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From swarm
Creates concrete pass/fail criteria when no existing standards or tests exist. Guides teams to quantify correctness before execution.
npx claudepluginhub dheerg/swarms --plugin swarmHow this skill is triggered — by the user, by Claude, or both
Slash command
/swarm:define-rubricThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
The team can't find existing standards. Help them build a rubric.
Designs structured scoring rubrics with explicit criteria, performance scales, and descriptors for consistent quality assessment and reduced subjective bias.
Provides patterns for weighted scoring systems, quality gates, rubrics, and threshold-based decisions to evaluate code reviews, proposals, or artifacts.
Creates analytic rubrics with criteria, performance levels, and behavioral descriptors for consistent assessment of complex work.
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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.