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skill-optimizer

作者 hqhq1025 · hqhq1025/skill-optimizer

Audit a single SKILL.md using real session data plus static analysis — tells you exactly what to change.

skill-optimizer looks at a SKILL.md through two lenses: (1) session logs — did it activate when expected, was the output useful — and (2) static analysis — is the frontmatter clean, is the description properly intent-scoped, are examples calibrated. It outputs concrete edits you can apply. Pairs well with SkillCompass (which does bundle-level ranking).

▶ 觀看演示 📦 安裝 💡 使用場景

為什麼要用

核心特性

即時演示

實際使用效果

skill-optimizer-skill.replay ▶ 就緒
0/0

安裝

作者儲存庫 · Claude Skills 官方文件

使用場景

實戰用法： skill-optimizer

How to diagnose and fix one underperforming skill

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

何時使用： You notice one skill never activates, or activates wrongly.

步驟
  1. Review the patch
    Show me the proposed SKILL.md diff.✓ 已複製
    → Minimal, reviewable diff
  2. Apply and validate
    Apply the patch and tell me what to watch for this week.✓ 已複製
    → Validation checklist

結果： A targeted improvement with an accountability plan.

注意事項
  • Optimizing for activation rate but breaking scope — Include a 'false positive rate' acceptance metric
搭配使用： skillcompass-skill

Polish your first SKILL.md before publishing

👤 First-time skill authors ⏱ ~20 min beginner

何時使用： You wrote a SKILL.md and want expert review before shipping.

步驟
  1. Ask for a review
    Review my SKILL.md against skill-optimizer's static checks.✓ 已複製
    → Checklist with pass/fail + rationale
  2. Fix issues
    Apply the fixes and show me the final version.✓ 已複製
    → Clean SKILL.md

結果： A ship-ready SKILL.md.

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

組合

與其他 MCP 搭配，撬動十倍槓桿

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.✓ 已複製
skill-optimizer-skill + filesystem

Apply SKILL.md patches directly

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

工具

此 MCP 暴露的能力

工具輸入參數何時呼叫成本
static-analysis SKILL.md path Before publishing or during iteration 0
log-based-analysis logs + skill path Post-use tuning 0
patch-generation findings After analysis 0

成本與限制

運行它的成本

API 配額
none beyond LLM
每次呼叫 Token 數
2–10k per skill analysis
費用
free
提示
Static analysis is nearly free; log analysis costs more — run it only when iterating

安全

權限、密鑰、影響範圍

憑證儲存： none; logs may contain sensitive prompts — treat their path carefully
資料出站： none

故障排查

常見錯誤與修復

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

替代方案

skill-optimizer 對比其他方案

替代方案何時用它替代權衡
skillcompass-skillYou need bundle-level ranking, not single-skill depthBreadth over depth

更多

資源

📖 閱讀 GitHub 上的官方 README

🐙 查看未解決的 issue

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