from scrollclaw53
Scores UGC videos across seven dimensions (hook, emotion, pacing, captions, scroll-stop, completion, shareability) and issues a go/no-go publishing decision bas
Provides a repeatable scoring rubric for user-generated video content to decide publish/polish/regenerate actions. The skill instructs a reviewer to watch clips on a mobile-like feed, score seven dimensions 0–100, compute averages, and route failing clips back to specific production skills.
Use during content QA and campaign finalization to ensure only high-performing clips (70+ average) are published. Useful for social teams, creative ops, and automated pipelines that gate publish decisions.
references/virality-scoring.md (has_references=true)references/virality-scoring.md detailing scoring guidance and examples.Designed for agents that handle media workflows and workspace IO (automation/assistant agents). Integrates into production pipelines that can access workspace campaign files and append learnings.
This skill has not been reviewed by our automated audit pipeline yet.
