Dev.to
7/11/2026

The original title is "DevDiff: A Real-Time PR Risk Intelligence Platform for Smarter Code Reviews"
Original: DevDiff: A Real-Time PR Risk Intelligence Platform for Smarter Code Reviews
Short summary
DevDiff is a real-time PR risk intelligence platform combining a 20-rule security engine, a Random Forest ML model for risk scoring, and optional Groq-powered LLM reasoning for deeper semantic review. It integrates with GitHub, learns from developer false-positive feedback, and provides analytics like developer risk scorecards and security heatmaps. A CLI enables local scanning before PR creation.
- •20-rule security engine plus Random Forest risk scoring (~0.92 F1) for PR analysis
- •Optional Groq LLM deep review for business logic and complex security risks
- •Learns from developer feedback to reduce false positives over time; GitHub OAuth integration
Generated with AI, which can make mistakes.
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