n8n Workflows (Automation + Alerts)

User / Trader (Web Browser / API Client)

Flask Web UI (Bootstrap)

Interactive Dashboards (Plotly)

API Responses (JSON)

Flask App (app.py)

Business Logic (Integration Layer)

RESTful Endpoints (/predict, /data)

NSE / Yahoo Finance (Indian Stock Data)

Random Forest Model (model.pkl)

Standard Scaler (scaler.pkl)

Google Gemini AI (Sentiment, Risk, Reports)

SQLite Database (stock_signals.db)

stock_data Table

predictions Table