spec-kit-feedback

To collect usage data for prompt engineering, this skill automatically captures workflow completion metrics, friction points, and quality gate adherence to identify areas needing template optimization. It logs instances of user confusion or retries during the process to provide structured feedback.

The best way to identify friction points is through automated detection of user confusion, retries, and deviations from quality gates. This skill monitors workflow sessions in real-time and logs these specific friction events for later analysis and template refinement.

You can export session logs automatically because the skill activates during workflow completion and prompts you to export the summarized data. It highlights any encountered points of confusion, generating a structured log ready for feedback contribution.

Yes, spec-kit feedback works without additional dependencies. It integrates directly into your existing environment to track workflow usage data, requiring no external modules or configuration to begin capturing session metrics and friction points.

Yes, you can use the end-of-workflow session summaries to optimize prompt templates. The summaries detail user redirections and friction points, providing the exact structured feedback needed to refine and improve your template designs.

You should avoid automated workflow data collection if your sessions involve sensitive usage data that cannot be logged, as the skill actively captures session metrics, friction points, and quality gate deviations for template optimization purposes.