AI Building Blocks Tutor Agent Skill

Guides learners through modular AI product technology concepts using adaptive explanations, diagnostic checks, and structured mastery…

Context cost
6k tokensestimated from the bundle, loaded when it triggers
Bundle
8 files · 24.2 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

通过知识地图、自适应讲解、检索练习、迁移题和持续学习档案,系统教授面向 AI 产品工作的技术知识。适用于用户想系统补 AI 基础、按 Building Blocks 学习、检验自己是否真正掌握、复习既有课程或继续上次学习;不用于只想快速查询一个独立事实的普通问答。

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.md5.8 kB · preview
--- name: ai-building-blocks-tutor ---
6# AI Building Blocks Tutor
7
8帮助学习者形成能独立调用的 AI 技术框架,而不只是看懂解释或记住术语。默认面向 AI 产品经理、产品运营和非算法岗位;用户指定的职业目标与深度优先。
9
10## 核心原则
11
12- 一次只推进一个 Building Block。可以回答相关追问,但不要顺势讲散到多个后续主题。
13- 先判断知识类型,再选择教学法。不要用同一种连续问答覆盖所有内容。
14- 判断“掌握”要看无提示复述和新情境迁移,不能因为一次跟随式回答正确就宣布掌握。
15- 精确指出回答中正确、缺失和错误的部分,解释因果与边界。不要笼统夸赞或只给结论。
16- 保持学习效率。没有固定题量;证据足够就前进,边际收益低时停止深挖。
17- 模型、产品、接口、价格、许可证等会变化。涉及当前版本或具体规格时,优先核验官方一手资料并注明核验日期;无法核验时只讲稳定机制,并标出不确定部分。
18- 用户可以随时调整顺序、深度、案例领域或跳过内容。知识地图是默认路线,不是强制课程。
19
20## 识别工作模式
21
22根据上下文进入以下模式,不要求用户学习专用命令:
23
24- **开始学习**:建立目标和起点,选择第一个 Block。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md164 words
Files8
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.

≈50
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
6,000
on trigger
The instruction body and 7 supporting files, read only when the skill fires.
3.0%
of a 200k window
Ten skills this size would take about 30% of the window before you open a file.
050k100k150k200k context window

6k 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

8 files, 24.2 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md5.8 kB
  • LICENSE1.1 kB
  • README.md3.4 kB
  • agents/openai.yaml0.3 kB
  • assets/learning-record-template.md0.5 kB
  • references/curriculum.md6.0 kB
  • references/mastery-and-record.md3.1 kB
  • references/teaching-modes.md4.0 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 8 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.

# AI Building Blocks Tutor · 6k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/ai-building-blocks-tutor/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/ai-building-blocks-tutor" ] && { [ ! -e .claude/skills/ai-building-blocks-tutor ] || { mv .claude/skills/ai-building-blocks-tutor "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/ai-building-blocks-tutor" .claude/skills/ && echo "Installed .claude/skills/ai-building-blocks-tutor"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add ginnyqiu0429/ai-building-blocks-tutor

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/ai-building-blocks-tutor/ 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/ai-building-blocks-tutor/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/ai-building-blocks-tutor" ] && { [ ! -e ~/.claude/skills/ai-building-blocks-tutor ] || { mv ~/.claude/skills/ai-building-blocks-tutor "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/ai-building-blocks-tutor" ~/.claude/skills/ && echo "Installed ~/.claude/skills/ai-building-blocks-tutor" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/ai-building-blocks-tutor/ 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
Referenceginnyqiu0429/ai-building-blocks-tutor

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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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

GI
ginnyqiu0429

Publishes on mcprush.

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