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Use when a student asks to audit, review, benchmark, harden, or improve a Streamlit coursework app or deployed app against current Streamlit best practices and course standards.
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
Use when a student asks to audit, review, benchmark, harden, or improve a Streamlit coursework app or deployed app; covers Streamlit best practices, app UX, state/query params, caching, testing, deployment readiness, and reusable context updates.
Use when a student asks to create, improve, test, or deploy a Streamlit coursework app from data or analysis.
Use when a student says build context, generate paper-context.md, or summarize a Word/.docx draft report into guidance/paper-context.md; legacy LaTeX, Markdown, and PDF sources are supported when explicitly supplied.
Use when a student asks to build, revise, or structure a PowerPoint-first presentation deck; legacy LaTeX/Beamer is supported only when explicitly requested.
Use when a student asks to create, improve, validate, or export charts, figures, plots, time-series graphs, bar charts, scatter plots, heatmaps, or Word/A4-ready report figures.
Use when a student explicitly asks to compile a legacy LaTeX paper, build a .tex report PDF, or run pdflatex and bibtex.
| name | audit-app |
| description | Use when a student asks to audit, review, benchmark, harden, or improve a Streamlit coursework app or deployed app against current Streamlit best practices and course standards. |
| argument-hint | [--target projects/name] [--entrypoint app/streamlit_app.py] |
Read docs/ai/workflows/audit-app.md and
docs/apps/streamlit/audit-checklist.md. Follow them as the canonical
workflow.
Use this skill before broad Streamlit app refactors. Findings should lead, ordered by severity, with exact file or UI surfaces and concrete fixes.
If the workflow doc conflicts with older tool-specific instructions, the shared workflow doc wins.
