Optimizes command generation patterns through iterative test cycles, root cause analysis, and specificity-based refinement.
This skill provides a structured framework for developers to improve static pattern matchers by running systematic test cycles. It guides users through analyzing test failures by root cause—such as ordering issues or over-matching—and implementing strategic fixes like pattern reordering and regex refinement. By focusing on specificity hierarchy and measurable metrics, the skill helps achieve high pass rates for command generation while maintaining a lean, efficient pattern database and comprehensive documentation of every improvement cycle.
主要功能
01Specificity-based pattern reordering strategy
02Regex and keyword matching optimization
0323 GitHub stars
04Automated metrics tracking and documentation
05Root cause categorization for test failures
06Iterative test cycle workflow management
使用场景
01Debugging false positives and negatives in natural language command generation
02Documenting improvements and regressions between development cycles
03Increasing the accuracy and pass rate of static pattern matchers
