Core Analysis Tools
1. Fractal Market Analysis (fractal_market_analysis)
- Multi-timeframe fractal analysis (daily + weekly patterns)
- Support/resistance level identification with strength scoring
- Market structure determination (uptrend, downtrend, consolidation)
- Confluence scoring (how many times price tested levels)
- Entry/exit zone calculation based on fractal geometry
- Risk-reward ratio calculation using fractal levels
- Trading signal generation based on fractal structure
Key Features:
- Fractal high/low point identification using scipy
- Pattern strength calculation based on volume, time, and proximity
- Multi-timeframe structure alignment
- Precise entry zones (2% around support levels)
- Target zones (resistance-based profit targets)
- Stop-loss placement using fractal structure
2. Long-term Technical Indicators (calculate_long_term_indicators)
Comprehensive trend analysis:
- Moving averages (50-day, 200-day SMA)
- Performance metrics (1M, 3M, 6M, 1Y returns)
- Volatility analysis (annualized standard deviation)
- Trend determination (6 different trend states)
- Support/resistance levels (52-week high/low)
- Distance calculations from key levels
3. Fundamental Value Analysis (calculate_value_metrics)
Value investing metrics:
- P/E Ratio analysis (market-adjusted thresholds)
- P/B Ratio evaluation
- Dividend yield assessment
- Return on Equity (ROE)
- Debt-to-equity ratio
- Value scoring system (0-7 scale)
- Company overview data (sector, industry, market cap)
4. Investment Recommendation Engine (investment_recommendation)
Comprehensive investment thesis:
- Combined technical + fundamental scoring
- Market-adjusted expectations (US vs Indian markets)
- 5-tier recommendation system (Strong Buy to Avoid)
- Risk assessment (High/Medium/Low)
- Investment score calculation (-5 to +10 scale)
- Detailed analysis reports with actionable insights
Portfolio Management Strategies
5. Portfolio Diversification Analysis (portfolio_diversification_check)
Portfolio optimization:
- Sector allocation analysis
- Geographic diversification (US vs Indian markets)
- Concentration risk assessment
- Diversification scoring (0-100 scale)
- Portfolio balance recommendations
Advanced Prompt-Based Strategies
7. Comprehensive Stock Analysis (analyze_any_stock)
- Market-specific factor consideration
- Fed/RBI policy impact analysis
- Sector rotation analysis
- Currency impact assessment
- 3-5 year investment horizon focus
8. Fractal Trading Strategy (fractal_trading_strategy)
- Risk tolerance customization (Conservative/Moderate/Aggressive)
- Multi-scenario entry strategies
- Fractal-based position sizing
- Structural confirmation signals
- Emergency exit protocols
9. Global Portfolio Construction (build_global_portfolio)
- US + Indian market mixing
- Currency risk management
- Systematic investment planning
- Geographic allocation limits
- Multi-year wealth creation focus
10. SIP (Systematic Investment Plan) Strategy (create_sip_strategy)
Dollar-cost averaging optimization:
- Fractal-enhanced timing
- Progressive allocation strategies
- Tax optimization planning
- Multi-timeframe SIP approaches
- Long-term wealth accumulation focus
Technical Implementation Features
- Scipy signal processing for fractal identification
- Statistical analysis (volatility, correlations)
- Financial metrics calculation
- Risk-reward optimization
- Pattern recognition algorithms
- Confluence analysis (multiple confirmations)
- Structure strength assessment
- Multi-timeframe alignment
Strategy Customization Options
Risk Profiles
- Conservative: Higher confluence requirements, wider stops
- Moderate: Balanced 1-2% risk per trade
- Aggressive: Tighter stops, faster entries
Investment Horizons
- Short-term: Fractal-based trading (days to weeks)
- Medium-term: Technical trend following (months)
- Long-term: Value + growth investing (years)
Market Approaches
- Single stock analysis: Deep dive into individual opportunities
- Portfolio management: Diversified multi-stock strategies
- Systematic investing: Regular SIP/DCA approaches
- Global diversification: Cross-market opportunities
