@marocain/mcp-server

The official Model Context Protocol server for marocain.investments — bringing {GIN}, our authored real-estate intelligence for Morocco, into any MCP client (Claude Desktop, IDEs, agents).

Discover, score and analyse Moroccan luxury real estate — then submit an enquiry that's routed on-platform. All the analysis is free; contact with the agent is always intermediated by the platform.

What is {GIN}?

{GIN} is the platform's proprietary scoring DNA. Instead of one blurry "AI score", it speaks with two coherent pillars fused into one honest verdict:

• {GIN} Quality — how good the asset is (vision view/structural/condition + location + yield + WC 2030 catalyst + trust).

• {GIN} Deal — how good the buy is (asking price vs. the M-Value AVM, adjusted for city momentum).

• Fused verdict — one buy/hold/pass headline that can never disagree with the numbers ("Prime asset, priced to buy", "Cheap — verify condition", …).

It's the difference between a good property and a good deal — the question generic scores never answer. It's honest by design: an overpriced listing is told it's overpriced.

Related MCP server: Israel Real Estate MCP

Install

No install needed — run it straight from npm:

npx -y @marocain/mcp-server

Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "marocain": {
      "command": "npx",
      "args": ["-y", "@marocain/mcp-server"]
    }
  }
}

Tools

Eleven tools — eight read-only analysis tools, a moat-safe enquiry tool, and two commerce tools (discover + order paid services).

Analyse (free)

Enquire & transact

Payments: card checkout for instant products may be briefly unavailable while the platform reconnects its payment processor — request-based services and buyer enquiries work regardless. order_service reports this cleanly.

Discover → analyse → enquire

The model is simple and the same for everyone: all the intelligence is free (it's lead-gen), and the only way to make contact is through the platform (that's the moat, and how agents are billed).

1. Discover & score with search_listings / get_gin_score / semantic_search.

2. Go deep with get_listing / gin_deal_memo / gin_ask.

3. Enquire with request_service — it routes the buyer's interest to the listing's verified agent and returns a reference. You never receive the agent's phone, email or WhatsApp; the platform intermediates contact.

Most of the catalogue is still being onboarded by agents. request_service routes to a listing's claimed, verified agent; for a listing without one yet it returns a clear note instead of routing.

Example response shapes

get_gin_score({ id }) → the authored verdict:

{
  "id": "…",
  "title": "…",
  "price_usd": 9630000,
  "gin_verdict": { "key": "prime_value", "label": "Prime asset, priced to buy", "tone": "strong" },
  "gin_quality": 76,
  "gin_deal": 64,
  "m_value_usd": 9100000,
  "trust": { "title_verified": false, "fcr_status": "unknown" }
}

request_service({ listing_id, buyer_name, buyer_email, message }) → an on-platform reference, no contact:

{ "ok": true, "kind": "lead", "lead_id": "…", "status": "requested", "routed": true }

Moat-safe by design

No tool ever returns an agent's or seller's contact. On top of the public API hiding the phone, this server redacts the origin-portal deep link (source_url / source_listing_id) and the agent / agency name from listing payloads — so a downstream agent can't route a user off-platform to the seller. The single conversion path is request_service, which routes a buyer enquiry through marocain's own lead flow and returns a reference, never any contact. Discover, score and analyse freely; contact is always intermediated by the platform.

Troubleshooting

Configuration

Related

• Skills catalog: @hei33enberg/luxury-skills (npm) — the machine-readable capability catalog this server draws from.

• Live API: https://marocain.investments/api/public/* · AEO manifest: /llms.txt.

Releasing

Publishing to npm is automated by a GitHub Action (publish-mcp) in the platform repo:

# bump the version, commit, push — the Action publishes @marocain/mcp-server
npm version patch        # or minor / major  (edits package.json)
git push --follow-tags

Local npm test runs the unit tests (CI runs them on Node 18/20/22); CI additionally runs the black-box MCP handshake smoke (node test/smoke.mjs) on Node 20.

License

MIT © marocain.investments