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parallel-debugging

Systematic debugging framework using competing hypotheses to identify root causes across multiple failure categories.

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Install signal
4

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Install command
npx skills add https://github.com/wshobson/agents --skill parallel-debugging
SkillJury does not have enough approved reviews to publish a community verdict yet. Source metadata and repository proof are still available above.
SkillJury Signal Summary

As of Apr 30, 2026, parallel-debugging has 4 weekly installs, 0 community reviews on SkillJury. Community votes currently stand at 0 upvotes and 0 downvotes. Source: wshobson/agents. Canonical URL: https://skills.sh/wshobson/agents/parallel-debugging.

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Gen Agent Trust HubPASS
SocketPASS
SnykPASS
About this skill
Systematic debugging framework using competing hypotheses to identify root causes across multiple failure categories. Framework for debugging complex issues using the Analysis of Competing Hypotheses (ACH) methodology with parallel agent investigation. Generate hypotheses across 6 failure mode categories: Always cite evidence with file:line references: After all investigators report: If multiple hypotheses are confirmed, rank by: Before declaring the bug fixed: - Generates hypotheses across six failure mode categories: logic errors, data issues, state problems, integration failures, resource issues, and environment mismatches - Establishes evidence standards with citation requirements (file:line references) and confidence levels (high/medium/low) to avoid confirmation bias - Supports parallel agent investigation with structured result arbitration that ranks confirmed hypotheses by confidence, evidence strength, and causal chain clarity - Includes validation checklist ensuring fixes address root cause without introducing new issues or missing edge cases - Bug has multiple plausible root causes - Initial debugging attempts haven't identified the issue - Issue spans multiple modules or components - Need systematic root cause analysis with evidence - Want to avoid confirmation bias in debugging - Incorrect conditional logic (wrong operator, missing case) - Off-by-one errors in...

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FAQ
What does parallel-debugging do?

Systematic debugging framework using competing hypotheses to identify root causes across multiple failure categories.

Is parallel-debugging good?

parallel-debugging does not have approved reviews yet, so SkillJury cannot publish a community verdict.

Which AI agents support parallel-debugging?

parallel-debugging currently lists compatibility with Skills CLI.

Is parallel-debugging safe to install?

parallel-debugging has been scanned by security audit providers tracked on SkillJury. Check the security audits section on this page for detailed results from Socket.dev and Snyk.

What are alternatives to parallel-debugging?

Skills in the same category include grimoire-morpho-blue, conversation-memory, second-brain-ingest, zai-tts.

How do I install parallel-debugging?

Run the following command to install parallel-debugging: npx skills add https://github.com/wshobson/agents --skill parallel-debugging

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