Open for Agents

Find AI catalogue gaps. Track missing products, availability and exposure changes over time.

Products can be published in Shopify Admin yet appear differently—or not at all—in Storefront Catalog UCP/MCP output or public-store evidence. Open for Agents compares those surfaces, explains changes, preserves dated evidence, and alerts you when problems recur. It is read-only, never changes store data, does not request protected customer data, and does not store customer, order, payment, or Shopify-provided store-owner details. Unsupported sources are shown clearly, never counted as a pass.

• Spot products that are missing or unexpectedly exposed.
• Compare prices, availability, publications, and catalogue output.
• See what changed, when it changed, and the evidence behind it.
• Export normalized evidence with an integrity receipt.
• Receive alerts when important findings recur or a source fails.