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Aria skill candidates

Skill iansteitz1-eng/aria-skills/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.From its SKILL.md

Install
npx -y skills add iansteitz1-eng/aria-skills --skill aria-skill-candidates

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

2 things to look at

  • no licenseNo license file was found in the repository. Code published without one is not open source by default, so using it at work is a question for whoever answers licensing questions where you are.
  • 0 stars0 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

SKILL.md

1.3 KB, 208 tokens by cl100k_base, as published. Nobody here has run it

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

What ships with it: 7 files

20.5 KB alongside SKILL.md, 1 of them executable

manifest/

Keep looking

Skills are one crate of 325,949. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.