Scholar Evaluation skill: what it does and how to install it

What it does. Guides qualitative-first reviews of papers, protocols, literature syntheses and research ideas, recording evidence locators, criterion status, uncertainty and improvement options. It also runs local JSON/CSV checks for rubric traceability, rater agreement, weight sensitivity and process controls.

When to use it. Use for developmental feedback on scholarly work or audits of low-stakes assessment processes with authorised, minimised data. It must not rank people or influence hiring, admissions, funding, promotion, awards, discipline or other consequential decisions, or issue accept/reject judgements.