RRepoGEO

REPOGEO REPORT · LITE

toyxyz/ComfyUI_toyxyz_test_nodes

Default branch main · commit 357b251d · scanned 6/12/2026, 3:08:17 AM

GitHub: 621 stars · 43 forks

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 toyxyz/ComfyUI_toyxyz_test_nodes, 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 to highlight utility features

    Why:

    CURRENT
    # ComfyUI_toyxyz_test_nodes

This is a custom node that collects the tools I use frequently.
    COPY-PASTE FIX
    # ComfyUI_toyxyz_test_nodes: A Collection of Essential Utility Nodes for ComfyUI

This custom node collection provides a suite of frequently used tools to enhance ComfyUI workflows, including advanced masking, region control, pose interpolation, and various image processing utilities.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    comfyui, custom-nodes, image-generation, ai-art, stable-diffusion, masking, pose-estimation, video-export, utility-nodes
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/toyxyz/ComfyUI_toyxyz_test_nodes

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 toyxyz/ComfyUI_toyxyz_test_nodes
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ComfyUI-Impact-Pack
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ComfyUI-Impact-Pack · recommended 1×
  2. WAS Node Suite · recommended 1×
  3. Efficiency Nodes for ComfyUI · recommended 1×
  4. ComfyUI-Image-Utilities · recommended 1×
  5. ComfyUI-Custom-Scripts · recommended 1×
  • CATEGORY QUERY
    Looking for a collection of essential utility nodes to enhance creative image generation workflows.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI-Impact-Pack
    2. WAS Node Suite
    3. Efficiency Nodes for ComfyUI
    4. ComfyUI-Image-Utilities
    5. ComfyUI-Custom-Scripts

    AI recommended 5 alternatives but never named toyxyz/ComfyUI_toyxyz_test_nodes. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to add advanced masking, region control, and pose interpolation capabilities to an image synthesis environment?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111 Stable Diffusion WebUI (AUTOMATIC1111/stable-diffusion-webui)
    2. ComfyUI (comfyanonymous/ComfyUI)
    3. ControlNet (lllyasviel/ControlNet)
    4. Diffusers (huggingface/diffusers)
    5. OpenPose (CMU-Perceptual-Computing-Lab/openpose)
    6. Segment Anything Model (SAM) (facebookresearch/segment-anything)
    7. Grounding DINO (IDEA-Research/GroundingDINO)

    AI recommended 7 alternatives but never named toyxyz/ComfyUI_toyxyz_test_nodes. 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 toyxyz/ComfyUI_toyxyz_test_nodes?
    pass
    AI did not name toyxyz/ComfyUI_toyxyz_test_nodes — 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 toyxyz/ComfyUI_toyxyz_test_nodes in production, what risks or prerequisites should they evaluate first?
    pass
    AI named toyxyz/ComfyUI_toyxyz_test_nodes 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 toyxyz/ComfyUI_toyxyz_test_nodes solve, and who is the primary audience?
    pass
    AI did not name toyxyz/ComfyUI_toyxyz_test_nodes — 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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toyxyz/ComfyUI_toyxyz_test_nodes — 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