Character Design Sheet

VerifiedCaution

Creates consistent character designs across AI-generated images using reference sheets, turnaround views, expression sheets, and color palettes. Leverages the inference.sh CLI to generate character concepts and maintain visual identity through techniques like FLUX LoRA training and detailed description anchoring. Useful for character design, game art, illustration, animation, comics, and visual novels.

Sby Skills Guide Bot
ContentIntermediate
6/2/2026
Claude CodeCursorWindsurfCopilotCodex
#character-consistency#reference-sheet#ai-image-generation#character-design#lora

Recommended for

Automated summary

Creates consistent character reference sheets using the inference.sh CLI tool for AI image generation.

Strengths

  • Leverages LoRA training for high consistency across images
  • Generates multiple views (front, side, back) from a single description
  • Establishes a character bible for long-term projects (games, comics)

Limitations

  • Requires an inference.sh account and API key
  • Consistency without LoRA is still imperfect across multiple generations
  • Generation time can be lengthy for full turnaround sheets
When to use it

When you need a recurring character with the same appearance across multiple AI-generated images.

When not to use it

For one-off images with no need for visual continuity, or if you lack access to inference.sh.

Security analysis

Caution
Quality score90/100

The skill instructs users to download and execute a remote script via 'curl | sh', a common but risky practice. The tool itself is not malicious, but the installation method introduces potential for supply chain compromise.

Findings
  • •Uses curl|sh pattern for installation, which could lead to remote code execution if the distribution server is compromised.
How this analysis is made

Examples

Generate front view character sheet
Create a character design reference sheet for a young woman with short red hair, green eyes, wearing a blue jacket and white t-shirt. Use inference.sh CLI to generate the front view first.
Create a full turnaround
Generate a character turnaround sheet with front, 3/4, side, and back views of a cyberpunk detective with a trench coat and glowing visor using inference.sh.
Train a LoRA for consistency
Help me train a FLUX LoRA model on my character's face images so I can generate consistent characters across scenes.

name: character-design-sheet description: "Character consistency across AI-generated images with reference sheets and LoRA techniques. Covers turnaround views, expression sheets, color palettes, and style consistency tricks. Use for: character design, game art, illustration, animation, comics, visual novels. Triggers: character design, character sheet, character consistency, character reference, turnaround sheet, expression sheet, character art, consistent character, character concept, reference sheet, character creation, oc design, character bible" allowed-tools: Bash(infsh *)

Character Design Sheet

Create consistent characters across multiple AI-generated images via inference.sh CLI.

Quick Start

curl -fsSL https://cli.inference.sh | sh && infsh login

# Generate a character concept
infsh app run falai/flux-dev-lora --input '{
  "prompt": "character design reference sheet, front view of a young woman with short red hair, green eyes, wearing a blue jacket and white t-shirt, full body, white background, clean lines, concept art style, character turnaround",
  "width": 1024,
  "height": 1024
}'

Install note: The install script only detects your OS/architecture, downloads the matching binary from dist.inference.sh, and verifies its SHA-256 checksum. No elevated permissions or background processes. Manual install & verification available.

The Consistency Problem

AI image generation produces different-looking characters every time, even with the same prompt. This is the #1 challenge in AI art for any project requiring the same character across multiple images.

Solutions (Ranked by Effectiveness)

| Technique | Consistency | Effort | Best For | |-----------|-------------|--------|----------| | FLUX LoRA (trained on character) | Very high | High (requires training data) | Ongoing projects, many images | | Detailed description anchor | Medium-high | Low | Quick projects, few images | | Same seed + similar prompt | Medium | Low | Variations of single pose | | Image-to-image refinement | Medium | Medium | Refining existing images | | Reference image in prompt | Varies | Low | When model supports it |

Reference Sheet Types

1. Turnaround Sheet

Shows the character from multiple angles:

