Agent Skills: World Labs Text Prompting

Text-to-world generation best practices, prompt structure, style descriptors

UncategorizedID: cloudai-x/world-labs-skills/world-labs-text-prompt

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pnpm dlx add-skill https://github.com/CloudAI-X/world-labs-skills/tree/HEAD/world-labs-text-prompt

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world-labs-text-prompt/SKILL.md

Skill Metadata

Name
world-labs-text-prompt
Description
Text-to-world generation best practices, prompt structure, style descriptors

World Labs Text Prompting

Text prompts are the simplest way to generate 3D worlds. Describe a location in natural language, and the model creates an immersive environment.

Quick Reference

  • Max length: 2,000 characters
  • Cost: 1,580 credits (plus) / 230 credits (mini)
  • Generation time: ~5 min (plus) / ~30-45 sec (mini)

Official Example

From World Labs documentation:

A warm, rustic cabin living room with a glowing stone fireplace, cozy leather sofa, wooden beams, and large windows overlooking a snowy forest.

Prompt Structure

Effective prompts describe a location with:

[Setting/Location] + [Materials/Textures] + [Lighting/Atmosphere] + [Environmental Context]

Components

  1. Setting: The primary location type (cabin, temple, alley, forest)
  2. Materials: Specific textures (rustic wood, polished marble, weathered stone)
  3. Lighting: Light sources and quality (glowing, warm, flickering, dusk)
  4. Context: Surrounding environment (overlooking forest, narrow corridor)

Style Descriptors

Lighting Keywords

| Keyword | Effect | | --------------- | ---------------------------- | | glowing | Soft emissive light sources | | warm | Cozy, orange-tinted lighting | | flickering | Dynamic light suggestion | | dusk / dawn | Transitional daylight | | neon-lit | Vibrant artificial lighting | | candlelit | Intimate, warm glow | | moonlit | Cool, ethereal nighttime |

Atmosphere Keywords

| Keyword | Effect | | ----------------- | ------------------------- | | cozy | Intimate, inviting feel | | atmospheric | Mood-heavy, immersive | | misty / foggy | Depth, mystery | | dusty | Age, particles | | puddles | Wet surfaces, reflections | | snowy | Winter atmosphere |

Material Keywords

| Keyword | Effect | | ----------- | -------------------------- | | rustic | Natural, aged wood | | polished | Reflective, clean surfaces | | weathered | Worn, aged textures | | mossy | Organic growth | | metallic | Industrial surfaces | | leather | Furniture textures |

Style Keywords

| Keyword | Effect | | ----------- | ----------------------- | | sci-fi | Futuristic elements | | fantasy | Magical, otherworldly | | modern | Contemporary design | | vintage | Period aesthetics | | immersive | Full environmental feel |

Best Practices

DO

Focus on location: "A cabin living room" not "a picture of a cabin" ✅ Be specific about materials: "glowing stone fireplace" not just "fireplace" ✅ Include spatial context: "large windows overlooking a snowy forest" ✅ Add atmosphere: "warm, cozy, flickering light" ✅ Use concrete details: "wooden beams, leather sofa"

DON'T

Describe people or animals as main subjects ❌ Use vague adjectives: "nice", "beautiful", "amazing" ❌ Request camera angles: handled in Studio, not generation ❌ Contradict styles: "futuristic medieval" confuses the model ❌ Exceed 2,000 characters: prompts are truncated

Example Prompts

Cyberpunk Alley

A cozy sci-fi alley at dusk, flickering neon signs, puddles reflecting colorful lights, narrow corridor between tall buildings, steam rising from vents, cables overhead

Hidden Temple

A mossy ancient temple hidden in a jungle, neon lanterns casting warm pools of light, stone pillars covered in vines, shallow reflecting pool in the center, mysterious and serene atmosphere

Cozy Interior

A warm coffee shop interior on a rainy day, exposed brick walls, wooden tables, rain-streaked windows overlooking a city street, Edison bulbs casting warm light, bookshelves along one wall, leather seating

Natural Landscape

A dramatic coastal cliff at golden hour, crashing waves against ancient rock formations, wild grass swaying in the wind, salt spray catching sunlight, moody clouds on the horizon

API Usage

{
  "model": "Marble 0.1-plus",
  "world_prompt": {
    "type": "text",
    "text_prompt": "A warm, rustic cabin living room with a glowing stone fireplace, cozy leather sofa, wooden beams, and large windows overlooking a snowy forest.",
    "disable_recaption": false
  }
}

Parameters

| Parameter | Type | Description | | ------------------- | ------- | -------------------------------------------------------------------------- | | text_prompt | string | Your location description (max 2,000 chars) | | disable_recaption | boolean | If true, uses your prompt exactly; if false, model may enhance/clarify |

Iteration Tips

  1. Start with mini: Use Marble 0.1-mini for quick iterations (230 credits, ~30 sec)
  2. Refine prompts: Adjust based on results
  3. Final generation: Use Marble 0.1-plus for production quality (1,580 credits, ~5 min)

Combining with Images

Text prompts can accompany image inputs to guide interpretation:

{
  "model": "Marble 0.1-plus",
  "world_prompt": {
    "type": "image",
    "image_prompt": {
      "source": "media_asset",
      "media_asset_id": "your-media-asset-id"
    },
    "text_prompt": "Transform into a mystical nighttime scene with aurora borealis"
  }
}

When combined with images:

  • Text guides the model's interpretation of ambiguous areas
  • Can shift lighting, atmosphere, or style
  • If omitted, model auto-generates a caption

Related Skills

  • world-labs-api - API integration details
  • world-labs-image-prompt - Single image input
  • world-labs-studio - Camera animation and recording