Use cases

One API, every web data workflow.

Search, extract, monitor, summarize, and research the public web — then drop the structured output straight into your LLM, agent, or pipeline. Every use case ships with a one-click live demo.

AI & LLMs

3 use cases

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/summarize

Content summarization

Turn any URL into a short, structured summary in one call.

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Data extraction

4 use cases

POST /v1/brand + /v1/extract

Lead enrichment

Turn a company domain into structured firmographic data.

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POST /v1/brand

Brand extraction

Turn any company domain into a structured brand profile in one request.

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POST /v1/scrape

Website to Markdown

Convert any URL into clean, LLM-ready Markdown in one call.

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POST /v1/scrape

YouTube transcripts

Pass a YouTube watch URL to scrape, get the full transcript plus metadata back.

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Monitoring

4 use cases

POST /v1/extract

Travel price monitoring

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

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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/diff

Content change monitoring

Snapshot any page, diff it on a schedule, and get alerted only when the content actually changes.

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Research & discovery

2 use cases

POST /v1/research

Deep research

Multi-source research with citations, fully automated.

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POST /v1/search

Web search

Run a query, get ranked results with titles, URLs, and snippets in one call.

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Ready to build? Start extracting.

Clean, structured web data for any LLM workflow. Cancel anytime.

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