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id
string
name
string
nameLocal
string
category
string
endpoint
string
group
string
description
string
geoTarget
list
seoTags
list
parameters
dict
agentBindings
dict
promptTemplates
list
businessValue
string
pricingHint
string
list-listings
Search Listings
Rechercher des biens
listings
GET /api/public/listings/search
Search
Search AI-graded Moroccan luxury listings by city, typology, price, rooms, surface, window-view score, WC2030 catalyst and agent availability.
[ "MA", "EU", "UK", "US", "GCC" ]
[ "morocco real estate api", "luxury listings search", "marrakech villas", "casablanca apartments", "property search api" ]
{ "inputs": [ "city?", "typology?", "min_price_usd?", "max_price_usd?", "min_rooms?", "min_window_view?", "min_wc2030?", "min_surface?", "has_agent?", "bbox?", "q?", "limit?" ], "outputs": [ "items[]", "listings[]", "total", "count" ], "creditsCo...
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "Find villas in Marrakech under $1M with a window-view score above 80.", "Show me the 10 highest WC2030-catalyst apartments in Tangier." ]
Agents and buyer-side LLMs discover inventory without scraping — direct, structured, AI-graded.
Free tier · 1 credit / call
get-listing
Get Listing Detail
Détail d'un bien
listings
GET /api/public/listings/{id}
Search
Full detail for one listing: price (USD/MAD), AI scores, M-Value AVM, agent contact, FCR status, title verification and source provenance.
[ "MA", "EU", "UK", "US", "GCC" ]
[ "listing detail api", "property valuation", "agent contact", "fcr status" ]
{ "inputs": [ "id" ], "outputs": [ "listing" ], "creditsCost": 1, "sla": "realtime" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "Get the full investor profile for listing <id>, including its M-Value and agent." ]
One call returns everything an investor agent needs to qualify a property.
Free tier · 1 credit / call
submit-lead
Submit Buyer Lead
Envoyer une demande
listings
POST /api/public/leads
Search
Submit a qualified buyer enquiry against a listing. Routes to the listing agent and triggers the AI lead-scoring + notification pipeline.
[ "MA", "EU", "UK", "US", "GCC" ]
[ "real estate lead api", "buyer enquiry", "lead routing" ]
{ "inputs": [ "listing_id", "contact_name", "contact_email", "contact_phone?", "message" ], "outputs": [ "lead_id", "routed_to" ], "creditsCost": 0, "sla": "fast" }
{ "mcp": true, "acp": true, "ap2": false, "n8n": true }
[ "Submit a lead on listing <id> for Jane Investor, jane@example.com — interested in a Q3 viewing." ]
Buyer-side agents convert directly into the agent's CRM — no form, no friction.
Free · lead-gen funnel
add-to-watchlist
Add to Watchlist
Ajouter à la liste de suivi
listings
POST /api/public/watchlist (auth)
Search
Save a listing to the authenticated user's watchlist so they receive price-drop and status-change alerts.
[ "MA", "EU", "UK", "US", "GCC" ]
[ "watchlist api", "price alerts", "saved properties" ]
{ "inputs": [ "listing_id", "user_jwt" ], "outputs": [ "watchlist_id" ], "creditsCost": 0, "sla": "fast" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "Add listing <id> to my watchlist and alert me on price drops." ]
Retention loop — watchlisted users get re-engaged by the price-drop cron.
Free · authenticated
claim-listing
Claim Listing (Agent)
Revendiquer un bien (agent)
listings
POST /functions/v1/stripe-checkout
Trust
An agent claims representation of a scraped listing, opening a Stripe Pro/Premier subscription that verifies the listing and routes leads to them.
[ "MA" ]
[ "agent claim", "listing verification", "stripe subscription", "lead routing" ]
{ "inputs": [ "claim_id", "plan", "agent_jwt" ], "outputs": [ "checkout_url" ], "creditsCost": 0, "sla": "fast" }
{ "mcp": true, "acp": true, "ap2": true, "n8n": false }
[ "Start a Pro claim checkout for claim <id>." ]
Supply-side monetisation — agents pay to verify and own their inventory.
Pro $49/mo · Premier $149/mo
compute-m-value
Compute M-Value (AVM)
Calculer la M-Value
valuation
RPC compute_m_value
Insight
Comparable-based automated valuation for a listing: estimated fair value in USD/MAD with a confidence band and the comp set it was derived from.
