zfinix/aster/debug-systematically
- community
Checking that the SKILL.md file is still in the repository.
Finding the cause of a bug instead of guessing at fixes. Use when something fails and the cause is not obvious, when a fix did not work, or when the user reports a bug without a clear trigger.
Install
npx vskill@latest install zfinix/aster/debug-systematicallySKILL.md
Debug systematically
- Reproduce before touching anything. Find the exact command or input
that shows the failure and run it. A bug you cannot reproduce is a bug you cannot claim to have fixed.
- Read the actual error, not the vibe of it. The message, the file, the
line. Half of debugging is refusing to skim.
- One hypothesis at a time. State it ("the config is read before the env
is set"), pick the cheapest observation that would falsify it, run that. Never stack three speculative fixes in one edit.
- Instrument close to the failure. A print or assert at the suspect line
beats re-reading the whole module. Remove the instrumentation after.
- Bisect when lost. Halve the search space: does the failure survive
with half the input, the previous commit, the feature flag off? git bisect exists for exactly this.
- When the fix lands, explain the mechanism in one sentence. "The cache
key ignored the locale, so the first locale won." If you cannot say it, you patched a symptom.
- Re-run the original reproduction last. The fix is proven by the same
command that showed the bug, plus the neighboring tests.
Security
- Security scanPassed, 95 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingcrates/aster-skills/optional-skills/internal/debug-systematically/SKILL.md
Popularity
- 7-day trend score
- 5
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