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B
systematic-debugging
Autonomous Coding MIT 2,465 tok/call
Usable — but review before you trust it
Safety grade
B
74/100 · gate: review
Token cost
2,465
1.2× median
Efficacy
—
Not yet measured
What it claims to do Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
What we found · 3 Trigger is too broadmedium Words like "any" make it fire everywhere and fight other skills for the same task — the #1 cause of conflicts. Bloated: high token costmedium ~2,465 tokens on every single call. Compress instructions and trim examples. Embedded shell script blockmedium Ships runnable command-line scripts. Not necessarily bad, but must be sandboxed and reviewed.
Conflicts with · 6 webapp-testing shadow test, behavior skill-creator shadow test xlsx shadow fix brainstorming shadow behavior finishing-a-development-branch shadow test verification-before-completion shadow fix
If you have both installed, they compete for the same triggers — the top cause of an agent picking the wrong skill.
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Grade computed 2026-07-13 · rubric static-v1. Efficacy shown only when measured on a labeled model + task suite — never invented.
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