skill-optimizer MCP — Сценарии использования, Установка & Живое демо

Зачем использовать

Ключевые функции

Combines runtime evidence with static checks
Works on Claude Code, Codex, and any skill-compatible agent
Outputs a SKILL.md patch, not vague advice
Flags over-eager descriptions that cause mis-activation
Calls out duplicated capability across multiple skills

Живое демо

Как выглядит на практике

skill-optimizer-skill.replay ▶ готово

0/0

Установка

Выберите клиент

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

{
  "mcpServers": {
    "skill-optimizer-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/hqhq1025/skill-optimizer",
        "~/.claude/skills/skill-optimizer"
      ],
      "_inferred": true
    }
  }
}

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

~/.cursor/mcp.json · .cursor/mcp.json

{
  "mcpServers": {
    "skill-optimizer-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/hqhq1025/skill-optimizer",
        "~/.claude/skills/skill-optimizer"
      ],
      "_inferred": true
    }
  }
}

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

VS Code → Cline → MCP Servers → Edit

{
  "mcpServers": {
    "skill-optimizer-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/hqhq1025/skill-optimizer",
        "~/.claude/skills/skill-optimizer"
      ],
      "_inferred": true
    }
  }
}

Щёлкните значок MCP Servers на боковой панели Cline, затем "Edit Configuration".

~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "skill-optimizer-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/hqhq1025/skill-optimizer",
        "~/.claude/skills/skill-optimizer"
      ],
      "_inferred": true
    }
  }
}

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

~/.continue/config.json

{
  "mcpServers": [
    {
      "name": "skill-optimizer-skill",
      "command": "git",
      "args": [
        "clone",
        "https://github.com/hqhq1025/skill-optimizer",
        "~/.claude/skills/skill-optimizer"
      ]
    }
  ]
}

Continue использует массив объектов серверов, а не map.

~/.config/zed/settings.json

{
  "context_servers": {
    "skill-optimizer-skill": {
      "command": {
        "path": "git",
        "args": [
          "clone",
          "https://github.com/hqhq1025/skill-optimizer",
          "~/.claude/skills/skill-optimizer"
        ]
      }
    }
  }
}

Добавьте в context_servers. Zed перезагружается автоматически.

claude mcp add skill-optimizer-skill -- git clone https://github.com/hqhq1025/skill-optimizer ~/.claude/skills/skill-optimizer

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

Сценарии использования

Реальные сценарии: skill-optimizer

How to diagnose and fix one underperforming skill

👤 Skill authors iterating on a specific skill ⏱ ~30 min intermediate

Когда использовать: You notice one skill never activates, or activates wrongly.

Предварительные требования

Session logs or transcripts — Claude Code stores traces locally; skill-optimizer reads them
Skill cloned — git clone https://github.com/hqhq1025/skill-optimizer ~/.claude/skills/skill-optimizer

Поток

Point it at the skill

Analyze ~/.claude/skills/my-skill/SKILL.md using my last 2 weeks of session logs.✓ Скопировано

→ Static + runtime findings
Review the patch

Show me the proposed SKILL.md diff.✓ Скопировано

→ Minimal, reviewable diff
Apply and validate

Apply the patch and tell me what to watch for this week.✓ Скопировано

→ Validation checklist

Итог: A targeted improvement with an accountability plan.

Подводные камни

Optimizing for activation rate but breaking scope — Include a 'false positive rate' acceptance metric

Сочетать с: skillcompass-skill

Polish your first SKILL.md before publishing

👤 First-time skill authors ⏱ ~20 min beginner

Когда использовать: You wrote a SKILL.md and want expert review before shipping.

Поток

Ask for a review

Review my SKILL.md against skill-optimizer's static checks.✓ Скопировано

→ Checklist with pass/fail + rationale
Fix issues

Apply the fixes and show me the final version.✓ Скопировано

→ Clean SKILL.md

Итог: A ship-ready SKILL.md.

Подводные камни

Over-promising in the description — Be specific about what the skill does; Claude uses it to decide activation

Комбинации

Сочетайте с другими MCP — эффект x10

skill-optimizer-skill + skillcompass-skill

SkillCompass ranks the bundle; skill-optimizer dives into the worst offender

Use SkillCompass to pick the weakest skill, then optimize its SKILL.md.✓ Скопировано

skill-optimizer-skill + filesystem

Apply SKILL.md patches directly

Apply the proposed diff to ~/.claude/skills/my-skill/SKILL.md.✓ Скопировано

Инструменты

Что предоставляет этот MCP

Инструмент	Входные данные	Когда вызывать
static-analysis	SKILL.md path	Before publishing or during iteration
log-based-analysis	logs + skill path	Post-use tuning
patch-generation	findings	After analysis

Стоимость и лимиты

Во что обходится

Квота API: none beyond LLM
Токенов на вызов: 2–10k per skill analysis
Деньги: free
Совет: Static analysis is nearly free; log analysis costs more — run it only when iterating

Безопасность

Права, секреты, радиус поражения

Хранение учётных данных: none; logs may contain sensitive prompts — treat their path carefully

Исходящий трафик: none

Session logs can contain secrets — redact before sharing

Устранение неполадок

Частые ошибки и исправления

No logs found

Confirm Claude Code trace path; pass the path explicitly if non-default.

Suggestions conflict with intended scope

Tell the optimizer your scope constraints; it can respect non-goals

Альтернативы

skill-optimizer в сравнении

Альтернатива	Когда использовать	Компромисс
skillcompass-skill	You need bundle-level ranking, not single-skill depth	Breadth over depth

Ещё

Ресурсы

📖 Читать официальный README на GitHub

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