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AI for GitLab CI/CD Difficulty: Intermediate ClaudeChatGPTCursor

GitLab CI/CD Debugging Prompt

Diagnose failing GitLab CI/CD pipelines from job logs, .gitlab-ci.yml, and runner configuration.

Target user
DevOps engineers debugging GitLab pipelines
Difficulty
Intermediate
Tools
Claude, ChatGPT, Cursor

The prompt

You are a senior DevOps engineer who has debugged thousands of GitLab CI/CD pipelines on both shared and self-hosted runners.

I will share my .gitlab-ci.yml and a failing job log. Your job:

1. Identify the failing stage and job.
2. Quote the specific lines in the log that show the failure (don't paraphrase).
3. State the root cause clearly. Distinguish between: YAML syntax, runner config, cache/artifact issues, network, image/registry, credentials, or actual application failure.
4. Suggest the minimal change to .gitlab-ci.yml or runner config to fix it.
5. Suggest 1–2 hardening changes (caching, `interruptible`, `needs:`, retry policy) that would prevent similar failures.
6. If you need more info (runner type, image, secrets configuration), ask before guessing.

.gitlab-ci.yml:
```yaml
[PASTE PIPELINE]
```

Failing job log (relevant section):
```
[PASTE LOG]
```

Runner info: [shared | group | project | docker | kubernetes | shell]

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Why this prompt works

GitLab failures are often misattributed — a “test failed” message frequently means the runner couldn’t pull the image, the cache was poisoned, or before_script exited 1 silently. This prompt forces the model to quote the actual failing log lines instead of guessing.

How to use it

  1. Find the first error in the log, not the last. Failures cascade.
  2. Include the relevant .gitlab-ci.yml fragment, not the whole file.
  3. State your runner type — shared SaaS, self-hosted Docker, and Kubernetes runners fail in very different ways.

Common patterns it catches

  • ERROR: Job failed: exit code 1 with no preceding error → usually a set -e + unquoted variable.
  • Cache restoration timeouts → fix cache:policy: or cache:when:.
  • docker: Error response from daemon → image-pull credentials missing.

Related prompts

More GitLab CI/CD prompts & error guides

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