[ "MA", "EU", "UK", "US", "GCC" ]
[ "automated valuation model", "AVM morocco", "property valuation api", "comparables" ]
{ "inputs": [ "listing_id" ], "outputs": [ "m_value_usd", "m_value_mad", "confidence_low", "confidence_high", "comp_count", "methodology" ], "creditsCost": 1, "sla": "realtime" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "What is listing <id> actually worth versus its asking price?" ]
Turns 'is this priced right?' into a defensible number with a comp trail.
1 credit / valuation
price-history
Price History
Historique des prix
valuation
GET /api/public/listings/{id} (price_history)
Insight
Time-series of every price change observed on a listing since our crawler first saw it — the basis for price-drop detection.
[ "MA", "EU", "UK", "US", "GCC" ]
[ "price history", "price drop tracking", "property price trend" ]
{ "inputs": [ "listing_id" ], "outputs": [ "history[{date,price_mad,price_usd}]" ], "creditsCost": 1, "sla": "realtime" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "Has listing <id> dropped in price, and by how much?" ]
Negotiation leverage — see who's been sitting on the market and softening.
1 credit / call
comparables-finder
Find Comparables
Trouver des comparables
valuation
GET /api/public/listings/search (price ±5%)
Insight
Return the most similar listings to a target — same city and typology within a ±5% price window, ranked by surface and AI scores.
[ "MA", "EU", "UK", "US", "GCC" ]
[ "comparable listings", "comps api", "similar properties" ]
{ "inputs": [ "listing_id", "radius_pct?" ], "outputs": [ "comparables[]" ], "creditsCost": 1, "sla": "realtime" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "Show me 8 comparables for listing <id>." ]
Instant comp set for pricing, underwriting and negotiation.
1 credit / call
window-view-score
Window-View Score
Score Vue
scoring
functions/v1/ai-score-vision
Insight
Multimodal vision score (0–100) detecting what a property actually overlooks — ocean, medina, skyline, garden — with a plain-language explanation.
[ "MA", "EU", "UK", "US", "GCC" ]
[ "ai property scoring", "view score", "vision model real estate", "sea view detection" ]
{ "inputs": [ "listing_id" ], "outputs": [ "window_view_score", "explanation" ], "creditsCost": 2, "sla": "fast" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "What does listing <id> overlook, and how strong is the view?" ]
The single most under-priced signal in the market, quantified.
2 credits (vision inference)
structural-score
Structural-Quality Score
Score Structurel
scoring
GET /api/public/listings/{id} (structural_score)
Insight
Construction-era and materials grade (0–100) — a proxy for the renovation capex a buyer will or won't have to spend.
[ "MA", "EU", "UK", "US", "GCC" ]
[ "structural quality score", "construction grading", "renovation estimate" ]
{ "inputs": [ "listing_id" ], "outputs": [ "structural_score", "era", "materials" ], "creditsCost": 1, "sla": "realtime" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "Is listing <id> a renovation project or move-in ready?" ]
Surfaces hidden capex before a viewing is even booked.
1 credit / call
wc2030-catalyst-score
WC 2030 Catalyst Score
Score Catalyseur CM 2030
scoring
RPC backfill_listing_scores → wc2030_score
Insight
Forward-looking score (0–100) measuring proximity to 2030 World Cup infrastructure — host stadiums, the TGV high-speed line and expanded airports.
[ "MA", "EU", "UK", "US", "GCC" ]
[ "world cup 2030 morocco", "infrastructure catalyst", "tgv proximity", "investment catalyst score" ]
{ "inputs": [ "listing_id" ], "outputs": [ "wc2030_score", "nearest_venue", "tgv_distance" ], "creditsCost": 1, "sla": "realtime" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "Which Marrakech listings sit closest to WC2030 infrastructure?" ]
Targets the exact micro-markets the supercycle re-rates.
1 credit / call
fcr-status-check
FCR Status Check
Statut FCR
scoring
GET /api/public/listings/{id} (fcr_status)
Trust
Foreign Currency Repatriation eligibility for a listing — whether a clean hard-currency exit path exists for an international buyer.
[ "EU", "UK", "US", "GCC" ]
