Course Generator Agent Skill

Transforms multiple raw documents and meeting transcripts into structured, professional, narrative-style educational courses and study…

Context cost
36.8k tokensestimated from the bundle, loaded when it triggers
Bundle
9 files · 147.1 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—v2.10.2
Servers it uses
Noneruns standalone

What it does

将课程转录稿、逐字稿、讲稿或文献整理为可独立阅读的 Markdown 课程,并通过来源索引、素材账本和确定性验收保留关键案例、操作步骤与专业判断。用户要求从一份或多份现有文本生成课程总览、章节或完整课程时使用。

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.

documentation

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.md6.9 kB · preview
--- name: course-generator homepage: https://github.com/cat-xierluo/legal-skills author: 杨卫薪律师(微信ywxlaw) version: "2.10.2" license: MIT ---
10# 课程内容整理
11
12## 任务目标
13
14把现有文本整理成读者无需接触原始转录稿也能理解和使用的课程。正文应完整保留来源中的重要观点、案例、操作过程、失败修正和判断方法,同时去除现场口语、会务信息和转录噪声。
15
16本技能默认生成课程,不自动归档、移动原文件或改造成其他内容产品。用户明确要求生成后的归档或培训方案提取时,再读取 [post-generation-actions.md](references/post-generation-actions.md)。
17
18## 输入与交付
19
20开始前确认:
21
22- 一份来源文件或一个来源目录;优先处理 .md、.txt。
23- 课程输出目录;未指定时在来源旁建立新的课程目录,并在写入前说明位置。
24- 是否存在勘误、编校说明或指定的现行口径文件。
25- 是否需要使用用户词典纠正专名或固定术语;需要时从 config/user_dictionary.example.yaml 复制为 config/user_dictionary.yaml,只登记能够确认的替换。
26- 目标目录是否已有内容;不得静默覆盖。
27
28默认交付包括:
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md206 words
Files9
LicenceMIT
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.

≈60
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
36,715
on trigger
The instruction body and 8 supporting files, read only when the skill fires.
18.4%
of a 200k window
Ten skills this size would not fit in the window together.
050k100k150k200k context window

36.8k 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

9 files, 147.1 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in. 1 file of its source is not in the download — listed after these, with why.

  • SKILL.md6.9 kB
  • CHANGELOG.md81.0 kB
  • LICENSE.txt1.1 kB
  • config/paths.example.yaml0.7 kB
  • config/user_dictionary.example.yaml0.4 kB
  • references/chapter_prompt.md24.8 kB
  • references/extract_prompt.md4.4 kB
  • references/outline_prompt.md21.1 kB
  • references/overview_prompt.md6.7 kB

Not in the download

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

  • config/.gitignorenot carried
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the download is 9 files — not the whole of its source: 1 file is left out. It is listed under the files, with why. The MIT licence covers the templates and examples as well as the instructions.

Install

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

# Course Generator · 36.8k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/course-generator/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/course-generator" ] && { [ ! -e .claude/skills/course-generator ] || { mv .claude/skills/course-generator "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/course-generator" .claude/skills/ && echo "Installed .claude/skills/course-generator"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add cat-xierluo/course-generator

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/course-generator/ 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/course-generator/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/course-generator" ] && { [ ! -e ~/.claude/skills/course-generator ] || { mv ~/.claude/skills/course-generator "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/course-generator" ~/.claude/skills/ && echo "Installed ~/.claude/skills/course-generator" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/course-generator/ 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. Not in this download: 1 file of its source (which one, and why). Take it 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
Version2.10.2
Publishedno release date on file
PriceFree
Referencecat-xierluo/course-generator

Versions

v2.10.2 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.

v2.10.2
  • 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 — v2.10.2 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

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