Lecture Insight & Magazine Summarizer Agent Skill

Transforms lecture recordings, transcripts, and presentation slides into magazine-quality, self-contained HTML summaries with handwritten…

Context cost
116.8k tokensestimated from the bundle, loaded when it triggers
Bundle
28 files · 486.4 kB6 scripts among them — read before you run
Licence
not declarednone named by its author
Last change
—v1.0.0
Servers it uses
Noneruns standalone

What it does

把一场讲座/分享的录音(外加 PPT 照片或 PPT 文件)反编译成一页自包含、杂志级精排的 HTML 纪要——『主编精选』式编辑风格:暖纸底色 + 衬线×等宽字体对位、约 20 个版面模块、手写 SVG 概念图、首部可挂活动直播链接、正文可内嵌 PPT 幻灯片图片。当用户给到一段讲座录音 / 转写稿 / 纪要,希望产出一篇可分享的单页 HTML 长文洞察时使用。

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

content

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md18.5 kB · preview
--- name: leo-insight version: 1.0.0 metadata: requires: bins: [python3] # 仅「模型编排」内置脚本需要;纯排版不需要 env: [GEMINI_API_KEY] # 同上;缺失则自动回退(见「模型编排」) assets: - assets/styles.css # 设计系统皮肤(从参考页逐字抽取 + PPT 图片模块) - assets/skeleton.html # HTML 骨架:head + 顶栏 + 正文槽位 {{BODY}} + 分享卡 + JS - scripts/transcribe_gemini.py # A 段:录音→转写(Gemini 原生音频) - scripts/read_slides_gemini.py # B 段:PPT 图→结构化 JSON(Gemini 视觉) ---
16# leo-insight
17
18把**录音(+PPT)→ 单页精排 HTML 洞察**。本 skill 只负责"内容提炼 + 排版生成",转写交给上游。
19
20## 输入 / 输出
21
22**输入**(缺啥问啥,见末尾「输入契约」):
23
24- 录音 或 转写稿 或 纪要(三选一即可,按可得性)。
25- 活动元信息:标题、讲者、主办、地点、时长、日期。
26- 直播/相册链接(可选,挂在首部)。
27- PPT:幻灯片照片(图片 URL / 本地文件)或 .pptx/.pdf 文件(可选,内嵌进正文)。
28
29**输出**:**一个自包含的单文件 .html** + **一份同名 .pdf**(CSS 内联、可直接分享、移动端自适应、带"生成分享卡"功能;PDF 由 HTML 一键导出,见 ⑦——默认两种格式都产出)。
30
31## 资产(务必复用,别重写)
32
33- **assets/styles.css** = 整套视觉皮肤。**逐字内联**进产物的 <style>,不要改色板/字体/组件规则——风格一致性 100% 靠它。
34- **assets/skeleton.html** = 页面外壳。复制它,填 <head> 与分享卡的 {{...}} 占位,把正文塞进 {{BODY}}。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md1,065 words
Files28
Licencenot declared
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈170
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
116,630
on trigger
The instruction body and 27 supporting files, read only when the skill fires.
58.4%
of a 200k window
Ten skills this size would not fit in the window together.
050k100k150k200k context window

116.8k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

28 files, 486.4 kB on disk. Mostly text — the instructions the model reads — with 6 scripts in it that your client would run only if the instructions tell it to. 20 files of its source are not in the download — listed after these, with why.

