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gstack-openclaw-investigate

Enforce root cause investigation before applying bug fixes in software debugging.

Updated Feb 24, 2026
Search Tags:#software engineering#debugging#root cause analysis#bug fixing#hypothesis testing#regression testing
One-click install
npx skills add https://github.com/Jia-Hong-Peng/jolike.com --skill gstack-openclaw-investigate-jia-hong-peng
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: gstack-openclaw-investigate
Source: https://github.com/Jia-Hong-Peng/jolike.com/tree/main/.claude/skills/gstack/openclaw/skills/gstack-openclaw-investigate
Command: npx skills add https://github.com/Jia-Hong-Peng/jolike.com --skill gstack-openclaw-investigate-jia-hong-peng

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill eliminates the common pitfall of whack-a-mole debugging, where quick fixes for symptoms lead to recurring bugs, wasted engineering time, and accumulating technical debt from unresolved underlying issues.

Core Features & Use Cases

  • 4-Phase Systematic Workflow: Guides users through root cause investigation, pattern analysis, hypothesis testing, and verified implementation to remove guesswork from debugging.
  • Built-in Safety Guardrails: Enforces the "no fixes without root cause" rule, includes a 3-strike rule for failed hypotheses to flag potential architectural issues early, and requires regression tests for all fixes.
  • Use Case: When a production user authentication feature fails intermittently with 500 errors, use this Skill to trace the root cause (such as a race condition in session handling) instead of applying temporary retry logic that masks the underlying problem.

Quick Start

Use the gstack-openclaw-investigate skill to debug the intermittent 500 errors reported in the user authentication endpoint, starting with root cause investigation before proposing any fixes.

Frequently Asked Questions about gstack-openclaw-investigate

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I stop whack-a-mole debugging and fix recurring bugs permanently?▼

Systematic root cause debugging eliminates whack-a-mole debugging by enforcing a strict investigation phase before applying any bug fixes, ensuring you resolve underlying issues instead of masking symptoms. This prevents accumulating technical debt from unresolved problems.

What is the best way to investigate intermittent 500 errors in backend applications?▼

Root cause investigation for intermittent 500 errors involves tracing underlying problems like race conditions through stack trace analysis instead of applying temporary retry logic. This ensures unexpected behavior is permanently fixed rather than masked.

How do I perform hypothesis testing during software engineering debugging?▼

Hypothesis testing during debugging involves systematically validating potential root causes before implementation. A built-in 3-strike rule flags potential architectural issues early when hypotheses fail, removing guesswork from the bug fixing process.

Do I need regression testing for all bug fixes?▼

Yes, regression testing is required for all bug fixes. Systematic debugging enforces safety guardrails that mandate regression test creation to verify fixes and ensure new changes do not introduce unexpected behavior or new issues.

Can I use systematic root cause analysis for full-stack application troubleshooting?▼

Yes, root cause analysis applies to full-stack and backend applications for error investigation, stack trace analysis, and unexpected behavior troubleshooting. It guides users through pattern analysis and verified implementation.

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