Hyper-Local Attractions & Hidden Gem Engine API
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Pay per usage
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Hyper-Local Attractions & Hidden Gem Engine API
Real-time hyper-local recommendation engine filtering out commercial tourist traps, scoring place vibes, and curating 3-stop walkable micro-itineraries.
Pricing
Pay per usage
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Developer
Muhammad Faizan
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10 days ago
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🗺️ Real-Time Local Discovery, Vibe Scoring & Walkable Micro-Itineraries
One unified, high-performance API for filtering commercial tourist traps, uncovering true neighborhood favorites, analyzing place vibe tags, and sequencing walkable 3-stop exploration routes.
🔍 Key Features
- Tourist-Trap Filtering — Evaluates commercial indicators, crowd density, and social sentiment to exclude commercial traps and isolate high-scoring authentic gems.
- AI Vibe & Atmosphere Scoring — Computes structured vibe tags (
quiet,scenic,photo-spot,local-crowd) and provides recommended and non-recommended visitation windows. - Curated 3-Stop Walkable Micro-Itineraries — Generates optimal walking routes with step-by-step distances, walking times, and narrative highlights clustered around any starting coordinate.
- Global Geospatial Queries — Query any latitude/longitude coordinate with custom radius filters (
radius_km) backed by live OpenStreetMap Overpass queries and curated fallback datasets.
🚀 Endpoints Overview
| Method | Endpoint | Description |
|---|---|---|
GET | / | Root health status & service overview |
GET | /health_check | Service status, timestamp, and gateway latency check |
GET | /get_hidden_gems | Discover ranked hidden gems by lat, lng, and radius_km |
GET | /get_place_vibe_score | Detailed vibe tags, scores, and trap detection by place_id |
GET | /generate_route_recommendations | Curate 3-stop walkable micro-itinerary with walk times |
💡 Example Requests
1. Get Hidden Gems
2. Get Place Vibe Score
3. Curate Walkable Route
