Skill Output Scoring

Core Workflow

1. Identify the output, scenario, target artifact, and scoring rubric.
2. Score each criterion with brief evidence, not just a number.
3. Separate output quality from prompt quality and missing context.
4. Call out blockers before averages.
5. Compare baseline and skill-enabled scores when both exist.
6. Recommend keep, revise, split, merge, defer, or retire based on the score and risks.

Safety Rules

• Do not average away high-risk failures.
• Do not treat polished writing as correctness.
• Do not score claims as correct without evidence or source material.
• Escalate when the output affects production, security, legal, finance, employment, medical, compliance, or customer commitments.

Deliverable Shape

For scoring reports, provide:

• Scenario and artifact
• Rubric used
• Score table
• Blockers
• Improvements and regressions
• Confidence level
• Decision recommendation

References

• Read references/skill-output-scoring-checklist.md when scoring or comparing agent skill outputs.