REPOGEO REPORT · LITE

Comfy-Org/comfy-cli

Default branch main · commit c9e3df21 · scanned 6/1/2026, 7:26:47 AM

GitHub: 830 stars · 130 forks

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/comfy-cli, 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 opening paragraph to emphasize generative AI workflows

Why:

CURRENT

comfy-cli is a command-line tool for installing, running, and extending ComfyUI — the open-source generative-media engine.

COPY-PASTE FIX

comfy-cli is a powerful command-line interface (CLI) specifically designed for developers and power users to manage, run, and extend ComfyUI, the leading open-source generative-media engine. It streamlines generative AI workflows, from installing custom nodes and models to executing complex image and video generation tasks directly from your terminal.

hightopics#2

Refine repository topics to be more specific to generative AI CLIs

Why:

CURRENT

ai, comfyui, command-line, stable-diffusion

COPY-PASTE FIX

ai, comfyui, stable-diffusion, generative-ai, cli-tool, workflow-automation, image-generation, video-generation, model-management

mediumexamples#3

Add concrete usage examples for generative workflows and model management

Why:

COPY-PASTE FIX

## Usage Examples

### Generate an image with a partner model
```bash
comfy generate --model flux --prompt 'a futuristic city at sunset'
```

### Run a local ComfyUI workflow
```bash
comfy run workflow my_workflow.json --output output.png
```

### Download a model from CivitAI
```bash
comfy models download civitai:12345
```

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/comfy-cli

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

docker/cli

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

docker/cli · recommended 1×
docker/compose · recommended 1×
git/git · recommended 1×
conda/conda · recommended 1×
Miniconda · recommended 1×

CATEGORY QUERY
What command-line utilities help manage open-source generative media engine installations and nodes?
you: not recommended
AI recommended (in order):
1. Docker (docker/cli)
2. Docker Compose (docker/compose)
3. Git (git/git)
4. Conda (conda/conda)
5. Miniconda
6. Mamba (mamba-org/mamba)
7. pip (pypa/pip)
8. pipenv (pypa/pipenv)
9. poetry (python-poetry/poetry)
10. kubectl (kubernetes/kubernetes)
11. Ansible (ansible/ansible)
12. SaltStack (saltstack/salt)
13. Puppet (puppetlabs/puppet)
14. Chef (chef/chef)
15. ssh
16. scp
AI recommended 16 alternatives but never named Comfy-Org/comfy-cli. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a CLI to run generative image workflows and manage models from the terminal.
you: not recommended
AI recommended (in order):
1. InvokeAI (InvokeAI/InvokeAI)
2. ComfyUI (comfyanonymous/ComfyUI)
3. Diffusers (huggingface/diffusers)
4. Automatic1111 web UI (AUTOMATIC1111/stable-diffusion-webui)
5. SD.Next (vladmandic/automatic)
AI recommended 5 alternatives but never named Comfy-Org/comfy-cli. 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/comfy-cli?
pass
AI named Comfy-Org/comfy-cli 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/comfy-cli in production, what risks or prerequisites should they evaluate first?
pass
AI named Comfy-Org/comfy-cli 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/comfy-cli solve, and who is the primary audience?
pass
AI named Comfy-Org/comfy-cli explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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MARKDOWN (README)

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HTML

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Comfy-Org/comfy-cli — 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