RRepoGEO

REPOGEO REPORT · LITE

Chaoses-Ib/ComfyScript

Default branch main · commit f28c9020 · scanned 6/13/2026, 8:26:55 AM

GitHub: 683 stars · 43 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 Chaoses-Ib/ComfyScript, 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 highlight code-based ComfyUI workflow definition

    Why:

    CURRENT
    A Python frontend and library for ComfyUI.
    COPY-PASTE FIX
    ComfyScript is a Python frontend and library for ComfyUI, providing a powerful code-based alternative to the visual node editor for defining, managing, and executing generative AI workflows.
  • mediumtopics#2
    Add more specific topics for workflow automation and generative AI

    Why:

    CURRENT
    comfy-script, comfyui, ipython, jupyter, jupyter-notebook, stable-diffusion
    COPY-PASTE FIX
    comfy-script, comfyui, ipython, jupyter, jupyter-notebook, stable-diffusion, workflow-automation, generative-ai, programmatic-ai, ai-workflow, node-editor-alternative
  • lowreadme#3
    Add a brief comparison to raw ComfyUI API

    Why:

    COPY-PASTE FIX
    ### ComfyScript vs. ComfyUI API
While the ComfyUI API allows programmatic interaction, ComfyScript provides a higher-level Python frontend that abstracts away the underlying node graph JSON and direct API calls, enabling more intuitive and Pythonic workflow definition and execution.

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 Chaoses-Ib/ComfyScript
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Automatic1111 Web UI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Automatic1111 Web UI API · recommended 1×
  2. Diffusers · recommended 1×
  3. ComfyUI API · recommended 1×
  4. Stability AI API · recommended 1×
  5. Replicate API · recommended 1×
  • CATEGORY QUERY
    How to programmatically control stable diffusion workflows using Python?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111 Web UI API
    2. Diffusers
    3. ComfyUI API
    4. Stability AI API
    5. Replicate API

    AI recommended 5 alternatives but never named Chaoses-Ib/ComfyScript. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a code-based alternative to visual node editors for generative AI.
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers (huggingface/transformers)
    2. PyTorch Lightning (Lightning-AI/pytorch-lightning)
    3. Keras (keras-team/keras)
    4. Diffusers (huggingface/diffusers)
    5. JAX/Flax

    AI recommended 5 alternatives but never named Chaoses-Ib/ComfyScript. 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 Chaoses-Ib/ComfyScript?
    pass
    AI named Chaoses-Ib/ComfyScript explicitly

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

  • If a team adopts Chaoses-Ib/ComfyScript in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Chaoses-Ib/ComfyScript 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 Chaoses-Ib/ComfyScript solve, and who is the primary audience?
    pass
    AI named Chaoses-Ib/ComfyScript explicitly

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

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Chaoses-Ib/ComfyScript — 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