RRepoGEO

REPOGEO REPORT · LITE

threestudio-project/threestudio

Default branch main · commit 28d9d80d · scanned 5/26/2026, 1:41:40 AM

GitHub: 7,016 stars · 552 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 threestudio-project/threestudio, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    3d-content-generation, text-to-3d, image-to-3d, generative-ai, computer-graphics, 3d-vision, deep-learning-framework, neural-rendering
  • highreadme#2
    Refine the README's opening statement to clarify its framework nature and audience

    Why:

    CURRENT
    threestudio is a unified framework for 3D content creation from text prompts, single images, and few-shot images, by lifting 2D text-to-image generation models.
    COPY-PASTE FIX
    threestudio is a unified, modular framework for researchers and developers to implement, compare, and extend state-of-the-art 3D content generation methods from text prompts, single images, and few-shot images, by lifting 2D text-to-image generation models.
  • mediumhomepage#3
    Add the official project homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/threestudio-project/threestudio

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 threestudio-project/threestudio
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Spline
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Spline · recommended 2×
  2. Stable Diffusion · recommended 2×
  3. Luma AI (Genie) · recommended 1×
  4. Blockade Labs (Skybox AI) · recommended 1×
  5. Kaedim · recommended 1×
  • CATEGORY QUERY
    How can I generate 3D models from text descriptions or existing 2D images?
    you: not recommended
    AI recommended (in order):
    1. Luma AI (Genie)
    2. Blockade Labs (Skybox AI)
    3. Spline
    4. Kaedim
    5. Meshy
    6. DreamFusion (Google Research)
    7. Stable Diffusion
    8. ControlNet

    AI recommended 8 alternatives but never named threestudio-project/threestudio. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework helps create 3D assets from diverse 2D inputs like text and images?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Instant NeRF
    2. DreamFusion
    3. Magic3D
    4. Spline
    5. Blender
    6. RealityCapture
    7. Agisoft Metashape
    8. Midjourney
    9. DALL-E 2
    10. Stable Diffusion

    AI recommended 10 alternatives but never named threestudio-project/threestudio. 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 threestudio-project/threestudio?
    pass
    AI named threestudio-project/threestudio explicitly

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

  • If a team adopts threestudio-project/threestudio in production, what risks or prerequisites should they evaluate first?
    pass
    AI named threestudio-project/threestudio 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 threestudio-project/threestudio solve, and who is the primary audience?
    pass
    AI named threestudio-project/threestudio 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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threestudio-project/threestudio — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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