gstack-openclaw-investigate

Guide root-cause investigation and verified bug fixing for software failures.

1|Updated May 5, 2026
One-click install
npx skills add https://github.com/yashs33244/my-mac-claude --skill gstack-openclaw-investigate-yashs33244
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: gstack-openclaw-investigate
Source: https://github.com/yashs33244/my-mac-claude/tree/main/skills/gstack/gstack-openclaw-investigate
Command: npx skills add https://github.com/yashs33244/my-mac-claude --skill gstack-openclaw-investigate-yashs33244

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps you debug errors effectively by forcing a disciplined root-cause investigation before any fix, preventing whack-a-mole failures and repeated regressions.

Core Features & Use Cases

  • Root-cause-first debugging: Collect symptoms, trace the failing code path, and identify the underlying cause before proposing changes.
  • Pattern analysis and hypothesis testing: Match failures to common debugging patterns (race conditions, null propagation, state corruption, integration failures, config drift, stale caches) and then test hypotheses with targeted evidence.
  • Controlled implementation and verification: Apply minimal diffs, add a regression test, run the full test suite, then produce a structured debug report and save it for future reference.

Use case example: When a production command “stopped working” with a stack trace and intermittent behavior, use this Skill to determine whether the issue is a race, a missing guard, a stale cache, or an integration/config mismatch—then verify the fix with a regression test.

Quick Start

Use the gstack-openclaw-investigate skill when you paste a stack trace and describe what stopped working, so it can guide you through root-cause analysis, hypothesis testing, and a verified fix.

Frequently Asked Questions about gstack-openclaw-investigate

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

FAQPage Schema
How do I find the root cause of a stack trace before changing code?

Root cause analysis of a stack trace requires tracing the failing code path, classifying the failure mode by pattern, and testing hypotheses with targeted evidence before applying a minimal diff. This approach prevents repeated regressions and fixes the underlying issue.

What is the best way to debug intermittent production failures and race conditions?

Debugging intermittent production failures involves matching symptoms to common patterns like race conditions, state corruption, or stale caches, generating hypotheses, and confirming with deterministic reproduction and evidence before remediation.

How do I fix a bug with minimal changes and add regression testing?

Fixing a bug with minimal changes involves applying a minimal diff to the identified root cause, adding a targeted regression test to cover the failure, and running the full test suite to verify no new regressions are introduced.

Why does my software fix keep regressing after deployment?

Software fixes regress when the root cause is not fully confirmed before changes, leading to whack-a-mole failures. Disciplined hypothesis testing, evidence-based confirmation, and full-suite verification prevent repeated regressions.

Can I use pattern analysis to diagnose config drift and integration failures?

Pattern analysis can diagnose config drift and integration failures by matching reported symptoms and stack traces against common debugging patterns, allowing you to test targeted hypotheses and confirm the exact failure mode before fixing.