RRepoGEO

REPOGEO REPORT · LITE

ssitu/ComfyUI_UltimateSDUpscale

Default branch main · commit bebd5696 · scanned 5/26/2026, 9:03:27 PM

GitHub: 1,514 stars · 110 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 ssitu/ComfyUI_UltimateSDUpscale, 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 highlight tiled upscaling and VRAM benefits

    Why:

    CURRENT
    # ComfyUI_UltimateSDUpscale

ComfyUI nodes for performing the image-to-image diffusion process on large images in tiles. This approach improves the details that is commonly found on upscaled images while reducing hardware requirements and maintaining an image size that the diffusion model is trained on.
    COPY-PASTE FIX
    # ComfyUI_UltimateSDUpscale: Tiled Upscaling for Large Images in ComfyUI

ComfyUI nodes for the Ultimate Stable Diffusion Upscale script, enabling high-detail image-to-image diffusion on large images by processing them in intelligent tiles. This approach significantly reduces VRAM requirements and improves detail compared to traditional upscaling, making it the ideal solution for ComfyUI users facing memory constraints or seeking superior quality in large Stable Diffusion outputs.
  • mediumtopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    comfyui, stable-diffusion
    COPY-PASTE FIX
    comfyui, stable-diffusion, upscaling, tiled-upscaling, image-enhancement, vram-optimization
  • lowhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/ssitu/ComfyUI_UltimateSDUpscale

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 ssitu/ComfyUI_UltimateSDUpscale
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
upscayl/upscayl
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. upscayl/upscayl · recommended 1×
  2. xinntao/Real-ESRGAN · recommended 1×
  3. JingyunLiang/SwinIR · recommended 1×
  4. Topaz Labs Gigapixel AI · recommended 1×
  5. nagadomi/waifu2x · recommended 1×
  • CATEGORY QUERY
    How to upscale large AI-generated images without memory issues?
    you: not recommended
    AI recommended (in order):
    1. Upscayl (upscayl/upscayl)
    2. Real-ESRGAN (xinntao/Real-ESRGAN)
    3. SwinIR (JingyunLiang/SwinIR)
    4. Topaz Labs Gigapixel AI
    5. Waifu2x (nagadomi/waifu2x)
    6. Google Cloud AI Platform
    7. AWS SageMaker

    AI recommended 7 alternatives but never named ssitu/ComfyUI_UltimateSDUpscale. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are effective methods for improving detail in tiled image upscaling workflows?
    you: not recommended
    AI recommended (in order):
    1. ESRGAN
    2. Real-ESRGAN
    3. SwinIR
    4. Waifu2x
    5. Topaz Gigapixel AI
    6. ControlNet
    7. SDXL
    8. Upscale Diffusion
    9. Automatic1111's Stable Diffusion web UI
    10. Lanczos
    11. Bicubic Interpolation
    12. Adobe Photoshop
    13. GIMP
    14. OpenCV
    15. Pillow
    16. Unsharp Mask
    17. Smart Sharpen
    18. Affinity Photo
    19. Neat Image
    20. Topaz DeNoise AI

    AI recommended 20 alternatives but never named ssitu/ComfyUI_UltimateSDUpscale. 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 ssitu/ComfyUI_UltimateSDUpscale?
    pass
    AI did not name ssitu/ComfyUI_UltimateSDUpscale — 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 ssitu/ComfyUI_UltimateSDUpscale in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ssitu/ComfyUI_UltimateSDUpscale 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 ssitu/ComfyUI_UltimateSDUpscale solve, and who is the primary audience?
    pass
    AI did not name ssitu/ComfyUI_UltimateSDUpscale — 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

Drop this badge into the README of ssitu/ComfyUI_UltimateSDUpscale. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/ssitu/ComfyUI_UltimateSDUpscale.svg)](https://repogeo.com/en/r/ssitu/ComfyUI_UltimateSDUpscale)
HTML
<a href="https://repogeo.com/en/r/ssitu/ComfyUI_UltimateSDUpscale"><img src="https://repogeo.com/badge/ssitu/ComfyUI_UltimateSDUpscale.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

ssitu/ComfyUI_UltimateSDUpscale — 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
ssitu/ComfyUI_UltimateSDUpscale — RepoGEO report