Kubernetes Security Vulnerability Scanning

via “kubernetes cluster resource scanning with pattern-based issue detection”

AI-powered Kubernetes diagnostics.

Unique: Encodes domain-specific SRE knowledge into a modular analyzer registry (pkg/analyzer/analyzer.go) that maps filter names to concrete implementations, allowing built-in analyzers to be extended or replaced without modifying core scanning logic. Uses concurrent analyzer execution to parallelize scanning across resource types, reducing latency on large clusters.

vs others: More targeted than generic Kubernetes audit tools because it applies SRE-specific failure pattern detection rather than just reporting raw resource state; faster than manual kubectl inspection because analyzers run in parallel.