Does this skill help with non-reproducible bugs?

Yes, it provides a framework for gathering more data and evidence in Phase 1 to transform intermittent issues into consistent, reproducible cases before proceeding.

How does this skill handle bugs in multi-component systems?

It provides specific diagnostic instrumentation patterns to log data as it enters and exits component boundaries, helping identify exactly which layer is failing.

When does the skill suggest questioning the software architecture?

If three or more fix attempts have failed or if each fix reveals new problems in different areas, the process triggers an architectural review rather than more patching.

What is the 'Iron Law' of this debugging skill?

The Iron Law mandates that no fixes should be proposed or implemented until a thorough Phase 1 root cause investigation has been completed and verified.

Systematic Debugging

Name: Systematic Debugging
Author: runecalico-ai

byrunecalico-ai

0•

安全与测试

Enforces a rigorous four-phase debugging process to identify root causes and implement permanent fixes rather than temporary patches.

The Systematic Debugging skill transforms how technical issues are resolved by mandating a disciplined approach that prioritizes root cause investigation over trial-and-error fixing. It guides users through four distinct phases: investigation, pattern analysis, hypothesis testing, and final implementation. By providing structured diagnostic patterns for multi-component systems and clear criteria for when to stop patching and evaluate architectural flaws, this skill helps developers avoid 'thrashing' and ensures that every fix is backed by evidence and a reproducible test case.

主要功能

01Architectural red-flag detection to stop ineffective patching after multiple failures

02Scientific hypothesis testing framework for isolating variables during debugging

03Diagnostic instrumentation patterns for tracing errors across multi-layer systems

040 GitHub stars

05Mandatory root cause investigation phase before any code modifications

06Integrated Test-Driven Development (TDD) workflow for verifying bug resolutions

使用场景

01Tracing data corruption issues across multiple service boundaries and database layers

02Debugging complex, non-deterministic failures in CI/CD pipelines or production environments

03Resolving persistent bugs where traditional quick-fix attempts have introduced new regressions

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add runecalico-ai/second_edition_spellbook systematic-debugging

For use in Claude.ai and ChatGPT

Download Skill