Catalog Attribute Normalizer
Catalog attribute normalizer, taxonomy-grounded — no fabricated Google/Shopify category IDs.
| Endpoint | https://catalog-normalizer.acjlabs.com/mcp (streamable-http) |
|---|---|
| Registry version | 0.1.2 |
| Now | 1 tools · grade D (54) · pin ts_26418d97035e5ebc89ebe696ff63b9ac · protocol 2025-06-18 |
| First / last listed | 2026-11-05 01:48 UTC / 2026-11-05 01:48 UTC |
| Grade over time | 2026-11-05: D (54), 1 tools |
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Tools: normalize_catalog
normalize_catalog | Normalizes a batch of catalog products (attribute canonicalization/extraction + category-path mapping into the requested target taxonomies: google, shopify, amazon). Returns one result per input product, same order: a NormalizedProduct on success, or { error, source_title } if that specific product's classification failed — one product's failure never voids the rest of the batch. attributes is key params: products*, target_taxonomies* |
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