Best MCP servers for web scraping
Web scraping for an AI agent splits into a few jobs: turning a single page into clean text, crawling a whole site, finding the right URLs in the first place, and handling pages that only render behind JavaScript or a login. No single server is best at all four, so the right setup usually pairs a clean-extraction server with a heavier automation fallback for the pages that fight back. The servers below cover that spectrum, from purpose-built web-data APIs that return model-ready markdown to cloud browsers that drive a real headless Chrome. Each pick explains exactly which scraping job it owns, and every one ships a verified, current install config.
Firecrawl
Firecrawl
Official Firecrawl server that turns any website into clean, LLM-ready data through scrape, crawl, map, search, and extract.
Firecrawl's official server is the workhorse for clean extraction: scrape a URL into markdown, crawl an entire site, map its links, or run structured extract against a schema.
Firecrawl for web scraping →
Apify
Apify
Official Apify server that exposes 6,000+ Actors plus run, dataset, and store tools so agents can scrape and automate the web.
Apify exposes 6,000+ pre-built Actors plus run and dataset tools, so an agent can pull from a maintained scraper for a tough site instead of writing one from scratch.
Apify for web scraping →
Exa
Exa
Exa's official server gives agents neural web search and clean full-page content built for LLMs.
Exa's neural web search finds the right pages to scrape and returns clean full-page content, which is the discovery step most scraping pipelines skip over.
Exa for web scraping →
Tavily
Tavily
Official Tavily server giving agents real-time web search, page extraction, site crawling, and site mapping built for AI.
Tavily bundles real-time search with extract, crawl, and map tools tuned for LLM consumption, a compact all-in-one alternative when you want search and scrape from one server.
Tavily for web scraping →
Browserbase
Browserbase
Cloud-hosted browser automation with Stagehand, so agents drive headless browsers without local infra.
Browserbase drives a real cloud browser via Stagehand, the fallback for pages behind JavaScript rendering or a login that static scrapers cannot reach.
Browserbase for web scraping →