Best Web Scraping Tools for AI Agents (2026)
Agents need clean web data. These tools power our Lead Research and Competitor Monitor templates.
Want your tool at the top of this list? Get featured (always labeled).
Apify
Apify is a platform with thousands of ready-made tools (Actors) for getting real-time web data, tracking competitors, generating leads, and feeding data to AI agents.
Best for: Lead research, Competitor monitoring, Ready-made scrapers.
Firecrawl
Firecrawl is an API that crawls and scrapes websites and returns clean, LLM-ready data (such as markdown) for AI agents.
Best for: Feeding web pages to LLMs, Site crawling, Developer APIs.
FAQ
Apify or Firecrawl for AI agents?
Apify is best when a ready-made scraper (Actor) already exists for your target site. Firecrawl is best when you want any page turned into clean markdown for an LLM.