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.

Learn more

webclaw-mcp (stdio)

AI agents

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

Learn more

POST /v1/summarize

Content summarization

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

Learn more

Data extraction

3 use cases

POST /v1/brand

Brand extraction

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

Learn more

POST /v1/scrape

Website to Markdown

Convert public web pages into content-oriented Markdown in one call.

Learn more

POST /v1/scrape

YouTube transcripts

Pass a YouTube watch URL to scrape, get available captions and video metadata.

Learn more

Monitoring

4 use cases

POST /v1/extract

Travel price monitoring

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

Learn more

POST /v1/extract

Price monitoring

Track competitor prices, stock levels, and product changes.

Learn more

POST /v1/crawl + /v1/diff

Competitive intelligence

Track what your competitors ship, publish, and price.

Learn more

POST /v1/diff

Content change monitoring

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

Learn more

Research & discovery

2 use cases

POST /v1/research

Deep research

Multi-source research with citations, fully automated.

Learn more

POST /v1/search

Web search

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

Learn more

Ready to build? Start extracting.

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

Read docs