RRepoGEO

REPOGEO REPORT · LITE

lrzjason/Comfyui-QwenEditUtils

Default branch master · commit cdd4d028 · scanned 6/5/2026, 2:08:05 PM

GitHub: 811 stars · 30 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 lrzjason/Comfyui-QwenEditUtils, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise 'About' description

    Why:

    COPY-PASTE FIX
    Utility nodes for Qwen-based image editing in ComfyUI, offering text encoding, configuration, and mask options for Qwen-VL-Plus/Max models.
  • mediumreadme#2
    Rephrase the README's opening 'Note' about succession

    Why:

    CURRENT
    A collection of utility nodes for Qwen-based image editing in ComfyUI. **Note**: This repository has been succeeded by ComfyUI-EditUtils, which provides enhanced capabilities with support for multiple AI models including Qwen and Flux2Klein. We recommend using the new repository for future projects.
    COPY-PASTE FIX
    A collection of utility nodes for Qwen-based image editing in ComfyUI. This repository focuses specifically on Qwen-VL-Plus/Max models. For broader AI model support, including Qwen and Flux2Klein, please refer to ComfyUI-EditUtils.

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 lrzjason/Comfyui-QwenEditUtils
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Impact Pack
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Impact Pack · recommended 2×
  2. ComfyUI-AnimateDiff-Evolved · recommended 1×
  3. WAS Node Suite · recommended 1×
  4. ComfyUI-Image-Utilities · recommended 1×
  5. ComfyUI_IPAdapter_plus · recommended 1×
  • CATEGORY QUERY
    How to perform Qwen-based image editing tasks using utility nodes in ComfyUI?
    you: not recommended
    AI recommended (in order):
    1. Impact Pack
    2. ComfyUI-AnimateDiff-Evolved
    3. WAS Node Suite
    4. ComfyUI-Image-Utilities
    5. ComfyUI_IPAdapter_plus

    AI recommended 5 alternatives but never named lrzjason/Comfyui-QwenEditUtils. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking ComfyUI nodes for advanced image editing, including custom configurations and mask options.
    you: not recommended
    AI recommended (in order):
    1. Impact Pack
    2. ComfyUI-Inspire-Pack
    3. ComfyUI-Custom-Scripts
    4. ComfyUI-Image-Filters
    5. ComfyUI-Advanced-ControlNet

    AI recommended 5 alternatives but never named lrzjason/Comfyui-QwenEditUtils. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    Suggestion:

  • 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 lrzjason/Comfyui-QwenEditUtils?
    pass
    AI named lrzjason/Comfyui-QwenEditUtils explicitly

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

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

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MARKDOWN (README)
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Pro

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lrzjason/Comfyui-QwenEditUtils — 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