Mcp
Apartment hunting in DC, Maryland and Virginia: research cities, build pre-filled hunt links.
- Transport
- Not stated
- Package
- —
- Registry id
- io.fless/mcp
No install snippet on purpose. A working MCP config is a command, its arguments and an environment block — the last two are where API keys live, so this catalogue never stores them and cannot publish them. Follow the link above for the authors' own instructions.
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/. 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
From the project's README.