Firecrawl provides a Context API and toolkit for AI agents to search, scrape, and interact with the web at scale, delivering clean, LLM-ready data in formats like Markdown and JSON. It enables AI systems to find, read, and act on live web content, including a specialized Research Index for AI/ML. The platform is open-source and offers features like search, scrape, map, crawl, and interactive capabilities.