career-ops MCP — 使用場景, 安裝 & 即時演示

為什麼要用

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

即時演示

實際使用效果

就緒

安裝

選擇你的客戶端

~/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
    }
  }
}

開啟 Claude Desktop → Settings → Developer → Edit Config。儲存後重啟應用。

~/.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 使用與 Claude Desktop 相同的 mcpServers 格式。專案級設定優先於全域。

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
    }
  }
}

點擊 Cline 側欄中的 MCP Servers 圖示，然後選 "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
    }
  }
}

格式與 Claude Desktop 相同。重啟 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 使用伺服器物件陣列，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 儲存後熱重載。

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 驗證，claude mcp remove 移除。

使用場景

實戰用法： 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

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

前置條件

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

步驟

Ingest JDs

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

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

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

→ Per-company folder with both docs
Render PDFs

Render every .md to PDF. Verify page count <= 2 for resumes.✓ 已複製

→ PDFs generated; page counts reported

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

注意事項

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

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

前置條件

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

步驟

Start dashboard

Use career-ops to start the dashboard on localhost:7070.✓ 已複製

→ Dashboard visible with current apps
Update status

Move "Acme Co" to "interview-scheduled" for April 30 10am.✓ 已複製

→ Card updated on board
Weekly review

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

→ Stats + stale-item list

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

注意事項

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

組合

與其他 MCP 搭配，撬動十倍槓桿

career-ops-skill + filesystem

Organize per-company folders

Save all applications under /career/applications/<slug>/ with a standard structure.✓ 已複製

career-ops-skill + humanizer-skill

Make cover letters not sound AI

Run humanizer on the cover letter before rendering PDF.✓ 已複製

工具

此 MCP 暴露的能力

工具	輸入參數	何時呼叫
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

成本與限制

運行它的成本

API 配額: N/A
每次呼叫 Token 數: High in batch mode — expect significant token use per batch
費用: Free (MIT)
提示: Batch 5 at a time, not 30 — you'll catch voice drift and recalibrate

安全

權限、密鑰、影響範圍

最小權限： filesystem-read filesystem-write

憑證儲存： Dashboard DB local

資料出站： None

Your resume contains PII — don't share outputs publicly

故障排查

常見錯誤與修復

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

驗證： `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 對比其他方案

替代方案	何時用它替代	權衡
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

為什麼要用

核心特性

即時演示

實際使用效果

安裝

選擇你的客戶端

使用場景

實戰用法： career-ops

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

前置條件

步驟

注意事項

Run the Go dashboard to track applications

前置條件

步驟

注意事項

組合

與其他 MCP 搭配，撬動十倍槓桿

工具

此 MCP 暴露的能力

成本與限制

運行它的成本

安全

權限、密鑰、影響範圍

故障排查

常見錯誤與修復

替代方案

career-ops 對比其他方案

更多

資源