┌────────┬────────┬────────┬────────┐
│        │        │        │        │
│ FRONT  │  3/4   │  SIDE  │  BACK  │
│  VIEW  │  VIEW  │  VIEW  │  VIEW  │
│        │        │        │        │
└────────┴────────┴────────┴────────┘
# Generate front view
infsh app run falai/flux-dev-lora --input '{
  "prompt": "character design, front view, young woman with short asymmetric red hair, bright green eyes, wearing navy blue bomber jacket over white graphic tee, dark jeans, red sneakers, standing in neutral pose, full body, clean white background, concept art, sharp details",
  "width": 768,
  "height": 1024
}' --no-wait

# Generate 3/4 view (same description)
infsh app run falai/flux-dev-lora --input '{
  "prompt": "character design, three-quarter view, young woman with short asymmetric red hair, bright green eyes, wearing navy blue bomber jacket over white graphic tee, dark jeans, red sneakers, standing, full body, clean white background, concept art, sharp details",
  "width": 768,
  "height": 1024
}' --no-wait

# Generate side view
infsh app run falai/flux-dev-lora --input '{
  "prompt": "character design, side profile view, young woman with short asymmetric red hair, bright green eyes, wearing navy blue bomber jacket over white graphic tee, dark jeans, red sneakers, standing, full body, clean white background, concept art, sharp details",
  "width": 768,
  "height": 1024
}' --no-wait

# Generate back view
infsh app run falai/flux-dev-lora --input '{
  "prompt": "character design, back view, young woman with short asymmetric red hair, wearing navy blue bomber jacket over white graphic tee, dark jeans, red sneakers, standing, full body, clean white background, concept art, sharp details",
  "width": 768,
  "height": 1024
}' --no-wait

# Stitch into reference sheet
infsh app run infsh/stitch-images --input '{
  "images": ["front.png", "three-quarter.png", "side.png", "back.png"],
  "direction": "horizontal"
}'

2. Expression Sheet

Shows the character's face with different emotions:

┌────────┬────────┬────────┐
│NEUTRAL │ HAPPY  │ ANGRY  │
│        │        │        │
├────────┼────────┼────────┤
│  SAD   │SURPRISE│THINKING│
│        │        │        │
└────────┴────────┴────────┘

Minimum 6 expressions: neutral, happy, angry, sad, surprised, thinking.

# Neutral
infsh app run falai/flux-dev-lora --input '{
  "prompt": "character portrait, close-up face, young woman with short red hair and green eyes, neutral calm expression, clean white background, concept art, consistent character design",
  "width": 512,
  "height": 512
}' --no-wait

# Happy
infsh app run falai/flux-dev-lora --input '{
  "prompt": "character portrait, close-up face, young woman with short red hair and green eyes, warm genuine smile, happy expression, clean white background, concept art, consistent character design",
  "width": 512,
  "height": 512
}' --no-wait

# Angry
infsh app run falai/flux-dev-lora --input '{
  "prompt": "character portrait, close-up face, young woman with short red hair and green eyes, furrowed brows, angry determined expression, clean white background, concept art, consistent character design",
  "width": 512,
  "height": 512
}' --no-wait

# (Continue for sad, surprised, thinking...)

3. Outfit/Costume Sheet

Multiple outfits for the same character:

| Outfit | Description | |--------|-------------| | Casual | Bomber jacket, t-shirt, jeans | | Work | Blazer, button-down, slacks | | Athletic | Sports bra, leggings, running shoes | | Formal | Evening dress, heels |

4. Color Palette Sheet

Document exact colors for consistency:

CHARACTER: Maya Chen

Skin:    ████ #F5D0A9 (warm beige)
Hair:    ████ #C0392B (auburn red)
Eyes:    ████ #27AE60 (emerald green)
Jacket:  ████ #2C3E50 (navy blue)
T-shirt: ████ #ECF0F1 (off-white)
Jeans:   ████ #34495E (dark slate)
Shoes:   ████ #E74C3C (bright red)

The Description Anchor Technique

The most practical consistency technique: write a 50+ word detailed description and reuse it exactly in every prompt.

