RRepoGEO

REPOGEO REPORT · LITE

yossTheDev/removerized

Default branch main · commit 3cf45851 · scanned 5/29/2026, 11:07:25 PM

GitHub: 1,452 stars · 146 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 yossTheDev/removerized, 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
    Reposition README opening to explicitly counter AI's miscategorization

    Why:

    CURRENT
    <p align="center">
🖼️ AI Image Toolkit that runs fully in your browser — free, private, and offline-first.
</p>
    COPY-PASTE FIX
    <p align="center">
🖼️ AI Image Toolkit that runs fully in your browser — free, private, and offline-first.
</p>

<p align="center">
⚠️ <b>Not a server-side API wrapper or Docker utility.</b> All processing is client-side only.
</p>
  • mediumreadme#2
    Add a dedicated 'Why Removerized?' section to the README

    Why:

    COPY-PASTE FIX
    ## 💡 Why Removerized?

Unlike server-based solutions or API wrappers (like `remove.bg` or `rembg`'s API mode), Removerized processes all images directly in your browser. This ensures unparalleled privacy, offline capability, and zero data transfer, making it ideal for sensitive projects or environments without internet access.
  • lowabout#3
    Refine the 'About' description for stronger client-side keywords

    Why:

    CURRENT
    AI Image Toolkit that runs fully in your browser — free, private, and offline-first.
    COPY-PASTE FIX
    Client-side AI Image Toolkit for background removal and upscaling, running entirely in your browser — free, private, and offline-first, with no server uploads or API calls.

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 yossTheDev/removerized
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
tensorflow/tfjs
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. tensorflow/tfjs · recommended 2×
  2. microsoft/onnxruntime · recommended 2×
  3. danielgatis/rembg.js · recommended 1×
  4. imgly/background-removal · recommended 1×
  5. tensorflow/tfjs-models · recommended 1×
  • CATEGORY QUERY
    How to perform AI image background removal directly in the browser without server uploads?
    you: not recommended
    AI recommended (in order):
    1. rembg.js (danielgatis/rembg.js)
    2. @imgly/background-removal (imgly/background-removal)
    3. TensorFlow.js (tensorflow/tfjs)
    4. BodyPix (tensorflow/tfjs-models)
    5. MediaPipe Selfie Segmentation (google/mediapipe)
    6. ONNX Runtime Web (microsoft/onnxruntime)
    7. BackgroundRemoval.js (jcubic/background-removal)

    AI recommended 7 alternatives but never named yossTheDev/removerized. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best client-side tools for AI image upscaling using WebAssembly?
    you: not recommended
    AI recommended (in order):
    1. Upscayl (upscayl/upscayl)
    2. Real-ESRGAN (xinntao/Real-ESRGAN)
    3. ONNX Runtime Web (microsoft/onnxruntime)
    4. SwinIR (microsoft/SwinIR)
    5. TensorFlow.js (tensorflow/tfjs)
    6. WebNN API

    AI recommended 6 alternatives but never named yossTheDev/removerized. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 yossTheDev/removerized?
    pass
    AI named yossTheDev/removerized explicitly

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

  • If a team adopts yossTheDev/removerized in production, what risks or prerequisites should they evaluate first?
    pass
    AI named yossTheDev/removerized 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 yossTheDev/removerized solve, and who is the primary audience?
    pass
    AI did not name yossTheDev/removerized — likely talking about a different project

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

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yossTheDev/removerized — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite