OpenAnt uses a two-stage LLM pipeline to detect and validate code vulnerabilities across multiple languages, reducing false positives by verifying exploits automatically.
Trivy combines vulnerability detection, misconfiguration scanning, secret discovery, SBOM generation, and license analysis in one Go-based CLI tool for containers, filesystems, and Kubernetes clusters.
OASIS is a Python CLI security auditor using LangGraph-orchestrated LLMs for two-phase scanning and deterministic validation of code vulnerabilities. It balances AI insights with guardrails to reduce false positives.