[ "fcr morocco", "currency repatriation", "foreign buyer exit", "dirhams convertibles" ]
{ "inputs": [ "listing_id" ], "outputs": [ "fcr_status", "explanation" ], "creditsCost": 1, "sla": "realtime" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "Can a US buyer cleanly repatriate proceeds from listing <id>?" ]
The make-or-break question for every foreign buyer, answered up front.
1 credit / call
district-profile
District Profile
Profil de quartier
intelligence
functions/v1/ai-concierge (RAG)
Insight
RAG-generated profile of a Moroccan district — median price, supply, infrastructure proximity and the investment thesis, grounded in live listings.
[ "MA", "EU", "UK", "US", "GCC" ]
[ "district guide morocco", "neighbourhood analysis", "marrakech districts", "casablanca neighbourhoods" ]
{ "inputs": [ "city", "district" ], "outputs": [ "median_price", "supply", "thesis", "top_listings[]" ], "creditsCost": 2, "sla": "fast" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "Give me the investment profile of Marshan, Tangier." ]
Replaces a week of local research with one grounded answer.
2 credits (RAG inference)
infrastructure-proximity
Infrastructure Proximity
Proximité des infrastructures
intelligence
GET /api/public/listings/{id} (geo)
Insight
Distance and travel time from a listing to WC2030 venues, TGV stations, airports, the medina and the coast.
[ "MA", "EU", "UK", "US", "GCC" ]
[ "proximity api", "tgv distance", "airport distance", "location intelligence" ]
{ "inputs": [ "listing_id" ], "outputs": [ "pois[{name,distance_km,eta_min}]" ], "creditsCost": 1, "sla": "realtime" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "How far is listing <id> from the nearest TGV station and airport?" ]
Turns 'good location' into measured minutes-to-everything.
1 credit / call
price-drop-alerts
Subscribe to Price-Drop Alerts
Alertes de baisse de prix
intelligence
POST /api/public/saved-searches (auth)
Insight
Persist search criteria so the daily cron emails the user when a freshly-listed or price-dropped property matches.
[ "MA", "EU", "UK", "US", "GCC" ]
[ "price drop alert", "saved search", "property alert api", "new listing notification" ]
{ "inputs": [ "criteria", "user_jwt", "frequency?" ], "outputs": [ "saved_search_id" ], "creditsCost": 0, "sla": "fast" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "Alert me daily when a Tangier villa over $1M with sea view appears." ]
Always-on demand capture — the buyer never has to come back to check.
Free · authenticated
mortgage-foreign-buyer
Foreign-Buyer Mortgage Check
Prêt immobilier non-résident
finance
GET /api/public/finance/mortgage (planned)
Finance
Eligibility quick-check across Attijariwafa, Bank of Africa and CIH foreign-buyer mortgage products, with an FCR-compatible application path.
[ "EU", "UK", "US", "GCC" ]
[ "morocco mortgage non-resident", "foreign buyer financing", "attijariwafa mortgage", "cih bank" ]
{ "inputs": [ "price_usd", "buyer_country", "down_payment_pct?" ], "outputs": [ "eligible_products[]", "indicative_rate", "max_ltv" ], "creditsCost": 1, "sla": "fast" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "What mortgage can a UK buyer get on a $900k Casablanca apartment?" ]
Unlocks leveraged foreign demand instead of cash-only buyers.
1 credit · roadmap (LINEAR-2213)
royal-bonds-screener
Sovereign Bond Screener
Bons du Trésor
finance
GET /api/public/bonds (planned)
Finance
Screen Bons du Trésor Marocains and Sukuk Al-Hassan — yield curve, auction calendar and FCR repatriation pathway for foreign holders.
[ "EU", "UK", "US", "GCC" ]
[ "moroccan bonds", "bons du tresor", "sukuk", "sovereign yield morocco", "fixed income africa" ]
{ "inputs": [ "tenor?", "instrument?" ], "outputs": [ "yield_curve", "auctions[]", "fcr_pathway" ], "creditsCost": 1, "sla": "batch" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "Compare the 10-year Moroccan sovereign yield with the 5-year." ]
Brings diaspora fixed-income demand onto the same rail as real estate.
Premier $499/mo · roadmap (Sprint 30 F1)
mse-etf-screener
Casablanca Exchange ETF Screener
ETF Bourse de Casablanca
finance
GET /api/public/etfs (planned)
