scientific-slides

scientific-slides is a skill for Claude Code, Codex from woodfishhhh/EZ_math_model. It costs 37 tokens per session (413 once invoked), scanned A, original, MIT.

A slide-making workflow for turning a finished research paper into defense or academic presentation slides, including Beamer slides (slides made with LaTeX) or PowerPoint.

In plain words
What is it for?
Use it after the paper is packaged to create conference, seminar, or thesis-defense slides from the paper and its figures.
Why use it?
It gives a paper’s main points a presentation structure without changing the paper or redrawing its existing figures.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it after the paper is packaged to create conference, seminar, or thesis-defense slides from the paper and its figures.

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Install with agentmods
npx agentmods add skills/woodfishhhh/ez_math_model/scientific-slides
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add woodfishhhh/EZ_math_model --skill scientific-slides
Clone the repo
git clone --depth 1 https://github.com/woodfishhhh/EZ_math_model

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for scientific-slides

README.md
[![agentmods](https://agentmods.dev/badge/skills/woodfishhhh/ez_math_model/scientific-slides/github.svg)](https://agentmods.dev/skills/woodfishhhh/ez_math_model/scientific-slides)
Your own site
<a href="https://agentmods.dev/skills/woodfishhhh/ez_math_model/scientific-slides"><img src="https://agentmods.dev/badge/skills/woodfishhhh/ez_math_model/scientific-slides/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for scientific-slides

Your own site · 80×15
<a href="https://agentmods.dev/skills/woodfishhhh/ez_math_model/scientific-slides"><img src="https://agentmods.dev/badge/skills/woodfishhhh/ez_math_model/scientific-slides.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 37 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 413 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00037 $0.00413
Opus 5 $0.00018 $0.00206
Sonnet 5 $0.00007 $0.00083
Haiku 4.5 $0.00004 $0.00041

Measured 10d ago against content hash fe475b6fda7b, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

scientific-slides scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/ez-math-model/tools/scientific-slides/SKILL.md · 44 lines

What it actually says

scientific-slides — 建模答辩与学术幻灯片

何时使用

  • 用户在 packaging 完成后明确说“做答辩 PPT”“做 Beamer”“做演示文稿”。
  • 题目要求汇报材料。
  • 不在主 pipeline 中默认启用。

调用流程

  1. 读取 workdir/{task_id}/paper.md,抽出每章核心 1-2 句。
  2. 加载宿主 scientific-slides skill。
  3. 按时长选择模板:10-15 分钟答辩、30-45 分钟研讨、30-60 分钟论文答辩。
  4. 复用 figures/ 中实际生成的图。
  5. 输出到 workdir/{task_id}/slides/

模板选型

场景 推荐
CUMCM / 美赛答辩 conference
课题组例会 seminar
论文答辩 defense

约束

  • 不替代 writer 写论文。
  • 不修改 paper.md
  • 不独立重画 figures/ 中已有图。
  • 封面或章节分隔页可使用装饰图,但不得掩盖核心图表。

失败诊断

情况 处理
宿主 skill 未安装 给出基于 paper.md 的幻灯片大纲
LaTeX 编译失败 交付 .tex 源并写诊断
图分辨率过低 提示 coder 阶段导出 300dpi
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 10d ago First seen · 44 lines · 37 tokens per session scan A fe475b6fda7b

Subscribe to this mod's changes

scientific-slides is a skill published in the GitHub repository woodfishhhh/EZ_math_model (41 stars, last pushed 1mo ago), licensed MIT. It adds 37 tokens to every session and 413 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.