Template

[age] [gender] with [hair: color, length, style], [eye color] eyes,
[skin tone], [facial features: any distinctive marks],
wearing [top: specific color and style], [bottom: specific color and style],
[shoes: specific color and style], [accessories: specific items]

Example

young woman in her mid-twenties with short asymmetric auburn red hair
swept to the right side, bright emerald green eyes, light warm skin
with a small beauty mark below her left eye, wearing a fitted navy
blue bomber jacket with silver zipper over a white crew-neck t-shirt,
dark slate slim jeans, and bright red canvas sneakers, small silver
stud earrings

Use this exact block in EVERY prompt for this character, only changing the action/pose/scene.

Proportion Guide

| Style | Head-to-Body Ratio | Best For | |-------|-------------------|----------| | Realistic | 7.5 : 1 | Film, photorealistic | | Heroic | 8 : 1 | Superheroes, action | | Anime/Manga | 5-6 : 1 | Japanese animation style | | Stylized | 4-5 : 1 | Western animation | | Chibi/Super-deformed | 2-3 : 1 | Cute, comedic, mascots |

Include proportion style in your prompts: "realistic proportions" vs "anime style proportions" vs "chibi proportions"

Using LoRA for Consistency

For projects requiring many images of the same character, train a LoRA:

# Use FLUX with a character LoRA
infsh app run falai/flux-dev-lora --input '{
  "prompt": "maya_chen character, sitting at a cafe reading a book, warm afternoon light, candid photography style",
  "loras": [{"path": "path/to/maya-chen-lora.safetensors", "scale": 0.8}]
}'

LoRA Training Tips:

  • Need 10-20 reference images of the character (consistent style)
  • Train on specific trigger word (e.g., "maya_chen")
  • Scale 0.7-0.9 balances consistency with prompt flexibility
  • Lower scale = more creative freedom, higher = more strict matching

Common Consistency Failures

| Issue | Why It Happens | Mitigation | |-------|---------------|------------| | Hair color drift | Model interprets "red hair" differently each time | Use specific shade: "auburn red #C0392B" | | Eye color change | Low priority in generation | Mention eye color early in prompt | | Outfit inconsistency | Model fills in details creatively | Describe every clothing item explicitly | | Age shift | Vague age description | Use "mid-twenties" not "young" | | Face structure change | Different generations = different faces | Use LoRA or same seed base | | Proportion shift | Style interpretation varies | Specify "7.5 head proportions" |

Character Bible Template

For ongoing projects, maintain a character bible document:

# Character: Maya Chen

## Visual Description (use in all prompts)
young woman in her mid-twenties with short asymmetric auburn red hair...
[full 50+ word anchor description]

## Color Palette
- Skin: #F5D0A9
- Hair: #C0392B
- Eyes: #27AE60
- Primary outfit: Navy #2C3E50
- Accent: Red #E74C3C

## Personality Notes (for expression/pose choices)
- Confident but approachable
- Default expression: slight curious smile
- Gestures: talks with hands, leans forward when interested

## Style Keywords
concept art, clean lines, sharp details, [art style reference]

## LoRA (if trained)
Path: ./loras/maya-chen-v2.safetensors
Trigger: maya_chen
Recommended scale: 0.8

Common Mistakes

| Mistake | Problem | Fix | |---------|---------|-----| | Vague descriptions | Different character every time | 50+ word detailed anchor | | Inconsistent prompt structure | Varying emphasis = varying results | Same structure, only change action/scene | | Generating one view only | Can't use character in different contexts | Create full turnaround reference | | No color documentation | Colors drift across generations | Record exact hex codes | | Skipping expression sheet | Character feels one-dimensional | Generate 6+ expressions | | Not using LoRA for big projects | Inconsistency compounds | Train LoRA for 10+ image projects |

Related Skills

npx skills add inference-sh/skills@ai-image-generation
npx skills add inference-sh/skills@flux-image
npx skills add inference-sh/skills@prompt-engineering

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From the file to a first result

The download contains exactly the content displayed on this page. This copy may differ from the latest version in the source repository.

View the source and supporting files

This download contains SKILL.md only. Any scripts, references, templates and dependencies are not included. Get the required files from the source, preserving their directory structure, before continuing.

