art-direction-review-skill

Review visual prompt outputs against director requirements with scored PASS/FAIL audits.

146|30|Updated Mar 7, 2026
One-click install
npx skills add https://github.com/Supreme-Ultimate/novel-to-script-team --skill art-direction-review-skill-supreme-ultimate
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: art-direction-review-skill
Source: https://github.com/Supreme-Ultimate/novel-to-script-team/tree/main/skills/art-direction-review-skill
Command: npx skills add https://github.com/Supreme-Ultimate/novel-to-script-team --skill art-direction-review-skill-supreme-ultimate

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps directors and producers catch weak, vague, or inconsistent visual prompt designs before they are sent to image generation tools, reducing rework and improving visual accuracy.

Core Features & Use Cases

  • Prompt-by-prompt review: Checks character styling prompts and scene environment prompts against the director’s plan.
  • Mental preview and risk spotting: Simulates how the prompt will likely render, then flags ambiguity, missing details, or style drift.
  • Scored approval workflow: Produces itemized scores, a total average, and a clear PASS or FAIL outcome with revision priorities.
  • Use case: Review episode 2 character and scene prompt assets, then return a structured audit that pinpoints exactly what to fix before generation.

Quick Start

Review the attached character and scene prompt drafts against the director notes and return a scored PASS or FAIL audit with specific revision recommendations.

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 visual prompts for consistency before image generation?

Validate character and scene prompts by scoring them against director requirements to catch ambiguity and missing details. This audit simulates a mental render preview and returns a structured PASS or FAIL decision with specific revision priorities.

What is cross-episode continuity auditing for scene prompts?

Cross-episode continuity auditing checks scene environment and character styling prompts across episodes to ensure visual consistency. It applies per-item scoring to detect style drift and missing details against the director's plan.

How do I detect ambiguity in character styling prompts?

Detect ambiguity in character styling prompts by simulating how the prompt will likely render and flagging missing details or style drift. This risk spotting approach identifies weak visual directions before sending them to image generation tools.

Does prompt review work for both character and scene environment assets?

Prompt review works for both character styling prompts and scene environment prompts. It evaluates both asset types against director requirements, producing itemized scores and a total average to determine a clear PASS or FAIL outcome.

What is the best way to structure an art direction audit for episode assets?

Structure an art direction audit by reviewing episode character and scene prompt drafts against director notes. Return itemized scores, a total average, and a clear PASS or FAIL outcome with actionable revision guidance pinpointing exactly what to fix before generation.

Why does visual consistency drift occur in generated scene environments?

Visual consistency drift occurs when scene environment prompts lack completeness or contain vague details. Catching weak prompt designs before sending them to image generation tools reduces rework and improves visual accuracy through structured revision guidance.