Source
ValiFit listing dedup engine · vintage 2026 · refresh cadence: 4h
When same listing appears in multiple feeds, one row is canonical
Direction of better
No universal direction; user preference determines what is "better".
Unit
Values are reported in text.
Where the data lives
Tables: unified_listings
Columns: canonical_listing_id, is_canonical
Input field: canonical_listing_id
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.canonical_listing_id",
"name": "Canonical Listing UUID",
"value": "example",
"unitText": "text",
"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.canonical_listing_id",
"sameAs": "ValiFit listing dedup engine"
},
"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"
},
{
"@type": "Dataset",
"@id": "https://valifit.com/sources/valifit-internal",
"identifier": "VALIFIT_INTERNAL",
"name": "ValiFit Internal Compute",
"url": "https://valifit.com/trust/methodology",
"sameAs": "https://valifit.com/trust/methodology",
"creator": {
"@type": "Organization",
"name": "ValiFit"
},
"temporalCoverage": "live",
"dateModified": "2026-05-11"
}
]
}For programmatic access
GET /api/v1/catalog/metrics?id=listing.canonical_listing_id
MCP tool: get_catalog with id="listing.canonical_listing_id"