How to scan for vulnerabilities with GitHub Security Lab’s open source AI-powered framework

The report explains GitHub Security Lab’s seclab-taskflow-agent: an LLM-driven, multi-stage auditing framework used to threat-model, suggest, and audit potential vulnerabilities across repositories. Using these taskflows the team discovered and reported numerous high-impact bugs (including CVE-backed findings) such as authorization flaws that enable privilege escalation, PII disclosure in ecommerce platforms, and an authentication bypass in Rocket.Chat; the post also details prompt/taskflow design that reduces hallucinations and false positives and provides data on findings and hit rates.