Graduate Job Application Assistant Agent Skill

Collects, verifies, ranks, and tracks campus recruitment and graduate job opportunities with structured status monitoring.

Context cost
1k tokensestimated from the bundle, loaded when it triggers
Bundle
2 files · 4.0 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

收集、核验、筛选和整理应届生招聘岗位,并维护求职投递进度。用户提到校招、秋招、春招、应届生岗位、岗位推荐、投递清单、求职进度,或要求记录已投递、笔试、面试、录用和拒绝状态时使用。

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.

monitoringproductivity

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.md3.7 kB · preview
--- name: job-assistant ---
6# 求职岗位助手
7
8## 工作流程
9
101. 获取候选人的专业、学历、毕业年份、目标岗位、目标城市,以及行业、薪资和工作方式偏好。仅询问完成当前任务所缺少的关键信息;信息足够时直接执行。
112. 收集与候选人条件相关且仍可申请的应届生岗位。优先使用公司官方招聘网站,其次使用可信招聘平台和学校就业网站。
123. 打开岗位详情页,核验公司、岗位名称、工作地点、招聘对象、学历与专业要求、发布日期、截止日期和申请入口。搜索摘要不能单独作为岗位有效性的依据。
134. 合并重复岗位。相同公司、岗位名称和地点视为同一岗位,保留最新且最接近官方来源的记录。
145. 根据硬性资格、专业相关性、地点、经验与技能、候选人偏好评估匹配度,并说明评级依据。
156. 按统一字段输出岗位,必要时更新用户已有的投递清单;不得覆盖用户未要求修改的历史记录。
16
17## 匹配度评级
18
19- **S**:满足全部硬性条件,专业与技能高度吻合,地点和个人偏好也匹配,应优先投递。
20- **A**:满足硬性条件,核心要求大部分匹配,仅有少量可弥补差距,建议投递。
21- **B**:基本具备申请资格,但存在明显技能、专业、地点或经验差距,可选择性投递。
22- **C**:资格或偏好匹配较弱,但尚未发现明确禁止申请的条件;仅作为探索性机会。
23
24出现毕业年份、学历、工作许可、专业限制或其他明确硬性条件不符时,不列入推荐结果;可在“排除项”中简要说明原因。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md96 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.
970
on trigger
The instruction body and 1 supporting file, read only when the skill fires.
0.50%
of a 200k window
Ten skills this size would take about 5% of the window before you open a file.
050k100k150k200k context window

1k 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, 4.0 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md3.7 kB
  • agents/openai.yaml0.3 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.

# Graduate Job Application Assistant · 1k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/graduate-job-application-assistant/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/graduate-job-application-assistant" ] && { [ ! -e .claude/skills/graduate-job-application-assistant ] || { mv .claude/skills/graduate-job-application-assistant "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/graduate-job-application-assistant" .claude/skills/ && echo "Installed .claude/skills/graduate-job-application-assistant"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add congzhao5211-web/graduate-job-application-assistant

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

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
Referencecongzhao5211-web/graduate-job-application-assistant

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

CW
congzhao5211-web

Publishes on mcprush.

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