Extracts structured product data from any URL and returns JSON with per-field confidence scores. You get three tools: enrich_basic for fast Schema.org parsing, enrich_product for the full pipeline with LLM fallback and headless browser rendering, and enrich_html if you already fetched the page yourself. Every field shows which extraction method produced it and how confident the system is. Set strict_confidence_threshold to auto-filter uncertain fields before they reach your agent. Outputs Universal Commerce Protocol validated JSON. Free tier gives you 50 calls per month with no signup. Useful when you need to turn messy product pages into reliable structured data for price tracking, catalog building, or comparison tools.
claude mcp add --transport stdio laundromatic-shopgraph uvx shopgraph