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Trust / Catalog / listing.description

Metric · canonical catalog entry·Federally sourced · direction-flagged

Listing Description (text)

composite: Listinglevel: ListingFHA-safe ✓

Source

realtor.com listing data · vintage 2026 · refresh cadence: 4h

MLS description; embedded into listing_embeddings for vibe match.

Direction of better

No universal direction; user preference determines what is "better".

Where the data lives

Tables: active_listings

Columns: description

Input field: description

JSON-LD example

Every value emitted by ValiFit (in /api/v1, MCP responses, on-page JSON-LD) carries a propertyID set to this metric_id, so AI clients can resolve it back here in one round-trip.

{
  "@type": "PropertyValue",
  "propertyID": "listing.description",
  "name": "Listing Description (text)",
  "value": "example",
  "additionalProperty": [
    {
      "@type": "PropertyValue",
      "name": "composite",
      "value": "Listing"
    },
    {
      "@type": "PropertyValue",
      "name": "level",
      "value": "listing"
    },
    {
      "@type": "PropertyValue",
      "name": "direction",
      "value": "optimize"
    },
    {
      "@type": "PropertyValue",
      "name": "source_year",
      "value": "2026"
    },
    {
      "@type": "PropertyValue",
      "name": "fha_safe",
      "value": true
    }
  ],
  "valueReference": {
    "@type": "QuantitativeValue",
    "additionalType": "https://valifit.com/catalog/metric",
    "identifier": "listing.description",
    "sameAs": "realtor.com listing data"
  },
  "mentions": [
    {
      "@type": "Dataset",
      "@id": "https://valifit.com/sources/realtor-com-listings",
      "identifier": "REALTOR_COM",
      "name": "Realtor.com Listing Data",
      "url": "https://www.realtor.com",
      "sameAs": "https://www.realtor.com",
      "creator": {
        "@type": "Organization",
        "name": "Move, Inc. (NAR)"
      },
      "temporalCoverage": "4h",
      "dateModified": "2026-05-22"
    }
  ]
}

For programmatic access

GET /api/v1/catalog/metrics?id=listing.description

MCP tool: get_catalog with id="listing.description"

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