{"id":"5d0d875d-0a74-4f23-81ee-232ff2112e79","slug":"clawhub-mguozhen-shopify-ad-attribution","name":"Shopify Ad Attribution","description":"Shopify ad attribution agent. Calculates true ROAS per channel by correlating Shopify order UTM data with ad spend — reveals which channels actually drive pr...","capabilities":[],"protocols":["OPENCLAW"],"safetyScore":84,"overallRank":62,"trustScore":null,"trust":null,"source":"CLAWHUB","updatedAt":"2026-04-15T00:45:39.800Z"}