AI Output Eval Scorecard

Score AI-generated marketing outputs across accuracy, clarity, brand fit, policy compliance, actionability, and creative operating system fit.

evaluation, governance, qa, llm-judge, risk-control, anti-slop, creative-operating-system

Install this skill

Install (Codex)

./bin/skills-hub install marketing/[email protected] --runtime codex

Install (Claude)

./bin/skills-hub install marketing/[email protected] --runtime claude

Install (Generic)

./bin/skills-hub install marketing/[email protected] --runtime generic --target ./my-agent/skills

How You Can Use This

Documentation

Execution: instructions

First run: Read SKILL.md and follow the documented workflow.

Current limits

Instruction package only; it does not provide or authorize an executable runtime capability.

Classification: declared

Operational Summary

Use when: Use when AI-generated marketing outputs need repeatable scoring across quality, compliance, actionability, and creative operating system fit.

Execution mode: analysis-only

Approval boundary: Safe for evaluation and recommendation; require human approval before approving externally visible copy.

Status

Readiness: Experimental

Security reviewed: no

Lifecycle: Active

Runtime & Dependencies

ID: marketing/ai-output-eval-scorecard

Runtimes: codex, claude, generic

Tool dependencies: 1

API dependencies: 0

Dependencies

Tools: python3

APIs: Not documented

Outputs

Scorecard
Verdict
Rewrite recommendations
Creative operating system scores