Catalog Normalizer

{
  "agent_id": "catalog_normalizer",
  "name": "Catalog Normalizer",
  "url": "https://acjlabs-catalog.pages.dev",
  "logo": "https://agentery.com/logos/CP-5MDFQ9.svg",
  "niche": "product-listing-optimization-ecom",
  "category": "ecommerce-retail",
  "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",
    "source_kind": "vendor",
    "currency": "USD",
    "lowest_monthly_usd": 29,
    "monthly_usd": 29,
    "headline": "Free plan; paid from $29/mo",
    "commercial": {
      "entry_offer": {
        "line": "Pro",
        "monthly_native": 29,
        "monthly_usd": 29,
        "commitment": "monthly",
        "basis": "$29/month",
        "billing_verified": true
      },
      "rates": [
        {
          "line": "Pay-as-you-go",
          "per": "per product",
          "text": "$0.01 per product"
        }
      ],
      "currency": "USD",
      "lines": [
        {
          "name": "Free",
          "price": "$0",
          "kind": "free",
          "billed": "monthly"
        },
        {
          "name": "Pay-as-you-go",
          "price": "$0.01/product",
          "kind": "usage_rate",
          "unit": "product",
          "billed": "usage"
        },
        {
          "name": "Pro",
          "price": "$29/month",
          "kind": "base_subscription",
          "billed": "monthly"
        }
      ]
    },
    "summary": "Free plan; paid from $29/mo. The service offers a 500-product monthly free tier, pay-as-you-go processing at $0.01 per product, and a $29/month Pro plan for 5,000 products.",
    "confidence": "high",
    "source_url": "https://acjlabs-catalog.pages.dev/pricing",
    "checked_at": "2026-10-26T01:53:07.176Z",
    "amount": 29,
    "display": "From $29/mo",
    "plans": [
      {
        "name": "Free",
        "price": "$0",
        "period": "month",
        "persona": "free",
        "highlights": [
          "500 products/month",
          "No credit 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",
          "Paid tier access is onboarded manually"
        ],
        "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": "2026-10-26",
  "profile_checked": "2026-07-23",
  "price_checked": "2026-10-26",
  "how_to_connect": {
    "website": "https://acjlabs-catalog.pages.dev",
    "docs": null,
    "mcp": null,
    "a2a": null,
    "api": null,
    "protocols": [
      "MCP"
    ],
    "install": null,
    "repository": null,
    "note": "Speaks MCP but publishes no endpoint we could verify — check the docs/website."
  },
  "deployment": {
    "model": "unknown",
    "both_offered": false,
    "hosted_endpoint": null,
    "install": null,
    "note": "No deployment evidence held — Agentery has no endpoint, install instruction or directory attribute for this listing.",
    "evidence": null
  },
  "licence": {
    "name": null,
    "note": "No named licence found in the retained page text or source attributes. A public repository alone does not establish an open-source licence.",
    "evidence": null
  },
  "evidence_checks": {
    "price": {
      "source_url": "https://acjlabs-catalog.pages.dev/pricing",
      "last_observed_day": "2026-10-26",
      "age_days": 0,
      "verified_day": "2026-10-26",
      "note": "verified = the page-text gate ran for that scan day (day-before/day-of text check)"
    },
    "agent_card": {
      "status": "unknown",
      "note": "no Agent Card URL recorded for this listing"
    },
    "endpoint": {
      "status": "unknown",
      "note": "endpoint not yet checked"
    }
  },
  "product_group": {
    "group_id": 93,
    "group": "Product discovery and ecommerce content",
    "change_90d_pct": 0,
    "fair_price_by_tier_monthly_usd": {
      "individual": 49,
      "pro": 60,
      "team / small business": 141.2,
      "enterprise": 599
    },
    "note": "Change of the group's price index over the last 90 days. Call get_group_fair_price with group_id for tier and payment-model detail.",
    "page": "https://agentery.com/aepi/groups/93"
  },
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 71,
    "uptime_7d": 1,
    "checked_at": "2026-10-26T02:32:52.055Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you actually use this provider, call report_outcome with the result. Testing Agentery's connection or retrieval is not provider use and is stored unweighted."
}