Catalog Attribute Normalizer
Catalog attribute normalizer, taxonomy-grounded — no fabricated Google/Shopify category IDs.
Connect it
Settings → Connectors → Add custom connector
URL: https://catalog-normalizer.acjlabs.com/mcpSettings → Apps & Connectors → Advanced → Developer mode
Create connector with URL: https://catalog-normalizer.acjlabs.com/mcp{
"mcpServers": {
"catalog-normalizer": {
"url": "https://catalog-normalizer.acjlabs.com/mcp"
}
}
}claude mcp add --transport http catalog-normalizer https://catalog-normalizer.acjlabs.com/mcp{
"servers": {
"catalog-normalizer": {
"type": "http",
"url": "https://catalog-normalizer.acjlabs.com/mcp"
}
}
}1 tools, verified live
normalize_catalogread-onlyNormalizes 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 â one product's failure never voids the rest of the batch. attributes is k
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