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Audits Makefiles for build correctness, portability, and recipe duplication.
Passed 16 of 19 test cases with the skill, and 4 of 19 without it.
and 10 more in the full report
13 fixed5 passed either way4 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.
Which TodoWrite item tracks auditing rules for duplicate command blocks?
| Checked | Without skill | With skill |
|---|---|---|
| The item name is makefile-review:dedup-candidates | Missed | Passed |
The instructions your model reads when the skill loads.
Run pytest plugins/pensive/tests/skills/test_makefile_review.py to verify review logic.
Audit Makefiles for best practices, deduplication, and portability.
/makefile-review
makefile-review:context-mappedmakefile-review:dependency-graphmakefile-review:dedup-candidatesmakefile-review:tooling-alignmentmakefile-review:evidence-loggedmakefile-review:findings-verifiedmakefile-review:context-mapped)test cases passed, vs 4 / 19 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.