Shelfglance

Agent endpoint

What an agent sees at liaisonlabel.com

Searching liaisonlabel.com for liaisonlabel the way a shopping agent would returned 10 products. This is what it received.

ProductPriceCategorySKU
Double Layer Scoop Bra - Black & Wild Side $54.00 set aa-1-1-6 44420836851909
Double Layer Sporty Scoop Bra - Mocha Brown & Wild Side $54.00 set aa-1-1-6 44794978107589
Double Layer Scoop Bra - Navy & Stripes $54.00 set aa-1-1-6 44674693071045
Multi-Color Double Layer Scoop Bra - Essence $58.00 set aa-1-1-6 45766311542981
Multi-Color Double Layer Scoop Bra - Sorbet $58.00 set aa-1-1-6 46009324044485
Double Layer Scoop Bra - Passion Pink & White $54.00 set aa-1-1-6 45588146290885
Double Layer Scoop Bra - Mocha Brown & White $54.00 set aa-1-1-6 44795270136005
Bridge Pant (text logo) - Mocha Brown $69.00 set aa-1-1-1-2 45054625972421
Multi-Color Double Layer Scoop Bra - Retro $58.00 set aa-1-1-6 46009323716805
Layered Sculpt Short V1 - Mocha Brown & White $60.00 set aa-1-1-1-3 44795663188165

Price, title, description and URL are Shopify’s doing and are filled in for you. Category and SKU are yours, set per product in your admin. Here 10 of 10 carried a category and 10 of 10 carried a SKU.

Read another one

Leave the search term blank and we use the store name. Any Shopify store, not just your own.

What you are looking at

Your store answers AI shopping agents at /api/ucp/mcp, speaking the Universal Commerce Protocol. Shopify switched it on; it is not in your admin and nothing in your theme controls it. We sent it the same search_catalog request an agent would and put the answer in a table. The long version, with what we found across sixty stores, explains why the two columns on the right are the only ones you can change.

This is not a score and nothing here is a fault. If you want the graded version — whether your pages can be read, not just your endpoint — the scan covers that.