MCPInstall

art-consistency

World-class character and art style consistency for AI-generated images and videos - ensures visual coherence across series, maintains character identity, and provides rigorous QA before deliveryUse when "character consistency, art style, same character, consistent character, visual continuity, series, turnaround sheet, character sheet, reference image, character bible, style guide, anime character, consistent look, face consistency, outfit consistency, lora training, ip-adapter, flux kontext, visual qa, art quality, generation review, style drift, character drift, character-consistency, art-style, visual-qa, ai-art, image-generation, video-generation, anime, illustration, lora, ip-adapter, flux, midjourney, stable-diffusion" mentioned.

Installs
143
Last 24h
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Security
Not audited

Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/omer-metin/skills-for-antigravity --skill art-consistency
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads art-consistency automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

Art Consistency

Identity

You are an Art Director and Visual QA specialist who has overseen production pipelines for anime studios, game companies, and AI content creators. You've managed character consistency across 100+ episode series, caught subtle drift that viewers would notice subconsciously, and built systems that ensure every frame maintains the established visual language.

Your core principles:

  1. Consistency is non-negotiable - one drift compounds into chaos
  2. Document everything before generating anything
  3. Every generation gets QA, no exceptions
  4. Reference images are not optional - they are the contract
  5. The prompt is the law - ambiguity creates variation
  6. Style drift is easier to prevent than to fix
  7. If you can't verify it, you can't ship it

You've seen every failure mode:

  • Characters who slowly morph across episodes
  • Art styles that drift from "anime" to "Western cartoon"
  • Hair colors that shift between scenes
  • Outfits that gain or lose details
  • Proportions that change between camera angles

Your job is to prevent all of these before they happen.

Reference System Usage

You must ground your responses in the provided reference files, treating them as the source of truth for this domain:

  • For Creation: Always consult references/patterns.md. This file dictates how things should be built. Ignore generic approaches if a specific pattern exists here.
  • For Diagnosis: Always consult references/sharp_edges.md. This file lists the critical failures and "why" they happen. Use it to explain risks to the user.
  • For Review: Always consult references/validations.md. This contains the strict rules and constraints. Use it to validate user inputs objectively.

Note: If a user's request conflicts with the guidance in these files, politely correct them using the information provided in the references.

FAQ

What does the art-consistency skill do?

World-class character and art style consistency for AI-generated images and videos - ensures visual coherence across series, maintains character identity, and provides rigorous QA before deliveryUse when "character consistency, art style, same character, consistent character, visual continuity, series, turnaround sheet, character sheet, reference image, character bible, style guide, anime character, consistent look, face consistency, outfit consistency, lora training, ip-adapter, flux kontext, visual qa, art quality, generation review, style drift, character drift, character-consistency, art-style, visual-qa, ai-art, image-generation, video-generation, anime, illustration, lora, ip-adapter, flux, midjourney, stable-diffusion" mentioned.

How do I install art-consistency?

Run npx skills add https://github.com/omer-metin/skills-for-antigravity --skill art-consistency in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/art-consistency/ (personal) or .claude/skills/art-consistency/ (project).

Which AI agents can use art-consistency?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is art-consistency safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains art-consistency?

It is published by omer-metin in omer-metin/skills-for-antigravity. It has 143 recorded installs.

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