define-rubric
SkillAI & modelsBuilds measurable validation criteria when no existing standards apply. Invoked by team agents during review.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the define-rubric skill
What this skill tells your AI
The instructions your AI receives, as published by dheerg/swarms in skills/define-rubric/SKILL.md and read by ahel’s review.
The team can't find existing standards. Help them build a rubric.
Ask: what does the output look like when it's right? Get specific, measurable answers. File sizes, response times, value ranges, visual correctness, behavioral expectations. If the user or team can't quantify it, ask what they'd check manually. If they don't know the values yet, the rubric item becomes an experiment: produce a sample, measure the property, decide if it's acceptable.
The rubric is a short list of pass/fail criteria the team agrees on before execution starts. Keep it concrete.
The team will review output against these criteria in a loop — refining until confidence reaches 9/10+. Write criteria that guide improvement, not just pass/fail. When no test suite exists, this rubric is the testing framework.
Signals
- GitHub stars
- 85
- Forks
- 7
- Last commit
- Jul 2026
Advanced
- Catalog kind
- skill
- Gateway key
define-rubric- Source
- github.com/dheerg/swarms