RRepoGEO

REPOGEO REPORT · LITE

threedle/ll3m

Default branch main · commit b5e79c3e · scanned 6/9/2026, 2:42:38 AM

GitHub: 536 stars · 14 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 threedle/ll3m, 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
    3d-generation, blender, llm, ai, python, multi-agent-system, generative-ai, 3d-assets, code-generation
  • highreadme#2
    Reposition the README H1 to specify category and core function

    Why:

    CURRENT
    # LL3M
    COPY-PASTE FIX
    # LL3M: An AI Multi-Agent System for 3D Asset Generation in Blender
  • mediumreadme#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, for example: '## License
This project is licensed under a custom license. Please refer to the LICENSE file for full details.'

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 threedle/ll3m
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
bpy
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. bpy · recommended 1×
  2. PyTorch · recommended 1×
  3. TensorFlow · recommended 1×
  4. Blender · recommended 1×
  5. Jupyter Notebooks · recommended 1×
  • CATEGORY QUERY
    How can I programmatically generate 3D models in Blender using AI?
    you: not recommended
    AI recommended (in order):
    1. bpy
    2. PyTorch
    3. TensorFlow
    4. Blender
    5. Jupyter Notebooks
    6. Open3D
    7. Hugging Face Diffusers
    8. DreamFusion
    9. Magic3D
    10. Fantasia3D
    11. scikit-image
    12. Kaolin

    AI recommended 12 alternatives but never named threedle/ll3m. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help AI write Python scripts for 3D asset creation in Blender?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. GitHub Copilot
    3. Blackbox AI
    4. Phind
    5. Google Gemini
    6. Tabnine

    AI recommended 6 alternatives but never named threedle/ll3m. 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 threedle/ll3m?
    pass
    AI named threedle/ll3m explicitly

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

  • If a team adopts threedle/ll3m in production, what risks or prerequisites should they evaluate first?
    pass
    AI named threedle/ll3m 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 threedle/ll3m solve, and who is the primary audience?
    pass
    AI named threedle/ll3m explicitly

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

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threedle/ll3m — 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