Catalog Attribute Normalizer

com.acjlabs/catalog-normalizer

Catalog attribute normalizer, taxonomy-grounded — no fabricated Google/Shopify category IDs.

healthy

status

tools exposed

3800ms

connect latency

be16e1f72fd7

schema fingerprint

Tools (1)

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'

Endpoint

https://catalog-normalizer.acjlabs.com/mcp
Category: Other · Last checked: 2026-08-15T08:58:15Z

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How we measure →

What this means. This server responded to the MCP handshake and listed its tools without authentication. The schema fingerprint lets us flag if tool signatures silently change (schema drift) between checks.