diagnosing-bugs

Diagnose software bugs through reproducible feedback loops and falsifiable hypotheses.

11|Updated Jul 2, 2026
One-click install
npx skills add https://github.com/romiluz13/auto-pi --skill diagnosing-bugs-romiluz13
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: diagnosing-bugs
Source: https://github.com/romiluz13/auto-pi/tree/main/skills/diagnosing-bugs
Command: npx skills add https://github.com/romiluz13/auto-pi --skill diagnosing-bugs-romiluz13

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill prevents premature fixes and guesswork when diagnosing difficult bugs, failures, and performance regressions by requiring a reproducible, red-capable feedback loop and evidence-based investigation.

Core Features & Use Cases

  • Feedback-loop construction: Builds focused tests, scripts, harnesses, replay tools, or other deterministic checks that reproduce the user's exact symptom.
  • Systematic diagnosis: Reproduces and minimizes failures, ranks falsifiable hypotheses, and uses targeted instrumentation or performance measurements to distinguish causes.
  • Safe completion: Requires regression coverage where possible, verifies the original issue is resolved, removes debug artifacts, tracks failed attempts, and documents the causal chain.
  • Use Case: Apply it to an intermittent export failure, a persistent test regression, a slow endpoint, or a merge-related defect that requires structured investigation rather than an immediate patch.

Quick Start

Ask the diagnosing-bugs skill to investigate the reported failure, reproduce it with a tight feedback loop, identify the root cause, and verify the fix with a regression test.

Frequently Asked Questions about diagnosing-bugs

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

FAQPage Schema
How do I find the root cause of an intermittent test failure or runtime error?

Root cause analysis of intermittent test failures requires building a reproducible feedback loop, minimizing the reproduction, and ranking falsifiable hypotheses to systematically isolate the defect.

What is the best way to diagnose a performance regression in a slow endpoint?

Diagnosing a performance regression involves creating a deterministic reproduction of the slow behavior, applying targeted instrumentation, and taking measurements to distinguish the exact cause from other variables.

How do I stop guessing and systematically debug a merge-related defect?

Systematic debugging of merge-related defects replaces guesswork by requiring minimized reproductions, targeted instrumentation, and a complete causal explanation before applying any fix.

Can I use this workflow to investigate incorrect outputs without writing a full test suite?

Yes, you can investigate incorrect outputs by building focused tests, scripts, or replay harnesses that act as a deterministic check reproducing the exact symptom without needing a full test suite.

What steps are needed to verify a bug fix and prevent future regressions?

Verifying a bug fix requires adding regression coverage, confirming the original issue is resolved, removing debug artifacts, and documenting the causal chain to prevent future regressions.