career-ops MCP — Сценарии использования, Установка & Живое демо

Зачем использовать

Ключевые функции

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

Живое демо

Как выглядит на практике

готово

Установка

Выберите клиент

~/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
    }
  }
}

Откройте Claude Desktop → Settings → Developer → Edit Config. Перезапустите после сохранения.

~/.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 использует ту же схему mcpServers, что и Claude Desktop. Конфиг проекта приоритетнее глобального.

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
    }
  }
}

Щёлкните значок MCP Servers на боковой панели Cline, затем "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
    }
  }
}

Тот же формат, что и Claude Desktop. Перезапустите Windsurf для применения.

~/.continue/config.json

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

Continue использует массив объектов серверов, а не map.

~/.config/zed/settings.json

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

Добавьте в context_servers. Zed перезагружается автоматически.

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

Однострочная команда. Проверить: claude mcp list. Удалить: claude mcp remove.

Сценарии использования

Реальные сценарии: 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

Когда использовать: You've saved 30 JDs and each wants a slightly different resume angle.

Предварительные требования

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

Поток

Ingest JDs

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

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

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

→ Per-company folder with both docs
Render PDFs

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

→ PDFs generated; page counts reported

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

Подводные камни

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

Сочетать с: filesystem

Run the Go dashboard to track applications

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

Когда использовать: You've applied to 30+ places and lost track of who's at what stage.

Предварительные требования

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

Поток

Start dashboard

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

→ Dashboard visible with current apps
Update status

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

→ Card updated on board
Weekly review

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

→ Stats + stale-item list

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

Подводные камни

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

Комбинации

Сочетайте с другими MCP — эффект x10

career-ops-skill + filesystem

Organize per-company folders

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

career-ops-skill + humanizer-skill

Make cover letters not sound AI

Run humanizer on the cover letter before rendering PDF.✓ Скопировано

Инструменты

Что предоставляет этот MCP

Инструмент	Входные данные	Когда вызывать
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

Стоимость и лимиты

Во что обходится

Квота API: N/A
Токенов на вызов: High in batch mode — expect significant token use per batch
Деньги: Free (MIT)
Совет: Batch 5 at a time, not 30 — you'll catch voice drift and recalibrate

Безопасность

Права, секреты, радиус поражения

Минимальные скоупы: filesystem-read filesystem-write

Хранение учётных данных: Dashboard DB local

Исходящий трафик: None

Your resume contains PII — don't share outputs publicly

Устранение неполадок

Частые ошибки и исправления

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

Проверить: `lsof -i :7070`

Cover letters all sound identical

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

Альтернативы

career-ops в сравнении

Альтернатива	Когда использовать	Компромисс
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

Ещё

Ресурсы

📖 Читать официальный README на GitHub

🐙 Открытые задачи

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