Summary
This is a structured approach to debugging when you're stuck with multiple plausible causes and don't want to chase the wrong lead. It organizes investigation around six failure categories (logic errors, data issues, state problems, integration failures, resource issues, and environment), forces you to gather real evidence with file and line citations, and uses confidence levels to arbitrate between competing explanations. The framework is heavy on process, which sounds bureaucratic until you've burned hours on confirmation bias or missed a compound bug because you stopped after finding one issue. Works best when the bug is genuinely ambiguous and you need systematic elimination rather than quick intuition.
Install to Claude Code
npx -y skills add wshobson/agents --skill parallel-debugging --agent claude-codeInstalls into .claude/skills of the current project.
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
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Connect Claude to +800M contacts, +150M companies. Find & Enrich leads in chat.
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Featured
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →Connect Claude to +800M contacts, +150M companies. Find & Enrich leads in chat.
Try For Free →