Finance
Screen Casablanca Stock Exchange ETFs (MASI20, FTSE CSE Morocco 15) and blue-chip equity profiles with 1/3/5-year return history.
[ "EU", "UK", "US", "GCC" ]
[ "masi20 etf", "casablanca stock exchange", "morocco equity", "ftse cse morocco" ]
{ "inputs": [ "ticker?" ], "outputs": [ "etfs[]", "returns", "holdings" ], "creditsCost": 1, "sla": "batch" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "What's the 5-year return on the MASI20 ETF?" ]
Diversifies the platform beyond bricks into listed Moroccan equity.
Premier $499/mo · roadmap (Sprint 30 F2)
fm6i-fund-shelf
FM6I Fund Shelf
Fonds Mohammed VI
finance
GET /api/public/funds (planned)
Finance
Browse the Fonds Mohammed VI pour l'Investissement shelf — 14 management companies, ~MAD 19B deployed — as a verified institutional investment layer.
[ "MA", "EU", "GCC" ]
[ "fm6i", "fonds mohammed vi", "morocco sovereign fund", "institutional investment morocco" ]
{ "inputs": [ "sector?" ], "outputs": [ "funds[]", "aum", "thesis" ], "creditsCost": 1, "sla": "batch" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "Which FM6I-backed funds target tourism infrastructure?" ]
Connects institutional capital to state-backed deployment vehicles.
Premier $499/mo · roadmap (LINEAR-2192)
translate-listing
Translate Listing
Traduire une annonce
i18n
functions/v1/ai-translate
Insight
Translate a listing's title and description into any of six locales (EN/FR/ES/DE/PL/AR) with a luxury-grade, cached translation.
[ "MA", "EU", "UK", "US", "GCC" ]
[ "real estate translation", "multilingual listings", "arabic property", "polish buyers morocco" ]
{ "inputs": [ "listing_id", "locale" ], "outputs": [ "title", "description" ], "creditsCost": 1, "sla": "fast" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "Translate listing <id> into Polish." ]
Opens every listing to the full international buyer pool instantly.
1 credit · cached after first call
tax-estimate-foreign
Foreign-Buyer Tax Estimate
Estimation fiscale acheteur étranger
gov
GET /api/public/tax-estimate (planned)
Compliance
Estimate a foreign buyer's Moroccan tax exposure — transfer tax, annual property tax and capital-gains liability — by buyer country and purchase type.
[ "EU", "UK", "US", "GCC" ]
[ "morocco property tax", "foreign buyer tax", "capital gains morocco", "transfer tax" ]
{ "inputs": [ "listing_id", "buyer_country", "purchase_type?" ], "outputs": [ "transfer_tax", "annual_tax", "cgt_estimate" ], "creditsCost": 1, "sla": "fast" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "What taxes does a US buyer pay on a $1M villa in Marrakech?" ]
De-risks the purchase decision with a clear all-in cost.
1 credit / call
ammc-compliance-check
AMMC Broker Compliance
Conformité AMMC
gov
GET /api/public/compliance/ammc (planned)
Compliance
Verify whether an agent or agency is registered with the Autorité Marocaine du Marché des Capitaux — a trust signal for cross-border counterparties.
[ "MA", "EU", "GCC" ]
[ "ammc morocco", "broker compliance", "agent verification", "regulatory check" ]
{ "inputs": [ "agency_name | agent_email" ], "outputs": [ "registered", "license_id", "validity" ], "creditsCost": 1, "sla": "fast" }
{ "mcp": true, "acp": false, "ap2": false, "n8n": true }
[ "Is the agency on listing <id> AMMC-registered?" ]
Counterparty trust for international buyers who can't verify locally.
1 credit / call

Marocain Luxury Real-Estate Skills

A dataset of 22 agent-callable skills exposed by marocain.investments — AI-graded luxury real-estate intelligence for Morocco.

Each row describes one capability: its id, live endpoint, inputs/outputs, credit cost, agent bindings (MCP / ACP / AP2 / n8n), few-shot prompt templates and a business-value narrative. Use it to fine-tune tool-use models, build RAG over the platform's capabilities, or bootstrap an MCP/OpenAPI integration.

Files

  • marocain-luxury-skills.jsonl — one skill per line (full schema)
  • marocain-luxury-skills.csv — flat summary

Categories

listings (5) · valuation (3) · scoring (4) · intelligence (3) · finance (4) · i18n (3) · gov (3)

License

MIT © marocain.investments

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