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Simulate beta reader feedback from different reader perspectives

Ckokoski By Ckokoski schedule Updated 2/24/2026

name: beta-reader description: Simulate beta reader feedback from different reader perspectives author: AuthorClaw version: 1.0.0 triggers: - "beta read" - "beta reader" - "reader feedback" - "test reader" - "would readers" permissions: - file:read

Beta Reader Simulation Skill

Provide feedback from simulated reader perspectives. Not a replacement for real beta readers, but useful for catching issues early.

Reader Perspectives

The Genre Fan

  • Reads 50+ books/year in this genre
  • Knows all the tropes and expectations
  • Will notice if conventions are broken (for better or worse)
  • Cares about: pacing, payoff, satisfying ending

The Casual Reader

  • Reads 10-15 books/year across genres
  • Needs to be hooked in the first chapter
  • Less tolerant of slow starts or complex world-building
  • Cares about: characters they root for, page-turning momentum

The Critical Reader

  • Notices craft elements (POV shifts, telling vs showing)
  • Catches plot holes and timeline inconsistencies
  • Evaluates prose quality and voice consistency
  • Cares about: writing quality, internal logic, originality

The Sensitivity Reader

  • Flags potentially harmful stereotypes or representations
  • Notes cultural accuracy concerns
  • Identifies assumptions that might alienate readers
  • Cares about: authentic representation, avoiding harm

Feedback Format

Each perspective provides:

  • First impression (hook effectiveness)
  • Where I'd stop reading (if anywhere)
  • What kept me reading (strongest elements)
  • What confused me (clarity issues)
  • What I wanted more of (missed opportunities)
  • Overall rating and recommendation likelihood

Important Note

Always remind the author: simulated feedback supplements but never replaces real human beta readers.

Install via CLI
npx skills add https://github.com/Ckokoski/authorclaw --skill beta-reader
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