RRepoGEO

REPOGEO REPORT · LITE

AHEKOT/ComfyUI_VNCCS_Utils

Default branch main · commit 46c0ab91 · scanned 6/10/2026, 6:47:58 AM

GitHub: 905 stars · 51 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)

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

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_Utils, 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 H1 and opening paragraph to specify category

    Why:

    CURRENT
    # ComfyUI VNCCS Utils

A collection of utility nodes from the VNCCS project for everyday ComfyUI workflows, with **VNCCS Pose Studio** as the main node of the package.
    COPY-PASTE FIX
    # ComfyUI VNCCS Utils: Interactive 3D Posing & Lighting Node

**VNCCS Pose Studio** is a professional 3D posing, framing, lighting, and pose-library environment running directly inside a ComfyUI node. This collection of utility nodes from the VNCCS project is designed for building high-quality pose/control references without leaving your ComfyUI graph.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    comfyui, comfyui-nodes, 3d-posing, character-posing, ai-art, stable-diffusion, controlnet, pose-estimation, lighting, virtual-photography
  • mediumhomepage#3
    Populate the Homepage URL in the repository settings

    Why:

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

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_Utils
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Blender
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Blender · recommended 2×
  2. Clip Studio Paint · recommended 2×
  3. ControlNet · recommended 1×
  4. IPAdapter · recommended 1×
  5. ComfyUI-AnimateDiff-Evolved · recommended 1×
  • CATEGORY QUERY
    How can I generate character poses and control references directly within my ComfyUI workflows?
    you: not recommended
    AI recommended (in order):
    1. ControlNet
    2. IPAdapter
    3. ComfyUI-AnimateDiff-Evolved
    4. ComfyUI-Manager
    5. Blender
    6. Clip Studio Paint
    7. Magic Poser

    AI recommended 7 alternatives but never named AHEKOT/ComfyUI_VNCCS_Utils. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools offer interactive 3D posing and lighting for generating image prompts in AI workflows?
    you: not recommended
    AI recommended (in order):
    1. Cascadeur
    2. Blender
    3. Daz Studio
    4. Pose Mixer
    5. Clip Studio Paint
    6. MagicPoser

    AI recommended 6 alternatives but never named AHEKOT/ComfyUI_VNCCS_Utils. 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_Utils?
    pass
    AI named AHEKOT/ComfyUI_VNCCS_Utils 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_Utils in production, what risks or prerequisites should they evaluate first?
    pass
    AI named AHEKOT/ComfyUI_VNCCS_Utils 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_Utils solve, and who is the primary audience?
    pass
    AI did not name AHEKOT/ComfyUI_VNCCS_Utils — 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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AHEKOT/ComfyUI_VNCCS_Utils — 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