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/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/research
Deep research
Multi-source research with citations, fully automated.
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/brand + /v1/extract
Lead enrichment
Turn a company domain into structured firmographic data.
Learn more →