Audicia – Generate least-privilege Kubernetes RBAC from audit log
Reverse-engineers RBAC from audit logs; solves the 403 cluster-admin doom spiral automatically.

Deterministic log parsing for K8s crashes before falling back to AI explanations.
Kubernetes developers, DevOps engineers
K9s · Lens · Datadog
Normally when a pod keeps restarting you end up jumping between: - kubectl logs - kubectl describe - events - docs
Crashloop Analyzer lets you paste pod logs or kubectl describe output and it highlights likely causes like:
• OOMKilled • ImagePullBackOff / ErrImagePull • missing environment/config values • port binding failures
It also suggests useful kubectl commands to investigate further.
The detection is deterministic first (pattern matching common failure modes) with optional AI-assisted explanation layered on top.
Live demo: https://crashloop-analyzer.vercel.app/
Reverse-engineers RBAC from audit logs; solves the 403 cluster-admin doom spiral automatically.
Automates post-deployment log diffing across Kubernetes and Datadog dashboards.
Pipes kubectl logs into an AI agent that actually knows your infrastructure dependency graph.
Fills the kubectl logs gap—queries pods across namespaces when aggregation fails.
Audit report without the actual tool repo — methodology is interesting, but where's The Janitor?
Local-first parsing is nice, but K8s visualizers are a crowded shelf.