Can this skill be used for complex system architectures?

Yes, it is specifically designed to handle complex links by breaking down the diagnostic process into evidence-based segments and identifying exactly where the chain of logic fails.

How does the Bug Diagnosis skill improve debugging efficiency?

It implements a structured framework that limits hypotheses to the top five most likely causes and requires verification actions that take less than 10 minutes, preventing long periods of aimless troubleshooting.

What are the trigger commands for this skill?

You can activate it using phrases like 'don't rush to solve, let's find the cause', 'find the cause', 'troubleshoot this', or 'let's use evidence to pin down the conclusion'.

What information do I need to provide to start a diagnosis?

You should provide at least a minimal reproduction path, the expected versus actual outcomes, and any existing evidence like logs or error messages.

Systematic Bug Diagnosis

Name: Systematic Bug Diagnosis
Author: xiaxingxiaowei1983

byxiaxingxiaowei1983

0•

보안 및 테스팅

Identifies software root causes through a disciplined hypothesis-driven framework to minimize debugging time and eliminate guesswork.

The Systematic Bug Diagnosis skill transforms Claude into a troubleshooting expert by enforcing a 'Hypothesis → Evidence → Location' workflow. Instead of jumping straight to code changes, this skill guides the user through creating a prioritized pool of up to five testable hypotheses. Each hypothesis is accompanied by a rapid verification plan designed to be executed in under 10 minutes, ensuring developers avoid unproductive rabbit holes. It results in a high-confidence root cause identification supported by specific evidence, providing the perfect starting point for developing a permanent fix.

주요 기능

01Prioritized Hypothesis Pool (Top 5 testable scenarios)

02Evidence-based confidence scoring (High/Medium/Low)

03Rapid Verification Plans with 10-minute feedback loops

04Standardized hand-over packages for solution implementation

050 GitHub stars

06Root cause gap analysis to identify missing information

사용 사례

01Isolating the root cause of intermittent API failures or race conditions

02Narrowing down UI regressions to specific logic branches or styling conflicts

03Pinpointing performance bottlenecks within complex data processing pipelines

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add xiaxingxiaowei1983/ai bug-diagnosis

For use in Claude.ai and ChatGPT

주요 기능

01Prioritized Hypothesis Pool (Top 5 testable scenarios)

02Evidence-based confidence scoring (High/Medium/Low)

03Rapid Verification Plans with 10-minute feedback loops

04Standardized hand-over packages for solution implementation

050 GitHub stars

06Root cause gap analysis to identify missing information

사용 사례

01Isolating the root cause of intermittent API failures or race conditions

02Narrowing down UI regressions to specific logic branches or styling conflicts

03Pinpointing performance bottlenecks within complex data processing pipelines

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add xiaxingxiaowei1983/ai bug-diagnosis

For use in Claude.ai and ChatGPT