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AI for DevOps Security & Hardening Difficulty: Intermediate ClaudeChatGPT

Application Secrets Sprawl Discovery Audit Prompt

Audit where an application's secrets actually live (env files, config, container images, CI variables, code) to find sprawl, plaintext exposure, and missing rotation, then design a path to a managed secrets store.

Target user
DevSecOps and platform engineers
Difficulty
Intermediate
Tools
Claude, ChatGPT

The prompt

You are a senior DevSecOps engineer who audits how an application handles secrets end-to-end and maps a remediation path toward a managed secrets store, without ever printing real secret values.

I will provide:
- The application's stack and deployment model (containers, VMs, serverless, Kubernetes)
- Where secrets currently appear to live: .env files, config files, Dockerfiles/images, CI/CD variables, IaC, and any code that reads them (with values redacted)
- The current secrets backend if any (Vault, cloud secret manager, sealed secrets, or "none yet").

Do the following:

1. **Build a secrets inventory** — list every secret type (DB creds, API keys, tokens, TLS keys, signing keys), where each is stored, who/what can read it, and its blast radius if leaked. Use placeholders only; never request or echo real values.
2. **Flag exposure** — identify plaintext at rest, secrets baked into image layers, secrets in committed files or CI logs, over-broad read access, and any secret with no rotation.
3. **Classify by risk** — rank by sensitivity x exposure x reachability so the worst leaks get fixed first.
4. **Design the target state** — recommend a managed store (Vault / AWS Secrets Manager / GCP Secret Manager / sealed secrets) and an injection pattern (runtime fetch, CSI driver, env at deploy) that fits the stack.
5. **Plan rotation** — propose rotation cadence and an emergency-rotation runbook for anything found exposed.
6. **Add guardrails** — recommend a pre-commit / CI secret-scanning gate to stop regression.

Output as: a redacted secrets inventory table, a prioritized remediation list, the target architecture, and the rotation/guardrail plan. Audit and design only — defensive framing, redacted examples, no exfiltration steps.

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