RRepoGEO

REPOGEO REPORT · LITE

LPengYang/MotionClone

Default branch main · commit 8b3d937f · scanned 6/9/2026, 11:07:58 AM

GitHub: 512 stars · 39 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 LPengYang/MotionClone, 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:

    CURRENT
    (none)
    COPY-PASTE FIX
    video-generation, motion-cloning, controllable-video, deep-learning, computer-vision, ai-art, text-to-video, image-to-video, training-free, iclr-2025
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT License) in the repository root to clearly state the terms of use.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add the official ICLR 2025 paper link or a dedicated project page URL to the repository's homepage field.

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 LPengYang/MotionClone
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AnimateAnyone
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AnimateAnyone · recommended 1×
  2. MagicAnimate · recommended 1×
  3. MotionDirector · recommended 1×
  4. OpenPose · recommended 1×
  5. ControlNet · recommended 1×
  • CATEGORY QUERY
    How to achieve motion cloning for video generation without extensive model training?
    you: not recommended
    AI recommended (in order):
    1. AnimateAnyone
    2. MagicAnimate
    3. MotionDirector
    4. OpenPose
    5. ControlNet
    6. Stable Diffusion
    7. First Order Motion Model for Image Animation (FOMM)
    8. DeepMotion

    AI recommended 8 alternatives but never named LPengYang/MotionClone. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks allow controllable video generation from text or images with motion transfer?
    you: not recommended
    AI recommended (in order):
    1. RunwayML Gen-1 / Gen-2
    2. Pika Labs
    3. Stability AI's Stable Video Diffusion (SVD)
    4. Stable Diffusion AnimateDiff
    5. Meta's Make-A-Video
    6. Google's Phenaki
    7. Imagen Video
    8. Moonvalley

    AI recommended 8 alternatives but never named LPengYang/MotionClone. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 LPengYang/MotionClone?
    pass
    AI named LPengYang/MotionClone explicitly

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

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