RRepoGEO

REPOGEO REPORT · LITE

ai-dock/comfyui

Default branch main · commit 199ee29c · scanned 5/12/2026, 7:52:54 AM

GitHub: 1,035 stars · 343 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 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 ai-dock/comfyui, 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
  • highhomepage#1
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a valid URL to the 'Homepage' field in the repository settings (e.g., a project website, documentation site, or a specific section of the GitHub Wiki).
  • highreadme#2
    Refine the README's opening to emphasize 'ready-to-use' and 'pre-configured' solution

    Why:

    CURRENT
    Run ComfyUI in a highly-configurable, cloud-first AI-Dock container.
    COPY-PASTE FIX
    Run ComfyUI in a highly-configurable, cloud-first AI-Dock container. These pre-configured, ready-to-use images simplify deploying ComfyUI for AI image generation workflows on cloud GPUs and local environments.
  • mediumlicense#3
    Clarify the existing license(s) directly in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README (e.g., under 'Documentation' or a new 'License' section) stating: 'This project is licensed under [Specify License Name(s) and/or terms, e.g., a custom license, or a combination of licenses like Apache-2.0 and MIT]. Please refer to the LICENSE file for full 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 ai-dock/comfyui
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
NVIDIA NGC (NVIDIA GPU Cloud) Containers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. NVIDIA NGC (NVIDIA GPU Cloud) Containers · recommended 1×
  2. NVIDIA Container Toolkit · recommended 1×
  3. Kubernetes · recommended 1×
  4. NVIDIA Device Plugin · recommended 1×
  5. MLflow · recommended 1×
  • CATEGORY QUERY
    How to run AI image generation workflows efficiently within Docker containers on cloud GPUs?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA NGC (NVIDIA GPU Cloud) Containers
    2. NVIDIA Container Toolkit
    3. Kubernetes
    4. NVIDIA Device Plugin
    5. MLflow
    6. AWS SageMaker
    7. Google Cloud Vertex AI
    8. Azure Machine Learning
    9. Hugging Face Transformers
    10. Diffusers

    AI recommended 10 alternatives but never named ai-dock/comfyui. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need pre-built container images for deploying visual AI tools on various cloud platforms.
    you: not recommended
    AI recommended (in order):
    1. NVIDIA NGC (NVIDIA GPU Cloud)
    2. AWS Deep Learning Containers (DLCs)
    3. Google Cloud Deep Learning Containers
    4. Azure Machine Learning Container Registry
    5. Hugging Face Transformers Docker Images
    6. OpenVINO Toolkit Docker Images (Intel)

    AI recommended 6 alternatives but never named ai-dock/comfyui. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 ai-dock/comfyui?
    pass
    AI named ai-dock/comfyui explicitly

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

  • If a team adopts ai-dock/comfyui in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ai-dock/comfyui 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 ai-dock/comfyui solve, and who is the primary audience?
    pass
    AI named ai-dock/comfyui explicitly

    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 ai-dock/comfyui. 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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HTML
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ai-dock/comfyui — 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