RRepoGEO

REPOGEO REPORT · LITE

antfu/sd-webui-qrcode-toolkit

Default branch main · commit ed244d07 · scanned 6/17/2026, 2:28:20 AM

GitHub: 678 stars · 53 forks

AI VISIBILITY SCORE
27 /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
1 / 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 antfu/sd-webui-qrcode-toolkit, 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 README's opening sentence to emphasize in-UI QR code generation

    Why:

    CURRENT
    Extension for AUTOMATIC1111's Stable Diffusion web UI, provides integration with Anthony's QR Toolkit for easy image sending.
    COPY-PASTE FIX
    An essential extension for AUTOMATIC1111's Stable Diffusion web UI, enabling direct generation and embedding of highly customizable, scannable QR codes into your AI-generated images.
  • mediumreadme#2
    Add a 'Features' section to highlight core differentiators

    Why:

    COPY-PASTE FIX
    ## Features

- **Integrated QR Code Generation:** Generate and embed highly customizable QR codes directly within the Stable Diffusion WebUI.
- **Scannability Focus:** Designed to maintain QR code scannability even with artistic integration.
- **All-in-One Toolkit:** Provides a comprehensive set of tools for QR code creation and management within your AI workflow.
  • lowexamples#3
    Add a 'Usage' or 'Examples' section to demonstrate functionality

    Why:

    COPY-PASTE FIX
    ## Usage

(Add screenshots or step-by-step instructions demonstrating how to generate and embed QR codes within the Stable Diffusion WebUI, highlighting customization options and scannability features.)

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 antfu/sd-webui-qrcode-toolkit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ControlNet
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ControlNet · recommended 2×
  2. sd-webui-qrcode-generator · recommended 1×
  3. ComfyUI-QR-Code-Generator · recommended 1×
  4. SD-WebUI-ControlNet-Aux · recommended 1×
  5. ComfyUI-ControlNet-Aux · recommended 1×
  • CATEGORY QUERY
    How can I generate QR codes directly within my Stable Diffusion web interface?
    you: not recommended
    AI recommended (in order):
    1. ControlNet
    2. sd-webui-qrcode-generator
    3. ComfyUI-QR-Code-Generator

    AI recommended 3 alternatives but never named antfu/sd-webui-qrcode-toolkit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a plugin to create AI-generated QR codes from my Stable Diffusion outputs.
    you: not recommended
    AI recommended (in order):
    1. ControlNet
    2. SD-WebUI-ControlNet-Aux
    3. ComfyUI-ControlNet-Aux
    4. Hugging Face Spaces
    5. qr.art
    6. qrcode
    7. OpenCV
    8. Pillow

    AI recommended 8 alternatives but never named antfu/sd-webui-qrcode-toolkit. 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 antfu/sd-webui-qrcode-toolkit?
    pass
    AI did not name antfu/sd-webui-qrcode-toolkit — 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?

  • If a team adopts antfu/sd-webui-qrcode-toolkit in production, what risks or prerequisites should they evaluate first?
    pass
    AI named antfu/sd-webui-qrcode-toolkit 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 antfu/sd-webui-qrcode-toolkit solve, and who is the primary audience?
    pass
    AI did not name antfu/sd-webui-qrcode-toolkit — 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 antfu/sd-webui-qrcode-toolkit. 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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  • Brand-free category queries5 vs 2 in Lite
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