---

name: ai-texture-generator description: "Generate PBR textures for 3D models using each::sense AI. Create seamless tileable textures including diffuse/albedo, normal, roughness, and displacement maps for materials like wood, metal, stone, fabric, and organic surfaces. Use for: 3D texturing, game asset materials, architectural visualization, product rendering, VFX surfaces, environment art. Triggers: texture generator, pbr texture, seamless texture, 3d texture, material texture, tileable texture, normal map, diffuse map, surface texture, material generator" allowed-tools: Bash(curl *), WebFetch

AI Texture Generator

Generate PBR textures and seamless materials for 3D models using each::sense — the intelligent AI agent that automatically selects the best model for your request.

Quick Start

Requires an each::labs API key. Get one at eachlabs.ai.

Using curl

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": "Generate a seamless tileable PBR texture of aged red brick wall with crumbling mortar joints, moss growing in the cracks, and some bricks chipped and worn. Square format, photorealistic, high detail, suitable for architectural visualization"
      }
    ],
    "stream": false
  }'

Using Python (OpenAI SDK)

from openai import OpenAI

client = OpenAI(
    api_key="YOUR_EACHLABS_API_KEY",
    base_url="https://eachsense-agent.core.eachlabs.run/v1"
)

response = client.chat.completions.create(
    model="eachsense/beta",
    messages=[{
        "role": "user",
        "content": "Generate a seamless tileable PBR texture of aged red brick wall with crumbling mortar joints, moss growing in the cracks, and some bricks chipped and worn. Square format, photorealistic, high detail, suitable for architectural visualization"
    }]
)

print(response.choices[0].message.content)

With Reference Image

Recreate or extend a material from a photo:

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": [
              {"type": "text", "text": "Generate a seamless tileable texture that matches this reference material. Replicate the color, grain pattern, and surface detail. Square format, photorealistic, seamless edges for tiling."},
              {"type": "image_url", "image_url": {"url": "https://example.com/material-sample.jpg"}}
            ]
          }
    ],
    "stream": false
  }'

Images are sent inside messages using the OpenAI multimodal content format. Maximum 4 images per request.

Streaming

Set "stream": true for real-time SSE responses, or "stream": false for complete result in a single response. Streaming is useful for showing progress in UIs; non-streaming is simpler for scripts and automation.

Texture Types

Map Type	Description	Use
Diffuse / Albedo	base color without lighting	color information
Normal Map	surface detail via RGB vectors	bump detail without geometry
Roughness	smooth vs. rough surface	reflection sharpness
Displacement / Height	actual surface elevation	parallax and tessellation
Ambient Occlusion	shadow in crevices	depth and realism
Metallic	metal vs. non-metal	PBR metal workflow

Material Categories

Category	Examples	Key Details
Wood	oak, walnut, pine, bamboo, plywood	grain direction, knots, finish
Stone	marble, granite, slate, sandstone, cobblestone	veining, weathering, cut pattern
Metal	brushed steel, rusted iron, copper patina, gold	scratches, oxidation, reflectivity
Fabric	cotton, denim, silk, wool, leather	weave pattern, nap, wear
Organic	bark, moss, mud, sand, coral	irregularity, moisture
Architectural	concrete, brick, tile, stucco, plaster	joints, weathering, scale
Sci-Fi	hull plating, circuit board, energy field	paneling, glow, geometry

Prompt Engineering Tips

Prompt Structure

"Generate a seamless tileable [map type] texture of [material]:" + [surface details] + [condition/age] + [color] + [format] + [quality keywords]

Seamless Texture Keywords

seamless tileable, continuous repeat, no visible seams,
square format 1:1, texture-ready, high resolution,
photographed straight-on, even lighting, no shadows

Condition / Wear Keywords

pristine new, lightly weathered, heavily worn, ancient,
rust-pitted, moss-covered, paint-peeling, sun-bleached,
scratched, polished, wet, dusty, frost-covered

Examples

Sci-Fi Metal Panel

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": "Generate a seamless tileable texture of sci-fi spaceship hull plating: brushed titanium panels with hexagonal rivets, subtle wear scratches, small warning decal placeholders, and recessed panel seam lines. Cool grey-blue metallic tone, square format, photorealistic PBR albedo map, even flat lighting."
      }
    ],
    "stream": false
  }'

Natural Wood Flooring

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": "Generate a seamless tileable texture of herringbone oak wood flooring: warm honey-brown tones with natural grain variation between planks, satin finish, slight gaps between boards, photorealistic, square format, flat overhead view, no perspective distortion, suitable for interior 3D rendering."
      }
    ],
    "stream": false
  }'

Fantasy Stone Wall

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": "Generate a seamless tileable texture of a medieval dungeon stone wall: rough-hewn grey stones of varying sizes fitted together with dark mortar, some stones cracked, green moss in lower crevices, torch soot stains. Hand-painted stylized game texture, square format, suitable for a fantasy RPG environment."
      }
    ],
    "stream": false
  }'

Worn Leather

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": "Generate a seamless tileable texture of aged brown leather: natural grain pattern, subtle wrinkles and creases, slightly darker patina along wear lines, warm chestnut brown color. Photorealistic, square format, even lighting, no highlights or shadows, PBR-ready diffuse map."
      }
    ],
    "stream": false
  }'

Batch Workflow: Material Variants

MATERIAL="seamless tileable stone texture, square format, photorealistic, even flat lighting"

VARIANTS=(
  "polished white marble with grey veining, smooth reflective surface"
  "rough sandstone with wind-worn surface, warm tan color, desert weathering"
  "dark slate tiles with sharp edges, wet surface sheen, blue-grey tone"
  "volcanic basalt with fine porous holes, dark grey-black, matte rough surface"
)

for VARIANT in "${VARIANTS[@]}"; do
  curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
    -H "Content-Type: application/json" \
    -H "X-API-Key: $EACHLABS_API_KEY" \
    -d "{
      \"messages\": [{\"role\": \"user\", \"content\": \"Generate a $MATERIAL: $VARIANT. PBR albedo map, no perspective distortion.\"}],
      \"stream\": false
    }"
  echo "---"
done

Common Pitfalls

• Perspective distortion — always specify "flat overhead view" or "straight-on" to avoid angled shots that cannot tile.
• Lighting baked into texture — specify "even flat lighting, no shadows, no highlights" for PBR-ready textures. Baked shadows cause artifacts when used with real-time lighting.
• Non-square output may not tile correctly. Always request square format.
• Seamless edges are not guaranteed by AI. Post-processing with clone/stamp tools or tiling plugins may be needed.
• Requesting all PBR maps at once — generate the diffuse map first, then derive normal, roughness, and height maps using dedicated texture tools.

Related Skills

• AI 3D Model Generator — 3D models to apply textures to
• Image to 3D — Convert photos to 3D objects
• AI Fabric Pattern — Textile-specific patterns
• AI Game Environment — Environments using these textures

Related Models

• flux-2-max — Highest quality image generation
• seedream-v4-5 — Creative and artistic styles
• nano-banana-pro — Fast iterations

Documentation

• each::sense Overview
• each::labs API