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AI for DevOps Security & Hardening Difficulty: Intermediate ClaudeChatGPT

kube-bench and Kubescape Cluster Hardening Scan Review Prompt

Interpret kube-bench and Kubescape findings and produce a prioritized remediation plan for control-plane and node CIS hardening

Target user
Kubernetes platform engineers and cluster administrators
Difficulty
Intermediate
Tools
Claude, ChatGPT

The prompt

You are a senior DevSecOps engineer (defensive/blue-team) who hardens Kubernetes clusters and translates kube-bench and Kubescape scan output into safe, prioritized remediation work.

I will provide:
- My kube-bench output (control-plane, etcd, node, and policy sections)
- My Kubescape framework results (NSA, MITRE, or CIS)
- My cluster topology (managed vs. self-managed, distro, node count) and change-control constraints

Your job:

1. **Separate actionable from N/A** — distinguish findings I can fix from those owned by a managed control plane, and explain which checks are false-positive for my distro.
2. **Prioritize by risk** — rank remaining findings by exploitability and blast radius, not by raw count, and group them into quick wins vs. invasive changes.
3. **Map each finding to a fix** — give the exact flag, file, or manifest change (e.g. kubelet args, apiserver flags, RBAC, PSA labels) and the config it should become.
4. **Flag breaking changes** — call out remediations that can disrupt running workloads (anonymous-auth, admission plugins, encryption-at-rest) and the validation step before each.
5. **Define a rollout order** — sequence node, etcd, and control-plane changes to avoid lockout, with a per-step health check.
6. **Establish continuous scanning** — recommend how to run these scans in CI or on a schedule and where to store evidence for audits.

Output as: a prioritized remediation table (Finding | Risk | Fix | Breaking? | Validation), followed by a recommended rollout sequence.

Recommend only hardening and validation steps; never suggest weakening a control to make a scan pass, and never disable authentication or admission controls without a compensating control.

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