bots.st/shopgraph

shopgraph

Extract structured product attributes from URLs

2038 ms

answered our call 8 Nov, 02:30 UTC

How to reach it

Tool	What it says it does
`enrich_basic`	Extract basic product attributes from a URL (name, price, brand, availability). Faster and cheaper than enrich_product. 50 free calls/month — no payment needed. Paid: $0.01 per call after free tier. Each field carries verification metadata in _shopgraph: provenance (field_method — which…
`enrich_html`	Extract product data from raw HTML you already have (no HTTP fetch needed). 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…
`enrich_product`	Extract comprehensive product data from a URL including name, price, brand, images, availability, and more. Uses schema.org structured data when available, with LLM fallback. Costs $0.02 per call (cached results are free). Each field carries verification metadata in _shopgraph: provenance…
`score_product`	Extract product data and return agent-readiness score (0-100). Scores structured data completeness, semantic richness, UCP compatibility, pricing clarity, and inventory signals. Full scoring breakdown included.

Clean product data from any URL. Schema.org + AI extraction. 200 free calls/month.

Source: github.com/laundromatic/shopgraph
Publisher: laundromatic
Listed from: the official MCP Registry as io.github.laundromatic/shopgraph
Version: 1.0.1, updated 4 Apr 2026
Kinds of work: Documents and files, Data and databases, Search and research

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