REPOGEO REPORT · LITE

pydn/ComfyUI-to-Python-Extension

Default branch main · commit 6cdcc235 · scanned 6/26/2026, 8:56:59 PM

GitHub: 2,354 stars · 208 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 pydn/ComfyUI-to-Python-Extension, 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 opening to emphasize ComfyUI automation for developers

Why:

CURRENT

Build a workflow in ComfyUI, then walk away with runnable Python.

`ComfyUI-to-Python-Extension` turns visual workflows into executable scripts so you can move from node graphs to automation, experiments, and repeatable generation without rebuilding everything by hand.

COPY-PASTE FIX

Build a workflow in ComfyUI, then walk away with runnable Python for programmatic control and automation.

`ComfyUI-to-Python-Extension` empowers developers to transform visual ComfyUI workflows into robust, executable Python scripts, enabling seamless integration into larger systems, advanced experimentation, and repeatable, code-driven generation.

mediumtopics#2

Add more specific topics for ComfyUI workflow automation

Why:

CURRENT

ai-art, comfyui, generative-art, image-generation, pytorch, stable-diffusion

COPY-PASTE FIX

ai-art, comfyui, generative-art, image-generation, pytorch, stable-diffusion, comfyui-extension, workflow-automation, python-scripting, code-generation

lowreadme#3

Add a 'Key Features' section to explicitly state differentiators

Why:

COPY-PASTE FIX

## Key Features

- **Workflow-to-Code Conversion:** Directly translates ComfyUI visual workflows into runnable Python scripts.
- **Automation & Integration:** Enables programmatic control and seamless integration of ComfyUI processes into larger Python applications.
- **Developer-Centric:** Designed for developers and researchers seeking to automate, experiment, and version-control their generative AI 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 pydn/ComfyUI-to-Python-Extension

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

ComfyUI/ComfyUI

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

ComfyUI/ComfyUI · recommended 1×
PyFlow/PyFlow · recommended 1×
node-red/node-red · recommended 1×
blender/blender · recommended 1×
sverchok/sverchok · recommended 1×

CATEGORY QUERY
How to export visual AI art workflows from a node editor into executable Python scripts?
you: not recommended
AI recommended (in order):
1. ComfyUI (ComfyUI/ComfyUI)
2. PyFlow (PyFlow/PyFlow)
3. Node-RED (node-red/node-red)
4. Blender (blender/blender)
5. Sverchok (sverchok/sverchok)
6. Animation Nodes (JacquesLucke/animation_nodes)
7. networkx (networkx/networkx)
AI recommended 7 alternatives but never named pydn/ComfyUI-to-Python-Extension. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a way to programmatically control generative image models designed in a GUI.
you: not recommended
AI recommended (in order):
1. AUTOMATIC1111/stable-diffusion-webui (AUTOMATIC1111/stable-diffusion-webui)
2. ComfyUI
3. Hugging Face Diffusers Library
4. InvokeAI
5. DreamStudio
6. Midjourney
7. DALL-E 3
AI recommended 7 alternatives but never named pydn/ComfyUI-to-Python-Extension. 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 pydn/ComfyUI-to-Python-Extension?
pass
AI did not name pydn/ComfyUI-to-Python-Extension — 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 pydn/ComfyUI-to-Python-Extension in production, what risks or prerequisites should they evaluate first?
pass
AI named pydn/ComfyUI-to-Python-Extension 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 pydn/ComfyUI-to-Python-Extension solve, and who is the primary audience?
pass
AI did not name pydn/ComfyUI-to-Python-Extension — 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?

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MARKDOWN (README)

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pydn/ComfyUI-to-Python-Extension — 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