RRepoGEO

REPOGEO REPORT · LITE

yossdotpro/removerized

Default branch main · commit 3cf45851 · scanned 6/24/2026, 7:17:07 PM

GitHub: 1,582 stars · 154 forks

AI VISIBILITY SCORE
40 /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
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 yossdotpro/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 the README H1 and opening paragraph to emphasize 'browser-based web application'

    Why:

    CURRENT
    <h1 align="center">✨ Removerized</h1>
<p align="center">
🖼️ AI Image Toolkit that runs fully in your browser — free, private, and offline-first.
</p>
    COPY-PASTE FIX
    <h1 align="center">✨ Removerized: Browser-based AI Image Toolkit</h1>
<p align="center">
🖼️ A free, private, and offline-first AI image toolkit that runs entirely in your browser as a web application.
</p>
  • hightopics#2
    Add more specific topics to highlight the application type and core values

    Why:

    CURRENT
    background-removal, backgroundremover, imageprocessing, onnxruntime, onnxruntime-web, upscale-image, upscaler
    COPY-PASTE FIX
    background-removal, backgroundremover, imageprocessing, onnxruntime, onnxruntime-web, upscale-image, upscaler, web-app, client-side, privacy-first, offline-first, browser-app
  • mediumreadme#3
    Add a 'Comparison' section to explicitly differentiate from server-based or CLI tools

    Why:

    COPY-PASTE FIX
    ## 🆚 Comparison & Differentiators

Unlike traditional server-based AI tools or command-line utilities like `rembg` (the Python library), Removerized operates entirely within your web browser. This means:
*   **No Server Interaction:** All processing happens on your device, ensuring maximum privacy.
*   **Offline Capability:** Once models are cached, you can use Removerized without an internet connection.
*   **Zero Data Uploads:** Your images never leave your computer.

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 yossdotpro/removerized
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
danielgatis/rembg.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. danielgatis/rembg.js · recommended 1×
  2. BackgroundRemoval.ai · recommended 1×
  3. microsoft/onnxruntime · recommended 1×
  4. tensorflow/tfjs · recommended 1×
  5. google/mediapipe · recommended 1×
  • CATEGORY QUERY
    How to perform AI background removal directly in the browser for privacy?
    you: not recommended
    AI recommended (in order):
    1. rembg.js (danielgatis/rembg.js)
    2. BackgroundRemoval.ai
    3. ONNX Runtime Web (microsoft/onnxruntime)
    4. TensorFlow.js (tensorflow/tfjs)
    5. MediaPipe Selfie Segmentation (google/mediapipe)

    AI recommended 5 alternatives but never named yossdotpro/removerized. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are options for offline AI image upscaling with client-side processing?
    you: not recommended
    AI recommended (in order):
    1. Upscayl
    2. Topaz Labs Gigapixel AI
    3. chaiNNer
    4. Waifu2x-caffe
    5. Image Enlarger AI (by DVDFab)
    6. Real-ESRGAN

    AI recommended 6 alternatives but never named yossdotpro/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 yossdotpro/removerized?
    pass
    AI named yossdotpro/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 yossdotpro/removerized in production, what risks or prerequisites should they evaluate first?
    pass
    AI named yossdotpro/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 yossdotpro/removerized solve, and who is the primary audience?
    pass
    AI named yossdotpro/removerized explicitly

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

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