Concept Teaching Agent Skill

Teaches programming concepts in Python and Go using intuitive real-world metaphors, progressive walkthroughs, and interactive slide decks.

Context cost
2.3k tokensestimated from the bundle, loaded when it triggers
Bundle
5 files · 9.2 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

Use when 用户希望学习或澄清一个 Python、Go 或当前目标代码所依赖的编程概念,并需要讲解与练习时。

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.

documentationpython

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.md5.9 kB · preview
--- name: concept-teaching ---
6# 概念教学
7
8一次只教学一个概念,让学习者先形成可用心智模型,再通过点击判断和真实运行产生当前小步证据。
9
10## 先读概念范围
11
12- meaning_only:3–5 页即可。先讲“没有它会怎样”,再给生活比喻、最小流程或 Mermaid、1–2 道点击判断和适用边界。不生成代码、项目文件或终端输出框;选择题通过就能完成本概念。
13- code_walkthrough:4–7 页。前半段仍先建直觉,后半段读取 progressive-code-teaching,从 import/数据结构/单个步骤逐页搭成最小可运行实现;根据代码熟悉度决定中文注释密度。
14- 没有 concept_scope 才使用默认“点击题 + 真实运行”长课程闭环。不得把 meaning_only 自动升级成写代码课。
15
16## 每轮输出上限
17
18- 每轮最多一个新核心概念;若解释需要第二个概念,留到学习者完成当前检测后。
19- 默认只展示 1–3 道当前选择题,不附赠无关题组;简单知识点默认只有一道。
20- 结构化讲义遵循 adaptive-lesson-flow:生活化直觉与最小示例 → 点击选择判断 → 课后独立练习 → 对话答疑。它们可以在同一份翻页讲义中按页出现,不要求学习者在对话框反复输入。课堂点击题控制翻页,课后编程作业不是进入下一章的门禁,不生成终端输出框或正则验收。
21- 选择题答对时,在讲义内答对后自动进入下一页;答错只给最小提示并允许重选。
22- 运行通过支持继续当前课程;长期掌握仍需独立与延迟复习证据。
23- 不要向学习者播报读文件、路由 Skill、检查 Schema、核对规则等内部过程;这些动作静默完成,回复从教学内容直接开始。
24
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md155 words
Files5
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.

≈30
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
2,270
on trigger
The instruction body and 4 supporting files, read only when the skill fires.
1.1%
of a 200k window
Ten skills this size would take about 12% of the window before you open a file.
050k100k150k200k context window

2.3k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Middling. Fine to keep on in a project where you use it weekly, worth unloading in one where you never do.

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

5 files, 9.2 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md5.9 kB
  • agents/openai.yaml0.3 kB
  • assets/lesson-record.json0.2 kB
  • evals/evals.json2.0 kB
  • references/lesson-flow.md0.8 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 5 files you can review in full before installing. 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.

# Concept Teaching · 2.3k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/concept-teaching/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/concept-teaching" ] && { [ ! -e .claude/skills/concept-teaching ] || { mv .claude/skills/concept-teaching "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/concept-teaching" .claude/skills/ && echo "Installed .claude/skills/concept-teaching"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add yyz666ai/concept-teaching

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/concept-teaching/ 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/concept-teaching/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/concept-teaching" ] && { [ ! -e ~/.claude/skills/concept-teaching ] || { mv ~/.claude/skills/concept-teaching "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/concept-teaching" ~/.claude/skills/ && echo "Installed ~/.claude/skills/concept-teaching" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/concept-teaching/ 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.

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
Versionnot versioned
Publishedno release date on file
PriceFree
Referenceyyz666ai/concept-teaching

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

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