apartmentledger.vercel.app
An agent-native apartment decision workspace for comparing real tradeoffs, costs, fit, and uncertainty.
First seen 2026-11-05 · Last seen 2026-11-05 · Source: webmcp.com
Answer 3 · Act 5 · Transact 0 · Score: Not yet scored
Tool inspector
propose_preferences
Show renter preferences, important location anchors, or relevant custom follow-up questions the agent has reason to propose. Use to improve the current ranking after results appear. Context proposals visibly include source and confidence, affect only a later explicit rerun, and remain pending until the human approves or rejects them for durable saving.
Input schema
| Property | Type | Required | Description |
|---|---|---|---|
preferences |
array | no | — |
anchors |
array | no | — |
customQuestions |
array | no | — |
Raw JSON schema
{
"type": "object",
"properties": {
"preferences": {
"type": "array",
"maxItems": 20,
"items": {
"type": "object",
"properties": {
"kind": {
"type": "string",
"enum": [
"budget",
"bedrooms",
"minimum_space",
"amenity",
"furniture",
"lifestyle",
"lease",
"other"
]
},
"label": {
"type": "string",
"minLength": 1,
"maxLength": 160
},
"value": {
"type": [
"string",
"number",
"boolean"
]
},
"source": {
"type": "string",
"enum": [
"agent_context",
"user_stated",
"site_account"
]
},
"confidence": {
"type": "number",
"minimum": 0,
"maximum": 1
}
},
"required": [
"kind",
"label",
"value"
],
"additionalProperties": false
}
},
"anchors": {
"type": "array",
"maxItems": 10,
"items": {
"type": "object",
"properties": {
"label": {
"type": "string",
"minLength": 1,
"maxLength": 160
},
"importance": {
"type": "integer",
"minimum": 1,
"maximum": 5
},
"latitude": {
"type": "number",
"minimum": -90,
"maximum": 90
},
"longitude": {
"type": "number",
"minimum": -180,
"maximum": 180
},
"source": {
"type": "string",
"enum": [
"agent_context",
"user_stated",
"site_account"
]
},
"confidence": {
"type": "number",
"minimum": 0,
"maximum": 1
}
},
"required": [
"label"
],
"additionalProperties": false
}
},
"customQuestions": {
"type": "array",
"maxItems": 8,
"items": {
"type": "object",
"properties": {
"question": {
"type": "string",
"minLength": 1,
"maxLength": 180
},
"reason": {
"type": "string",
"minLength": 1,
"maxLength": 220
},
"kind": {
"type": "string",
"enum": [
"budget",
"bedrooms",
"minimum_space",
"amenity",
"furniture",
"lifestyle",
"lease",
"other"
]
}
},
"required": [
"question",
"reason"
],
"additionalProperties": false
}
}
},
"additionalProperties": false
}
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