RRepoGEO

REPOGEO REPORT · LITE

wileewang/TransPixeler

Default branch main · commit a704f803 · scanned 6/3/2026, 10:28:16 PM

GitHub: 922 stars · 72 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 wileewang/TransPixeler, 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
  • highabout#1
    Update the 'About' description for clarity

    Why:

    CURRENT
    CVPR2025
    COPY-PASTE FIX
    Official implementation for TransPixeler (CVPR2025): Advancing text-to-video generation with alpha channel transparency for VFX.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    text-to-video video-generation rgba alpha-channel vfx computer-vision deep-learning cvpr2025 diffusion-models transformer
  • mediumhomepage#3
    Set the repository homepage URL

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://wileewang.github.io/TransPixeler

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 wileewang/TransPixeler
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Pika Labs
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Pika Labs · recommended 2×
  2. Adobe After Effects · recommended 2×
  3. Stable Diffusion · recommended 2×
  4. ControlNet · recommended 2×
  5. RunwayML · recommended 1×
  • CATEGORY QUERY
    How can I generate video content with alpha channel transparency from text prompts?
    you: not recommended
    AI recommended (in order):
    1. RunwayML
    2. Pika Labs
    3. Adobe After Effects
    4. DaVinci Resolve
    5. Stable Diffusion
    6. Automatic1111
    7. ComfyUI
    8. ControlNet
    9. Deforum
    10. SAM - Segment Anything Model
    11. RemBG

    AI recommended 11 alternatives but never named wileewang/TransPixeler. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help create realistic visual effects with transparent elements using AI video generation?
    you: not recommended
    AI recommended (in order):
    1. RunwayML Gen-2
    2. Pika Labs
    3. Stable Diffusion
    4. ControlNet
    5. EbSynth
    6. Midjourney
    7. Adobe After Effects
    8. Boris FX
    9. Red Giant
    10. Kandinsky 2.2

    AI recommended 10 alternatives but never named wileewang/TransPixeler. 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 wileewang/TransPixeler?
    pass
    AI named wileewang/TransPixeler explicitly

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

  • If a team adopts wileewang/TransPixeler in production, what risks or prerequisites should they evaluate first?
    pass
    AI named wileewang/TransPixeler 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 wileewang/TransPixeler solve, and who is the primary audience?
    pass
    AI named wileewang/TransPixeler 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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MARKDOWN (README)
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wileewang/TransPixeler — 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