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Aria Skill Candidates

Observer + Gatekeeper for the Aria Builders meta-loop. Scans Claude Code transcripts for recurring vendor-API patterns and ranks them by a 5-axis rubric (recurrence · YAML-shape · multi-step · public-value · sovereignty-cost) to decide which patterns should become new skills. Filters out vendors already covered by an existing skill. Use when the user says "what should I build next", "skill candidates", "where am I repeating myself", "scan transcripts", or weekly as a passive review.

iansteitz1-eng Updated
Integrations & APIs

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aria-skill-candidates

The "should I build a skill for this?" question, answered automatically.

Usage

python3 aria_skill_candidates.py                          # scan all transcripts
python3 aria_skill_candidates.py --limit-files 20         # last 20 sessions only
python3 aria_skill_candidates.py --json                   # machine-readable

The 5-axis rubric

Each candidate scored 0-3 on:

  • Recurrence — how often the pattern appears
  • YAML-shape — how cleanly it maps to declarative reconcile
  • Multi-step — manual-step count if unskilled
  • Public-value — generalizes vs Aria-internal
  • Sovereignty — touches doctrine/splat/voice (subtracted)

Score = R + Y + M + P − S. ≥10 = BUILD NOW · 5-9 = LOG PROBE · <5 = SKIP.

License

Apache 2.0

iansteitz1-eng/aria-skills/tree/main/aria-skill-candidates commit b34448e5a3

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Frequently asked questions

npx skillmds@latest add iansteitz1-eng/aria-skill-candidates