RRepoGEO

REPOGEO REPORT · LITE

cswry/SeeSR

Default branch main · commit b13b8ac3 · scanned 6/13/2026, 2:22:57 PM

GitHub: 639 stars · 48 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 cswry/SeeSR, 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
    Add a concise summary sentence to the README introduction

    Why:

    COPY-PASTE FIX
    This repository presents SeeSR, a generative AI model from CVPR 2024 for enhancing real-world low-resolution images with improved semantic detail.
  • mediumhomepage#2
    Add the arXiv link as the repository homepage

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://arxiv.org/abs/2311.16518
  • lowtopics#3
    Expand repository topics for better categorization

    Why:

    CURRENT
    seesr, stable-diffusion, super-resolution
    COPY-PASTE FIX
    seesr, stable-diffusion, super-resolution, generative-ai, image-enhancement, real-world-sr, cvpr2024

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 cswry/SeeSR
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stable Diffusion
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Stable Diffusion · recommended 2×
  2. SwinIR · recommended 2×
  3. Topaz Photo AI · recommended 1×
  4. Upscayl · recommended 1×
  5. Gigapixel AI · recommended 1×
  • CATEGORY QUERY
    How can I improve low-resolution images with better semantic detail preservation?
    you: not recommended
    AI recommended (in order):
    1. Topaz Photo AI
    2. Upscayl
    3. Gigapixel AI
    4. Adobe Photoshop
    5. Stable Diffusion
    6. Midjourney
    7. Waifu2x
    8. SwinIR

    AI recommended 8 alternatives but never named cswry/SeeSR. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a generative AI method for real-world image super-resolution tasks.
    you: not recommended
    AI recommended (in order):
    1. ESRGAN
    2. Real-ESRGAN
    3. SwinIR
    4. BSRGAN
    5. DAT
    6. SRGAN
    7. Stable Diffusion
    8. ControlNet

    AI recommended 8 alternatives but never named cswry/SeeSR. 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 cswry/SeeSR?
    pass
    AI named cswry/SeeSR explicitly

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

  • If a team adopts cswry/SeeSR in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cswry/SeeSR 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 cswry/SeeSR solve, and who is the primary audience?
    pass
    AI named cswry/SeeSR 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 cswry/SeeSR. 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/cswry/SeeSR.svg)](https://repogeo.com/en/r/cswry/SeeSR)
HTML
<a href="https://repogeo.com/en/r/cswry/SeeSR"><img src="https://repogeo.com/badge/cswry/SeeSR.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

cswry/SeeSR — 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