RRepoGEO

REPOGEO REPORT · LITE

AIDC-AI/ComfyUI-Copilot

Default branch main · commit f04a01a9 · scanned 5/15/2026, 8:17:19 AM

GitHub: 5,139 stars · 329 forks

AI VISIBILITY SCORE
22 /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
1 / 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 AIDC-AI/ComfyUI-Copilot, 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 README introduction to emphasize 'custom node'

    Why:

    CURRENT
    ComfyUI-Copilot is an AIGC intelligent assistant built on ComfyUI that provides comprehensive support for tedious workflow building, ComfyUI-related questions, parameter optimization
    COPY-PASTE FIX
    ComfyUI-Copilot is an AI-powered custom node and intelligent assistant for ComfyUI, designed to streamline workflow building, answer ComfyUI-related questions, and optimize parameters.
  • mediumabout#2
    Add a project homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Add a URL to a dedicated project homepage or detailed documentation site in the repository's 'About' section (e.g., `https://your-project-url.com`).
  • mediumreadme#3
    Add a 'Comparison' section to the README for differentiation

    Why:

    COPY-PASTE FIX
    Add a new section to the README titled 'Why ComfyUI-Copilot? (vs. Generic LLM Frameworks)' or 'How ComfyUI-Copilot Differs'. In this section, explicitly state that ComfyUI-Copilot is an *extension* for ComfyUI, not a standalone LLM framework like LangChain or a general-purpose model like GPT-4, emphasizing its specialized role in enhancing ComfyUI workflows.

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 AIDC-AI/ComfyUI-Copilot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. GPT-4 · recommended 1×
  3. Claude 3 · recommended 1×
  4. LlamaIndex · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How can I automate ComfyUI workflows using an intelligent AI assistant?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. GPT-4
    3. Claude 3
    4. LlamaIndex
    5. OpenAI API
    6. gpt-4-turbo
    7. claude-3-opus
    8. Autogen
    9. Zapier
    10. Make

    AI recommended 10 alternatives but never named AIDC-AI/ComfyUI-Copilot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an LLM agent to enhance Stable Diffusion workflow automation and assistance.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI (comfyanonymous/ComfyUI)
    2. Auto-GPT (Significant-Gravitas/Auto-GPT)
    3. LangChain (langchain-ai/langchain)
    4. A1111 WebUI (AUTOMATIC1111/stable-diffusion-webui)
    5. Hugging Face Agents (huggingface/transformers)

    AI recommended 5 alternatives but never named AIDC-AI/ComfyUI-Copilot. 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 AIDC-AI/ComfyUI-Copilot?
    pass
    AI did not name AIDC-AI/ComfyUI-Copilot — 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?

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