RRepoGEO

REPOGEO REPORT · LITE

Comfy-Org/desktop

Default branch main · commit e2d964b7 · scanned 6/28/2026, 5:02:09 AM

GitHub: 2,339 stars · 226 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
40 /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
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 Comfy-Org/desktop, 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
    Prominently announce archived status and new repo in README

    Why:

    CURRENT
    # ComfyUI Desktop
    COPY-PASTE FIX
    # ComfyUI Desktop

**[ARCHIVED] This repository has been superseded by [Comfy-Org/Comfy-Desktop](https://github.com/Comfy-Org/Comfy-Desktop). Please use the new repository for the latest version and updates.**
  • mediumreadme#2
    Emphasize the 'packaged desktop application' aspect in the README's introduction

    Why:

    COPY-PASTE FIX
    This project provides a self-contained, user-friendly desktop application that bundles ComfyUI and its dependencies, automating setup and updates for a streamlined local generative AI workflow.
  • lowtopics#3
    Add more descriptive topics to improve categorization

    Why:

    CURRENT
    ai, comfyui
    COPY-PASTE FIX
    ai, comfyui, desktop-app, packaged-application, stable-diffusion-ui, generative-ai

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 Comfy-Org/desktop
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AUTOMATIC1111/stable-diffusion-webui
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AUTOMATIC1111/stable-diffusion-webui · recommended 1×
  2. comfyanonymous/ComfyUI · recommended 1×
  3. lllyasviel/Fooocus · recommended 1×
  4. invoke-ai/InvokeAI · recommended 1×
  5. DiffusionBee · recommended 1×
  • CATEGORY QUERY
    Simplest way to install and run stable diffusion models on my desktop?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111's Stable Diffusion Web UI (AUTOMATIC1111/stable-diffusion-webui)
    2. ComfyUI (comfyanonymous/ComfyUI)
    3. Fooocus (lllyasviel/Fooocus)
    4. InvokeAI (invoke-ai/InvokeAI)
    5. DiffusionBee
    6. NMKD Stable Diffusion GUI

    AI recommended 6 alternatives but never named Comfy-Org/desktop. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a packaged application for local generative AI workflow execution and management?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Pinokio
    4. Jan
    5. ComfyUI
    6. InvokeAI

    AI recommended 6 alternatives but never named Comfy-Org/desktop. 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 Comfy-Org/desktop?
    pass
    AI named Comfy-Org/desktop explicitly

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

  • If a team adopts Comfy-Org/desktop in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Comfy-Org/desktop 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 Comfy-Org/desktop solve, and who is the primary audience?
    pass
    AI named Comfy-Org/desktop 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 Comfy-Org/desktop. 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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Comfy-Org/desktop — 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