RRepoGEO

REPOGEO REPORT · LITE

YanWenKun/ComfyUI-Docker

Default branch main · commit ca7effc8 · scanned 5/25/2026, 12:07:58 AM

GitHub: 1,509 stars · 226 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 YanWenKun/ComfyUI-Docker, 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 paragraph to highlight core benefits and use cases

    Why:

    CURRENT
    This repo is for Docker images that runs ComfyUI - an AIGC GUI powering node-based workflow.
    COPY-PASTE FIX
    This repository provides pre-configured Docker images for ComfyUI, an AIGC GUI powering node-based workflows, designed for easy and rapid deployment with NVIDIA GPU support. It includes a curated set of popular custom nodes and automatic updates, making it ideal for developers and MLOps engineers seeking a streamlined AI art generation environment.
  • mediumtopics#2
    Expand repository topics to include specific use cases and technologies

    Why:

    CURRENT
    comfyui, docker, stable-diffusion
    COPY-PASTE FIX
    comfyui, docker, stable-diffusion, ai-art-generation, gpu-acceleration, containerization, mlops-tools, node-based-workflow, image-generation
  • mediumlicense#3
    Clarify the existing license(s) directly in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README clarifying the specific license(s) that apply to the repository's code and assets. For example: 'This project is licensed under [License Name(s)]. See the LICENSE file for details.'

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 YanWenKun/ComfyUI-Docker
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
NVIDIA NGC Containers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. NVIDIA NGC Containers · recommended 1×
  2. JupyterLab · recommended 1×
  3. VS Code Server · recommended 1×
  4. Docker · recommended 1×
  5. NVIDIA Container Toolkit · recommended 1×
  • CATEGORY QUERY
    How to containerize a graphical interface for AI image generation workflows with GPU support?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA NGC Containers
    2. JupyterLab
    3. VS Code Server
    4. Docker
    5. NVIDIA Container Toolkit
    6. Singularity
    7. Apptainer
    8. NoMachine
    9. VNC Server
    10. Gradio
    11. Streamlit
    12. Dash
    13. Flask
    14. Django

    AI recommended 14 alternatives but never named YanWenKun/ComfyUI-Docker. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a simple way to deploy a node-based AI art generation environment quickly on GPU.
    you: not recommended
    AI recommended (in order):
    1. RunPod.io
    2. Google Colab Pro/Pro+
    3. Vast.ai
    4. Replicate
    5. AWS SageMaker Studio Lab
    6. AWS EC2
    7. Paperspace Gradient

    AI recommended 7 alternatives but never named YanWenKun/ComfyUI-Docker. 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 YanWenKun/ComfyUI-Docker?
    pass
    AI named YanWenKun/ComfyUI-Docker explicitly

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

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