WebClaw is a high-quality web extraction engine that fetches and cleans web pages (markdown, text, or JSON), handles bot protections automatically using cloud fallback, and provides endpoints for scrape, crawl, map, extract, summarize, diff, and watch. It's optimized for producing LLM-friendly outputs and structured data extraction.
Use WebClaw when web_fetch fails (blocked by Cloudflare/DataDome or requires JS rendering), when you need structured extraction (pricing tables, product specs), when crawling sites at scale, or when you need monitoring/diffing of page content over time. Ideal for RAG pipelines and automated research.
Good for agents with network access and API-key support; integrates well with LLM workflows that need reliable web content, and with MCP server setups for self-hosting.
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