Summary
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.
Install to Claude Code
verifiedclaude mcp add --transport http shopgraph https://shopgraph.dev/mcpRun in your terminal. Add --scope user to make it available in every project.
Review the command, arguments, and environment values before installing — MCP servers run with your local permissions.
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Verified live against the running server on Jun 10, 2026.
verified live4 tools
enrich_productExtract 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).7 params
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).
Parameters* required
force_refreshbooleanBypass cache entirely. Always triggers live extraction. Costs 3x credits.
formatstringOutput format. "ucp" returns UCP line_item format. Default: "default".one of
default · ucpdefault: defaultinclude_scorebooleanInclude agent-readiness score in response.
minimum_confidencenumberAuto-refresh if any cached field's DECAYED confidence falls below this threshold. Costs 2x credits when refresh triggers, 0.25x on cache hit.
payment_method_idstringStripe payment method ID for MPP payment
strict_confidence_thresholdnumberFields below this confidence will be nulled with explanation. Default: off.
url*stringProduct page URL to extract data from
enrich_basicExtract 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.7 params
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.
Parameters* required
force_refreshbooleanBypass cache entirely. Always triggers live extraction. Costs 3x credits.
formatstringOutput format. "ucp" returns UCP line_item format. Default: "default".one of
default · ucpdefault: defaultinclude_scorebooleanInclude agent-readiness score in response.
minimum_confidencenumberAuto-refresh if any cached field's DECAYED confidence falls below this threshold. Costs 2x credits when refresh triggers, 0.25x on cache hit.
payment_method_idstringStripe payment method ID for MPP payment
strict_confidence_thresholdnumberFields below this confidence will be nulled with explanation. Default: off.
url*stringProduct page URL to extract data from
enrich_htmlExtract 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).8 params
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).
Parameters* required
force_refreshbooleanBypass cache entirely. Always triggers live extraction. Costs 3x credits.
formatstringOutput format. "ucp" returns UCP line_item format. Default: "default".one of
default · ucpdefault: defaulthtml*stringRaw HTML content of the product page
include_scorebooleanInclude agent-readiness score in response.
minimum_confidencenumberAuto-refresh if any cached field's DECAYED confidence falls below this threshold.
payment_method_idstringStripe payment method ID for MPP payment
strict_confidence_thresholdnumberFields below this confidence will be nulled with explanation. Default: off.
url*stringOriginal URL of the page (used for context and caching)
score_productExtract 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.4 params
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.
Parameters* required
formatstringOutput format. "ucp" returns UCP line_item format. Default: "default".one of
default · ucpdefault: defaultpayment_method_idstringStripe payment method ID for MPP payment
strict_confidence_thresholdnumberFields below this confidence will be nulled with explanation. Default: off.
url*stringProduct page URL to extract and score
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Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →Categories
Registryactive
Packageshopgraph
TransportHTTP
Resources1
Prompts1
Tools verifiedJun 10, 2026
UpdatedApr 4, 2026
