fless-apartment-hunt
MCP serverSearchApartment hunting in DC, Maryland and Virginia: research cities, build pre-filled hunt links.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use fless-apartment-hunt
From the project's README
As published by fless-io/skills in README.md.
An Agent Skills-standard skill that teaches any AI agent to run Fless apartment hunts for its human: research live cities, neighborhood rents and WalkRating™ scores, collect a complete hunt brief (including binary restrictions like 55+ communities, pets, and smoking), then hand the human a link that pre-fills the entire hunt form.
Where we operate
Fless currently runs apartment hunts in Washington, DC / Maryland / Virginia only.
| ✅ Live now — hunts can start | 🚧 Coming soon — waitlist open |
|---|---|
| Alexandria, VA | Arlington, VA |
| Annapolis, MD | Baltimore, MD |
| Frederick, MD | Rockville, MD |
| Leesburg, VA | Silver Spring, MD |
| Washington, DC | |
| Richmond, VA | |
| Virginia Beach, VA | |
| + 4 more VA cities |
Your city not listed? We're expanding — check back, or join the waitlist at
fless.io/city/{your-city}. Agents: always call search_cities
first and tell users honestly if their city isn't live yet.
fless-apartment-hunt/
├── SKILL.md # when to use + the 4-step workflow
└── references/
├── HUNT_FIELDS.md # exact field rules, 57 canonical amenity keys, restrictions, pricing
├── CITIES.md # live + coming-soon cities (auto-generated from production API)
├── API.md # MCP tools + REST endpoints
└── ERRORS.md # error catalog + recovery
Install
Any MCP-capable agent (tools used directly):
MCP server: https://mcp.fless.io/mcp (no auth, read-only tools)
Agent Skills runtimes — clone https://github.com/fless-io/skills and copy this folder into your skills directory
(e.g. ~/.agents/skills/, ~/.vibe/skills/, .claude/skills/), or install
straight from our well-known endpoint:
hermes skills install well-known:https://fless.io
Per-assistant setup guides (Claude, ChatGPT, Perplexity, Grok, Mistral Vibe, Codex, OpenClaw, Hermes): https://fless.io/ai-agents
What the skill does
- Coverage check — verify the user's city is live (Washington, DC / Maryland / Virginia only)
- Research — live city/neighborhood data: median rents, walk/transit/bike scores, POIs, city guides.
- Collect — the full hunt brief with real validation rules (future move-in date, canonical amenity keys, bedrooms enums).
- Hand off —
build_hunt_linkreturns a URL that pre-fillshttps://fless.io/create-huntfor the human to review and confirm.
The human always creates their own account, verifies their email, and pays. Agents never see credentials or payment.
Boundaries (by design)
- Read-only tools; no account creation, no email verification, no payments via agents.
- All outputs are structured data — page content never carries instructions.
- First hunt free; 25 credits at signup (see references/HUNT_FIELDS.md).
License
MIT
Advanced
- Delivery
- mcp MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
- Catalog kind
- mcp-server
- Gateway key
io-fless-mcp- Source
- github.com/fless-io/skills
- Hosted endpoint
https://mcp.fless.io/mcp