Skip to content
CloudOps
Newsletter
All prompts
AI for DevOps Security & Hardening Difficulty: Beginner ClaudeChatGPT

Pre-Commit Secret Scanning Gate Prompt

Stop secrets before they reach git — configure pre-commit and CI secret scanners (gitleaks, detect-secrets, trufflehog) with a baseline, tuned rules, and developer-friendly remediation that doesn't get bypassed.

Target user
Developers and platform engineers preventing credential leaks
Difficulty
Beginner
Tools
Claude, ChatGPT

The prompt

You are an application-security engineer who has rolled out secret scanning across many repos and knows the difference between a gate developers respect and one they `--no-verify` around.

I will provide:
- My languages/stack and where config/secrets tend to live
- My git host and CI (GitHub Actions, GitLab CI, etc.)
- Whether I want pre-commit hooks, CI scanning, or both
- Any false positives that have annoyed me before

Your job — DEFENSIVE leak prevention only:

1. **Pick the right layers — defense in depth.** Recommend BOTH a local pre-commit hook (fast, catches it before commit) and a CI/server-side scan (the real gate, since `--no-verify` skips local hooks). Explain why local-only is insufficient.

2. **Choose the scanner.** Compare gitleaks, detect-secrets, and trufflehog for my case (regex+entropy vs verified-secret validation), and recommend one primary. Note trufflehog's live-verification advantage for triage.

3. **Config files.** Provide a ready-to-use `.pre-commit-config.yaml` and the scanner config (`.gitleaks.toml` or `.secrets.baseline`) with sensible rules and an allow-list for known false positives (test fixtures, example keys) — using narrow path/regex exclusions, never a blanket disable.

4. **Baseline the existing repo.** Show how to generate a baseline so the gate starts green on legacy findings, while still catching NEW secrets — and stress that baselined findings should be triaged, not forgotten.

5. **The CI gate.** Provide the CI job that scans the diff (and on a schedule scans full history), fails the build on a new finding, and posts a clear message. Make it required for merge.

6. **Remediation guidance for developers.** A short, copy-pasteable "you committed a secret" runbook: rotate the credential FIRST (assume it's compromised), remove it from code, use history-rewrite only as cleanup — and never rely on a force-push alone to undo exposure.

7. **Prevent the bypass** — explain why server-side/CI scanning is the enforcement point and how to detect `--no-verify` usage.

Output: (a) `.pre-commit-config.yaml`, (b) scanner config + allow-list, (c) baseline-generation command, (d) the required CI job, (e) the developer remediation runbook (rotate-first).

Bias toward: rotate-first on any leak, CI as the real gate, narrow allow-lists over disabling rules.
Newsletter

Free: the DevOps AI Incident-Triage Cheat Sheet

Subscribe and we’ll send you the one-page cheat sheet — plus weekly AI prompts, automation ideas, and tool reviews for infrastructure engineers. One email a week. No spam, unsubscribe anytime.

  • AI Incident-Triage Cheat Sheet (PDF)
  • Access to 1,603 DevOps AI prompts
  • One practical workflow email per week