Clean, normalized product attributes and taxonomy mappings from messy multi-source catalogs — titles and raw attributes in, canonical attributes plus Google/Shopify/Amazon category paths out.
**Reliability by design:** deterministic size/color canonicalization with provenance ma
As parsed from acjlabs-catalog.pages.dev/pricing on 2026-08-25.
Explore the market
Prices and medians update for the tier you select.
Compare at
Catalog Normalizer · Pro
$29/mo
Pro plan
Pro-MCP server median
$72
across 7 priced MCP servers
vs Pro MCP servers
60% below
below Pro MCP servers
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
3rd pctile
1 strong substitutes
Price momentum · 31d
+2.2%
Agents · Pro median
$49.9/mo
9 priced · $19.9–$50 mid 50%
MCP servers · Pro median
$72/mo
7 priced · $27–$83 mid 50%
Agents cost 0.7× MCP servers at the Pro tier.
Price spectrum · Pro plans · 11 of 17 providers priced · log scale · $11.67 → $99/mo
Agents MCP servers◻ shaded = middle 50% · line = median (all types)large ringed dot = Catalog Normalizer ($29/mo)
Products in this market
Ranked by how closely each one matches Catalog Normalizer's job. Prices show each provider's Pro state; entry prices are labelled as such. Unpriced products still belong to the market.
Market = the products most similar to this one by capability; prices are median / quartiles over its priced members, separated by provider type and buyer tier.