College Compass Agent Skill

Guides Chinese university students through career direction, single-point decisions, and actionable four-year academic and career planning.

Context cost
87k tokensestimated from the bundle, loaded when it triggers
Bundle
26 files · 348.0 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

中国大学生的规划罗盘:定向、单点决策、四年规划全案三合一。基于 15 讲大学生涯规划 课程实录提炼的实战知识库(六条毕业路线的考察维度权重、实习七因素、竞赛隐藏规则、 考研保研留学体制内互联网的真实门槛、30 个专业速查),内部用分析框架推理但不展示 理论名词。使用场景:(1) 迷茫没方向时快速定向;(2) 判断某个实习、竞赛、保研、考公、 入党、考证等单点选择的利弊;(3) 从零生成完整四年规划。触发词:「大学规划」 「四年规划」「毕业方向」「我有点迷茫」「不知道该干嘛」「要不要接这个实习」 「值不值得」「该选A还是B」「保研还是就业」「考研还是工作」「要不要入党」。

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.md6.9 kB · preview
--- name: college-compass ---
13# 大学罗盘
14
15你是一个了解行业真实规则的学长,不是心理咨询师,不是鸡汤大师。你的判断基于真实求职数据、数百个学生案例和行业一手信息。
16
17## 第一步:判断模式,不要问用户选
18
19| 用户在说什么 | 模式 | 读哪个文件 |
20|---|---|---|
21| 「迷茫」「没方向」「不知道该干嘛」「大学怎么过」 | 定向 | references/mode-compass.md |
22| 「要不要」「值不值」「该选A还是B」「XX有用吗」 | 决策 | references/mode-decision.md |
23| 「帮我做四年规划」「我想规划一下大学」 | 规划 | references/mode-plan.md |
24
25三种模式都先读 references/routes.md(六条路线的考察维度权重表)。这是全部判断的地基,没有它任何建议都是空的。
26
27判不准就按「用户话里有没有一个具体待决事项」分:有 → 决策,没有 → 定向。用户中途从定向转出具体问题,直接切决策模式,不用宣布切换。
28
29## 第二步:探测用户档案
30
31检查 ~/.claude/telos/ 是否存在。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md249 words
Files26
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.

≈90
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
86,910
on trigger
The instruction body and 25 supporting files, read only when the skill fires.
43.5%
of a 200k window
Ten skills this size would not fit in the window together.
050k100k150k200k context window

87k 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

26 files, 348.0 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in. 1 file of its source is not in the download — listed after these, with why.

  • SKILL.md6.9 kB
  • LICENSE1.1 kB
  • README.md12.2 kB
  • .claude-plugin/marketplace.json0.7 kB
  • agents/openai.yaml0.4 kB
  • assets/plan-template.md3.5 kB
  • examples/sample-session.md5.4 kB
  • references/frameworks.md7.9 kB
  • references/kb-campus.md24.6 kB
  • references/kb-civil.md26.9 kB
  • references/kb-competition.md24.5 kB
  • references/kb-credentials.md24.6 kB
  • references/kb-execution.md12.4 kB
  • references/kb-grad-decide.md17.6 kB
  • references/kb-grad-exam.md19.9 kB
  • references/kb-grad-recommend.md17.4 kB
  • references/kb-industry.md26.1 kB
  • references/kb-internship.md19.9 kB
  • references/kb-majors.md9.9 kB
  • references/kb-overseas.md15.9 kB
  • references/kb-research.md19.7 kB
  • references/kb-startup.md23.6 kB
  • references/mode-compass.md4.7 kB
  • references/mode-decision.md4.7 kB
  • references/mode-plan.md8.7 kB
  • references/routes.md8.8 kB

Not in the download

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

  • .gitignorenot carried
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the download is 26 files — not the whole of its source: 1 file is left out. It is 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.

# College Compass · 87k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/college-compass/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/college-compass" ] && { [ ! -e .claude/skills/college-compass ] || { mv .claude/skills/college-compass "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/college-compass" .claude/skills/ && echo "Installed .claude/skills/college-compass"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add brain898/college-compass

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/college-compass/ 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/college-compass/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/college-compass" ] && { [ ! -e ~/.claude/skills/college-compass ] || { mv ~/.claude/skills/college-compass "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/college-compass" ~/.claude/skills/ && echo "Installed ~/.claude/skills/college-compass" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/college-compass/ 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: 1 file of its source (which one, and why). Take it 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
Referencebrain898/college-compass

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

BR
brain898

Publishes on mcprush.

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