RRepoGEO

REPOGEO REPORT · LITE

buaacyw/MeshAnything

Default branch main · commit 7a3cd736 · scanned 5/11/2026, 11:22:52 AM

GitHub: 2,277 stars · 104 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 buaacyw/MeshAnything, 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
    Add a concise, prominent problem statement and unique value proposition to the README's opening

    Why:

    CURRENT
    The README excerpt begins with author lists and affiliations, delaying the core project description.
    COPY-PASTE FIX
    Insert a paragraph at the very top of the README, immediately after the title, stating: 'MeshAnything is the official implementation of "Artist-Created Mesh Generation with Autoregressive Transformers" (ICLR 2025). It enables the generation of high-quality 3D meshes from diverse inputs, designed to mimic the detail and style typically achieved by human artists, and uniquely supports both triangle and quad meshes within a unified framework.'
  • mediumlicense#2
    Explicitly state the project's license(s) in the README

    Why:

    COPY-PASTE FIX
    Add a section to the README, perhaps under 'Installation' or 'Usage', stating: 'This project is licensed under [Specify License Name(s) here, e.g., a custom research license]. Please refer to the `LICENSE` file for complete details and terms of use.'
  • mediumcomparison#3
    Add a 'Key Features' or 'Why MeshAnything?' section to highlight unique differentiators

    Why:

    COPY-PASTE FIX
    Create a new section in the README titled 'Key Features' or 'Why MeshAnything?' that explicitly lists unique aspects like: '- **Artist-Created Mesh Generation:** Produces high-quality 3D meshes with detail and style comparable to human artists. - **Unified Mesh Representation:** Supports and efficiently handles both triangle and quad meshes within a single framework. - **Diverse Input Modalities:** Generates meshes from various inputs including images, point clouds, and text prompts.'

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 buaacyw/MeshAnything
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GET3D
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GET3D · recommended 2×
  2. Luma AI · recommended 2×
  3. Blockade Labs · recommended 2×
  4. DreamFusion / Magic3D · recommended 1×
  5. Instant NGP · recommended 1×
  • CATEGORY QUERY
    How can I generate high-quality 3D meshes from various inputs using AI?
    you: not recommended
    AI recommended (in order):
    1. DreamFusion / Magic3D
    2. GET3D
    3. Luma AI
    4. Instant NGP
    5. Meshroom
    6. Polycam
    7. Blockade Labs

    AI recommended 7 alternatives but never named buaacyw/MeshAnything. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for generative AI models to create detailed 3D meshes mimicking human artists.
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Instant NeRF
    2. DreamFusion
    3. Magic3D
    4. GET3D
    5. Luma AI
    6. Spline
    7. Blockade Labs

    AI recommended 7 alternatives but never named buaacyw/MeshAnything. 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 buaacyw/MeshAnything?
    pass
    AI named buaacyw/MeshAnything explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of buaacyw/MeshAnything. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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buaacyw/MeshAnything — 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