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#438 by GitHub stars

Haojae/scipilot-figure-skill

SciPilot Skills 家族成员，负责科研数据可视化——但定位不是"画图工具"， 而是"可视化顾问"。先做数据剖析（列类型/样本量/分布/异常值/分组结构/相关性）， 再结合用户的论证目标推荐图型，主动拦截科研画图的经典错误（小样本画均值柱掩盖 分布、双 Y 轴、饼图、Y 轴不当截断、rainbow 色图、把分类点连成折线等），最后 产出 Nature / Science / IEEE / Elsevier / PNAS / 中文核心期刊级别的成图。 覆盖纯数据图：折线、柱状、散点、箱线 / 小提琴、热力图、误差棒、分布图（直方 图 / KDE）、相关性矩阵 / 散点矩阵、多面板组合。

Research

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

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SKILL.md

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View on GitHubAdd to my skills

Verified commit 43098ddb9e6a6d142218540c114f9ed38922fc42

2.8kGitHub stars
51stars in 7 days
1skill in this repository
0commits in 30 days

Heat

5.9
  • Star growth, last 7 daysAhead of 90% of tracked repositories
  • Star growth, last 24 hoursAhead of 91% of tracked repositories
  • Rank movement, last 7 daysAhead of 44% of tracked repositories
  • Commits, last 30 daysAhead of 0% of tracked repositories
  • Accounts asking about it through MCP, last 7 daysNot available
  • Hot votes this weekAhead of 0% of tracked repositories

Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

Aug 2, 2026Nov 6, 20262,791

Individual skills in this repository

How it works

scipilot-figure-skill

When your agent uses it

SciPilot Skills 家族成员，负责科研数据可视化——但定位不是"画图工具"， 而是"可视化顾问"。先做数据剖析（列类型/样本量/分布/异常值/分组结构/相关性）， 再结合用户的论证目标推荐图型，主动拦截科研画图的经典错误（小样本画均值柱掩盖 分布、双 Y 轴、饼图、Y 轴不当截断、rainbow 色图、把分类点连成折线等），最后 产出 Nature / Science / IEEE / Elsevier / PNAS / 中文核心期刊级别的成图。 覆盖纯数据图：折线、柱状、散点、箱线 / 小提琴、热力图、误差棒、分布图（直方 图 / KDE）、相关性矩阵 / 散点矩阵、多面板组合。技术栈 matplotlib + seaborn + SciencePlots（静态）+ plotly（交互）。中英文双语，中文模式自动配置 Noto Sans CJK / Source Han Sans / SimHei 并修复负号方框，支持中文期刊"宋体正文 + Times New Roman 数字"混排。默认色盲安全配色 + 冗余编码 + 灰度预览。出图后做 "视觉自检闭环"：渲染 PNG 预览→程序自检缺字/文字裁切/刻度重叠→AI 读图复核遮盖 与子图对齐→回改重渲，直到通过。 当用户的任务涉及以下任何情况时主动触发：论文配图、科研画图、数据可视化、 不知道用什么图、怎么展示数据、用什么图好、期刊投稿图、figure、出版级图表、 matplotlib、seaborn、plotly、误差棒、显著性标注、色盲安全配色、矢量图导出、 中文论文图表、多面板。**即使用户只是给一批数据问"这个怎么画"或"用什么图 好"，也应使用本技能——本技能首要能力是"判断该用什么图"，其次才是绘制。** 不做示意图、流程图、架构图。

What it loads into context

Frontmatter

534 tokens

Always available to the agent

SKILL.md

5,361 tokens

When the skill is activated

Reference documents

29,540 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

  1. 概述
  2. 何时使用
  3. 核心工作流（8 步）
  4. 选图速查（详细决策在 chart_selection.md）
  5. 五条硬性原则
  6. 主动拦截（顾问职责）
  7. 中文支持
  8. 脚本说明
  9. 参考文档
  10. 常见任务示例
  11. 依赖

Scripts executed separately

  • scripts/check_figure.py
  • scripts/export_figure.py
  • scripts/layout_tools.py
  • scripts/profile_data.py
  • scripts/setup_style.py
  • scripts/visual_qa.py

