The best web scraping tool for AI pipelines is Firecrawl: $99 a month for 100,000 pages as Markdown, with a free plan of 1,000 credits a month. Try Firecrawl (we earn a commission if you sign up through this link; it never affects our scores). How the top tools compare, read from each vendor’s pricing page on 7 November 2026: Firecrawl bills 1 credit per page and starts at $19 a month for 5,000 credits (review); its code is AGPL-3.0 if you self-host. Bright Data gives 5,000 free records a month, then $1.50 per 1,000 or $499 for 384,000 (review), and is the one to try on sites that block scrapers. Apify bills compute units at $0.20 each, with $5 of free monthly usage and Starter at $19 (review). ScrapeGraphAI gives 500 free credits once, then $20 for 10,000 a month, and its library is MIT. Crawl4AI (Apache-2.0) and Scrapling (BSD-3-Clause) cost $0 to license, but you run the servers and proxies. Head-to-head math: Firecrawl vs Apify vs Bright Data. Also see best MCP servers for web scraping, open source scrapers for lead lists and best open source AI tools. Using an AI coding agent? MCP servers we score includes Firecrawl’s official server for Claude Code and Cursor.
36 tools, each scored against our published methodologyThere are 36 AI Web Scrapers here. 61.1% have a free tier, and the median score is 5.5. Freemium is the most common pricing model at 46.9%.
Share of the 32 tools whose pricing model we have confirmed.
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The new AI tools and GitHub repos we scored, each with its score and a dated source. Free. We score against a published rubric and show the working. Tools we earn a commission on are labelled Our pick, and their scores never move for money.
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