Firecrawl provides a specialized API to scrape and search the web for LLM context. It converts complex websites into clean markdown, removing the manual effort of cleaning HTML. Developers can now feed structured web data directly into RAG pipelines. This tool solves a persistent data ingestion bottleneck for agentic workflows.