RRepoGEO

REPOGEO REPORT · LITE

AHEKOT/ComfyUI_VNCCS

Default branch main · commit 1a253296 · scanned 6/7/2026, 12:47:17 PM

GitHub: 964 stars · 64 forks

AI VISIBILITY SCORE
28 /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
2 / 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 AHEKOT/ComfyUI_VNCCS, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    comfyui, custom-nodes, visual-novel, character-creation, ai-art, stable-diffusion, character-design, sprite-generation, generative-ai
  • highreadme#2
    Reposition the README's opening paragraph for clarity

    Why:

    CURRENT
    VNCCS is NOT just another workflow for creating consistent characters, it is a complete pipeline for creating sprites for any purpose. It allows you to create unique characters with a consistent appearance across all images, organise them, manage emotions, clothing, poses, and conduct a full cycle of work with characters.
    COPY-PASTE FIX
    VNCCS (Visual Novel Character Creation Suite) is a comprehensive ComfyUI custom node suite for creating consistent, AI-generated character sprites for visual novels. It provides a complete pipeline to manage unique characters, emotions, clothing, and poses across all images, solving the common challenge of maintaining character consistency with neural networks.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/AHEKOT/ComfyUI_VNCCS

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 AHEKOT/ComfyUI_VNCCS
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Midjourney
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 1×
  2. Stable Diffusion · recommended 1×
  3. ControlNet · recommended 1×
  4. LoRAs · recommended 1×
  5. Dreambooth · recommended 1×
  • CATEGORY QUERY
    How to generate consistent character sprites for visual novels using AI?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. ControlNet
    4. LoRAs
    5. Dreambooth
    6. Leonardo.Ai
    7. Fooocus
    8. Artbreeder

    AI recommended 8 alternatives but never named AHEKOT/ComfyUI_VNCCS. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help manage visual novel character emotions, clothing, and poses consistently?
    you: not recommended
    AI recommended (in order):
    1. Clip Studio Paint
    2. DesignDoll
    3. Vroid Studio
    4. Blender
    5. PureRef
    6. Krita
    7. Adobe Photoshop

    AI recommended 7 alternatives but never named AHEKOT/ComfyUI_VNCCS. 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 AHEKOT/ComfyUI_VNCCS?
    pass
    AI named AHEKOT/ComfyUI_VNCCS explicitly

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

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