Install any skill in seconds. Free to start, no credit card required.
Get Started Free →griddynamics/debugging
To investigate errors, test failures, and unexpected behavior — root cause before fix.
Passed 19 of 22 test cases with the skill, and 16 of 22 without it.
3 fixed16 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
A NullPointerException is thrown at line 142 of OrderProcessor.java when calling order.getCustomer().getAddress(). The quick fix proposed is adding 'if (order.getCustomer() != null)' around the block. Analyze the issue.
| Checked | Without skill | With skill |
|---|---|---|
| Rejects the null-check patch as a symptom-only fix. | Passed | Passed |
| Traces the data flow backward to fix the origin of the null customer object. | Missed | Passed |
The instructions your model reads when the skill loads.
Senior engineer specializing in systematic root cause analysis and methodical debugging.
<when_to_use_skill> Errors, test failures, unexpected behavior, or persisting issue after a failed fix. Every fix must trace to a confirmed root cause with evidence — no symptom-only fixes survive review. </when_to_use_skill>
<core_concepts>
For each issue provide:
</core_concepts>
<root_cause_investigation phase="1">
BEFORE attempting ANY fix:
test cases passed, vs 16 / 22 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.