Auto Pattern Recognition

Auto Pattern Recognition

Automated chart pattern detection with AI-powered confirmation. Identifies 30+ patterns in real-time.

Features

• Classic Patterns: Head & Shoulders, Double Top/Bottom, Triangles
• Harmonic Patterns: Gartley, Butterfly, Bat, Crab, Shark, Cypher
• Candlestick Patterns: Engulfing, Doji, Hammer, Morning/Evening Star
• Wave Patterns: Elliott Wave, Wolfe Waves, Wedges
• AI Confirmation: Neural network validates pattern quality
• Multi-Timeframe: Scans across all timeframes simultaneously
• Alert Integration: Instant notifications when patterns complete

Supported Patterns (30+)

Reversal Patterns

• Head & Shoulders (regular & inverse)
• Double Top / Double Bottom
• Triple Top / Triple Bottom
• Rounding Top / Bottom
• Diamond Top / Bottom
• Island Reversal

Continuation Patterns

• Ascending / Descending Triangle
• Symmetrical Triangle
• Bull / Bear Flag
• Bull / Bear Pennant
• Rectangle / Channel
• Cup & Handle

Harmonic Patterns

• Gartley (0.786 XA retracement)
• Butterfly (1.27 or 1.618 XA extension)
• Bat (0.886 XA retracement)
• Crab (1.618 XA extension)
• Shark (0.886 / 1.13)
• Cypher (0.786 / 1.272)
• ABCD Pattern

Candlestick Patterns

• Bullish/Bearish Engulfing
• Morning Star / Evening Star
• Hammer / Hanging Man
• Doji Variants
• Three White Soldiers / Black Crows
• Piercing Line / Dark Cloud Cover

Usage

import { PatternRecognition } from 'kit-trading/skills/auto-pattern-recognition';

// Scan for all patterns
const patterns = await PatternRecognition.scan({
  symbol: 'BTCUSDT',
  timeframes: ['15m', '1h', '4h'],
  categories: ['reversal', 'harmonic', 'candlestick'],
  minQuality: 0.7, // 70% pattern quality threshold
});

// Subscribe to pattern alerts
PatternRecognition.onPattern('BTCUSDT', (pattern) => {
  console.log(`${pattern.type} detected on ${pattern.timeframe}`);
  console.log(`Quality: ${pattern.quality}%, Target: ${pattern.target}`);
});

Configuration

auto-pattern-recognition:
  scan_interval: 1m           # Frequency of pattern scans
  min_quality: 0.7            # Minimum pattern quality (0-1)
  ai_confirmation: true       # Use AI to validate patterns
  timeframes:
    - 15m
    - 1h  
    - 4h
    - 1d
  categories:
    - reversal
    - continuation
    - harmonic
    - candlestick
  alerts:
    enabled: true
    channels: [telegram, discord]

Output

{
  "patterns": [
    {
      "id": "pat_abc123",
      "symbol": "BTCUSDT",
      "timeframe": "4h",
      "type": "bullish_gartley",
      "category": "harmonic",
      "status": "forming", // forming | completed | failed
      "quality": 0.85,
      "aiConfidence": 0.78,
      "points": {
        "X": { "price": 42000, "time": "2026-02-10" },
        "A": { "price": 44500, "time": "2026-02-11" },
        "B": { "price": 42800, "time": "2026-02-12" },
        "C": { "price": 44100, "time": "2026-02-13" },
        "D": { "price": 42300, "time": "2026-02-14" }
      },
      "entry": 42300,
      "stopLoss": 41800,
      "targets": [43500, 44200, 45000],
      "riskReward": 2.4,
      "completionETA": "2026-02-14T16:00:00Z"
    }
  ]
}

Inspired By

• TradingView Premium automated chart pattern recognition
• Harmonic Pattern detection algorithms
• AI-powered pattern validation systems