RRepoGEO

REPOGEO REPORT · LITE

Roblox/cube

Default branch main · commit 3c6d06dd · scanned 6/1/2026, 3:17:20 PM

GitHub: 1,051 stars · 106 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 Roblox/cube, 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
    Add a concise tagline to the README's opening

    Why:

    CURRENT
    # Cube: Generative AI System for 3D
    COPY-PASTE FIX
    # Cube: Generative AI System for 3D

This repository presents Roblox's research into foundation models for generative 3D AI, distinct from the Roblox game engine or platform.
  • mediumhomepage#2
    Add the official project homepage URL

    Why:

    COPY-PASTE FIX
    https://cubepart.github.io/
  • mediumlicense#3
    Add a clear statement about the project's licensing in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under a custom Roblox license. Please refer to the [LICENSE](LICENSE) file for full details.

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 Roblox/cube
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stable Diffusion
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Stable Diffusion · recommended 1×
  2. DreamFusion · recommended 1×
  3. Magic3D · recommended 1×
  4. Fantasia3D · recommended 1×
  5. ProlificDreamer · recommended 1×
  • CATEGORY QUERY
    What are the best open-source foundation models for generative 3D content creation?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion
    2. DreamFusion
    3. Magic3D
    4. Fantasia3D
    5. ProlificDreamer
    6. Instant-NGP
    7. Nerfstudio
    8. GET3D
    9. Point-E
    10. Shap-E
    11. 3D-GPT

    AI recommended 11 alternatives but never named Roblox/cube. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I generate detailed and part-controllable 3D models from text prompts?
    you: not recommended
    AI recommended (in order):
    1. Spline AI
    2. Luma AI
    3. Blockade Labs
    4. DreamGaussian / DreamFusion
    5. Meshy AI
    6. Masterpiece Studio
    7. Kaedim

    AI recommended 7 alternatives but never named Roblox/cube. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 Roblox/cube?
    pass
    AI named Roblox/cube explicitly

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

  • If a team adopts Roblox/cube in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Roblox/cube 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 Roblox/cube solve, and who is the primary audience?
    pass
    AI named Roblox/cube explicitly

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

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Roblox/cube — 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