art-direction-review-skill

Reviews costume, scene, and prop design prompts against asset bibles for short-drama production.

Updated Aug 12, 2026
One-click install
npx skills add https://github.com/VANTSU-1874/woods-video-studio --skill art-direction-review-skill-vantsu-1874
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: art-direction-review-skill
Source: https://github.com/VANTSU-1874/woods-video-studio/tree/main/template/.agents/skills/art-direction-review-skill
Command: npx skills add https://github.com/VANTSU-1874/woods-video-studio --skill art-direction-review-skill-vantsu-1874

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? In AI-driven short-drama production, text-to-image prompts for characters, scenes, and props often drift from the script and asset bible, causing inconsistent visuals across episodes. This Skill provides a rigorous review workflow that catches omissions, contradictions, and ambiguous wording before prompts are sent to image generation tools. ## Core Features & Use Cases - Item-by-Item Comparison: Cross-checks every character, scene, and prop prompt against the full-series asset bible, final-asset-bible.json, and asset-registry.json for coverage and consistency. - Mental Rehearsal & Scoring: Simulates text-to-image output for each prompt, then scores characters, scenes, and props on a 1-10 scale with pass thresholds (average >= 8, no single item below 6). - Structured Verdict Output: Produces scoring tables and prioritized fix lists (must-fix vs. suggested) while returning only a single-line Chinese status to the producer. - Use Case: After the art-design stage generates 人物提示词.md, 场景提示词.md, and 道具提示词.md for a drama project, run this review to verify all cross-age character variants exist, scene four-grid formats are correct, and no prompt allows off-model generations. ## Quick Start Ask the AI to review the stage-two art direction outputs by checking the character, scene, and prop prompt files against the asset bible and registry, then report whether they pass.

Frequently Asked Questions about art-direction-review-skill

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I review AI image prompts for character consistency?

Compare each character prompt keyword-by-keyword against the asset bible and registry, then mentally simulate the text-to-image output to spot ambiguity. Score each character on consistency, recognizability, precision, completeness, style, and format on a 1-10 scale.

What is the pass criteria for art direction prompt review?

A review passes when the overall average score is 8 or higher and no single item scores below 6. Otherwise the verdict is FAIL with a prioritized list of must-fix and suggested-fix issues.

How do I check scene prompts for four-grid format compliance?

Verify each scene prompt describes a 2x2 grid showing front, back, left, and right views of the same scene with no people present. Also confirm the scene variant locks one lighting state and matches the asset bible's mood description.

Can this review only check one episode's assets?

No. Art design is a globally shared stage, so the review must read the full asset bible and registry groups covering all characters, scenes, and props. Reading only ep01 sections counts as a spot check, not a complete confirmation.

Why does prompt review fail even when prompts look detailed?

Common causes include missing cross-age character variants, mechanically generated day/night scene variants the plot does not need, ambiguous wording that text-to-image tools misinterpret, and front-view face requirements allowing angled poses.