RRepoGEO

REPOGEO REPORT · LITE

hzxie/Awesome-3D-Scene-Generation

Default branch master · commit d1f7c2bc · scanned 5/18/2026, 2:17:52 AM

GitHub: 1,020 stars · 51 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 README H1 and opening paragraph

    Why:

    CURRENT
    # Overview

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
    # Awesome 3D Scene Generation Papers: A Curated List

This repository is the definitive curated list of over 300 recent research papers on 3D scene generation, continuously updated with summaries and downstream applications. It serves as a comprehensive resource for researchers and practitioners to explore methodologies and advancements in the field.
  • highlicense#2
    Add a LICENSE file

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the root directory with the content of the MIT License.
  • mediumhomepage#3
    Add a homepage URL to the About section

    Why:

    COPY-PASTE FIX
    Set the homepage URL to https://github.com/hzxie/Awesome-3D-Scene-Generation

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
Houdini
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Houdini · recommended 2×
  2. arXiv.org · recommended 1×
  3. Google Scholar · recommended 1×
  4. Papers With Code · recommended 1×
  5. ACM SIGGRAPH · recommended 1×
  • CATEGORY QUERY
    Where can I find recent research papers on AI-powered 3D environment generation?
    you: not recommended
    AI recommended (in order):
    1. arXiv.org
    2. Google Scholar
    3. Papers With Code
    4. ACM SIGGRAPH
    5. CVPR
    6. ICCV
    7. NeurIPS
    8. ECCV
    9. ACM Digital Library
    10. GitHub
    11. Twitter (X)
    12. LinkedIn
    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 different methodologies for generating realistic 3D scenes programmatically or with AI?
    you: not recommended
    AI recommended (in order):
    1. Blender Python API
    2. Houdini
    3. Unreal Engine
    4. Unity
    5. OpenVDB
    6. PyMesh
    7. DreamFusion
    8. Magic3D
    9. GET3D
    10. Point-E
    11. StyleGAN-NADA
    12. Instant-NGP
    13. Luma AI
    14. 3D Gaussian Splatting
    15. Nerfstudio
    16. Scene Graph Transformers (SGTs)
    17. LayoutGAN
    18. SceneGAN
    19. 3D-FRONT
    20. ScanNet
    21. Unreal Engine Physics Engines
    22. Unity Physics Engines
    23. Houdini
    24. SpeedTree
    25. World Machine
    26. Gaea

    AI recommended 26 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?

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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