RRepoGEO

REPOGEO REPORT · LITE

wildminder/ComfyUI-DyPE

Default branch main · commit 3fd91495 · scanned 6/2/2026, 5:06:53 AM

GitHub: 555 stars · 47 forks

AI VISIBILITY SCORE
35 /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
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 wildminder/ComfyUI-DyPE, 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
    Clarify README's opening to differentiate from dynamic prompting

    Why:

    CURRENT
    A ComfyUI custom node that implements **DyPE (Dynamic Position Extrapolation)**, enabling Diffusion Transformers (like **FLUX**, **Qwen Image**, and **Z-Image**) to generate ultra-high-resolution images (4K and beyond) with exceptional coherence and detail.
    COPY-PASTE FIX
    A ComfyUI custom node that implements **DyPE (Dynamic Position Extrapolation)**, a training-free method enabling Diffusion Transformers (like **FLUX**, **Qwen Image**, and **Z-Image**) to generate ultra-high-resolution images (4K and beyond) with exceptional coherence and detail. *Unlike dynamic prompting tools, DyPE focuses on artifact-free image generation at scale.*
  • hightopics#2
    Add specific topics to improve category visibility

    Why:

    CURRENT
    comfyui, comfyui-nodes, flux, high-resolution, nunchaku, qwen, t2i, text2image
    COPY-PASTE FIX
    comfyui, comfyui-nodes, flux, high-resolution, nunchaku, qwen, t2i, text2image, diffusion-transformers, artifact-free, ultra-high-resolution
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/wildminder/ComfyUI-DyPE

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 wildminder/ComfyUI-DyPE
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stable Diffusion XL
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Stable Diffusion XL · recommended 1×
  2. ControlNet · recommended 1×
  3. Automatic1111's Stable Diffusion WebUI · recommended 1×
  4. ComfyUI · recommended 1×
  5. InvokeAI · recommended 1×
  • CATEGORY QUERY
    How to generate ultra-high-resolution images with diffusion models without artifacts?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion XL
    2. ControlNet
    3. Automatic1111's Stable Diffusion WebUI
    4. ComfyUI
    5. InvokeAI
    6. Krita
    7. Photoshop
    8. ESRGAN
    9. Real-ESRGAN
    10. SwinIR
    11. Upscayl
    12. Topaz Gigapixel AI

    AI recommended 12 alternatives but never named wildminder/ComfyUI-DyPE. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a ComfyUI solution for 4K+ image generation using diffusion transformers.
    you: not recommended
    AI recommended (in order):
    1. SDXL (Stable Diffusion XL)
    2. Stable Diffusion 3 (SD3)
    3. Kandinsky 3.0
    4. DeepFloyd IF
    5. Latent Consistency Models (LCMs)

    AI recommended 5 alternatives but never named wildminder/ComfyUI-DyPE. 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 wildminder/ComfyUI-DyPE?
    pass
    AI named wildminder/ComfyUI-DyPE explicitly

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

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

    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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wildminder/ComfyUI-DyPE — 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