REPOGEO REPORT · LITE

AIDC-AI/ComfyUI-Copilot

Default branch main · commit f04a01a9 · scanned 6/26/2026, 12:17:08 AM

GitHub: 5,303 stars · 343 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)

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

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 clarify ComfyUI custom node focus

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 for ComfyUI, designed to act as an intelligent assistant for workflow automation, parameter optimization, and answering ComfyUI-related questions directly within your ComfyUI environment. Unlike general-purpose AI platforms, ComfyUI-Copilot integrates seamlessly into your existing ComfyUI workflows.

mediumhomepage#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://github.com/AIDC-AI/ComfyUI-Copilot
```

lowtopics#3

Add more explicit ComfyUI workflow automation topics

Why:

CURRENT

agent, ai, comfy-ui, comfyui, comfyui-nodes, copilot, deepseek, deepseek-v3, flux, gpt-4, llm-agent, rag, stable-diffusion

COPY-PASTE FIX

agent, ai, comfy-ui, comfyui, comfyui-nodes, comfyui-workflow, comfyui-automation, comfyui-ai-assistant, copilot, deepseek, deepseek-v3, flux, gpt-4, llm-agent, rag, stable-diffusion

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

Of all named tools, what % are you?

Top rival

KNIME Analytics Platform

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

KNIME Analytics Platform · recommended 1×
Alteryx Designer · recommended 1×
DataRobot · recommended 1×
Azure Machine Learning Studio (classic) / Azure Machine Learning designer · recommended 1×
Google Cloud Vertex AI Workbench / Pipelines · recommended 1×

CATEGORY QUERY
How can I automate complex visual node workflows with intelligent AI assistance?
you: not recommended
AI recommended (in order):
1. KNIME Analytics Platform
2. Alteryx Designer
3. DataRobot
4. Azure Machine Learning Studio (classic) / Azure Machine Learning designer
5. Google Cloud Vertex AI Workbench / Pipelines
6. RapidMiner Studio
7. n8n (n8n-io/n8n)
AI recommended 7 alternatives but never named AIDC-AI/ComfyUI-Copilot. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for an LLM agent to enhance generative AI workflows and automate tasks.
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. AutoGPT
4. CrewAI
5. Microsoft AutoGen
6. Haystack
AI recommended 6 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

Drop this badge into the README of AIDC-AI/ComfyUI-Copilot. 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)

[![RepoGEO](https://repogeo.com/badge/AIDC-AI/ComfyUI-Copilot.svg)](https://repogeo.com/en/r/AIDC-AI/ComfyUI-Copilot)

HTML

<a href="https://repogeo.com/en/r/AIDC-AI/ComfyUI-Copilot"><img src="https://repogeo.com/badge/AIDC-AI/ComfyUI-Copilot.svg" alt="RepoGEO" /></a>

Pro

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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