
Character Design Sheet
- 701 installs
- 680 repo stars
- Updated August 3, 2026
- inference-sh/skills
This is a copy of character-design-sheet by halt-catch-fire - installs and ranking accrue to the original listing.
character-design-sheet is a Claude Code skill that generates turnaround and reference-sheet prompts for consistent AI character art across comics, games, and visual novels via inference.sh and belt CLI workflows.
About
character-design-sheet is a Claude Code skill from inference-sh/skills that helps developers and artists maintain consistent character appearance across AI-generated images. The skill covers turnaround views, expression sheets, color palettes, reference sheets, and LoRA-oriented consistency techniques for comics, games, illustration, animation, and visual novels. It integrates with the belt CLI from belt-sh/cli for inference.sh model execution. Developers reach for character-design-sheet when creating OC designs, character bibles, or concept art pipelines that require repeatable poses and expressions instead of one-off inconsistent generations.
- Covers turnaround views, expression sheets, color palettes, and style-consistency techniques for AI image pipelines.
- Documents the #1 AI art pain point: same prompt still yields different-looking characters.
- Quick start uses belt CLI with falai/flux-dev-lora and structured JSON prompts (1024×1024 reference sheet).
- Triggers span character bible, OC design, visual novels, animation, and game art use cases.
- Requires inference.sh belt CLI (`npx skills add belt-sh/cli` noted in SKILL.md).
Character Design Sheet by the numbers
- 701 all-time installs (skills.sh)
- +15 installs in the week ending Aug 2, 2026 (Skillselion tracking)
- Security screen: LOW risk (skills.sh audit)
- Data as of Aug 5, 2026 (Skillselion catalog sync)
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| Installs | 701 |
|---|---|
| repo stars | ★ 680 |
| Security audit | 3 / 3 scanners passed |
| Last updated | August 3, 2026 |
| Repository | inference-sh/skills ↗ |
How do you keep AI character art consistent?
Generate turnaround and reference-sheet prompts so creators keep the same character look across comics, games, and visual-novel art via inference.sh.
Who is it for?
Game and media developers who need consistent AI character reference sheets across multiple generated art assets.
Skip if: Teams building backend game server logic or 3D rigging pipelines without 2D character reference generation needs.
When should I use this skill?
The user asks for character sheets, turnaround views, expression sheets, character consistency, OC design, or reference sheets for AI art.
What you get
Turnaround sheet prompts, expression reference prompts, color palette guides, and character bible documentation
- Character reference prompts
- Turnaround sheet outputs
- Character bible notes
Files
Install the belt CLI skill: npx skills add belt-sh/cliCharacter Design Sheet
Create consistent characters across multiple AI-generated images via inference.sh CLI.
Quick Start
Requires inference.sh CLI (belt). Install instructionsbelt login
# Generate a character concept
belt 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
}'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
belt 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)
belt 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
belt 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
belt 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
belt 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
belt 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
belt 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
belt 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 earringsUse 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
belt 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: 0.8Common 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-engineeringBrowse all apps: belt app store
Related skills
How it compares
Use character-design-sheet when you need structured multi-view character references instead of single one-off portrait prompts.
FAQ
Does character-design-sheet require the belt CLI?
character-design-sheet integrates with the belt CLI from belt-sh/cli for inference.sh image generation. Install via npx skills add belt-sh/cli before running turnaround and reference sheet workflows.
What art formats does character-design-sheet support?
character-design-sheet covers turnaround views, expression sheets, color palettes, and reference sheets for comics, games, illustration, animation, and visual novels with LoRA consistency techniques.
Is Character Design Sheet safe to install?
skills.sh reports 3 of 3 security scanners passed. Review the Security Audits panel on this page before installing in production.