prose-quality

star 20

Evaluates written content for clarity, accuracy, tone, and structure.

openkoi-ai By openkoi-ai schedule Updated 2/18/2026

name: prose-quality kind: evaluator description: Evaluates written content for clarity, accuracy, tone, and structure. metadata: categories: ["writing", "summary", "docs", "documentation", "readme"] dimensions: - name: clarity weight: 0.3 description: Is the writing clear, concise, and easy to understand? - name: accuracy weight: 0.3 description: Are facts, claims, and technical details correct? - name: tone weight: 0.15 description: Is the tone appropriate for the audience and purpose? - name: structure weight: 0.25 description: Is the content well-organized with logical flow?


Prose Quality Evaluator

Evaluate the written output against these criteria.

Clarity (30%)

  • Is each sentence easy to understand on first read?
  • Are technical terms explained or used consistently?
  • Is jargon avoided where plain language would work?
  • Are sentences concise without sacrificing meaning?
  • Is the writing free of ambiguity (could a reader misinterpret any part)?
  • Are pronouns used clearly (no dangling references)?

Accuracy (30%)

  • Are all factual claims correct and verifiable?
  • Are technical details accurate (commands, file paths, API names)?
  • Are code examples syntactically correct and runnable?
  • Are version numbers, dates, and links correct?
  • Is anything stated that contradicts the source material or task context?
  • Are caveats and limitations mentioned where appropriate?

Tone (15%)

  • Is the tone appropriate for the target audience?
  • Is the writing professional without being stuffy?
  • Is it consistent throughout (no jarring shifts from formal to casual)?
  • Does it avoid condescension ("simply", "just", "obviously")?
  • For docs: is it task-oriented and helpful rather than abstract?
  • For summaries: is it objective and balanced?

Structure (25%)

  • Is there a logical progression from introduction to details?
  • Are headings and sections used effectively?
  • Does each paragraph focus on one idea?
  • Are lists used where appropriate (not buried in prose)?
  • Is the length appropriate (not padded, not truncated)?
  • Is there a clear beginning, middle, and end?

Severity Guide

  • Blocker: Factually wrong, misleading, or incomprehensible
  • Important: Confusing structure, missing key information, wrong audience tone
  • Suggestion: Minor wording improvements, formatting tweaks, optional additions
Install via CLI
npx skills add https://github.com/openkoi-ai/openkoi --skill prose-quality
Repository Details
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