validate-against-reference

To validate tool outputs against reference fixtures, run this Skill to compare a single tool's outputs with its reference fixtures, surfacing per-output diffs using tolerance-aware comparison to verify reproducibility and accuracy.

Tolerance-aware comparison enforces strict tolerance rules during reference fixture validation, preventing false positives by distinguishing meaningful output diffs from acceptable numerical variance. This ensures only significant accuracy deviations are reported.

Run the reference-only validator for a single tool to generate a per-output diff report. The Skill reads reference fixtures, runs the tool in a warm subprocess, and surfaces per-output diffs with exact tolerance rules for quick integrity checks.

No, this Skill validates a single tool against its reference fixtures, not all checks. It is designed for focused integrity checks during tool development or prior to releasing updates, reporting per-output diffs for one tool at a time.

Use reference fixture validation during tool development or prior to releasing updates for quick integrity checks. It helps verify correctness and confirm reproducibility by surfacing per-output diffs with clear guidance before deployment.

Yes, the validator runs the tool in a warm subprocess when checking accuracy against reference fixtures. This approach reads the reference fixtures and surfaces per-output diffs with exact tolerance rules to confirm reproducibility.