RRepoGEO

REPOGEO REPORT · LITE

IamCreateAI/NeoVerse

Default branch main · commit bb97880d · scanned 5/30/2026, 11:58:20 PM

GitHub: 590 stars · 34 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 IamCreateAI/NeoVerse, 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
  • hightopics#1
    Add specific topics to the repository

    Why:

    COPY-PASTE FIX
    computer-vision, 4d-reconstruction, world-model, video-generation, monocular-video, cvpr, deep-learning, machine-learning, ai
  • highreadme#2
    Reinforce the project's domain in the README's first descriptive sentence

    Why:

    CURRENT
    NeoVerse is a versatile 4D world model that is capable of 4D reconstruction, novel-trajectory video generation, and rich downstream applications.
    COPY-PASTE FIX
    NeoVerse is a cutting-edge computer vision project presenting a versatile 4D world model capable of 4D reconstruction, novel-trajectory video generation, and rich downstream applications.
  • mediumreadme#3
    Explicitly state institutional affiliations in the README

    Why:

    CURRENT
    Yuxue Yang<sup>1, 2</sup>, Lue Fan<sup>1 ✉️ †</sup>, Ziqi Shi<sup>1</sup>, Junran Peng<sup>1</sup>, Feng Wang<sup>2</sup>, Zhaoxiang Zhang<sup>1 ✉️</sup>
<sup>1</sup>NLPR & MAIS, CASIA&emsp; <sup>2</sup>CreateAI
    COPY-PASTE FIX
    Yuxue Yang<sup>1, 2</sup>, Lue Fan<sup>1 ✉️ †</sup>, Ziqi Shi<sup>1</sup>, Junran Peng<sup>1</sup>, Feng Wang<sup>2</sup>, Zhaoxiang Zhang<sup>1 ✉️</sup>

This project is developed by researchers from NLPR & MAIS, CASIA and CreateAI.

<sup>1</sup>NLPR & MAIS, CASIA&emsp; <sup>2</sup>CreateAI

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 IamCreateAI/NeoVerse
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
DeepMotion
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. DeepMotion · recommended 2×
  2. nerfstudio-project/nerfstudio · recommended 1×
  3. apchen-nwpu/TensoRF · recommended 1×
  4. NVlabs/instant-ngp · recommended 1×
  5. colmap/colmap · recommended 1×
  • CATEGORY QUERY
    What tools can help generate 4D world models from diverse video inputs?
    you: not recommended
    AI recommended (in order):
    1. Nerfstudio (nerfstudio-project/nerfstudio)
    2. TensoRF (apchen-nwpu/TensoRF)
    3. Instant-NGP (NVlabs/instant-ngp)
    4. COLMAP (colmap/colmap)
    5. OpenMVS (cdcseacave/openMVS)
    6. PyTorch3D (facebookresearch/pytorch3d)
    7. Open3D (isl-org/Open3D)
    8. Mask R-CNN (facebookresearch/maskrcnn-benchmark)
    9. YOLO (pjreddie/darknet)
    10. DeepMotion
    11. ARCore
    12. ARKit

    AI recommended 12 alternatives but never named IamCreateAI/NeoVerse. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to reconstruct 4D scenes and generate new video trajectories from monocular footage?
    you: not recommended
    AI recommended (in order):
    1. NeRF
    2. Mip-NeRF 360
    3. K-Planes
    4. TensoRF
    5. Instant NGP
    6. D-NeRF
    7. Neural Scene Flow Fields (NSFF)
    8. Gaussian Splatting
    9. 3D Gaussian Splatting
    10. Dynamic 3D Gaussian Splatting
    11. Animatable NeRF
    12. A-NeRF
    13. HumanNeRF
    14. COLMAP
    15. OpenMVG
    16. OpenMVS
    17. Ebsynth
    18. DeepMotion
    19. Make-A-Video
    20. Phenaki
    21. Monocular Scene Flow Networks
    22. RAFT-3D

    AI recommended 22 alternatives but never named IamCreateAI/NeoVerse. 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 IamCreateAI/NeoVerse?
    pass
    AI named IamCreateAI/NeoVerse explicitly

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

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

    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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MARKDOWN (README)
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IamCreateAI/NeoVerse — 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