Educational Knowledge Curator Agent Skill

Captures, structures, and persists educational content into modular, reusable learning atoms and curriculum paths.

Context cost
850 tokensestimated from the bundle, loaded when it triggers
Bundle
2 files · 3.4 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 要教的主题在 curriculum 里没有对应层级(如用户要学 Java、或某个库/框架),或教完一个知识点值得把它沉淀成知识原子、供以后复用。

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.md3.0 kB · preview
--- name: knowledge-curator ---
6# 知识库自生长
7
8教 curriculum 里没有的主题时,按 **「搜 → 规划(先做)→ 懒沉淀(后台做)」** 三步走。**不要一上来把整个知识库预生成**——只沉淀「真教过、验证过」的知识。
9
10## 执行流程(定稿)
11
121. **先搜**:先搜权威技术文档 / 官方教程。**用 python tools/web_search.py "查询词" 联网搜索**(DeepSeek 原生 web_search,返回带来源的结果);要抓某个官方文档的具体内容时,用 curl -s <官方URL>。把关键来源、版本记下来,作为后续原子的参考依据。
132. **出 Plan(先做)**:用 plan 模式生成分阶段学习大纲,**立即存成 learning-paths/ 下的路线**——这是知识库的骨架,先落盘。
143. **建层级**:没有就在 $DEV_CURRICULUM/ 下建 libraries/<主题>/README.md(是什么/前置/路线)+ atoms/。
154. **懒沉淀(后台做,别急)**:不预生成全部原子;而是每实际教完课堂并完成必答选择题后,才把该章写成可复用资产(Markdown 原子 + 配套 .deck.html + 结构化讲义缓存)。课后打印输出不再是写入门禁。后台由服务完成原子写入,不能让模型在生成阶段自行宣称已保存。**写到 $DEV_CURRICULUM/(dev 母本的绝对路径),不要写到 cwd 里的只读快照。**
16 - 同时保存研究来源、版本、题目答案、常见误区、讲义修订版本和适用画像。
17 - 写入失败必须记录 pending_sync,不能静默声称已经反哺知识库。
185. **复用边界**:后续同主题、同路线、同能力层级、且覆盖范围相同的章节优先复用已验收资产,减少模型调用;画像、路线或章节范围不同则重新生成,不能硬套旧课。
196. **反向修订**:教学后发现讲得不好、有误区、练习太难 → 回改 $DEV_CURRICULUM/ 下的原子(追加误区、调练习),并同步改对应 deck。
207. **重点问题**:学习者提出涉及原理、边界、错误、性能、安全或架构的重点问题时,先把问题与 Agent 总结写入 curation/pending/ 待整理队列并加入个人复习卡;复核正确性与可复用性后,才合并进公共知识原子。
218. **留痕**:git commit,注明触发原因 + 参考来源。
22
23## 边界
24
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md105 words
Files2
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.
820
on trigger
The instruction body and 1 supporting file, read only when the skill fires.
0.43%
of a 200k window
Ten skills this size would take about 4% of the window before you open a file.
050k100k150k200k context window

850 tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Small enough to keep loaded permanently without thinking about it.

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

2 files, 3.4 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md3.0 kB
  • evals/evals.json0.4 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 2 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.

# Educational Knowledge Curator · 850 tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/educational-knowledge-curator/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/educational-knowledge-curator" ] && { [ ! -e .claude/skills/educational-knowledge-curator ] || { mv .claude/skills/educational-knowledge-curator "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/educational-knowledge-curator" .claude/skills/ && echo "Installed .claude/skills/educational-knowledge-curator"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add yyz666ai/educational-knowledge-curator

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/educational-knowledge-curator/ 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/educational-knowledge-curator/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/educational-knowledge-curator" ] && { [ ! -e ~/.claude/skills/educational-knowledge-curator ] || { mv ~/.claude/skills/educational-knowledge-curator "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/educational-knowledge-curator" ~/.claude/skills/ && echo "Installed ~/.claude/skills/educational-knowledge-curator" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/educational-knowledge-curator/ 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 knowledge-curator in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, educational-knowledge-curator.

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/educational-knowledge-curator

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

—no reviews yet

Nobody has reviewed this skill yet. The rating is the mean of the reviews written here, so there is none until somebody writes the first.

Sign in to review it

A review is tied to an account so it can be answered, edited and taken down by the person who wrote it.

Sign in
Who can post

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

Publisher
Servers0
Claim this skill