What happens if multiple fix attempts fail?

If three or more fixes fail, the framework triggers an architectural review, prompting you to question if the underlying pattern is fundamentally sound rather than just fixing symptoms.

Does this skill help with multi-component or distributed systems?

Yes, it includes a specific framework for gathering evidence at component boundaries, such as checking environment variables, logging data flow between services, and verifying state at each layer.

Why can't I just apply a quick fix with this skill?

Quick patches often mask symptoms without addressing the underlying issue. This skill enforces investigation first to prevent 'thrashing' and ensure the bug doesn't return.

Is testing mandatory when using this skill?

Yes, the implementation phase requires creating a failing test case before applying the fix to ensure the solution is verified and prevents future regressions.

Systematic Debugging Framework

Name: Systematic Debugging Framework
Author: lifangda

bylifangda

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Seguridad y Pruebas

Enforces a rigorous four-phase scientific methodology to identify root causes and implement stable software fixes without guesswork.

The Systematic Debugging skill transforms Claude into a disciplined problem-solver by mandating a strict 'No Fix Without Root Cause' policy. It utilizes a four-phase framework—Root Cause Investigation, Pattern Analysis, Hypothesis Testing, and Implementation—to ensure that technical issues are fully understood before any code changes are proposed. This approach is particularly effective for complex multi-component systems, intermittent test failures, and architectural flaws where traditional 'guess-and-check' methods lead to wasted time and regressions.

Características Principales

01Architectural red-flag detection after repeated fix failures

02Strict enforcement of evidence-based root cause investigation

03Data flow tracing and backward analysis techniques

0416 GitHub stars

05Multi-layer diagnostic instrumentation for complex system boundaries

06Mandatory test-driven verification for every proposed fix

Casos de Uso

01Debugging non-deterministic failures in CI/CD pipelines and build scripts

02Resolving persistent bugs that have resisted multiple previous fix attempts

03Tracing data corruption issues across microservices and database layers

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add lifangda/claude-plugins systematic-debugging

For use in Claude.ai and ChatGPT

Download Skill