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Design and generate CI/CD pipelines from project stack signals across GitHub Actions, GitLab CI, CircleCI, and Buildkite.
Passed 17 of 23 test cases with the skill, and 5 of 23 without it.
and 13 more in the full report
12 fixed5 passed either way6 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
We want to scan our repository's existing pipeline configurations specifically for critical caching issues using the included python script. What exact terminal command should we execute?
| Checked | Without skill | With skill |
|---|---|---|
| Specifies execution of python scripts/cache_optimizer.py. | Missed | Passed |
| Passes --severity high as a CLI flag in the command string. | Missed | Passed |
The instructions your model reads when the skill loads.
Generate production-grade CI/CD pipelines from detected project stack signals. Analyzes lockfiles, manifests, and scripts to produce optimized pipelines with proper caching, matrix strategies, security scanning, and deployment gates. Supports GitHub Actions, GitLab CI, CircleCI, and Buildkite with deployment strategies including blue-green, canary, and rolling updates.
Keywords: CI/CD, GitHub Actions, GitLab CI, pipeline, deployment, caching, matrix builds, blue-green deployment, canary deployment, security scanning, SAST, container builds, environment gates
Before generating the pipeline, confirm these inputs. If any is unknown or vague, ASK — do not assume:
pipeline_generator.py emits via --platform)Stop rule: ask only the 2-3 that most change the output. If the user says "just draft it," proceed and list your assumptions at the top of the artifact.
| Tool | Purpose | Command |
|---|---|---|
pipeline_generator.py | Generate pipeline YAML from project stack detection | python scripts/pipeline_generator.py . --platform github --deploy |
cache_optimizer.py | Analyze pipeline configs and suggest caching improvements | python scripts/cache_optimizer.py --dir . --severity high |
pipeline_linter.py | Lint pipeline YAML for common issues | python scripts/pipeline_linter.py --dir . --severity warning |
test cases passed, vs 5 / 23 without
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