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Audit codebase for agentic layer coverage and identify gaps.
Passed 18 of 21 test cases with the skill, and 4 of 21 without it.
and 15 more in the full report
15 fixed4 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 15 test cases the skill fixed. Same model, same prompt, with and without the skill.
When auditing developer time allocation, what target percentage threshold is established for agentic layer work?
| Checked | Without skill | With skill |
|---|---|---|
| The target for agentic layer work is 50%+ of time investment. | Missed | Passed |
The instructions your model reads when the skill loads.
Evaluate a codebase's agentic layer maturity and identify investment opportunities.
"Am I working on the agentic layer or am I working on the application layer?"
This skill helps answer that question by auditing what exists.
Check for .claude/commands/ or equivalent:
Look for:
- chore.md # Chore planning template
- bug.md # Bug fix template
- feature.md # Feature planning template
- implement.md # Implementation HOP
- test.md # Test execution template
- review.md # Review template
Check for specs/ or equivalent:
Look for:
- Issue-based specs (issue-*.md)
test cases passed, vs 4 / 21 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.