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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