RRepoGEO

REPOGEO REPORT · LITE

hzxie/Awesome-3D-Scene-Generation

Default branch master · commit 779149f2 · scanned 6/29/2026, 7:52:43 AM

GitHub: 1,044 stars · 52 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /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
1 / 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 hzxie/Awesome-3D-Scene-Generation, 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
    Reposition the README's opening to clarify its purpose as a curated paper list

    Why:

    CURRENT
    This repository collects summaries of over 300 recent studies on 3D scene generation, along with the downstream applications, and will be continuously updated.
    COPY-PASTE FIX
    This repository is a curated, continuously updated awesome list of over 300 recent research papers and studies on 3D scene generation, along with their downstream applications. It serves as a comprehensive resource for researchers and practitioners in the field.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root. For an awesome list of papers, the Creative Commons Attribution 4.0 International License (CC-BY-4.0) is a common and appropriate choice for content. Add the full text of the chosen license to this file.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add the URL `https://arxiv.org/abs/2505.05474` (the associated arXiv paper) to the repository's homepage field in GitHub settings.

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 hzxie/Awesome-3D-Scene-Generation
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
arXiv.org
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. arXiv.org · recommended 1×
  2. Google Scholar · recommended 1×
  3. OpenReview.net · recommended 1×
  4. CVPR · recommended 1×
  5. ICCV · recommended 1×
  • CATEGORY QUERY
    Where can I find recent research papers on automatically creating realistic 3D environments?
    you: not recommended
    AI recommended (in order):
    1. arXiv.org
    2. Google Scholar
    3. OpenReview.net
    4. CVPR
    5. ICCV
    6. ECCV
    7. SIGGRAPH
    8. SIGGRAPH Asia
    9. NeurIPS
    10. ICLR
    11. AAAI
    12. Papers With Code
    13. ResearchGate
    14. Academia.edu

    AI recommended 14 alternatives but never named hzxie/Awesome-3D-Scene-Generation. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the latest techniques and methods for generating complex 3D scenes programmatically?
    you: not recommended
    AI recommended (in order):
    1. SideFX Houdini
    2. Unreal Engine
    3. Blender
    4. CityEngine
    5. L-Py
    6. NVIDIA Kaolin (NVIDIA/Kaolin)
    7. PyTorch3D (facebookresearch/pytorch3d)
    8. DreamFusion
    9. Magic3D
    10. Unity
    11. OpenSCAD (openscad/openscad)

    AI recommended 11 alternatives but never named hzxie/Awesome-3D-Scene-Generation. 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 hzxie/Awesome-3D-Scene-Generation?
    pass
    AI did not name hzxie/Awesome-3D-Scene-Generation — likely talking about a different project

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

  • If a team adopts hzxie/Awesome-3D-Scene-Generation in production, what risks or prerequisites should they evaluate first?
    pass
    AI named hzxie/Awesome-3D-Scene-Generation 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 hzxie/Awesome-3D-Scene-Generation solve, and who is the primary audience?
    pass
    AI did not name hzxie/Awesome-3D-Scene-Generation — likely talking about a different project

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

Embed your GEO score

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hzxie/Awesome-3D-Scene-Generation — 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