{"schema_version":1,"snapshot_id":"bfb936f5ceae4a7427f93961201723779c3021545a3c4222395e8678314c3e55","generated_at":"2026-10-17T21:51:24.907033+00:00","notice":"Potential GTM matches from directory metadata and model triage. Discovered does not mean vendor-verified or tested. Pending records remain under review; pricing and install details require primary sources.","canonical_url":"https://gtmmcps.com/discoveries/e7850f25e923fb656858","record":{"id":"e7850f25e923fb656858","name":"Catalog Attribute Normalizer","aliases":["Catalog Attribute Normalizer"],"description":"Taxonomy-grounded catalog attribute normalizer — no fabricated Google/Shopify category IDs, ever. Titles and raw attributes in, canonical attributes plus Google/Shopify/Amazon category paths out.\n\n**Reliability by design:** deterministic size/color canonicalization with provenance marking (canonicalized vs extracted), retrieval-grounded classification (~92% exact-match on our Google/Shopify eval set), and taxonomy leaf IDs returned only when verified against the real taxonomy — never fabricated.\n\n**Free tier:** 500 products/month, no card required. Sign up at https://catalog-normalizer-signup.","repository_url":null,"sources":[{"source_id":"smithery","url":"https://api.smithery.ai/servers","observed_at":"2026-10-17T21:40:22.481400+00:00","source_record_id":"c7601d4f-2d62-4d44-aa87-d0daa1ff28af","source_record_name":"acjlabs/catalog-normalizer"}],"relevance_signals":["shopify"],"classification":{"label":"pending","method":"not-yet-classified"},"catalog_ids":[],"verification_status":"discovered","vendor_ownership":"not-verified","execution_tested":false,"pricing_status":"not-verified","documentation_status":"not-verified"}}