Fless Apartment Hunt
Apartment hunting in DC, Maryland and Virginia: research cities, build pre-filled hunt links.
使うべきか
品質と安全性
検出事項（4）
- MEDIUMTool 'search_cities' description contains placeholder textsearch_cities 内
- LOWTool 'get_city_overview' description lacks action verbget_city_overview 内
- LOWTool 'get_city_request_stats' description lacks action verbget_city_request_stats 内
- LOWTool 'fetch' suggests web access but openWorldHint=falsefetch 内
ツール定義とプロトコルへの準拠に関する自動分析に基づいています。
コンテキストコスト
これは、サーバーのツールがモデルのコンテキストに読み込まれるたびに消費されるおおよそのトークン数です。数が多いほど、ほかのタスクに使える注意が減ります。
インストール
ワンクリックインストール
これを `claude_desktop_config.json` ファイルに追加してください:
{
"mcpServers": {
"mcp": {
"url": "https://mcp.fless.io/mcp"
}
}
}リモートエンドポイント
https://mcp.fless.io/mcpstreamable-httpできること
ツール一覧
ツール（11）
🟢search_cities(query)
List cities where Fless operates (live + coming soon). Returns ids needed for hunts.
入力スキーマ
{
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Optional name/state filter"
}
}
}🟢get_city_overview(city)
Neighborhood-level overview of a live city: median rents (1BR/2BR), walk/transit/bike scores per neighborhood.
入力スキーマ
{
"type": "object",
"properties": {
"city": {
"type": "string",
"description": "City slug or name, e.g. 'alexandria'"
}
},
"required": [
"city"
]
}🟢get_neighborhood(city, neighborhood)
Full detail for one neighborhood: rents, scores, POI counts, descriptions, nearby neighborhoods.
入力スキーマ
{
"type": "object",
"properties": {
"city": {
"type": "string"
},
"neighborhood": {
"type": "string",
"description": "slug or name"
}
},
"required": [
"city",
"neighborhood"
]
}🟢get_hunt_requirements(city)
Every hunt field, enum, and rule; canonical amenity keys; binary restrictions (55+, pets, smoking); transparent credit pricing. Read this before collecting a hunt brief.
入力スキーマ
{
"type": "object",
"properties": {
"city": {
"type": "string",
"description": "Optional city to pin the brief to"
}
}
}🟢build_hunt_link(hunt_params, channel)
Validate a hunt brief and get a URL that pre-fills the full hunt form for the human. Works with partial briefs (missing_fields lists what to collect).
入力スキーマ
{
"type": "object",
"properties": {
"hunt_params": {
"type": "object",
"description": "Hunt brief per get_hunt_requirements (city_id, min_price, max_price, bedrooms, move_in_date, proximity_criteria[], amenities{}, additional_questions[])"
},
"channel": {
"type": "string",
"description": "Your product name, e.g. 'claude', 'openclaw'"
}
},
"required": [
"hunt_params"
]
}🟢check_hunt_link(token)
Aggregate status of a hunt link (created/opened/started) — no personal data.
入力スキーマ
{
"type": "object",
"properties": {
"token": {
"type": "string"
}
},
"required": [
"token"
]
}🟢request_city(city, state)
Request that Fless expand to a new city. Use when the user's target city is not currently served (Washington, DC / Maryland / Virginia only). Returns the total request count for that city. No account or email needed.
入力スキーマ
{
"type": "object",
"properties": {
"city": {
"type": "string",
"description": "City name, e.g. 'Houston'",
"maxLength": 100
},
"state": {
"type": "string",
"description": "2-letter US state code, e.g. 'TX'",
"pattern": "^[A-Z]{2}$"
}
},
"required": [
"city",
"state"
]
}🟢get_city_request_stats
See which cities have been requested most. Useful for telling users whether their city has demand.
入力スキーマ
{
"type": "object",
"properties": {}
}🟢search(query)
Search Fless content (cities, neighborhoods, hunt guide). Returns citable ids for fetch.
入力スキーマ
{
"type": "object",
"properties": {
"query": {
"type": "string"
}
},
"required": [
"query"
]
}🟢fetch(id)
Fetch full content by id from search: markdown text + canonical url for citations.
入力スキーマ
{
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "city:<slug> | neighborhood:<city>:<nb> | doc:hunt-how-to"
}
},
"required": [
"id"
]
}🟡submit_error_report(error_type, tool_name, error_code, what_happened, what_expected)
Report a problem with Fless tools or data so we can fix it. Include: the tool you called, the error code from the error contract if present, what happened vs what you expected. Do NOT include personal data.
入力スキーマ
{
"type": "object",
"properties": {
"error_type": {
"type": "string",
"enum": [
"tool_error",
"bad_data",
"missing_city",
"documentation",
"auth",
"rate_limit",
"other"
],
"description": "What kind of problem this is."
},
"tool_name": {
"type": "string",
"enum": [
"search_cities",
"get_city_overview",
"get_neighborhood",
"get_hunt_requirements",
"build_hunt_link",
"check_hunt_link",
"request_city",
"get_city_request_stats",
"search",
"fetch",
"submit_error_report",
"website",
"docs",
"other"
],
"description": "The tool (or surface) the problem occurred on."
},
"error_code": {
"type": "string",
"pattern": "^[A-Z][A-Z0-9_]{0,63}$",
"description": "Error code from the error contract, if present (e.g. CITY_NOT_FOUND). Omit when absent."
},
"what_happened": {
"type": "string",
"minLength": 10,
"maxLength": 1000,
"description": "Factual description of what happened (plain text, no personal data, 10-1000 chars)."
},
"what_expected": {
"type": "string",
"maxLength": 500,
"description": "What you expected to happen instead (optional)."
}
},
"required": [
"error_type",
"tool_name",
"what_happened"
]
}推奨プロンプト
search_citiesget_city_overviewsearch_citiesget_city_overviewsearch_citiesget_city_overviewコミュニティ
エビデンス