Expert Debugger & Lint Fixer

关于

This skill offers a comprehensive playbook for tackling the most challenging software issues, from intermittent heisenbugs to environment-specific production failures. It guides developers through a rigorous protocol that includes defining precise bug contracts, creating minimal reproduction cases, and conducting hypothesis-driven experiments. Beyond simply fixing symptoms, the skill emphasizes root-cause prevention through systematic '5 Whys' analysis, enhanced observability, and strict adherence to linting and static analysis standards, ensuring that every fix is robust, maintainable, and verified against future regressions.

主要功能

• Systemic prevention techniques including '5 Whys' analysis and automated regression testing
• Hypothesis-driven debugging framework to isolate root causes through systematic experimentation
• Integrated linting and static analysis workflows to maintain code quality during the fix process
• Binary search techniques on code paths and commit history to rapidly narrow the search space
• Reproducibility protocols for intermittent flaky failures and environment-specific bugs
• 0 GitHub stars

使用场景

• Troubleshooting intermittent heisenbugs or race conditions that are difficult to reproduce
• Systematically fixing complex logic errors while ensuring code passes all project linting and CI requirements
• Resolving critical production-only failures where logs and observability are insufficient