career-ops MCP — 使用场景, 安装 & 实时演示

为什么要用

核心特性

14 skill modes covering every stage
Resume-to-JD matching with keyword coverage scoring
Cover letter drafting with your voice profile
PDF generation (LaTeX-quality from Markdown)
Go dashboard to track application status

实时演示

实际使用效果

就绪

安装

选择你的客户端

~/Library/Application Support/Claude/claude_desktop_config.json · Windows: %APPDATA%\Claude\claude_desktop_config.json

{
  "mcpServers": {
    "career-ops-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/santifer/career-ops",
        "~/.claude/skills/career-ops"
      ],
      "_inferred": true
    }
  }
}

打开 Claude Desktop → Settings → Developer → Edit Config。保存后重启应用。

~/.cursor/mcp.json · .cursor/mcp.json

{
  "mcpServers": {
    "career-ops-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/santifer/career-ops",
        "~/.claude/skills/career-ops"
      ],
      "_inferred": true
    }
  }
}

Cursor 使用与 Claude Desktop 相同的 mcpServers 格式。项目级配置优先于全局。

VS Code → Cline → MCP Servers → Edit

{
  "mcpServers": {
    "career-ops-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/santifer/career-ops",
        "~/.claude/skills/career-ops"
      ],
      "_inferred": true
    }
  }
}

点击 Cline 侧栏中的 MCP Servers 图标，然后选 "Edit Configuration"。

~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "career-ops-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/santifer/career-ops",
        "~/.claude/skills/career-ops"
      ],
      "_inferred": true
    }
  }
}

格式与 Claude Desktop 相同。重启 Windsurf 生效。

~/.continue/config.json

{
  "mcpServers": [
    {
      "name": "career-ops-skill",
      "command": "git",
      "args": [
        "clone",
        "https://github.com/santifer/career-ops",
        "~/.claude/skills/career-ops"
      ]
    }
  ]
}

Continue 使用服务器对象数组，而非映射。

~/.config/zed/settings.json

{
  "context_servers": {
    "career-ops-skill": {
      "command": {
        "path": "git",
        "args": [
          "clone",
          "https://github.com/santifer/career-ops",
          "~/.claude/skills/career-ops"
        ]
      }
    }
  }
}

加入 context_servers。Zed 保存后热重载。

claude mcp add career-ops-skill -- git clone https://github.com/santifer/career-ops ~/.claude/skills/career-ops

一行命令搞定。用 claude mcp list 验证，claude mcp remove 卸载。

使用场景

实战用法： career-ops

Apply to 30 roles with tuned resumes and cover letters in an afternoon

👤 Job seekers, especially mid-career switching roles ⏱ ~180 min intermediate

何时使用： You've saved 30 JDs and each wants a slightly different resume angle.

前置条件

Skill installed — git clone https://github.com/santifer/career-ops ~/.claude/skills/career-ops
Base resume in Markdown — Convert current resume to /career/resume-base.md

步骤

Ingest JDs

Use career-ops. Load JDs from /career/jds/. For each, score my resume match + identify the 3 highest-leverage tweaks.✓ 已复制

→ Scorecard per JD with concrete tweak suggestions
Tune + cover letter

For each JD: produce a tuned resume + cover letter. Save to /career/applications/<company>/✓ 已复制

→ Per-company folder with both docs
Render PDFs

Render every .md to PDF. Verify page count <= 2 for resumes.✓ 已复制

→ PDFs generated; page counts reported

结果： A stack of tuned application packets, ready to submit in batch.

注意事项

Over-tuning — resumes look inconsistent across applications — The skill preserves your narrative spine; review a few manually

搭配使用： filesystem

Run the Go dashboard to track applications

👤 Job seekers needing kanban-style visibility ⏱ ~15 min beginner

何时使用： You've applied to 30+ places and lost track of who's at what stage.

前置条件

Go installed — brew install go or grab from go.dev

步骤

Start dashboard

Use career-ops to start the dashboard on localhost:7070.✓ 已复制

→ Dashboard visible with current apps
Update status

Move "Acme Co" to "interview-scheduled" for April 30 10am.✓ 已复制

→ Card updated on board
Weekly review

What's stale (no action in 14 days)? What's my response rate?✓ 已复制

→ Stats + stale-item list

结果： A working pipeline view, not a mental juggle.

注意事项

Dashboard DB isn't backed up — Add the DB path to your dotfiles sync or back it up manually

组合

与其他 MCP 搭配，撬动十倍杠杆

career-ops-skill + filesystem

Organize per-company folders

Save all applications under /career/applications/<slug>/ with a standard structure.✓ 已复制

career-ops-skill + humanizer-skill

Make cover letters not sound AI

Run humanizer on the cover letter before rendering PDF.✓ 已复制

工具

此 MCP 暴露的能力

工具	输入参数	何时调用
score_jd_match	resume, jd	Per-JD triage
tune_resume	base, jd, tweaks	Once you commit to applying
draft_cover_letter	resume, jd, voice_samples	Always after resume
render_pdf	md_path	Final output stage
dashboard_start	port?	Tracking mode

成本与限制

运行它的成本

API 配额: N/A
每次调用 Token 数: High in batch mode — expect significant token use per batch
费用: Free (MIT)
提示: Batch 5 at a time, not 30 — you'll catch voice drift and recalibrate

安全

权限、密钥、影响范围

最小权限： filesystem-read filesystem-write

凭据存储： Dashboard DB local

数据出站： None

Your resume contains PII — don't share outputs publicly

故障排查

常见错误与修复

PDF rendering fails

LaTeX or Typst must be installed. Skill tells you which path it uses — install accordingly.

Dashboard port in use

Pass --port 7171

验证： `lsof -i :7070`

Cover letters all sound identical

Per-company personalization is on by default; increase the per-JD research step depth

替代方案

career-ops 对比其他方案

替代方案	何时用它替代	权衡
Huntr / Teal	You want a polished SaaS job tracker	Not LLM-integrated; manual data entry
A plain spreadsheet + Word template	You're only applying to a few roles	No automation on the tuning side

career-ops

为什么要用

核心特性

实时演示

实际使用效果

安装

选择你的客户端

使用场景

实战用法： career-ops

Apply to 30 roles with tuned resumes and cover letters in an afternoon

前置条件

步骤

注意事项

Run the Go dashboard to track applications

前置条件

步骤

注意事项

组合

与其他 MCP 搭配，撬动十倍杠杆

工具

此 MCP 暴露的能力

成本与限制

运行它的成本

安全

权限、密钥、影响范围

故障排查

常见错误与修复

替代方案

career-ops 对比其他方案

更多

资源