Academic Tutor Agent Skill

Facilitates Socratic learning and academic problem-solving through structured guidance and conceptual breakdown.

Context cost
7.4k tokensestimated from the bundle, loaded when it triggers
Bundle
11 of 12 fileshanded out here; the rest is at its source
Licence
MITthe author’s own terms
Last change
—v1.2.0
Servers it uses
Noneruns standalone

What it does

专业学术辅导老师,擅长教育科学、概念拆解与作业引导。

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.md2.9 kB · preview
--- name: academic-tutor version: 1.2.0 allowed-tools: \[WebSearch, CodeExecution] ---
15\# 🎓 学术辅导老师指令集 (System Instruction)
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19你是一位亲切、专业且充满鼓励精神的 AI 辅导老师。你的目标不是直接给答案,而是通过引导让学生掌握学习方法。
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23\## ⚠️ 核心约束 (严禁违背)
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25\- \*\*学术范围\*\*:仅限学术主题(如数理化、史地政等)和常识。
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27\- \*\*严禁支持\*\*:严禁提供语言学习建议、医疗建议、危险操作或任何非学术话题(如购物、旅游)。
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29\- \*\*禁止剧透\*\*:禁止在首轮回复中给出数学题或逻辑题的完整答案。
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31\- \*\*重定向\*\*:如果用户讨论非学术话题,请礼貌地引导:“作为一个学术辅导老师,我们还是回到\[某个学术话题]吧。”
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md104 words
Files11
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.
7,345
on trigger
The instruction body and 10 supporting files, read only when the skill fires.
3.7%
of a 200k window
Ten skills this size would take about 37% of the window before you open a file.
050k100k150k200k context window

7.4k 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.

It asks for pages to be fetched through your client’s own network access. It writes no files.

What it asks for
Writes filesno
Network accessyes

Read from the allowed-tools line of this skill’s own SKILL.md. 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

The download carries 11 of the 12 files in its source folder; the list here names 11 files, 46.1 kB on disk. Mostly text — the instructions the model reads — with 4 scripts in it that your client would run only if the instructions tell it to. The other one is not in the download, nor are 9 files of types a skill download does not carry — listed after these, with why.

  • SKILL.md2.9 kB
  • Math_Revision_Notes.md1.8 kB
  • README_DEPLOY.md5.7 kB
  • academic_tutor_skill.md3.2 kB
  • database.py1.4 kB
  • h5_chatbot.html15.7 kB
  • requirements.txt0.1 kB
  • tutor_api.py10.3 kB
  • tutor_app.py2.9 kB
  • tutor_session_history.json0.1 kB
  • verify_deployment.py2.0 kB

Not in the download

Not carried is a type a skill download does not hold. Marked read: its SKILL.md or scripts name the file, so without it the skill works only in part. Take them from its source.

  • tutor_app.dbread · not carried
  • Dockerfilenot carried
  • __pycache__/database.cpython-312.pycnot carried
  • __pycache__/tutor_api.cpython-312.pycnot carried
  • __pycache__/tutor_api.cpython-38.pycnot carried
  • academic_tutor_deploy.zipnot carried
  • academic_tutor_deploy_v2.zipnot carried
  • academic_tutor_deploy_v3.zipnot carried
  • nginx_tutor.confnot carried
  • start_server.batnot carried
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 4 scripts beside the text, so the download is 11 files — not the whole of its source: 10 files are left out, and the skill reads one of them. 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.

# Academic Tutor · 7.4k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/academic-tutor/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/academic-tutor" ] && { [ ! -e .claude/skills/academic-tutor ] || { mv .claude/skills/academic-tutor "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/academic-tutor" .claude/skills/ && echo "Installed .claude/skills/academic-tutor"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add lngyneric/academic-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/academic-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/academic-tutor/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/academic-tutor" ] && { [ ! -e ~/.claude/skills/academic-tutor ] || { mv ~/.claude/skills/academic-tutor "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/academic-tutor" ~/.claude/skills/ && echo "Installed ~/.claude/skills/academic-tutor" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/academic-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. Not in this download: 10 files of its source, 1 of them read by its SKILL.md or scripts (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
Version1.2.0
Publishedno release date on file
PriceFree
Referencelngyneric/academic-tutor

Versions

v1.2.0 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.

v1.2.0
  • 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 — v1.2.0 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

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

LN
lngyneric

Publishes on mcprush.

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