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Use cases

webclaw is the web extraction engine for AI workflows. Browse how teams use it for RAG pipelines, real-time agents, deep research, monitoring, and lead enrichment.

POST /v1/extract

Travel price monitoring

Track flights, hotels, car rentals, and vacation packages from public pages.

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POST /v1/batch

RAG pipelines

Feed your vector database with fresh, clean web content.

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webclaw-mcp (stdio)

AI agents

Give your AI agent live eyes on the web. One MCP install.

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POST /v1/research

Deep research

Multi-source research with citations, fully automated.

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POST /v1/extract

Price monitoring

Track competitor prices, stock levels, and product changes.

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POST /v1/crawl + /v1/diff

Competitive intelligence

Track what your competitors ship, publish, and price.

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POST /v1/brand + /v1/extract

Lead enrichment

Turn a company domain into structured firmographic data.

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webclaw

Web extraction for LLMs. Built in Rust. Open source.

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BUILT WITH RUST · OPEN SOURCE