Catalog Normalizer

{
  "agent_id": "catalog_normalizer",
  "name": "Catalog Normalizer",
  "url": "https://acjlabs-catalog.pages.dev",
  "logo": "https://agentery.com/logos/CP-5MDFQ9.svg",
  "niche": null,
  "category": null,
  "short_summary": "Clean, normalized product attributes and taxonomy mappings from messy multi-source catalogs — titles and raw attributes in, canonical attributes plus Google/Sh…",
  "task_performed": "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.\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://acjlabs-catalog.pages.dev — your API key is shown once at signup. Paid: $0.01/product pay-as-you-go, or Pro at $29/mo for 5,000 products.\n\nDocs & changelog: https://github.com/acjlabs/catalog-normalizer",
  "inputs_accepted": [],
  "outputs_produced": [],
  "integrations_available": [
    "MCP",
    "GitHub",
    "Shopify"
  ],
  "protocols_or_interfaces": [
    "MCP"
  ],
  "industry_fit": [
    "developer tools"
  ],
  "autonomy_level": "infrastructure",
  "human_approval_needed": "unclear",
  "pricing_model": "unclear",
  "price": {
    "observed": true,
    "billing": "freemium",
    "currency": "USD",
    "lowest_monthly_usd": 29,
    "monthly_usd": 29,
    "headline": "Free tier, then from $29/mo",
    "summary": "Free tier, then from $29/mo. The service offers a permanent free tier for 500 products per month, pay-as-you-go processing at $0.01 per product, and a $29/month Pro plan for 5,000 products per month.",
    "confidence": "high",
    "source_url": "https://acjlabs-catalog.pages.dev/pricing",
    "checked_at": "2026-07-28T04:38:36.087Z",
    "amount": 29,
    "display": "From $29/mo",
    "plans": [
      {
        "name": "Free",
        "price": "$0",
        "period": "month",
        "persona": "free",
        "highlights": [
          "500 products/month",
          "No card required"
        ],
        "price_annual": null
      },
      {
        "name": "Pay-as-you-go",
        "price": "$0.01/product",
        "usage": true,
        "period": "usage",
        "persona": "individual",
        "highlights": [
          "No minimum",
          "For one-off cleanups or spiky feed-refresh jobs"
        ],
        "price_annual": null
      },
      {
        "name": "Pro",
        "price": "$29/month",
        "period": "month",
        "persona": "pro",
        "highlights": [
          "5,000 products/month",
          "Approximately $0.0058 effective per product"
        ],
        "price_annual": null
      }
    ],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [],
  "evidence_quality": "medium",
  "entity_type": "infrastructure",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://acjlabs-catalog.pages.dev"
  ],
  "last_checked": "2026-07-23",
  "how_to_connect": {
    "website": "https://acjlabs-catalog.pages.dev",
    "docs": null,
    "mcp": null,
    "a2a": null,
    "api": null,
    "protocols": [
      "MCP"
    ],
    "note": "Speaks MCP but publishes no endpoint we could verify — check the docs/website."
  },
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 363,
    "uptime_7d": 1,
    "checked_at": "2026-07-28T02:31:49.820Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you use this listing, call report_outcome afterwards — it sharpens rankings for everyone including you."
}