REPOGEO REPORT · LITE
Yuan1z0825/nature-skills
Default branch main · commit ad4ee39f · scanned 6/17/2026, 10:52:38 PM
GitHub: 20,827 stars · 1,225 forks
Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Reposition README H1 and opening paragraph to clarify academic purpose
Why:
CURRENT# nature-skills 大家好，我是 nature skills 的创立者袁一哲。感谢大家持续关注 `nature-skills`。我们在抖音更新了很多视频教程，大家可以根据名称检索查看，希望真心能够帮助到大家。
COPY-PASTE FIX# nature-skills: 助力Nature等顶刊学术表达与科研绘图的Codex技能包 大家好，我是 nature skills 的创立者袁一哲。`nature-skills` 是一组围绕 `SKILL.md` 组织的可复用技能包，旨在帮助科研人员提升符合Nature等顶尖学术期刊标准的学术表达和科研绘图能力。我们在抖音更新了很多视频教程，大家可以根据名称检索查看，希望真心能够帮助到大家。
- mediumtopics#2Refine repository topics for better domain specificity
Why:
CURRENTcodex-skills, nature, nature-skills
COPY-PASTE FIXcodex-skills, scientific-writing, academic-publishing, scientific-drawing, research-productivity
- lowhomepage#3Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX[Insert relevant Douyin channel URL or project page URL here]
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.
- The Elements of Style · recommended 1×
- Scientific Writing and Communication: Papers, Proposals, and Presentations · recommended 1×
- Writing Science: How to Write Papers That Get Cited and Proposals That Get Funded · recommended 1×
- The Sense of Style: The Thinking Person's Guide to Writing in the 21st Century · recommended 1×
- Successful Scientific Writing: A Step-by-Step Guide for the Sciences and Behavioral Sciences · recommended 1×
- CATEGORY QUERYSeeking resources for scientific academic writing skills aligned with top-tier journal standards.you: not recommendedAI recommended (in order):
- The Elements of Style
- Scientific Writing and Communication: Papers, Proposals, and Presentations
- Writing Science: How to Write Papers That Get Cited and Proposals That Get Funded
- The Sense of Style: The Thinking Person's Guide to Writing in the 21st Century
- Successful Scientific Writing: A Step-by-Step Guide for the Sciences and Behavioral Sciences
- Nature Masterclasses
- How to Write a Lot: A Practical Guide to Productive Academic Writing
AI recommended 7 alternatives but never named Yuan1z0825/nature-skills. This is the gap to close.
Show full AI answer
- CATEGORY QUERYHow to create publication-quality scientific plots and figures for high-impact research papers?you: not recommendedAI recommended (in order):
- Matplotlib (matplotlib/matplotlib)
- Seaborn (mwaskom/seaborn)
- Plotly (plotly/plotly.py)
- ggplot2 (tidyverse/ggplot2)
- OriginPro
- MATLAB
- Inkscape (inkscape/inkscape)
- Adobe Illustrator
- Gnuplot
AI recommended 9 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 completenesswarn
Suggestion:
- README presencepass
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?passAI did not name Yuan1z0825/nature-skills — 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?
- If a team adopts Yuan1z0825/nature-skills in production, what risks or prerequisites should they evaluate first?passAI 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?passAI named Yuan1z0825/nature-skills 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 Yuan1z0825/nature-skills. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
Live preview[](https://repogeo.com/en/r/Yuan1z0825/nature-skills)<a href="https://repogeo.com/en/r/Yuan1z0825/nature-skills"><img src="https://repogeo.com/badge/Yuan1z0825/nature-skills.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
Yuan1z0825/nature-skills — 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