parallel-debugging

Debug complex issues using competing hypotheses with parallel investigation, evidence collection, and root cause arbitration. Use this skill when debugging bugs with multiple potential causes, performing root cause analysis, or organizing parallel investigation workflows.

Quality

81%

Does it follow best practices?

Impact

Pending

No eval scenarios have been run

Securityby

Passed

No known issues

Evaluation results

90%

60%

Intermittent Authentication Failures on Production API

Hypothesis generation across failure categories

Criteria

Without context

With context

Logic Error hypothesis

100%

Data Issue hypothesis

100%

State Problem hypothesis

100%

Integration Failure hypothesis

100%

Resource Issue hypothesis

100%

Environment hypothesis

100%

Failure mode labeled

100%

Falsifiable statements

60%

100%

Investigation Scope

80%

100%

Confirming evidence criteria

80%

70%

Falsifying evidence criteria

11%

44%

Report Format section

100%

71%

100%

59%

Stale Sales Data in Analytics Dashboard

Evidence collection and citation standards

Criteria

Without context

With context

file:line citation format

26%

100%

Evidence type labels

100%

Confidence with percentage

100%

Verdict from prescribed set

100%

Confirming Evidence section

50%

100%

Contradicting Evidence section

100%

Causal Chain

58%

100%

Recommended Fix

90%

100%

Additional Notes section

20%

100%

Report title structure

100%

12%

Payment Service Outage: Root Cause Arbitration

Result arbitration and fix validation

Criteria

Without context

With context

All hypotheses categorized

58%

100%

Hypothesis A = Confirmed

100%

Hypothesis B = Confirmed

100%

Hypothesis C = Falsified

62%

100%

Hypothesis D ≠ Confirmed

100%

Compound root cause declared

100%

Fix validation: addresses root cause

100%

Fix validation: no new issues

71%

100%

Fix validation: original case no longer fails

100%

Fix validation: edge cases covered

100%

Fix validation: tests updated

100%

Hypothesis D flagged for follow-up

100%

Arbitration decision path documented

60%

100%

Repository: wshobson/agents
Commit: 91fe43e

Evaluated: about 1 month ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Intermittent Authentication Failures on Production API Stale Sales Data in Analytics Dashboard Payment Service Outage: Root Cause Arbitration

Is this your skill?

If you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.