  • SKILL.md18.5 kB
  • README.md4.5 kB
  • 置身钉内.html66.4 kB
  • .claude/settings.json0.6 kB
  • assets/skeleton.html31.7 kB
  • assets/styles.css26.2 kB
  • build/package.json0.3 kB
  • build/package-lock.json36.2 kB
  • build/render_cards.mjs3.6 kB
  • build/render_pdf.mjs2.5 kB
  • deep-read/SKILL.md6.8 kB
  • docs/2026-08-26-deep-read-能力沉淀.md12.5 kB
  • scripts/_env.py0.8 kB
  • scripts/read_slides_gemini.py4.0 kB
  • scripts/requirements.txt0.1 kB
  • scripts/transcribe_gemini.py5.0 kB
  • xhs_cards/xhs_caption.txt2.9 kB
  • deep-read/assets/prompt.md10.1 kB
  • deep-read/assets/skeleton.html4.3 kB
  • deep-read/assets/styles.css12.3 kB
  • deep-read/scripts/fetch_article.py3.3 kB
  • examples/literature-love/body.html16.4 kB
  • examples/literature-love/digest.md83.7 kB
  • examples/literature-love/xhs_caption.txt1.8 kB
  • examples/literature-love/文学中的爱情.html48.6 kB
  • deep-read/examples/ai-native-sdlc/deepread.html58.8 kB
  • deep-read/examples/ai-native-sdlc/digest.md23.4 kB
  • deep-read/examples/ai-native-sdlc/SOURCE.md1.1 kB

Not in the download

Not carried is a type a skill download does not hold. Take them from its source.

  • .gitignorenot carried
  • CNAMEnot carried
  • examples/literature-love/xhs_cards/card-01.pngnot carried
  • examples/literature-love/xhs_cards/card-02.pngnot carried
  • examples/literature-love/xhs_cards/card-03.pngnot carried
  • examples/literature-love/xhs_cards/card-04.pngnot carried
  • examples/literature-love/xhs_cards/card-05.pngnot carried
  • examples/literature-love/xhs_cards/card-06.pngnot carried
  • xhs_cards/card-01.pngnot carried
  • xhs_cards/card-02.pngnot carried
  • xhs_cards/card-03.pngnot carried
  • xhs_cards/card-04.pngnot carried
  • xhs_cards/card-05.pngnot carried
  • xhs_cards/card-06.pngnot carried
  • xhs_cards/card-07.pngnot carried
  • xhs_cards/card-08.pngnot carried
  • xhs_cards/card-09.pngnot carried
  • xhs_cards/card-10.pngnot carried
  • xhs_cards/card-11.pngnot carried
  • 置身钉内-纪要.pdfnot carried
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 6 scripts beside the text, so the download is 28 files — not the whole of its source: 20 files are left out. They are listed under the files, with why.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Lecture Insight & Magazine Summarizer · 116.8k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/lecture-insight-magazine-summarizer/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/lecture-insight-magazine-summarizer" ] && { [ ! -e .claude/skills/lecture-insight-magazine-summarizer ] || { mv .claude/skills/lecture-insight-magazine-summarizer "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/lecture-insight-magazine-summarizer" .claude/skills/ && echo "Installed .claude/skills/lecture-insight-magazine-summarizer"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add mrright36988/lecture-insight-magazine-summarizer

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/lecture-insight-magazine-summarizer/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/lecture-insight-magazine-summarizer/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/lecture-insight-magazine-summarizer" ] && { [ ! -e ~/.claude/skills/lecture-insight-magazine-summarizer ] || { mv ~/.claude/skills/lecture-insight-magazine-summarizer "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/lecture-insight-magazine-summarizer" ~/.claude/skills/ && echo "Installed ~/.claude/skills/lecture-insight-magazine-summarizer" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/lecture-insight-magazine-summarizer/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as leo-insight in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, lecture-insight-magazine-summarizer. Not in this download: 20 files of its source (the full list, and why). Take them from its source.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Version1.0.0
Publishedno release date on file
PriceFree
Referencemrright36988/lecture-insight-magazine-summarizer

Versions

v1.0.0 is what is on the shelf; no release here carries a date. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

v1.0.0
  • No earlier releases have been published to the marketplace.
Pinning

The install command always fetches the release that is current the day you run it — v1.0.0 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

Reviews

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Anybody with an account, one review each. It carries the version that was current when you wrote it, and the publisher may reply once.

Who wrote it

MR
Mrright36988

Publishes on mcprush.

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