RRepoGEO

REPOGEO REPORT · LITE

OpenTexture/Paint3D

Default branch main · commit d5545d38 · scanned 6/8/2026, 11:42:46 AM

GitHub: 802 stars · 43 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface OpenTexture/Paint3D, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify the README's opening statement to distinguish from 3D painting applications

    Why:

    CURRENT
    Paint3D is a novel coarse-to-fine generative framework that is capable of producing high-resolution, lighting-less, and diverse 2K UV texture maps for untextured 3D meshes conditioned on text or image inputs.
    COPY-PASTE FIX
    Paint3D is a novel *AI-powered generative framework* for creating high-resolution, lighting-less, and diverse 2K UV texture maps for untextured 3D meshes from text or image inputs. *It is not a manual 3D painting application, but rather a model for automated texture generation.*
  • highabout#2
    Update the repository's 'About' description for clearer AI categorization

    Why:

    CURRENT
    [CVPR 2024] Paint3D: Paint Anything 3D with Lighting-Less Texture Diffusion Models, a no lighting baked texture generative model
    COPY-PASTE FIX
    [CVPR 2024] Paint3D: A generative AI framework for creating high-resolution, lighting-less 2K UV texture maps for 3D models from text/image prompts. Not a 3D painting application.
  • mediumtopics#3
    Add more specific 3D generative AI topics

    Why:

    CURRENT
    diffusion-models, generative-ai, generative-model, stable-diffusion, texture, texture-synthesis
    COPY-PASTE FIX
    diffusion-models, generative-ai, generative-model, stable-diffusion, texture, texture-synthesis, 3d-generative-ai, 3d-texture-generation, uv-mapping, asset-generation, computer-graphics

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface OpenTexture/Paint3D
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stability-AI/StableDiffusion
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Stability-AI/StableDiffusion · recommended 1×
  2. lllyasviel/ControlNet · recommended 1×
  3. Midjourney · recommended 1×
  4. Adobe Substance 3D Sampler · recommended 1×
  5. Leonardo.Ai · recommended 1×
  • CATEGORY QUERY
    How to generate high-resolution, lighting-less textures for 3D models from text prompts?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion (Stability-AI/StableDiffusion)
    2. ControlNet (lllyasviel/ControlNet)
    3. Midjourney
    4. Adobe Substance 3D Sampler
    5. Leonardo.Ai
    6. Blockade Labs
    7. Skybox AI

    AI recommended 7 alternatives but never named OpenTexture/Paint3D. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools can create diverse UV texture maps for 3D meshes using image or text input?
    you: not recommended
    AI recommended (in order):
    1. Substance 3D Painter
    2. Mari
    3. Blender
    4. 3DCoat
    5. ArmorPaint (armory3d/armorpaint)
    6. Adobe Photoshop
    7. Quixel Mixer

    AI recommended 7 alternatives but never named OpenTexture/Paint3D. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of OpenTexture/Paint3D?
    pass
    AI named OpenTexture/Paint3D explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts OpenTexture/Paint3D in production, what risks or prerequisites should they evaluate first?
    pass
    AI named OpenTexture/Paint3D explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo OpenTexture/Paint3D solve, and who is the primary audience?
    pass
    AI named OpenTexture/Paint3D explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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OpenTexture/Paint3D — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite