Fless Apartment Hunt
mcp remote · streamable-http · v1.7.0 · source: crawl
https://mcp.fless.io/mcp
https://github.com/fless-io/skills
Apartment hunting across 13 US states: rents, briefs, hunt links.
Works
100
Verified Oct 31, 2026 · p50 1300 ms · p95 1338 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'fless' |
| tools_listed | 15 | pass | 19 tools |
| schema_complete | 15 | pass | 19 of 19 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 1300 ms |
| latency_p95 | 5 | pass | p95 1338 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (19)
| Name | Description | Schema |
|---|---|---|
search_cities | List cities where Fless operates (live + coming soon). Returns ids needed for hunts. | typed |
get_city_overview | Neighborhood-level overview of a live city: median rents (1BR/2BR), walk/transit/bike scores per neighborhood. | typed |
get_neighborhood | Full detail for one neighborhood: rents, scores, POI counts, descriptions, nearby neighborhoods. | typed |
get_hunt_requirements | Every hunt field, enum, and rule; canonical amenity keys; binary restrictions (55+, pets, smoking); transparent credit pricing. Read this before collecting a hunt brief. | typed |
build_hunt_link | 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). | typed |
check_hunt_link | Aggregate status of a hunt link (created/opened/started) — no personal data. | typed |
request_city | Request that Fless expand to a new city. Use when the user's target city is not currently served (check live coverage first with search_cities). Returns the total request count for that city. No accou | typed |
get_city_request_stats | See which cities have been requested most. Useful for telling users whether their city has demand. | typed |
search | Search Fless content (cities, neighborhoods, hunt guide). Returns citable ids for fetch. | typed |
fetch | Fetch full content by id from search: markdown text + canonical url for citations. | typed |
submit_error_report | 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 | typed |
realtor_list_clients | Realtor tool: requires Authorization: Bearer with an API key (create one at fless.io/realtor under API keys); anonymous calls return the structured UNAUTHORIZED error. Accepted clients (id, name, emai | typed |
realtor_create_client | Realtor tool: requires Authorization: Bearer with an API key (create one at fless.io/realtor under API keys); anonymous calls return the structured UNAUTHORIZED error. Invite a client by email; the in | typed |
realtor_create_hunt | Realtor tool: requires Authorization: Bearer with an API key (create one at fless.io/realtor under API keys); anonymous calls return the structured UNAUTHORIZED error. Create a hunt FOR one of your cl | typed |
realtor_list_candidate_buildings | Realtor tool: requires Authorization: Bearer with an API key (create one at fless.io/realtor under API keys); anonymous calls return the structured UNAUTHORIZED error. The matched candidate list for o | typed |
realtor_curate_hunt | Realtor tool: requires Authorization: Bearer with an API key (create one at fless.io/realtor under API keys); anonymous calls return the structured UNAUTHORIZED error. Curate the candidate list WITHOU | typed |
realtor_add_building_to_hunt | Realtor tool: requires Authorization: Bearer with an API key (create one at fless.io/realtor under API keys); anonymous calls return the structured UNAUTHORIZED error. Search your hunt's building inve | typed |
realtor_send_to_client | Realtor tool: requires Authorization: Bearer with an API key (create one at fless.io/realtor under API keys); anonymous calls return the structured UNAUTHORIZED error. Send the curated list to the cli | typed |
realtor_get_hunt_status | Realtor tool: requires Authorization: Bearer with an API key (create one at fless.io/realtor under API keys); anonymous calls return the structured UNAUTHORIZED error. Status of one of your hunts: rev | typed |
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