RRepoGEO

REPOGEO REPORT · LITE

aigc3d/LAM

Default branch master · commit 33957364 · scanned 6/30/2026, 4:23:32 PM

GitHub: 1,012 stars · 99 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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
  • highreadme#1
    Elevate the project's specific purpose to the main README title

    Why:

    CURRENT
    # LAM: Official Pytorch Implementation
    COPY-PASTE FIX
    # LAM: Large Avatar Model for One-shot Animatable Gaussian Head (Official PyTorch Implementation)
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    3d-avatar, gaussian-splatting, one-shot-3d, animatable-3d, real-time-rendering, pytorch, generative-ai, siggraph-2025, low-latency
  • mediumreadme#3
    Clarify and format 'Core Highlights' as a bulleted list

    Why:

    CURRENT
    Ultra-realistic 3D Avatar Creation from One Image in SecondsSuper-fast Cross-platform Animating and Rendering on Any DevicesLow-latency SDK for Realtime Interactive Chatting Avatar
    COPY-PASTE FIX
    ## Core Highlights 🔥🔥🔥
*   **Ultra-realistic 3D Avatar Creation:** Generate from one image in seconds.
*   **Super-fast Cross-platform Animation & Rendering:** Works on any device.
*   **Low-latency SDK:** Enables real-time interactive chatting avatars.

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. Character Creator · recommended 1×
  3. FaceBuilder for Blender · recommended 1×
  4. DeepMotion · recommended 1×
  5. facebookresearch/pifuhd · recommended 1×
  • CATEGORY QUERY
    How to generate a realistic, animatable 3D human head model from a single image?
    you: not recommended
    AI recommended (in order):
    1. MetaHuman Creator
    2. Character Creator
    3. FaceBuilder for Blender
    4. DeepMotion
    5. PIFuHD (facebookresearch/pifuhd)
    6. ICON (YuliangXiu/ICON)

    AI recommended 6 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. VRChat SDK
    3. Unreal Engine
    4. MetaHuman Creator
    5. Pixel Streaming
    6. Mixamo
    7. Three.js
    8. Babylon.js
    9. 8th Wall
    10. Unity
    11. Photon Fusion
    12. Photon Quantum

    AI recommended 12 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?

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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