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skill-optimizer

Diagnose and optimize Agent Skills (SKILL.md) with real session data and research-backed static analysis. Works with Claude Code, Codex, and any Agent Skills-compatible agent.

When to Use This Skill

  • Use when skills are not triggering as expected or seem broken
  • Use when you want to audit and improve your skill library's quality
  • Use when you want to understand which skills are underperforming or wasting context tokens

Rules

  • Read-only: never modify skill files. Only output report.
  • All 8 dimensions: do not skip any. If data is insufficient, report "N/A — insufficient session data" rather than omitting.
  • Quantify: "you had 12 research tasks last week but the skill never triggered" beats "you often do research".
  • Suggest, don't prescribe: give specific wording suggestions for description improvements, but frame as suggestions.
  • Show evidence: for undertrigger claims, quote the actual user message that should have triggered the skill.
  • Evidence-based suggestions: when suggesting description rewrites, cite the specific research finding that motivates the change (e.g., "front-load trigger keywords — MCP study shows 3.6x selection rate improvement").

Overview

Analyze skills using historical session data + static quality checks, output a diagnostic report with P0/P1/P2 prioritized fixes. Scores each skill on a 5-point composite scale across 8 dimensions.

CSO (Claude/Agent Search Optimization) = writing skill descriptions so agents select the right skill at the right time. This skill checks for CSO violat

Subscribers only

The full skill, its 1 bundled files and every download is included with every paid Complete AI plan.

Details

Sourcehqhq1025/skill-optimizer (MIT)
License
Risk labelsafe ("critical" means the skill may run commands or touch files — read before use)
FilesSKILL.md
Added2026-04-11

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