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Fless Apartment Hunt

by fless-ioversion 1.7.0i★ –iRuns in the cloud
Registry nameio.fless/mcp

Install

Overview

Description from the maker (original English)

Apartment hunting across 13 US states: rents, briefs, hunt links.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Install

Pick the AI app you use, then copy the settings.

Before you install

You need

Which app do you use?

Pick your app above. We remember it, so next time the button says “Install in …”.

Works in Claude on the web, desktop and mobile:

  1. Open Settings → Connectors
  2. Press Add custom connector
  3. Paste the address below and press Add
  4. If it asks you to sign in, sign in with the maker
SettingsConnectors1+ Add2https://…3
https://mcp.fless.io/mcp

Run this in your terminal

claude mcp add --transport http fless https://mcp.fless.io/mcp

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "fless": {
      "url": "https://mcp.fless.io/mcp"
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "fless": {
      "type": "http",
      "url": "https://mcp.fless.io/mcp"
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

ChatGPT connects only to servers on the internet:

  1. Open ChatGPT on the web → Settings → Connectors (Apps)
  2. Press Create or Add (some plans need Developer mode under Advanced first)
  3. Paste the address below, give it a name and save
  4. If it asks you to sign in, sign in with the maker
SettingsConnectors1+ Create2https://…3
https://mcp.fless.io/mcp

Menu names can differ slightly by plan and over time.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Tool names and descriptions exactly as the server reported them on Nov 7, 2026. The maker wrote them, not us; we show them as plain text.

  • search_cities

    List cities where Fless operates (live + coming soon). Returns ids needed for hunts.

  • get_city_overview

    Neighborhood-level overview of a live city: median rents (1BR/2BR), walk/transit/bike scores per neighborhood.

  • get_neighborhood

    Full detail for one neighborhood: rents, scores, POI counts, descriptions, nearby neighborhoods.

  • 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.

  • 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).

  • check_hunt_link

    Aggregate status of a hunt link (created/opened/started) — no personal data.

  • 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 account or email needed.

  • get_city_request_stats

    See which cities have been requested most. Useful for telling users whether their city has demand.

  • search

    Search Fless content (cities, neighborhoods, hunt guide). Returns citable ids for fetch.

  • fetch

    Fetch full content by id from search: markdown text + canonical url for citations.

  • 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 data.

  • 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, email) + pending invitations (email, expires).

  • 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 invitation email carries a 7-day accept link. Gated on an active subscription/tria

  • 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 clients (fields mirror get_hunt_requirements). Returns hunt_id + matched_count; th

  • 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 one of your hunts (counts + buildings with eligibility, distance, and your curati

  • 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 WITHOUT sending: removals [{id, reason?}] and notes [{id, internal_notes?, client_note

  • 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 inventory by name and manually add the one unambiguous match into the hunt (several

  • 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 client: every non-removed building becomes included and the hunt moves to awaiting_

  • 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: review_state, counts, and the client's name.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 8, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified against the domain fless.io (the registry checks domain ownership)

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • ✓ Pass

    Endpoint responds

    Responded in 785 ms (HTTP 200)

  • – Not applicable

    Sign-in with OAuth

    No sign-in needed

  • ✓ Pass

    No hidden instructions in tool descriptions

    Read 19 tool descriptions and found no hidden instructions to the AI

Compared with others in Otheri

  • More stars than 0% of the other 18475 servers in this category
  • Published to the registry more recently than 77% of the other 18475 servers in this category
  • Basic checks equal to or better than 100% of the other 18475 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Fless Apartment Hunt safe?

It passed 3 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.7.0) reached the registry 11 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.

What can I use instead?

In the same category: Spec Driven Development, Remote Desktop Commander, Tethered Trust

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

Spec Driven Development

MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

by formulahendryEarly↓ 66/wk★ 440Updated 14 months ago

Runs on your computer

Remote Desktop Commander

Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

by desktop-commanderGrowing★ 211Updated 3 days ago

Runs in the cloud✓ desktopcommander.app

Tethered Trust

Fit, compatibility and recall checks for AI agents before they buy: verdicts, evidence, receipts.

by tetheredtrust.comVery newUpdated today

Runs in the cloud✓ tetheredtrust.com

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

fless-apartment-hunt

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 California / District of Columbia / Florida / Georgia / Massachusetts / Maryland / North Carolina / Nevada / New York / Pennsylvania / South Carolina / Tennessee / Virginia. The authoritative live list is fless-apartment-hunt/references/CITIES.md, auto-generated from the production API.

✅ Live now🚧 Coming soon
Alexandria, VARockville, MD
Annapolis, MDSilver Spring, MD
Arlington, VAVirginia Beach, VA
Ashburn, VA
Atlanta, GA
Baltimore, MD
Bethesda, MD
Boston, MA
Brandon, FL
Burlington, NC
Charlotte, NC
Charlottesville, VA
Chesapeake, VA
Columbus, GA
Daytona Beach, FL
Fort Lauderdale, FL
Frederick, MD
Gastonia, NC
Hampton, VA
Hillsborough, NC
Jacksonville, FL
Kennett Square, PA
Kernersville, NC
Key Biscayne, FL
Kissimmee, FL
Lake Panasoffkee, FL
Leesburg, VA
Manhattan, NY
Memphis, TN
Miami, FL
Miami Beach, FL
Middle River, MD
Midlothian, VA
Naples, FL
Nashville, TN
North Port, FL
Orlando, FL
Parkville, MD
Philadelphia, PA
Pittsburgh, PA
Prince Frederick, MD
Raleigh, NC
Reno, NV
Richmond, VA
Rock Hill, SC
San Diego, CA
Sanford, FL
Severn, MD
Signal Mountain, TN
Sterling, VA
Tampa, FL
Towson, MD
Vero Beach, FL
Warsaw, VA
Washington, DC
Woodbridge, VA

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

  1. Coverage check: verify the user's city is live (see CITIES.md or call search_cities)
  2. Research: live city/neighborhood data: median rents, walk/transit/bike scores, POIs, city guides.
  3. Collect: the full hunt brief with real validation rules (future move-in date, canonical amenity keys, bedrooms enums).
  4. Hand off: build_hunt_link returns a URL that pre-fills https://fless.io/create-hunt for 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.
  • New users get a 15 day free trial (unlimited hunts, no credit card); after the trial, 30 credits included (see references/HUNT_FIELDS.md).

License

MIT

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