skill-optimizer MCP — Anwendungsfälle, Installieren & Live-Demo

Warum nutzen

Hauptfunktionen

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

Live-Demo

In der Praxis

skill-optimizer-skill.replay ▶ bereit

0/0

Installieren

Wählen Sie Ihren Client

~/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
    }
  }
}

Öffne Claude Desktop → Settings → Developer → Edit Config. Nach dem Speichern neu starten.

~/.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 nutzt das gleiche mcpServers-Schema wie Claude Desktop. Projektkonfiguration schlägt die globale.

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
    }
  }
}

Klicken Sie auf das MCP-Servers-Symbol in der Cline-Seitenleiste, dann "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
    }
  }
}

Gleiche Struktur wie Claude Desktop. Windsurf neu starten zum Übernehmen.

~/.continue/config.json

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

Continue nutzt ein Array von Serverobjekten statt einer 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"
        ]
      }
    }
  }
}

In context_servers hinzufügen. Zed lädt beim Speichern neu.

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

Einzeiler. Prüfen mit claude mcp list. Entfernen mit claude mcp remove.

Anwendungsfälle

Praxisnahe Nutzung: skill-optimizer

How to diagnose and fix one underperforming skill

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

Wann einsetzen: You notice one skill never activates, or activates wrongly.

Voraussetzungen

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

Ablauf

Point it at the skill

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

→ Static + runtime findings
Review the patch

Show me the proposed SKILL.md diff.✓ Kopiert

→ Minimal, reviewable diff
Apply and validate

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

→ Validation checklist

Ergebnis: A targeted improvement with an accountability plan.

Fallstricke

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

Kombinieren mit: skillcompass-skill

Polish your first SKILL.md before publishing

👤 First-time skill authors ⏱ ~20 min beginner

Wann einsetzen: You wrote a SKILL.md and want expert review before shipping.

Ablauf

Ask for a review

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

→ Checklist with pass/fail + rationale
Fix issues

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

→ Clean SKILL.md

Ergebnis: A ship-ready SKILL.md.

Fallstricke

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

Kombinationen

Mit anderen MCPs für 10-fache Wirkung

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.✓ Kopiert

skill-optimizer-skill + filesystem

Apply SKILL.md patches directly

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

Werkzeuge

Was dieses MCP bereitstellt

Werkzeug	Eingaben	Wann aufrufen
static-analysis	SKILL.md path	Before publishing or during iteration
log-based-analysis	logs + skill path	Post-use tuning
patch-generation	findings	After analysis

Kosten & Limits

Was der Betrieb kostet

API-Kontingent: none beyond LLM
Tokens pro Aufruf: 2–10k per skill analysis
Kosten in €: free
Tipp: Static analysis is nearly free; log analysis costs more — run it only when iterating

Sicherheit

Rechte, Secrets, Reichweite

Credential-Speicherung: none; logs may contain sensitive prompts — treat their path carefully

Datenabfluss: none

Session logs can contain secrets — redact before sharing

Fehlerbehebung

Häufige Fehler und Lösungen

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

Alternativen

skill-optimizer vs. andere

Alternative	Wann stattdessen	Kompromiss
skillcompass-skill	You need bundle-level ranking, not single-skill depth	Breadth over depth

Mehr

Ressourcen

📖 Offizielle README auf GitHub lesen

🐙 Offene Issues ansehen

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