RRepoGEO

REPOGEO REPORT · LITE

LongHZ140516/PaperGallery

Default branch main · commit abd7a3f6 · scanned 5/12/2026, 4:42:25 AM

GitHub: 1,001 stars · 28 forks

AI VISIBILITY SCORE
28 /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
2 / 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 LongHZ140516/PaperGallery, 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 sentence to clarify purpose

    Why:

    CURRENT
    # 🖼️ PaperGallery

... 

*"A curated gallery and toolkit designed to provide inspiration for scientific illustrations, project sites, and visual storytelling in research."*
    COPY-PASTE FIX
    # 🖼️ PaperGallery: A Curated Gallery for Scientific Illustrations & Research Visual Storytelling

PaperGallery is a curated gallery and toolkit designed to provide inspiration for scientific illustrations, project sites, and visual storytelling in research.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    scientific-illustration, research-visualization, visual-storytelling, academic-project-website, design-inspiration, gallery, toolkit
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the root of the repository with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0).

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 LongHZ140516/PaperGallery
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Nature Portfolio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Nature Portfolio · recommended 1×
  2. Science Magazine · recommended 1×
  3. Wellcome Collection · recommended 1×
  4. Pinterest · recommended 1×
  5. Behance · recommended 1×
  • CATEGORY QUERY
    Where can I find inspiration for designing compelling scientific illustrations for my research papers?
    you: not recommended
    AI recommended (in order):
    1. Nature Portfolio
    2. Science Magazine
    3. Wellcome Collection
    4. Pinterest
    5. Behance
    6. Google Images
    7. Google Scholar Image Search
    8. Scientific American

    AI recommended 8 alternatives but never named LongHZ140516/PaperGallery. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What resources help researchers design effective project websites and visual narratives for their work?
    you: not recommended
    AI recommended (in order):
    1. WordPress.com
    2. Divi
    3. Elementor
    4. Squarespace
    5. Adobe Express
    6. Tableau Public
    7. StoryMaps
    8. Canva
    9. GitHub Pages
    10. Jekyll
    11. Hugo

    AI recommended 11 alternatives but never named LongHZ140516/PaperGallery. 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 LongHZ140516/PaperGallery?
    pass
    AI named LongHZ140516/PaperGallery explicitly

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

  • If a team adopts LongHZ140516/PaperGallery in production, what risks or prerequisites should they evaluate first?
    pass
    AI named LongHZ140516/PaperGallery 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 LongHZ140516/PaperGallery solve, and who is the primary audience?
    pass
    AI did not name LongHZ140516/PaperGallery — 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?

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  • Brand-free category queries5 vs 2 in Lite
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