RRepoGEO

REPOGEO REPORT · LITE

MrNeRF/LichtFeld-Studio

Default branch master · commit cca754ac · scanned 5/29/2026, 4:57:07 AM

GitHub: 3,130 stars · 342 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 MrNeRF/LichtFeld-Studio, 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 emphasize 'desktop application' and 'workstation'

    Why:

    CURRENT
    computer-graphics, computer-vision, cuda, gaussian-splatting, optimization
    COPY-PASTE FIX
    computer-graphics, computer-vision, cuda, gaussian-splatting, optimization, desktop-application, 3d-editor, gui, workstation
  • highreadme#2
    Refine the README's opening paragraph to explicitly position as a comprehensive application

    Why:

    CURRENT
    Train, inspect, edit, automate, and export 3D Gaussian Splatting scenes from a single native application.
    COPY-PASTE FIX
    LichtFeld Studio is a comprehensive native application for training, inspecting, editing, and automating 3D Gaussian Splatting scenes, built for users who need more than a training script or a standalone viewer.
  • mediumreadme#3
    Add a "Comparison to Alternatives" section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

LichtFeld Studio differentiates itself from command-line tools and libraries like Nerfstudio or gsplat by providing a comprehensive native desktop application. Unlike standalone viewers or training scripts, LichtFeld Studio offers an integrated environment for editing, composing, and integrating multiple Gaussian Splatting scenes into traditional 3D production pipelines, complete with a GUI, Python plugin system, and automation capabilities.

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 MrNeRF/LichtFeld-Studio
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Luma AI's Genie
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Luma AI's Genie · recommended 1×
  2. LumaAI/gsplat · recommended 1×
  3. nerfstudio-project/nerfstudio · recommended 1×
  4. LumaAI/gaussian-splatting-viewer · recommended 1×
  5. SplatFactory/SplatFactory · recommended 1×
  • CATEGORY QUERY
    How can I efficiently train, inspect, and edit 3D Gaussian Splatting scenes?
    you: not recommended
    AI recommended (in order):
    1. Luma AI's Genie
    2. gsplat (LumaAI/gsplat)
    3. Nerfstudio (nerfstudio-project/nerfstudio)
    4. Gaussian Splatting Viewer (LumaAI/gaussian-splatting-viewer)
    5. SplatFactory (SplatFactory/SplatFactory)
    6. PyTorch3D (facebookresearch/pytorch3d)

    AI recommended 6 alternatives but never named MrNeRF/LichtFeld-Studio. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What desktop application allows automating 3D Gaussian Splatting workflows with Python extensions?
    you: not recommended
    AI recommended (in order):
    1. Blender
    2. splatfacto
    3. gaussian-splatting
    4. diff-gaussian-rasterization
    5. PyTorch3D
    6. Open3D
    7. PyQt
    8. PySide
    9. Tkinter
    10. NVIDIA Omniverse
    11. USD Composer
    12. Omniverse Kit SDK
    13. MeshLab
    14. CloudCompare
    15. Streamlit

    AI recommended 15 alternatives but never named MrNeRF/LichtFeld-Studio. 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 MrNeRF/LichtFeld-Studio?
    pass
    AI named MrNeRF/LichtFeld-Studio explicitly

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

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

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

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MrNeRF/LichtFeld-Studio — 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