Files

  • .gitignoreasset513 bytes
  • LICENSEasset1,063 bytes
  • README.mddoc14,453 bytes
  • SKILL.mdcore17,171 bytes
  • SKILL.mdcore17,171 bytes
  • SKILL.mdcore17,171 bytes
  • SKILL.mdcore17,171 bytes
  • references/chart_selection.mddoc11,584 bytes
  • references/data_profiling.mddoc8,566 bytes
  • references/journal_specs.mddoc7,428 bytes
  • references/plot_recipes.mddoc19,204 bytes
  • references/publication_checklist.mddoc5,993 bytes
  • references/visual_review.mddoc7,330 bytes
  • references/viz_pitfalls.mddoc15,851 bytes
  • requirements.txtdoc287 bytes
  • scripts/check_figure.pyruns9,709 bytes
  • scripts/export_figure.pyruns6,450 bytes
  • scripts/layout_tools.pyruns9,351 bytes
  • scripts/profile_data.pyruns17,764 bytes
  • scripts/setup_style.pyruns11,794 bytes
  • scripts/visual_qa.pyruns12,677 bytes
Read SKILL.md

# scipilot-figure-skill — 科研数据可视化顾问

> SciPilot Skills 家族成员 | 从数据剖析到出版级成图

## 概述

科研工作者最大的画图痛点往往不是"不会用 matplotlib"，而是"手上一堆数据，不知道该用什么图把结论讲清楚"。本技能的**首要能力是【思考与判断】**，其次才是【绘制】。

具体地——**永远先思考再画**：
1. 先理解数据再选图——拿到数据先做 EDA，用事实驱动图型选择
2. 先想清楚"这张图要论证什么"——同样数据，不同论点 = 不同图
3. 主动拦截科研画图的经典错误，而不是顺从
4. 维度太多就建议拆图，不硬塞
View the complete source on GitHub

Skills included

  • scipilot-figure-skill

Repository facts

License
MIT
Created
May 18, 2026
Last pushed
Jun 15, 2026
Forks
100
Open issues
2
Project activity
Slowing

Rank over the last 12 weeks

Now #438 · best #371 · down 55 in 30 days

  1. #430 on Oct 30
  2. #432 from Oct 31 to Nov 2
  3. #433 on Nov 3
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  6. #438 since Nov 6
79 earlier periods
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Before you install

Network or broad shell

Automated signals, not a guarantee

Checked Nov 2, 2026

Changed on Oct 27, 2026

No longer found: Dangerous shell operation

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

Show 3 notes
  • SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
Show all 44 signals by file

.gitignore

  • Access to secretsline 28
    [Credential-related source omitted]

README.md

  • Network accessline 6
    [![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE)
  • Network accessline 7
    [![Python: 3.9+](https://img.shields.io/badge/Python-3.9%2B-3776AB.svg)](#dependencies--依赖)
  • Network accessline 8
    [![Status: v2.1.0](https://img.shields.io/badge/Status-v2.1.0-success.svg)](#)
  • Network accessline 9
    [![Advisor Mode](https://img.shields.io/badge/Mode-Advisor%2BPlotter-c41e3a.svg)](#为什么这不只是个画图工具)
  • Network accessline 10
    [![Stack](https://img.shields.io/badge/Stack-matplotlib%20%7C%20seaborn%20%7C%20plotly-orange.svg)](#)
  • Network accessline 11
    [![Claude Code Skill](https://img.shields.io/badge/Claude%20Code-Skill-orange.svg)](https://claude.com/claude-code)
  • Network accessline 13
    A [Claude Code](https://claude.com/claude-code) / [Codex](https://github.com/openai/codex) / Cursor Skill that does **two things in order**: (1) profiles your data and recommends the right chart for the argument you want to make, (2) render
  • Network accessline 102
    请帮我安装这个 Skill：https://github.com/Haojae/scipilot-figure-skill.git
  • Network accessline 108
    git clone https://github.com/Haojae/scipilot-figure-skill.git \
  • Network accessline 185
    | Skill | 状态 | 功能 | |---|---|---| | scipilot-cite-skill | [v1.0.0](https://github.com/Haojae/scipilot-cite-skill) | 文献检索与引用插入 |
  • Network accessline 186
    |---|---|---| | scipilot-cite-skill | [v1.0.0](https://github.com/Haojae/scipilot-cite-skill) | 文献检索与引用插入 | | **scipilot-figure-skill** | **v2.1.0 (本仓库)** | **可视化顾问 + 绘制 + 视觉自检闭环** |
  • Network accessline 187
    | scipilot-cite-skill | [v1.0.0](https://github.com/Haojae/scipilot-cite-skill) | 文献检索与引用插入 |
  • Network accessline 188
    | **scipilot-figure-skill** | **v2.1.0 (本仓库)** | **可视化顾问 + 绘制 + 视觉自检闭环** | | scipilot-writing-skill | [v1.0.0](https://github.com/Haojae/scipilot-writing-skill) | 学术写作与润色 | | scipilot-review-skill | 规划中 | AI 模拟审稿 |
  • Network accessline 189
    | scipilot-writing-skill | [v1.0.0](https://github.com/Haojae/scipilot-writing-skill) | 学术写作与润色 |
  • Network accessline 279
    Please install this Skill for me: https://github.com/Haojae/scipilot-figure-skill.git
  • Network accessline 285
    git clone https://github.com/Haojae/scipilot-figure-skill.git \
  • Network accessline 328
    | Skill | Status | Purpose | |---|---|---| | scipilot-cite-skill | [v1.0.0](https://github.com/Haojae/scipilot-cite-skill) | Reference discovery & insertion |
  • Network accessline 329
    |---|---|---| | scipilot-cite-skill | [v1.0.0](https://github.com/Haojae/scipilot-cite-skill) | Reference discovery & insertion | | **scipilot-figure-skill** | **v2.1.0 (this repo)** | **Advisor + renderer + visual self-check loop** |
  • Network accessline 330
    | scipilot-cite-skill | [v1.0.0](https://github.com/Haojae/scipilot-cite-skill) | Reference discovery & insertion |
  • Network accessline 331
    | **scipilot-figure-skill** | **v2.1.0 (this repo)** | **Advisor + renderer + visual self-check loop** | | scipilot-writing-skill | [v1.0.0](https://github.com/Haojae/scipilot-writing-skill) | Writing & polishing | | scipilot-review-skill |
  • Network accessline 332
    | scipilot-writing-skill | [v1.0.0](https://github.com/Haojae/scipilot-writing-skill) | Writing & polishing |

