About AI Repository Scanner

Protecting Traders from AI LARP Projects

Identifying AI LARP Projects

Many projects claim to use “advanced AI” or “machine learning” but are actually basic scripts or don't work at all. Our scanner helps you identify fake AI projects and verify the legitimacy of trading bots before investing.

Scoring Components:

1. Activity Score (30 points)

  • Real AI projects require constant updates and model improvements
  • Regular code commits and maintenance
  • Active development patterns
  • Red flag: Single commit or abandoned “AI” projects

2. Quality Score (30 points)

  • Proper AI model documentation
  • Clear technical specifications
  • Model training and testing code
  • Performance metrics and backtests
  • Red flag: Missing documentation or no test results

3. Community Score (25 points)

  • Community validation of results
  • Active discussions and improvements
  • Bug reports and fixes
  • Red flag: No peer review or community feedback

4. Technical Legitimacy (15 points)

  • Proper AI/ML library usage
  • Model architecture details
  • Data processing pipeline
  • Red flag: Basic scripts claiming to be “AI”

Common AI LARP Patterns:

  • Basic trading scripts labeled as “AI”
  • Missing model training code
  • No real machine learning components
  • Copied AI libraries without implementation
  • Fake performance metrics
  • No data processing or training pipeline
  • Recently created repositories claiming “breakthrough AI”

⚠️ Trading Warning

While our scanner helps identify fake AI projects, trading always carries risk. Many “AI trading bots” are scams or perform poorly in real market conditions. Always do thorough research and never invest more than you can afford to lose.