1. Download the file

Download SKILL.md

From the root of a test project, save the file as .skill-downloads/character-design-sheet-mmk3nhw2/SKILL.md, or use the command below. This folder is for inspecting the skill before installation.

Command for macOS/Linux or WSL: requires a POSIX shell and curl. On Windows without WSL, use the download button and create the folder manually.

mkdir -p '.skill-downloads/character-design-sheet-mmk3nhw2' && curl --fail --show-error --location 'https://skills-guides.com/api/skills/character-design-sheet-mmk3nhw2/download' --output '.skill-downloads/character-design-sheet-mmk3nhw2/SKILL.md.part' && mv '.skill-downloads/character-design-sheet-mmk3nhw2/SKILL.md.part' '.skill-downloads/character-design-sheet-mmk3nhw2/SKILL.md'

2. Check prerequisites

Read SKILL.md before using it. If it references scripts or external services, inspect them and prepare the required access in your test environment.

Tools declared by the author (check availability in your agent): Bash(infsh *)

No recognized prerequisites section in this file. This does not mean it is self-contained: libraries, tools and access requirements may be mentioned elsewhere in the content or source repository.

The platforms on this page are catalog indications. The paths below follow tool documentation; they do not prove this skill has been run in those tools. No minimum tool version is confirmed for this listing.

3. Load the skill

After inspection, copy the complete folder into your project using one of the commands below, then open a new tool session. The command stops if a folder with the same name already exists: compare the files before replacing it.

Claude Code
test -f '.skill-downloads/character-design-sheet-mmk3nhw2/SKILL.md' && test -s '.skill-downloads/character-design-sheet-mmk3nhw2/SKILL.md' && mkdir -p '.claude/skills' && test ! -e '.claude/skills/character-design-sheet' && cp -R '.skill-downloads/character-design-sheet-mmk3nhw2' '.claude/skills/character-design-sheet'

Cursor
test -f '.skill-downloads/character-design-sheet-mmk3nhw2/SKILL.md' && test -s '.skill-downloads/character-design-sheet-mmk3nhw2/SKILL.md' && mkdir -p '.cursor/skills' && test ! -e '.cursor/skills/character-design-sheet' && cp -R '.skill-downloads/character-design-sheet-mmk3nhw2' '.cursor/skills/character-design-sheet'

Codex
test -f '.skill-downloads/character-design-sheet-mmk3nhw2/SKILL.md' && test -s '.skill-downloads/character-design-sheet-mmk3nhw2/SKILL.md' && mkdir -p '.agents/skills' && test ! -e '.agents/skills/character-design-sheet' && cp -R '.skill-downloads/character-design-sheet-mmk3nhw2' '.agents/skills/character-design-sheet'

OpenSkills

OpenSkills must already be installed. The local install/read procedure is checked with OpenSkills 1.5.0, which requires Node.js ≥ 20.6.0. Catalog slugs are not resolved automatically.

Official OpenSkills installation
openskills install './.skill-downloads/character-design-sheet-mmk3nhw2'

openskills read 'character-design-sheet-mmk3nhw2'

Reading should display the installed file content and its base directory. It does not run the skill or install its dependencies.

For an agent that reads AGENTS.md, then sync the index. This command changes AGENTS.md: review the diff before using it.

openskills sync

Manual method or another tool: attach SKILL.md to a conversation, or open it in an agent that can read files. Include any required supporting resources. No universal folder is recognized by every tool.

4. Try a first task

Use a short, synthetic input: an API endpoint, a small document or an interface brief. In a new conversation, attach the file or give the agent its path, then adapt this request:

Read .skill-downloads/character-design-sheet-mmk3nhw2/SKILL.md and apply its instructions to this example: [describe a test input]. Identify any missing files, dependencies or access. Produce the result requested by the skill without inventing data or running unreviewed scripts.

Expected result: output matching the skill instructions, or a precise list of missing prerequisites. A read confirmation alone does not validate a first use. If an external resource is unavailable, that path remains untested.

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