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Generate scientifically accurate visual output from descriptions of scientific concepts or models. Use for sketches, figures, schematics, diagrams, publication graphics, Excalidraw drafts, Matplotlib figures, or TikZ output.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
| name | scientific-artist |
| description | Generate scientifically accurate visual output from descriptions of scientific concepts or models. Use for sketches, figures, schematics, diagrams, publication graphics, Excalidraw drafts, Matplotlib figures, or TikZ output. |
Generate scientifically accurate visual output from a description of a scientific concept or model.
| User signal | Stage | Tool |
|---|---|---|
| "sketch", "draft", "quick diagram", "for a talk" | Drafting | Excalidraw MCP |
| "figure", "prototype", "next to my code", "iterate" | Prototyping | Matplotlib |
| "paper", "journal", "publication", "submit" | Publishing | Matplotlib Advanced or TikZ — ask if unclear |
| Ambiguous | — | Ask the user |
These are non-negotiable across all stages:
Use the Excalidraw MCP tools (create_view, save_checkpoint). Call read_me before first use.
references/excalidraw-patterns.md for MCP usage and layout conventions.matplotlib.rcParams['text.usetex'] = True and font.family = 'serif'.ax argument (project convention).figures/ or outputs/.references/matplotlib-patterns.md for style patterns and helpers.panel_bg helper for consistent panel styling.references/matplotlib-advanced-patterns.md for multi-panel and simulation patterns.\tikzset styles for cells, boxes, arrows.pdflatex for vector PDF.references/tikz-patterns.md for style definitions and patterns.Working examples in examples/:
| File | What it demonstrates |
|---|---|
schematic-matplotlib.py | Single-panel schematic with LaTeX math, named parameters, color palette |
schematic-advanced-matplotlib.py | 6-panel simulation-coupled figure: K0 field, 2D heatmap, sine torque, heading update, Monte Carlo, phase diagram, comparison table |
chemoattraction-model-plan.md | Example "plan" input — the physics document that drove the advanced figure |
schematic-tikz.tex | Publication-ready TikZ schematic with reusable styles |
Performs pandas DataFrame operations for data analysis, manipulation, and transformation. Use when working with pandas DataFrames, data cleaning, aggregation, merging, or time series analysis. Invoke for data manipulation tasks such as joining DataFrames on multiple keys, pivoting tables, resampling time series, handling NaN values with interpolation or forward-fill, groupby aggregations, type conversion, or performance optimization of large datasets.
Remove AI writing patterns from prose. Use this skill when writing, drafting, editing, reviewing, or revising any text to eliminate predictable AI tells, slop, and formulaic patterns. Trigger this skill whenever the user asks to "deslop", "de-AI", "make it sound human," "remove AI patterns," "remove AI tropes," "clean up AI writing," fix "slop," "deslop" text, or review prose for authenticity. Also use when the user asks you to write or draft anything and wants it to sound natural rather than AI-generated. Common use cases include scientific writing (manuscripts, abstracts, cover letters, grant narratives, discussion sections, peer review responses), blog posts, newsletters, memos, reports, and any other substantial prose.
Generate, update, and modify publication figures for the multicellular compaction project. Handles jupytext .py/.ipynb pairing, minimalist science style, LaTeX sizing, SVG output, and compaction_analysis/compaction_plotting imports. Use when: editing figure scripts, adding panels, fixing axes/colors/legends, styling error bars, saving figures, or creating new figure scripts.
Scientific writing assistant for biophysics and soft matter manuscripts. Writes, edits, and revises LaTeX research papers for physics journals (PRL, PRE, Biophysical Journal, Soft Matter). Uses IMRAD structure with combined Results and Discussion. Handles figure captions, LaTeX equations (revtex4-2), numbered APS citations, and terminology consistency. Use when: writing or editing paper sections, drafting figure captions, formatting equations, checking terminology, revising prose, responding to reviewer comments, or any task involving the manuscript.
Guide for creating effective Codex skills. Use when users want to create a new skill or update an existing skill with specialized knowledge, workflows, references, scripts, or tool integrations.