Lazy Teach Agent Skill

Transforms real-time debugging roadblocks into structured troubleshooting logs and self-contained, interactive 3-minute HTML micro-lessons.

Context cost
11.4k tokensestimated from the bundle, loaded when it triggers
Bundle
12 files · 45.5 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

遇到真實問題時立刻開一堂分鐘級微課:迴圈陪修+事後蒸餾成互動式 HTML 課件。

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.

debuggingdocumentation

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.md7.1 kB · preview
--- name: lazy-teach disable-model-invocation: true argument-hint: "<問題描述(可省略)>" ---
8# Lazy Teach
9
10遇到真實問題,才學;理論只在擋路時出現;一堂課只服務一個問題。
11方法源流見 [references/lazy-learning-method.md](references/lazy-learning-method.md);worked example 見 [references/worked-example-qwen-loop.md](references/worked-example-qwen-loop.md);術語以 [CONTEXT.md](CONTEXT.md) 為準。
12
13## 入口判定(第一步,必做)
14
15- **loop mode**——問題正在擋路(錯誤訊息、意外行為在眼前):走「迴圈流程」。
16- **distill mode**——「我剛修好了 X」或眼前沒有活著的問題:走「蒸餾流程」,把剛發生的除錯固化成微課。
17
18判定不了就問一句。判定的同時做「暖身提議」(恰好一次,見下)。
19
20## 工作區
21
22中央工作區 ~/lazy-teach/,lazily 建立:
23
24```
25~/lazy-teach/
26├── INDEX.md # 問題清單+狀態+主題計數(畢業追蹤靠它)
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md311 words
Files12
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.
11,345
on trigger
The instruction body and 11 supporting files, read only when the skill fires.
5.7%
of a 200k window
Ten skills this size would take about 57% of the window before you open a file.
050k100k150k200k context window

11.4k 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

12 files, 45.5 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in. 2 files of its source are not in the download — listed after these, with why.

  • SKILL.md7.1 kB
  • CONTEXT.md2.2 kB
  • LICENSE1.1 kB
  • README.md6.8 kB
  • assets/widget-showcase.svg4.0 kB
  • examples/0001-kv-cache-bookmark.html9.2 kB
  • references/lazy-learning-method.md2.9 kB
  • references/worked-example-qwen-loop.md2.9 kB
  • templates/lesson-template.html7.5 kB
  • docs/adr/0001-user-invoked.md0.4 kB
  • docs/adr/0002-boundary-with-teach-and-graduation.md0.7 kB
  • docs/adr/0003-fix-first-dual-entry.md0.7 kB

Not in the download

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

  • .gitignorenot carried
  • assets/banner.pngnot carried
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the download is 12 files — not the whole of its source: 2 files are left out. They are 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.

# Lazy Teach · 11.4k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/lazy-teach/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/lazy-teach" ] && { [ ! -e .claude/skills/lazy-teach ] || { mv .claude/skills/lazy-teach "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/lazy-teach" .claude/skills/ && echo "Installed .claude/skills/lazy-teach"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add zakk1024/lazy-teach

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/lazy-teach/ 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/lazy-teach/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/lazy-teach" ] && { [ ! -e ~/.claude/skills/lazy-teach ] || { mv ~/.claude/skills/lazy-teach "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/lazy-teach" ~/.claude/skills/ && echo "Installed ~/.claude/skills/lazy-teach" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/lazy-teach/ 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: 2 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
Versionnot versioned
Publishedno release date on file
PriceFree
Referencezakk1024/lazy-teach

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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Who wrote it

ZA
zakk1024

Publishes on mcprush.

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