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Chapter Evaluator

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panaversity·vlatest·writing

This tool analyzes chapters for clarity, coherence, and adherence to guidelines, ensuring content quality and streamlining writing workflows.

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This skill no longer installs under the name chapter-evaluator. panaversity/agentfactory is deleted or private, so it cannot be installed from.

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panaversity

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About this skill

What it does

The Chapter Evaluator skill analyzes educational chapters to assess their quality from both a student and teacher perspective. It evaluates aspects like engagement, clarity, length, and effectiveness of hands-on exercises. The tool provides structured feedback with ratings, identifies gaps in content, and suggests actionable improvements to streamline writing workflows.

When to use it

  • Analyzing a chapter's overall quality before publication.
  • Identifying why content feels ineffective (e.g., too short, boring, disconnected).
  • Planning improvements for existing chapters.
  • Comparing chapters against established quality standards.
  • When you need an assessment of educational material and want to understand how it will be received by learners.

Key capabilities

  • Dual Perspective Analysis: Evaluates content from both a student's (engagement, clarity) and teacher’s (pedagogy, objectives) viewpoint.
  • Engagement Scoring (1-10): Assesses the compelling nature of the chapter based on factors like hooks, real-world relevance, and narrative flow.
  • Length Assessment: Determines if a chapter is too short, just right, or too long, with word count benchmarks provided for different lesson types.
  • Clarity Scoring (1-10): Evaluates the understandability of the content based on factors like jargon usage, logical flow, and transitions.
  • Hands-On Effectiveness Scoring (1-10): Measures how well hands-on exercises contribute to learning.
  • Content Extraction: Automatically gathers chapter content including YAML frontmatter, word count, section structure, code examples, and hands-on exercises from a specified directory.

Example prompts

  • "Evaluate this chapter for student engagement."
  • "Review this chapter and assess its clarity."
  • "Analyze this chapter and provide feedback on the effectiveness of the hands-on exercises."

Tips & gotchas

  • The skill requires access to a "chapter directory" containing lesson files. You'll need to specify the correct path for it to function correctly.
  • Evaluation is based on predefined criteria; results are subjective assessments, not definitive judgments.
  • The skill extracts content using ls and grep, so ensure these commands are available in the environment where the agent is running.