Skill Usage Statistics

SkillDev tools

Use when reviewing which QE skills are being used, finding undertriggering skills, or analyzing skill effectiveness. Shows usage patterns and recommendations.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Skill Usage Statistics skill

What this skill tells your AI

The instructions your AI receives, as published by proffesor-for-testing/agentic-qe in .claude/skills/skill-stats/SKILL.md and read by ahel’s review.

View QE skill usage patterns to identify popular skills, undertriggering skills, and optimization opportunities.

Activation

/skill-stats

What It Reports

  1. Most Used Skills — Top 10 skills by invocation count
  2. Undertriggering Skills — Skills with good descriptions but low usage
  3. Never Used Skills — Skills that have never been triggered
  4. Trigger Method — How skills are activated (explicit /command vs auto-selected)
  5. Recommendations — Skills to improve, merge, or deprecate

Usage Log Format

Skill invocations are logged to ${CLAUDE_PLUGIN_DATA}/skill-usage.log:

2026-03-18T10:30:00Z|security-testing|explicit|/security-testing
2026-03-18T10:45:00Z|qe-test-generation|auto|model-selected
2026-03-18T11:00:00Z|mutation-testing|explicit|/mutation-testing

Hook Configuration

{
  "hooks": {
    "PreToolUse": [
      {
        "matcher": "Skill",
        "hook": ".claude/skills/skill-stats/scripts/log-usage.sh"
      }
    ]
  }
}

Analysis Script

#!/bin/bash
# analyze-usage.sh
LOG="${CLAUDE_PLUGIN_DATA:-$HOME/.claude/plugin-data}/skill-usage.log"

if [ ! -f "$LOG" ]; then
  echo "No usage data yet. Skills will be logged as they are used."
  exit 0
fi

echo "=== Skill Usage Report ==="
echo ""
echo "Top 10 Most Used:"
cut -d'|' -f2 "$LOG" | sort | uniq -c | sort -rn | head -10
echo ""
echo "Trigger Method Breakdown:"
cut -d'|' -f3 "$LOG" | sort | uniq -c | sort -rn
echo ""
echo "Skills Used in Last 7 Days:"
WEEK_AGO=$(date -d '7 days ago' +%Y-%m-%dT%H:%M:%S 2>/dev/null || date -v-7d +%Y-%m-%dT%H:%M:%S)
awk -F'|' -v since="$WEEK_AGO" '$1 >= since' "$LOG" | cut -d'|' -f2 | sort | uniq -c | sort -rn

Gotchas

  • Log file grows unbounded — rotate periodically with tail -n 1000 $LOG > $LOG.tmp && mv $LOG.tmp $LOG
  • Auto-selected skills may not always be the best match — review undertriggering skills for description improvements
  • Usage count alone doesn't indicate quality — a skill used 100x but failing 50% needs fixing, not celebrating

Signals

GitHub stars
475
Forks
91
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
skill-stats
Source
github.com/proffesor-for-testing/agentic-qe