references/journal_specs.md

  • Network accessline 37
    参考：[Nature Figure Guide](https://www.nature.com/nature/for-authors/formatting-guide)
  • Network accessline 75
    参考：[IEEE Author Tools](https://journals.ieeeauthorcenter.ieee.org/create-your-ieee-journal-article/create-graphics-for-your-article/)
  • Network accessline 95
    参考：[Elsevier Artwork Guidelines](https://www.elsevier.com/authors/policies-and-guidelines/artwork-and-media-instructions)
  • Dangerous shell operationline 168
    sudo apt install fonts-noto-cjk fonts-noto-cjk-extra
  • Dangerous shell operationline 171
    sudo dnf install google-noto-sans-cjk-fonts google-noto-serif-cjk-fonts
  • Network accessline 183
    # 或手动从 Google Fonts / Adobe 下载 # https://fonts.google.com/noto/specimen/Noto+Sans+SC
  • Network accessline 184
    # https://fonts.google.com/noto/specimen/Noto+Sans+SC
  • Network accessline 191
    1. 去 https://github.com/notofonts/noto-cjk/releases 下载 `Noto_Sans_CJK_SC.zip`
  • Network accessline 213
    - **Nature**：[NPP](https://npp.nature.com/) 投稿系统会自动检 DPI / 尺寸 / 字号
  • Network accessline 214
    - **IEEE**：[IEEE PDF Express](https://ieee-pdf-express.org/) 检查 PDF 嵌入字体

scripts/check_figure.py

  • Executable scriptline 1
    Executable file

scripts/export_figure.py

  • Executable scriptline 1
    Executable file

scripts/layout_tools.py

  • Executable scriptline 1
    Executable file

scripts/profile_data.py

  • Executable scriptline 1
    Executable file

scripts/setup_style.py

  • Executable scriptline 1
    Executable file
  • Dangerous shell operationline 160
    Linux:    sudo apt install fonts-noto-cjk    # Debian/Ubuntu
  • Dangerous shell operationline 161
    sudo dnf install google-noto-sans-cjk-fonts  # Fedora/RHEL
  • Network accessline 161
    sudo dnf install google-noto-sans-cjk-fonts  # Fedora/RHEL   macOS:    brew install --cask font-noto-sans-cjk-sc             或下载: https://github.com/notofonts/noto-cjk/releases
  • Network accessline 162
    macOS:    brew install --cask font-noto-sans-cjk-sc             或下载: https://github.com/notofonts/noto-cjk/releases   Windows:  下载 https://github.com/notofonts/noto-cjk/releases
  • Network accessline 163
    或下载: https://github.com/notofonts/noto-cjk/releases
  • Network accessline 164
    Windows:  下载 https://github.com/notofonts/noto-cjk/releases

scripts/visual_qa.py

  • Executable scriptline 1
    Executable file

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Some files could not be read; the facts below still hold.

Signal confidence: 43 facts

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeCompatibleStandard SKILL.md SKILL.md.claude/skills/<skill-name>/
CodexCompatibleStandard SKILL.md SKILL.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md SKILL.md.opencode/skills/<skill-name>/
  • Native The repository ships a manifest, folder or frontmatter field for this agent.
  • Compatible A standard SKILL.md that this agent can read.
  • Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.

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