RRepoGEO

REPOGEO REPORT · LITE

lxfater/inpaint-web

Default branch main · commit d1b6cfd3 · scanned 5/26/2026, 12:12:40 AM

GitHub: 5,814 stars · 675 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 lxfater/inpaint-web, 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's opening statement to emphasize 'online editor'

    Why:

    CURRENT
    A free and open-source inpainting & image-upscaling tool powered by webgpu and wasm on the browser.
    COPY-PASTE FIX
    Inpaint-web is a free, open-source **online image editor** for inpainting & upscaling, running entirely in your browser with WebGPU and WASM.
  • mediumtopics#2
    Add more specific topics to clarify application type

    Why:

    CURRENT
    image-upscaling, inpainting, super-resolution, webgpu
    COPY-PASTE FIX
    image-upscaling, inpainting, super-resolution, webgpu, web-app, image-editor, browser-tool, ai-tool
  • mediumreadme#3
    Add a dedicated 'Features' section to the README

    Why:

    COPY-PASTE FIX
    ## Features
    
    - **Browser-based Inpainting:** Easily remove unwanted objects or repair imperfections in images directly in your web browser.
    - **Image Upscaling (Super-Resolution):** Enhance image quality and resolution without leaving your browser.
    - **Powered by WebGPU & WASM:** Leverages cutting-edge browser technologies for fast, client-side AI processing.
    - **Free & Open-Source:** A transparent and community-driven tool for everyone.
    - **No Server Required:** All processing happens locally on your device, ensuring privacy and speed.

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 lxfater/inpaint-web
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
huggingface/transformers.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. huggingface/transformers.js · recommended 1×
  2. tensorflow/tfjs · recommended 1×
  3. microsoft/onnxruntime-web · recommended 1×
  4. opencv/opencv · recommended 1×
  5. pixijs/pixijs · recommended 1×
  • CATEGORY QUERY
    How can I perform image inpainting and upscaling directly within a web browser?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers.js (huggingface/transformers.js)
    2. TensorFlow.js (tensorflow/tfjs)
    3. ONNX Runtime Web (microsoft/onnxruntime-web)
    4. OpenCV.js (opencv/opencv)
    5. Pixi.js (pixijs/pixijs)
    6. Fabric.js (fabricjs/fabric.js)
    7. DeepAI API

    AI recommended 7 alternatives but never named lxfater/inpaint-web. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools use WebGPU and WASM for client-side image super-resolution and repair?
    you: not recommended
    AI recommended (in order):
    1. Upscayl
    2. TensorFlow.js
    3. ONNX Runtime Web
    4. PyTorch Live
    5. wgpu-rs
    6. Hugging Face Transformers.js
    7. WebNN API

    AI recommended 7 alternatives but never named lxfater/inpaint-web. 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 lxfater/inpaint-web?
    pass
    AI named lxfater/inpaint-web explicitly

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

  • If a team adopts lxfater/inpaint-web in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lxfater/inpaint-web 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 lxfater/inpaint-web solve, and who is the primary audience?
    pass
    AI did not name lxfater/inpaint-web — 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?

Embed your GEO score

Drop this badge into the README of lxfater/inpaint-web. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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lxfater/inpaint-web — RepoGEO report