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reader-sim

Read as a specified first-time reader persona and report the felt experience.

Skill by haowjy

IndexedApache-2.0★ 535
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/haowjy-reader-sim-8dc827

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About

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.

Use cases: documents

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What's inside

Skill name
reader-sim
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.
License
Apache-2.0
Instructions
47 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# 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

Load `/writing-principles` if it isn't already loaded. Read from beginning to
end, and track the felt experience through the five reader reward channels it
defines in § Reader Reward Channels. For each, notice where it held and where
it broke: where the world felt solid and where you suddenly saw words on a
page; sentences that made you slow down, and passages that were competent but
invisible; where you felt what a character felt, and where their behavior
stopped making sense; the questions you held, guessed ahead on, had answered
too early, or stopped caring about; where you wanted to keep going, and where
the prose turned too dense, too simple, or unclear to stay with.

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.

From haowjy/creative-writing-skills, Apache-2.0.

More from haowjy/creative-writing-skills

Signals

Stars
535
Forks
74
Open issues
3
Last commit (this folder)
Jun 28, 2026 (4 months ago)
Last release
Oct 23, 2026 (5 days ago)

From GitHub (fetched Oct 24, 2026).

Details

License
Apache-2.0
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

Same skill elsewhere

Copies of this SKILL.md published by others; search shows only one of them.

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Cite this page

reader-sim skill. Agent Mart. https://agentmart.dev/skills/haowjy-reader-sim-8dc827 (last updated 2026-10-24)