RRepoGEO

REPOGEO REPORT · LITE

yossTheDev/removerized

Default branch main · commit 3cf45851 · scanned 6/28/2026, 11:12:01 PM

GitHub: 1,585 stars · 154 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
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
    Clarify project identity in description and README H1

    Why:

    CURRENT
    Description: "AI Image Toolkit that runs fully in your browser — free, private, and offline-first."
    README H1/P:
    ```html
    <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
    Update the GitHub repository description to: "Removerized: An AI Image Toolkit for background removal and upscaling, running entirely in your browser — free, private, and offline-first. No uploads, no servers."
    Update the README H1 and opening paragraph to:
    ```html
    <h1 align="center">✨ Removerized: In-Browser AI Image Toolkit</h1>
    <p align="center">
    🖼️ A privacy-first, offline-ready AI toolkit for background removal and image upscaling, running entirely in your browser. No uploads, no servers, no limits.
    </p>
    ```
  • mediumreadme#2
    Add a 'Why Removerized?' comparison section to README

    Why:

    COPY-PASTE FIX
    Add a new section `## 💡 Why Removerized? (Compared to others)` with content like: "Unlike server-based APIs (e.g., remove.bg) or desktop applications (e.g., Upscayl), Removerized processes all images directly in your browser. This ensures complete privacy, offline functionality, and no data ever leaves your device. It's a focused toolkit, not a full image editor like Figma or GIMP, designed for speed and privacy in AI image tasks."
  • lowtopics#3
    Expand GitHub topics with specific differentiating keywords

    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, client-side-ai, web-ai, privacy-first, offline-first, image-toolkit, webassembly, wasm

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
remove.bg
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. remove.bg · recommended 1×
  2. Upscayl · recommended 1×
  3. ImageMagick.WASM · recommended 1×
  4. Figma · recommended 1×
  5. GIMP · recommended 1×
  • CATEGORY QUERY
    How can I remove image backgrounds and upscale images directly in the browser for privacy?
    you: not recommended
    AI recommended (in order):
    1. remove.bg
    2. Upscayl
    3. ImageMagick.WASM
    4. Figma
    5. GIMP
    6. Photopea

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

    Show full AI answer
  • CATEGORY QUERY
    What client-side AI libraries enable offline image processing using WebAssembly?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow.js (tensorflow/tfjs)
    2. ONNX Runtime Web (microsoft/onnxruntime-web)
    3. OpenCV.js (opencv/opencv)
    4. MediaPipe (google/mediapipe)
    5. Transformers.js (xenova/transformers.js)
    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.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite