analiza aiqbench

Google has open-sourced Mantis, a modular toolkit enabling AI coding agents to autonomously execute the full software vulnerability lifecycle, from detection and reproduction to patching and risk scoring. This stack-agnostic framework operates via slash commands that chain specific skills to filter false positives and verify fixes in sandboxed environments before assigning residual risk scores. While currently limited to local evaluation rather than production deployment, Mantis represents a significant step toward integrating rigorous security review directly into AI-driven development workflows.