Firecrawl provides a specialized API to scrape and search the web for LLM context. It converts complex websites into clean markdown, removing the noise that typically confuses large models. This simplifies data ingestion for developers building RAG pipelines. The tool focuses on scale and ease of interaction for AI agents needing real-time web data.