Work / 2025 · Markets
NSE Signal Pro
AI-powered technical analysis
Real-time analysis on 1000+ NSE stocks. RSI, MACD, Bollinger Bands calculated live. AI advisor gives buy/sell signals with confidence scores.

7Indicators
6Screener Presets
Multi-LLMAI Models
Live web toolStatus
The problem
Retail investors in India lack access to real-time technical analysis tools. Most platforms are either too expensive or too complex for non-professionals.
How I built it
Built a web-based tool that runs real-time technical analysis on NIFTY 50 stocks. Seven indicators calculated live, six screener presets, news sentiment from 3 sources, and an AI advisor that explains signals in plain English. Now live at 4ugusta.dev/tools/stocks.
PythonStreamlit
The hard parts
- Regime-adaptive indicator weights: detecting trending vs sideways markets
- Signal agreement algorithm: weighting 7 conflicting indicators into one recommendation
- AI advisor that explains 'why' behind each signal with entry, target, and stop loss
- News sentiment aggregation from 3 sources (Google News, MoneyControl, Economic Times)


