Open-Source Agricultural Price-Intelligence Platform
Causal RDD + ML Forecasting + DuckDB Warehouse · Built with Streamlit, FastAPI & Dark-Mode Pixel-Perfect UI
🚀︎ Live Demo
📊︎ Dashboard
📖︎ API Docs
⚡︎ Installation
🐙︎ GitHub
Contents
Deployment Features Architecture Tech Stack
Causal Finding Quick Start Env Variables API Docs
Usage Screenshots Demo Structure
Testing CI/CD Deployment Roadmap
Contributing FAQ Performance Credits
Support License
Deployment & Monitoring
Live Services — click to collapse
| Service | URL | Status | Deployed Via |
|---------|-----|--------|-------------|
| **FastAPI (Production)** | p01--mandiiq--zbvjrztgjqgw.code.run | | Northflank |
| **Streamlit Dashboard** | test-mandi-keae7eruks2n4cqvumjfu8.streamlit.app | | Streamlit Cloud |
| **Landing Page** |
flawsom.github.io | | GitHub Pages |
| **Vercel API** | test-mandi.vercel.app | | Vercel + GitHub Actions |
| **API Docs** | p01--mandiiq--zbvjrztgjqgw.code.run/docs | | Northflank |
| **GitHub Repo** |
github.com | | — |
**OMEGA Wave-2 Endpoints** (all live, non-degraded — auto-refresh on every run):
| Endpoint | Method | Returns |
|----------|--------|---------|
| `/omega/pipeline` | `POST` | Full pipeline status: `n_particles`, `n_alerts`, `n_edges`, `n_insights`, `market_drivers`, per-stage timings & state hash |
| `/omega/status` | `GET` | Quick health check (`degraded` flag) |
| `/qve/placement` | `GET` | Quantum-optimized 3D particle placement (QUBO + simulated annealing) |
| `/aas/status` | `GET` | Autonomous agent swarm status (BDI roles, consensus, attention entropy) |
| `/eic/insights` | `GET` | Ranked causal insights from the Emergent Intelligence Core |
| `/omega/qve/energy` | `POST` | QUBO energy diagnostics |
Live numbers (update automati …