RRepoGEO

REPOGEO REPORT · LITE

space-nuko/ComfyBox

Default branch master · commit abd31401 · scanned 6/2/2026, 12:17:55 PM

GitHub: 686 stars · 50 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 space-nuko/ComfyBox, 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 first sentence to emphasize its 'no-code UI builder for ComfyUI' value

    Why:

    CURRENT
    ComfyBox is a frontend to Stable Diffusion that lets you create custom image generation interfaces without any code. It uses ComfyUI under the hood for maximum power and extensibility.
    COPY-PASTE FIX
    ComfyBox is a no-code UI builder and frontend for ComfyUI, enabling you to create custom Stable Diffusion image generation interfaces without writing any code.
  • mediumtopics#2
    Expand repository topics to include more specific keywords

    Why:

    CURRENT
    stable-diffusion
    COPY-PASTE FIX
    stable-diffusion, comfyui, no-code, ui-builder, frontend, ai-art, generative-ai
  • lowreadme#3
    Add a 'What ComfyBox is NOT' section to the README

    Why:

    COPY-PASTE FIX
    ## What ComfyBox is NOT

- **Not a collection of custom nodes or workflows for ComfyUI:** ComfyBox is a standalone application that acts as a frontend to your existing ComfyUI installation.
- **Not a bundled, self-contained environment (e.g., Docker):** ComfyBox requires a separate, running ComfyUI backend and Python 3 on your PATH for its scripts. It does not bundle Python or ComfyUI itself.
- **Not a replacement for ComfyUI:** It enhances ComfyUI by providing a no-code UI building layer, but ComfyUI remains the core backend.

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 space-nuko/ComfyBox
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
gradio-app/gradio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. gradio-app/gradio · recommended 1×
  2. streamlit/streamlit · recommended 1×
  3. RunDiffusion · recommended 1×
  4. ThinkDiffusion · recommended 1×
  5. mage-ai/mage-ai · recommended 1×
  • CATEGORY QUERY
    How to build custom user interfaces for stable diffusion models without coding?
    you: not recommended
    AI recommended (in order):
    1. Gradio (gradio-app/gradio)
    2. Streamlit (streamlit/streamlit)
    3. RunDiffusion
    4. ThinkDiffusion
    5. Mage.ai (mage-ai/mage-ai)
    6. Bubble
    7. Glide
    8. Softr
    9. AppGyver

    AI recommended 9 alternatives but never named space-nuko/ComfyBox. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good graphical interfaces for managing and extending stable diffusion pipelines?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111's Stable Diffusion web UI
    2. ComfyUI
    3. InvokeAI
    4. Fooocus
    5. Diffusers UI (Hugging Face Gradio Demos)

    AI recommended 5 alternatives but never named space-nuko/ComfyBox. 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 space-nuko/ComfyBox?
    pass
    AI named space-nuko/ComfyBox explicitly

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

  • If a team adopts space-nuko/ComfyBox in production, what risks or prerequisites should they evaluate first?
    pass
    AI named space-nuko/ComfyBox 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 space-nuko/ComfyBox solve, and who is the primary audience?
    pass
    AI named space-nuko/ComfyBox 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 space-nuko/ComfyBox. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/space-nuko/ComfyBox.svg)](https://repogeo.com/en/r/space-nuko/ComfyBox)
HTML
<a href="https://repogeo.com/en/r/space-nuko/ComfyBox"><img src="https://repogeo.com/badge/space-nuko/ComfyBox.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

space-nuko/ComfyBox — 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