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Ideal when using Bright Data, Firecrawl, or any scraping API — pipe the HTML through ShopGraph for structured product data. Uses schema.org + LLM fallback. Costs $0.02 per call (cached results are free). Each field carries verification metadata in _shopgraph: provenance (field_method — which source/tier produced it: schema_org, llm, or hybrid), freshness (field_freshness — recency + volatility_class, for volatile fields","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","required":["html","url"],"properties":{"url":{"type":"string","format":"uri"},"html":{"type":"string"},"format":{"enum":["default","ucp"],"type":"string","default":"default"},"force_refresh":{"type":"boolean"},"include_score":{"type":"boolean"},"payment_method_id":{"type":"string"},"minimum_confidence":{"type":"number","maximum":1,"minimum":0},"strict_confidence_threshold":{"type":"number","maximum":1,"minimum":0}},"additionalProperties":false},"annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"enrich_html","displayName":"enrich_html","title":"enrich_html"},{"name":"score_product","description":"Extract product data and return agent-readiness score (0-100). Scores structured data completeness, semantic richness, UCP compatibility, pricing clarity, and inventory signals. 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