RRepoGEO

REPOGEO REPORT · LITE

LYL1015/JarvisArt

Default branch main · commit 32a7e584 · scanned 6/4/2026, 9:18:53 AM

GitHub: 822 stars · 35 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 LYL1015/JarvisArt, 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's opening to highlight 'intelligent photo retouching agent'

    Why:

    COPY-PASTE FIX
    JarvisArt is an intelligent photo retouching agent designed to liberate human artistic creativity by automating complex image enhancement and creative photo editing tasks using advanced Vision-Language Models (VLMs) and Large Language Models (LLMs).
  • mediumhomepage#2
    Add the project homepage to the repository's About section

    Why:

    COPY-PASTE FIX
    https://jarvisart.vercel.app/
  • lowlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License
    This project is licensed under the terms specified in the [LICENSE](LICENSE) file. Please refer to the file for detailed information on usage and distribution.

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 LYL1015/JarvisArt
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Midjourney
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 2×
  2. Stable Diffusion · recommended 2×
  3. Adobe Photoshop with Neural Filters · recommended 1×
  4. Luminar Neo · recommended 1×
  5. Topaz Photo AI · recommended 1×
  • CATEGORY QUERY
    How can I automate artistic photo retouching using an intelligent AI agent?
    you: not recommended
    AI recommended (in order):
    1. Adobe Photoshop with Neural Filters
    2. Luminar Neo
    3. Topaz Photo AI
    4. Gigapixel AI
    5. DeNoise AI
    6. Sharpen AI
    7. ON1 Photo RAW
    8. Midjourney
    9. Stable Diffusion
    10. DeepMotion
    11. RunwayML

    AI recommended 11 alternatives but never named LYL1015/JarvisArt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a vision-language model for automated image enhancement and creative photo editing.
    you: not recommended
    AI recommended (in order):
    1. Adobe Firefly
    2. Midjourney
    3. DALL-E 3
    4. ChatGPT Plus
    5. Stable Diffusion
    6. Automatic1111
    7. ComfyUI
    8. DreamStudio
    9. ControlNet
    10. Google's Imagen
    11. Vertex AI

    AI recommended 11 alternatives but never named LYL1015/JarvisArt. 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 LYL1015/JarvisArt?
    pass
    AI named LYL1015/JarvisArt explicitly

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

  • If a team adopts LYL1015/JarvisArt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named LYL1015/JarvisArt 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 LYL1015/JarvisArt solve, and who is the primary audience?
    pass
    AI named LYL1015/JarvisArt explicitly

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

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LYL1015/JarvisArt — 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