RRepoGEO

REPOGEO REPORT · LITE

Yuan1z0825/nature-skills

Default branch main · commit 7eee5258 · scanned 5/8/2026, 3:23:43 AM

GitHub: 2,828 stars · 209 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 Yuan1z0825/nature-skills, 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.

OVERALL DIRECTION
  • highreadme#1
    Reposition README's opening statement for clarity

    Why:

    CURRENT
    **Welcome! Let's co-create nature-skills.**<br><br>A growing collection of Claude skills for producing academic work at *Nature*-journal standard.
    COPY-PASTE FIX
    **nature-skills** provides a growing collection of Claude skills specifically designed for producing academic work at *Nature*-journal standard. This repository helps researchers achieve top-tier journal standards for scientific figures, manuscript prose, and data availability workflows.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/Yuan1z0825/nature-skills#readme

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 Yuan1z0825/nature-skills
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Grammarly Premium
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Grammarly Premium · recommended 1×
  2. QuillBot · recommended 1×
  3. Hemingway Editor · recommended 1×
  4. Trinka AI · recommended 1×
  5. Writefull · recommended 1×
  • CATEGORY QUERY
    How can I improve my scientific manuscript prose to meet top-tier journal standards?
    you: not recommended
    AI recommended (in order):
    1. Grammarly Premium
    2. QuillBot
    3. Hemingway Editor
    4. Trinka AI
    5. Writefull
    6. Microsoft Word's Editor
    7. DeepL Write

    AI recommended 7 alternatives but never named Yuan1z0825/nature-skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help create publication-ready scientific figures for high-impact academic journals?
    you: not recommended
    AI recommended (in order):
    1. Adobe Illustrator
    2. BioRender
    3. GraphPad Prism
    4. Inkscape
    5. R
    6. ggplot2
    7. Python
    8. Matplotlib
    9. Seaborn
    10. Affinity Designer

    AI recommended 10 alternatives but never named Yuan1z0825/nature-skills. 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 Yuan1z0825/nature-skills?
    pass
    AI named Yuan1z0825/nature-skills explicitly

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

  • If a team adopts Yuan1z0825/nature-skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Yuan1z0825/nature-skills 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 Yuan1z0825/nature-skills solve, and who is the primary audience?
    pass
    AI named Yuan1z0825/nature-skills explicitly

    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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