RRepoGEO

REPOGEO REPORT · LITE

aigc3d/LAM

Default branch master · commit abbf38a6 · scanned 5/31/2026, 4:17:54 PM

GitHub: 994 stars · 95 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 aigc3d/LAM, 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-avatar, gaussian-splatting, animatable-3d, one-shot-3d, realtime-avatar, generative-ai, pytorch, siggraph-2025
  • highreadme#2
    Reposition the README's main heading to emphasize the core application

    Why:

    CURRENT
    # LAM: Official Pytorch Implementation
    COPY-PASTE FIX
    # LAM: Large Avatar Model for One-shot Animatable Gaussian Head
  • mediumreadme#3
    Add a concise introductory paragraph to the README

    Why:

    COPY-PASTE FIX
    LAM (Large Avatar Model) is a cutting-edge PyTorch implementation for creating ultra-realistic, animatable 3D human head models from a single image in seconds. It enables super-fast, cross-platform rendering and low-latency SDKs, making it ideal for real-time interactive chatting avatars and other generative AI applications.

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 aigc3d/LAM
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MetaHuman Creator
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MetaHuman Creator · recommended 2×
  2. FaceGen Artist Pro · recommended 1×
  3. Wrap · recommended 1×
  4. Blender · recommended 1×
  5. FaceBuilder add-on by KeenTools · recommended 1×
  • CATEGORY QUERY
    How to create a realistic 3D animatable human head model from just one image?
    you: not recommended
    AI recommended (in order):
    1. MetaHuman Creator
    2. FaceGen Artist Pro
    3. Wrap
    4. Blender
    5. FaceBuilder add-on by KeenTools
    6. Character Creator
    7. Headshot
    8. Meshroom
    9. ZBrush

    AI recommended 9 alternatives but never named aigc3d/LAM. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable real-time interactive 3D avatars for chatting applications with low latency?
    you: not recommended
    AI recommended (in order):
    1. Ready Player Me
    2. Unreal Engine
    3. MetaHuman Creator
    4. Unity
    5. UMA - Unity Multipurpose Avatar
    6. VRoid SDK for Unity
    7. VRChat SDK
    8. 8th Wall
    9. DeepMotion
    10. Adobe Mixamo

    AI recommended 10 alternatives but never named aigc3d/LAM. 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 aigc3d/LAM?
    pass
    AI named aigc3d/LAM explicitly

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

  • If a team adopts aigc3d/LAM in production, what risks or prerequisites should they evaluate first?
    pass
    AI named aigc3d/LAM 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 aigc3d/LAM solve, and who is the primary audience?
    pass
    AI named aigc3d/LAM 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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aigc3d/LAM — 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