REPOGEO REPORT · LITE
n00mkrad/cupscale
Default branch master · commit 35d418c5 · scanned 5/28/2026, 6:02:20 PM
GitHub: 2,337 stars · 143 forks
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 n00mkrad/cupscale, 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
2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Strengthen the README's opening sentence to emphasize user-friendly desktop GUI
Why:
CURRENTImage Upscaling GUI based on ESRGAN
COPY-PASTE FIXCupscale is a user-friendly desktop GUI for advanced AI image upscaling, based on ESRGAN.
- mediumhomepage#2Add a homepage URL to the repository
Why:
COPY-PASTE FIXhttps://github.com/n00mkrad/cupscale
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.
- upscayl/upscayl · recommended 2×
- Topaz Photo AI · recommended 1×
- Gigapixel AI · recommended 1×
- ON1 Resize AI · recommended 1×
- Adobe Photoshop · recommended 1×
- CATEGORY QUERYWhat's a good desktop application for AI-powered image resolution enhancement?you: not recommendedAI recommended (in order):
- Topaz Photo AI
- Gigapixel AI
- Upscayl (upscayl/upscayl)
- ON1 Resize AI
- Adobe Photoshop
- Waifu2x-caffe (lltcggie/waifu2x-caffe)
AI recommended 6 alternatives but never named n00mkrad/cupscale. This is the gap to close.
Show full AI answer
- CATEGORY QUERYHow can I batch upscale images using different AI models on my GPU?you: not recommendedAI recommended (in order):
- Upscayl (upscayl/upscayl)
- chaiNNer (chaiNNer-org/chaiNNer)
- Stable Diffusion Web UI (AUTOMATIC1111) (AUTOMATIC1111/stable-diffusion-webui)
AI recommended 3 alternatives but never named n00mkrad/cupscale. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
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 n00mkrad/cupscale?passAI named n00mkrad/cupscale explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts n00mkrad/cupscale in production, what risks or prerequisites should they evaluate first?passAI named n00mkrad/cupscale 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 n00mkrad/cupscale solve, and who is the primary audience?passAI named n00mkrad/cupscale explicitly
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 n00mkrad/cupscale. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
Live preview[](https://repogeo.com/en/r/n00mkrad/cupscale)<a href="https://repogeo.com/en/r/n00mkrad/cupscale"><img src="https://repogeo.com/badge/n00mkrad/cupscale.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
n00mkrad/cupscale — 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