AI Score Engine

AI Score Engine

Skill #69 - Quant scoring system (0-100) for any asset

Overview

AI-powered scoring engine that evaluates assets from 0-100 based on customizable rules. Combines technical, fundamental, and sentiment factors into a single actionable score.

Inspired by TradingView's AI trading concepts and quantitative factor models.

Features

• Multi-Factor Scoring: Technical + Fundamental + Sentiment
• Custom Rules: Define your own scoring criteria
• Real-Time Updates: Continuous score recalculation
• Batch Screening: Score entire watchlists
• Signal Generation: Long/Short/Flat based on thresholds
• Historical Tracking: Score evolution over time

Usage

# Score a single asset
kit skill ai-score --symbol BTC/USDT

# Score with custom model
kit skill ai-score --symbol ETH/USDT --model aggressive

# Batch scoring
kit skill ai-score --watchlist crypto_top_20 --sort desc

Configuration

ai_score_engine:
  weights:
    technical: 0.40
    momentum: 0.25
    sentiment: 0.20
    fundamental: 0.15
  
  thresholds:
    strong_buy: 80
    buy: 60
    neutral: 40
    sell: 20
    strong_sell: 0
  
  technical_factors:
    - trend_strength: 15%
    - rsi_position: 10%
    - macd_signal: 10%
    - volume_trend: 5%
  
  momentum_factors:
    - price_momentum: 10%
    - relative_strength: 10%
    - breakout_potential: 5%
  
  sentiment_factors:
    - social_sentiment: 10%
    - news_sentiment: 5%
    - fear_greed: 5%

Score Interpretation

Example Output

{
  "symbol": "BTC/USDT",
  "score": 73,
  "rating": "Buy",
  "signal": "LONG",
  "breakdown": {
    "technical": 82,
    "momentum": 68,
    "sentiment": 71,
    "fundamental": 65
  },
  "key_factors": [
    "Strong uptrend on 4H",
    "RSI recovering from oversold",
    "Social sentiment bullish",
    "Volume increasing"
  ],
  "confidence": 0.78,
  "last_update": "2026-02-12T05:22:00Z"
}

Advanced Features

Custom Models

Create your own scoring models for different strategies:

models:
  conservative:
    weights:
      technical: 0.50
      fundamental: 0.30
      sentiment: 0.20
    min_score: 75
  
  aggressive:
    weights:
      momentum: 0.50
      technical: 0.30
      sentiment: 0.20
    min_score: 60

Alert Integration

kit skill ai-score --symbol BTC/USDT --alert-above 80 --alert-below 30

Integration

• Auto Trader: Execute based on score thresholds
• Portfolio Manager: Rebalance using scores
• Screener: Filter watchlists by score
• Signals: Publish high-score opportunities