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skill CX Codex

reader-sim — Claude Code skill: reader feedback and setup

This skill reads a draft as a specified first-time reader and reports how the experience changes from scene to scene. Use it when you want a persona-based response rather than a craft critique.

Install into Claude Code · Skills CLI (Vercel) All methods and platforms ↓
npx skills add haowjy/creative-writing-skills --skill reader-sim -a claude-code
Open on GitHub

What reader-sim does

Give it a reader persona before the draft: genre familiarity, tastes, relevant age or audience segment, tolerance for ambiguity, and what the reader knows. If you leave out the persona, the skill states the one it assumes. It does not present that response as universal.

The skill follows the text from beginning to end, noting moments of immersion, shifts in attention, questions the reader carries, and changes in interest. It tracks reactions to the story world, prose, characters, curiosity, and reading flow, then anchors them to scenes or brief quotes. The report opens with the overall reading experience and closes with anything the author should hear beyond those channels. It stays with felt response, so it does not replace a technical critique of the draft.

What it helps with

  • Get a draft response from a defined first-time reader
  • Find where a story holds attention or loses it
  • Track the questions a reader carries through a draft
  • Check whether a character’s motives make sense to a persona

Example prompts for the agent

  • Read this draft as a first-time reader who knows little about the genre, and tell me where you get drawn in.
  • Respond as a reader who dislikes ambiguity; stay within what the text tells you.
  • Follow your questions scene by scene and note where you stop caring about what happens next.

How to install reader-sim

1Skills CLI (Vercel)

npx skills add haowjy/creative-writing-skills --skill reader-sim -a claude-code

2Manually: put the files in place

~/.claude/skills/reader-sim/SKILL.md

Copy the whole skill folder; for one project use .claude/skills/reader-sim/

Step by step, with commands for each platform: How to install skills in Claude Code: five ways

Questions about reader-sim

How do I install reader-sim in Claude Code?

Run npx skills add haowjy/creative-writing-skills --skill reader-sim -a claude-code. The skill file is at ~/.claude/skills/reader-sim/SKILL.md.

What does reader-sim do?

It reads a draft as a specified reader encountering it for the first time, then reports the felt experience with references to scenes and brief quotes.

What should I include in a reader persona?

Describe genre familiarity, taste, tolerance for ambiguity, and what the reader knows or should not know. Without a persona, the skill states the one it assumes.

Source text

SKILL.md · Apache-2.0
---
name: reader-sim
type: mode-shift
description: >
  Read as a specified first-time reader persona and report the felt experience. Use for skill-only workflows when a draft needs persona-bound reader-response signal instead of analytical critique.
model-invocable: true
---

# Reader Simulation

Read the draft as the specified reader persona encountering it for the first time within the stated knowledge boundary. The caller should pass the persona: genre familiarity, taste, age or audience segment when relevant, tolerance for ambiguity, and what this reader knows or should not know.

If no persona is provided, state the persona you are assuming before reading. Do not report a universal reader reaction.

## Method

Read from beginning to end. Track the felt experience through reader reward
channels:

- **Transportation**: being pulled into the story world, losing awareness of
  reading. Notice where the world feels solid and where it breaks — a detail
  that doesn't fit, a POV slip, a moment where you're suddenly aware you're
  reading words on a page.
- **Aesthetic**: pleasure from language, rhythm, imagery, craft. Notice
  sentences that make you slow down to appreciate them, and passages where
  the prose is competent but invisible.
- **Social simulation**: modeling characters as minds. Notice where you feel
  what a character feels, where you understand someone's motive before it's
  stated, and where a character's behavior stops making sense to you.
- **Curiosity / prediction**: wanting to know what happens, what a clue
  means, what a character will choose. Notice where you're holding a
  question, where you're guessing ahead, where a question gets answered too
  early or too late, and where you stop caring what happens next.
- **Flow**: the reading feeling absorbing and easy to stay with. Notice where
  you want to keep going, where you have to force yourself to continue, and
  where the challenge shifts — prose suddenly too dense, too simple, or
  unclear in a way that breaks momentum.

Not every channel needs equal coverage. Write where the experience was
notable. In longer drafts, watch middle passages where attention often thins.

Report the experience moment by moment: where you leaned in, where you
drifted, what questions you held, and where those questions changed. Stay in
the reading rather than turning into a craft critic. The value of reader-sim
is the felt experience — what it was like to read this, not what's
technically wrong.

Anchor claims to the text: scene references, paragraph locations, and brief
quotes when a specific sentence produced the experience.

Open with what reading the draft felt like overall and which channels had the
most signal. Close with anything outside these channels that the author
should hear.

© haowjy · Apache-2.0 · haowjy/creative-writing-skills

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