RRepoGEO

REPOGEO REPORT · LITE

IceClear/StableSR

Default branch main · commit 398ee938 · scanned 5/14/2026, 8:02:19 AM

GitHub: 2,651 stars · 169 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 IceClear/StableSR, 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 README opening to clarify project type and audience

    Why:

    CURRENT
    The current README starts with the paper title "Exploiting Diffusion Prior for Real-World Image Super-Resolution".
    COPY-PASTE FIX
    Add an introductory sentence before the paper title, such as: "StableSR is an open-source research project providing a simple yet strong baseline for real-world image super-resolution, leveraging diffusion models to generate high-resolution images from low-resolution inputs. It is primarily aimed at AI researchers and developers."
  • mediumtopics#2
    Expand repository topics for better categorization

    Why:

    CURRENT
    stable-diffusion, stablesr, super-resolution
    COPY-PASTE FIX
    stable-diffusion, stablesr, super-resolution, image-upscaling, ai-upscaling, deep-learning, computer-vision
  • mediumlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, for example: "## License
This project is released under the license(s) specified in the `LICENSE` file. Please refer to the `LICENSE` file for full details."

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 IceClear/StableSR
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Topaz Photo AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Topaz Photo AI · recommended 2×
  2. upscayl/upscayl · recommended 2×
  3. Magnific AI · recommended 2×
  4. Gigapixel AI · recommended 1×
  5. xinntao/Real-ESRGAN · recommended 1×
  • CATEGORY QUERY
    How can I enhance low-resolution real-world images using advanced AI upscaling techniques?
    you: not recommended
    AI recommended (in order):
    1. Topaz Photo AI
    2. Upscayl (upscayl/upscayl)
    3. Magnific AI
    4. Gigapixel AI
    5. Real-ESRGAN (xinntao/Real-ESRGAN)
    6. Adobe Photoshop

    AI recommended 6 alternatives but never named IceClear/StableSR. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools leverage diffusion models to significantly improve the quality of existing images?
    you: not recommended
    AI recommended (in order):
    1. Topaz Photo AI
    2. Upscayl (upscayl/upscayl)
    3. Magnific AI
    4. Stable Diffusion (Stability-AI/StableDiffusion)
    5. ControlNet (lllyasviel/ControlNet)
    6. Fooocus (lllyasviel/Fooocus)
    7. Krea AI

    AI recommended 7 alternatives but never named IceClear/StableSR. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 IceClear/StableSR?
    pass
    AI named IceClear/StableSR explicitly

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

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

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

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IceClear/StableSR — 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