pprose-eval

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Score one practical document with metrics and rubric grading; read-only on source. Use when asked to score, evaluate, grade, rubric-check, or measure quality.

jlevy By jlevy schedule Updated 6/13/2026

name: pprose-eval description: Score one practical document with metrics and rubric grading; read-only on source. Use when asked to score, evaluate, grade, rubric-check, or measure quality.

Run pprose as pprose <command> if on PATH, else uvx pprose@0.2.0 <command> (zero-install via uv). Run pprose --help for every command, pprose skill for the other Practical Prose skills, and pprose list for all on-demand playbooks, style guides, and procedures (pprose shortcut, pprose guidelines, pprose runbook each print one by name).

Evaluate One Practical Prose Document

This is read-only on the source document. It writes eval report files.

Use it when the user wants a formal Practical Prose evaluation of one document.

Inputs

  • Path to one Markdown artifact.
  • Artifact label.
  • Scope class: status, memo, brief, deep_research, or design_doc.
  • ANTHROPIC_API_KEY for model scoring, unless the user asks for dry-run or manual scoring only.

Steps

  1. Run pprose runbook practical-prose-eval-single for the full procedure.

  2. If the artifact is a comprehensive practical guide (a reference work helping readers navigate a complex topic), read pprose guidelines writing-practical-guides for genre context before scoring; the rubric’s anchors scale with purpose, audience, genre, and risk level.

  3. Generate the eval stub:

    pprose report from-metrics path/to/artifact.md --label NAME --scope-class brief --out artifact.eval.md
    
  4. Inspect deterministic metrics:

    pprose metrics path/to/artifact.md --format yaml
    
  5. Score the qualitative dimensions (--model is required; run pprose score --list-models for choices, or pass --dry-run to skip the API call):

    pprose score artifact.eval.md --model opus
    
  6. Validate the result:

    pprose report validate artifact.eval.md --complete
    

Output

Return the eval report path, validation result, and any scoring or alignment issues that need human review.

Install via CLI
npx skills add https://github.com/jlevy/practical-prose --skill pprose-eval
Repository Details
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article Path SKILL.md
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