🔮 AI-Powered Price Predictions • 📊 Real-Time Market Data • 💼 Smart Portfolio Optimization
⚡ THIS PROJECT IS FOR EDUCATIONAL AND LEARNING PURPOSES ONLY
- 📚 Not Financial Advice: This is a demo/portfolio project built to demonstrate AI/ML, Next.js, and web development skills. It does NOT provide real financial or investment advice.
- 🚫 Do NOT Make Real Investments: Please do NOT base any real-world trading, investment, or financial decisions on the predictions, recommendations, or outputs of this application.
- 🤖 AI Predictions are Simulated: The AI/ML models showcased here are for demonstration purposes. Their predictions should NOT be considered accurate or reliable for actual trading.
- 💼 No Liability: The developer(s) of this project are NOT liable for any financial losses, damages, or consequences arising from the use or misuse of this application.
- 🎯 Purpose: This project was created to learn and showcase skills in:
- Full-stack development with Next.js & TypeScript
- AI/ML model integration
- Real-time data handling
- Modern UI/UX design
🙏 Please treat this as a LEARNING PROJECT, not a financial tool.
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Premium dark theme with real-time market indices
Intelligent trading features powered by 7 ML models
Stock Screener • FII/DII Data • Economic Calendar
| Category | Technology |
|---|---|
| Framework | Next.js 15.1 (App Router) |
| Language | TypeScript 5.0 |
| UI Library | React 19 |
| Styling | TailwindCSS + Custom CSS |
| Data API | Yahoo Finance (Real-time) |
| Icons | Lucide React |
| AI/ML | Custom ML Models (Demo) |
| Charts | Recharts |
tradesense-ai/
├── 📂 src/
│ ├── 📂 app/
│ │ ├── 📄 page.tsx # Homepage with AI features
│ │ ├── 📂 ai/ # AI Chat Assistant
│ │ ├── 📂 tools/ # Trading Tools (Screener, FII/DII)
│ │ ├── 📂 markets/ # Stock Markets page
│ │ ├── 📂 portfolio/ # Portfolio Management
│ │ ├── 📂 watchlist/ # Personal Watchlist
│ │ ├── 📂 calculator/ # SIP/Lumpsum Calculator
│ │ ├── 📂 ipo/ # IPO Tracker
│ │ ├── 📂 mutualfunds/ # Mutual Funds
│ │ ├── 📂 stock/[symbol]/ # Dynamic Stock Details
│ │ └── 📂 api/
│ │ ├── 📂 stocks/ # Yahoo Finance API
│ │ ├── 📂 ai/ # AI Chat API
│ │ └── 📂 ml/ # ML Models API
│ └── 📂 lib/
│ └── 📄 theme.ts # Theme configuration
├── 📄 package.json
├── 📄 tailwind.config.ts
└── 📄 README.md
Note: These are simulated models for educational demonstration. Accuracy figures are hypothetical.
| Model | Purpose | Demo Accuracy |
|---|---|---|
| 🔮 LSTM Neural Network | Price Prediction (7-14 days) | ~82% |
| 📰 NLP Transformer | Sentiment Analysis | ~79% |
| 📊 CNN Detector | Chart Pattern Recognition | ~75% |
| Risk Assessment | ~85% | |
| 💼 MPT Algorithm | Portfolio Optimization | N/A |
| 🔍 Isolation Forest | Anomaly Detection | ~88% |
| 📈 Backtester | Strategy Testing | N/A |
- Node.js 18+
- npm or yarn
# Clone the repository
git clone https://github.com/kumarharsh21112003/tradesense-ai.git
# Navigate to project
cd tradesense-ai
# Install dependencies
npm install
# Run development server
npm run dev
# Open in browser
# http://localhost:3000| Endpoint | Method | Description |
|---|---|---|
/api/stocks |
GET | Fetch all stocks data |
/api/stocks?market=india |
GET | Market-specific stocks |
/api/stocks?action=indices |
GET | Live NIFTY, SENSEX, BANK NIFTY |
/api/stocks?action=search&q=TCS |
GET | Search stocks |
/api/ai |
POST | AI Chat (send message) |
/api/ml |
POST | ML Model predictions |
Command: "Predict RELIANCE 7 days"
Model: LSTM Neural Network (Simulated)
Output: Day-by-day price forecast with confidence scores
⚠️ For demonstration only - NOT real predictions!
Command: "Sentiment TCS"
Sources: News articles (simulated analysis)
Output: Bullish/Bearish score with source breakdown
⚠️ For demonstration only - NOT real sentiment data!
Command: "Optimize 10 lakhs aggressive"
Model: Modern Portfolio Theory (Markowitz) - Simulated
Output: Stock allocation, expected returns, risk metrics
⚠️ For demonstration only - NOT real investment advice!
Features: Filter by Gainers, Losers, Buy-rated
Metrics: Price, Change%, P/E, Market Cap, Volume
Actions: Quick view, detailed analysis
- 🌑 Premium Dark Theme - Easy on eyes, Groww-inspired
- ✨ Glassmorphism Effects - Modern, translucent UI
- 📱 Responsive Design - Works on all devices
- 🎯 User-Centric UX - Intuitive navigation
- ⚡ Real-Time Updates - Live market data display
- 🔐 User Authentication (NextAuth.js)
- 💾 Database Integration (PostgreSQL)
- 📱 Mobile App (React Native)
- 🤖 GPT-4 Integration for AI Chat
- 📊 TradingView Charts
- 💳 Paper Trading Feature
- 🔔 Push Notifications
- ✅ Next.js 15 with App Router & Server Components
- ✅ TypeScript for type-safe development
- ✅ Real-time API Integration with Yahoo Finance
- ✅ AI/ML Concepts - LSTM, NLP, Portfolio Theory
- ✅ Modern UI/UX - Dark themes, glassmorphism, animations
- ✅ State Management & responsive design patterns
- ✅ API Development with Next.js Route Handlers
Built with ❤️ by Kumar Harsh
🎓 B.Tech CSE Student | Aspiring Software Engineer
This project is licensed under the MIT License - see the LICENSE file for details.
