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qms

qms-quality

Quality validation and QA orchestration for any work output.

Consolidated quality skill covering the full deliverable QA lifecycle: configure standards, create rubrics, score outputs, run bounded review loops, and compare outputs against reference templates. Consolidated 2026-04-24 from the previously separate `qa-loop` orchestrator and `quality-rubric` scorer — one skill, six routes.

Difficulty
beginner
Input
conversation
Output
document
Needs
none

What it needs

  • output_path — Path to the file or inline content to validate
  • rubric_hint — Optional rubric name — otherwise resolved from skill-quality-mapping
  • output_path — Path to the file to validate
  • template_path — Path to the reference template or prior version

What you get

  • Delta checklist per iteration, gaps closed/remaining, terminal state
  • Per-iteration scoring, revision checklists, terminal state (PASS/FAIL/ESCALATED)
  • quality-config (markdown)
  • quality-rubric (markdown)
  • quick-check-verdict (markdown)
  • validation-report (markdown)

Ask it like this

  • Run a QA self-review on this proposal before I send it
  • Score this deliverable against the quality rubric
  • Compare my output against the reference template and show me the gaps