1,100
  4. Scrapling MCP Server

    io.github.D4Vinci/Scrapling

    Web scraping with stealth HTTP, real browsers, and Cloudflare bypass. CSS selectors supported.

    runs locally★ 85,463
  5. CRW Web Scraper

    io.github.us/crw

    Open-source web scraper for AI agents with scrape, crawl, and map tools

    runs locally★ 1,100
  6. AgentScrape

    io.github.hshintelligence/agent-scrape

    Pay-per-call web scraping for AI agents via x402 on Base USDC. Six tools, no signup.

    Answers the MCP handshake and lists its tools★ 2
  7. PyScrappy

    io.github.mldsveda/pyscrappy

    Web-scraping toolkit with 22 tools for structured web data as JSON for AI agents.

    runs locally★ 260
  8. Ashby Jobs Scraper & API - All Companies, Remote, Last 24 Hours

    io.github.AnshumanAtrey/ashby-jobs-search

    Ashby Jobs Scraper - Search Every Ashby Job Board

    Answers the MCP handshake; tool list not available without sign-in★ 1
  9. Telegram Channel Scraper - Posts, Media & Buttons | No Login

    io.github.AnshumanAtrey/telegram-channel-scraper

    Telegram Channel Scraper - No Login, $0.30 per 1K Posts

    Answers the MCP handshake; tool list not available without sign-in★ 1
  10. scrapi

    io.github.bamchi/scrapi

    Web scraping for AI agents. Converts URLs to clean, LLM-ready Markdown with anti-bot bypass.

    Answers, but requires sign-in before the handshake★ 5
  11. scrapegraph-mcp

    io.github.ScrapeGraphAI/scrapegraph-mcp

    AI-powered web scraping and data extraction capabilities through ScrapeGraph API

    runs locally★ 114
  12. web-scraping

    com.superagnt/web-scraping

    Web scraping for AI agents: scrape, search, crawl, map any website to markdown + JSON. No browser.

    Answers, but requires sign-in before the handshake★ 4
  13. Outscraper MCP Server

    io.github.outscraper/outscraper-mcp-server

    Outscraper MCP business discovery, Maps intelligence, enrichment, reviews, and contact data.

    Answers, but requires sign-in before the handshake★ 4
  14. Web Data API Plan Finder

    io.github.scraping-api-plans/web-data-plan-finder

    Compare web scraping, crawling and SERP API pricing and limits against your workload and budget

    Answers the MCP handshake and lists its tools
  15. Facebook/Meta Ads Library Scraper API - Winning Ads, Scam Check

    io.github.AnshumanAtrey/facebook-ads-library-api

    Facebook/Meta Ads Library Scraper - Winning Ads

    Answers the MCP handshake; tool list not available without sign-in
  16. Scrappa

    co.scrappa/scrappa

    Scraping API for Google Search, Maps, Flights, Jobs, YouTube, LinkedIn, Trustpilot and more.

    Answers the MCP handshake and lists its tools
  17. oassis — web scraping, crawling and browser control for AI agents

    dev.oassis/scraper-crawler

    Scrape to markdown, map and crawl sites, drive a real browser. Pay per call, no API key, no signup.

    Answers the MCP handshake and lists its tools
  18. Recruitee Jobs Scraper - Clean Job Data API

    com.ranovam/recruitee-scraper

    Scrape any company's Recruitee job board with this scraper.

    Answers the MCP handshake; tool list not available without sign-in
  19. YouTube Data Scraper - Videos & Channels

    com.ranovam/youtube-scraper

    Scrape YouTube videos and channels: titles, views, likes, subscriber counts, and upload dates.

    Answers the MCP handshake; tool list not available without sign-in
  20. Yahoo Finance Scraper — Quotes & Financials

    com.ranovam/yahoo-finance-scraper

    Scrape stock quotes, historical prices, and financial statements from Yahoo Finance.

    Answers the MCP handshake; tool list not available without sign-in
  21. Workable Jobs Scraper - Clean Job Data API

    com.ranovam/workable-scraper

    Scrape any company's Workable job board and get clean, de-duplicated job data: title, department…

    Answers the MCP handshake; tool list not available without sign-in
  22. Atlassian Statuspage Scraper & JSON API Tool

    com.ranovam/statuspage-scraper

    Statuspage Scraper extracts any company's Atlassian Statuspage as clean JSON — components…

    Answers the MCP handshake; tool list not available without sign-in
  23. SmartRecruiters Company Job Board Scraper

    com.ranovam/smartrecruiters-scraper

    Scrape SmartRecruiters company job boards and get clean, de-duplicated JSON: title, department…

    Answers the MCP handshake; tool list not available without sign-in
  24. Shopify & eBay Product Scraper & Extractor

    com.ranovam/shopify-ebay-product-research

    Shopify and eBay product scraper & extractor for fast market research. Pulls Shopify products.

    Answers the MCP handshake; tool list not available without sign-in
  25. SEEK Jobs Scraper: Australia & NZ Listings

    com.ranovam/seek-scraper

    Scrape SEEK job listings from Australia and New Zealand.

    Answers the MCP handshake; tool list not available without sign-in
  26. Rippling Jobs Scraper & Data Extractor API

    com.ranovam/rippling-scraper

    Rippling ATS job scraper pulls live postings from any company's Rippling job board via API.

    Answers the MCP handshake; tool list not available without sign-in
  27. Google Maps Real Estate Agency Data Scraper

    com.ranovam/realestate-agency-maps-scraper

    Google Maps scraper for real estate agencies and agents in any city.

    Answers the MCP handshake; tool list not available without sign-in
  28. Pinpoint Jobs Scraper - Job Board API Tool

    com.ranovam/pinpoint-scraper

    Scrape any company's Pinpoint job board in one click.

    Answers the MCP handshake; tool list not available without sign-in
  29. Personio Jobs Scraper - Clean JSON API Tool

    com.ranovam/personio-scraper

    Personio Jobs Scraper turns any company's Personio job board into clean, de-duplicated JSON…

    Answers the MCP handshake; tool list not available without sign-in
  30. Lever Jobs Scraper - Job Board Data Extractor

    com.ranovam/lever-scraper

    Scrape any company's Lever job board and get clean, de-duplicated job data: title, team, location…

    Answers the MCP handshake; tool list not available without sign-in

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