Product Search Diagnostics

When search can't find a product, it's hard to know why. The new product-search-diagnostics MCP tool gives AI agents a plain-language view into what actually reached a product's search document — which collections, tags, metafields, and variant options were included or excluded, and why, plus the product's current indexing readiness.

Agents can also classify attributes directly through a guided attribute-setup prompt, tagging them as categorical, feature, or price so query understanding filters, sorts, and detects intent correctly. Semantic search gained a filter_group option to narrow results the same way the Browse API does, and store status checks now report search-document readiness across your whole catalog.

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