Agent skill

Reader Panel

by danjdewhurst in danjdewhurst/story-skills

This skill should be used when the user asks for a "simulated beta read", "reader panel", "persona read", "first read before my beta readers", "how would a genre reader react", "would a reader keep…

MITAuto-check: notesWriting & Content

Install Reader Panel

skills CLI
$ npx skills add danjdewhurst/story-skills --skill reader-panel -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install danjdewhurst/story-skills reader-panel --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/danjdewhurst/story-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/reader-panel .claude/skills/reader-panel && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
reader-panel
GitHub stars
279
Used in
1 other repo
Token cost
~3.5k tokens
SKILL.md length
1,940 words
Files
6 (incl. references)
Skills in repo
24
Repo updated
First seen
Licence
MIT

At a glance

This skill should be used when the user asks for a "simulated beta read", "reader panel", "persona read", "first read before my beta readers", "how would a genre reader react", "would a reader keep…

  • Works in 5 steps: Scope the panel → Gather context without spoilers → Run each read independently → …
  • Asks for a simulated beta read
  • SKILL.md covers Overview, Prerequisites, When to Use and Personas, plus 5 more sections
  • Calls git and node

What it does

Reader Panel is an agent skill from danjdewhurst/story-skills. This skill should be used when the user asks for a "simulated beta read", "reader panel", "persona read", "first read before my beta readers", "how would a genre reader react", "would a reader keep going", "pre-beta read", "mock beta readers", or wants structured persona reads of a chapter range before human readers see it. NOT for real reader feedback (use feedback-triage), a paid sensitivity or authenticity read (use editorial-review), or the agent's own line edit (use line-editing).

Its SKILL.md is about 3.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including reference files (for example `references/continuity-reader.md`, `references/first-page-reader.md` and `references/genre-reader.md`).

It sits in Writing & Content, covering Copy editing and proofreading and Creative writing and fiction. It works with React. The repository describes itself as: Agent Skills for end-to-end story writing in markdown, packaged as Codex and Claude Code plugins. The licence is MIT.

When your agent uses it

  • Asks for a simulated beta read
  • First read before my beta readers
  • How would a genre reader react
  • Would a reader keep going

Example prompts

  • “simulated beta read”
  • “reader panel”
  • “persona read”
  • “/reader-panel”

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. Scope the panel
  2. Gather context without spoilers
  3. Run each read independently
  4. Write the files
  5. Hand off to feedback-triage

What it can do on your machine

Read from SKILL.md and the folder at commit 1df23f9. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • git
    • node

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Reader Panel loads about 3.5k tokens when it runs, and up to ~5.6k if it reads all its reference files. Until then it costs about 126 tokens; SKILL.md has 1,940 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~126
When it runs · the whole SKILL.md, loaded when a task matches
~3.5k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~5.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NoteMentions a .env fileSKILL.md:77
    r. Look through it for private files (a `.env`, keys or
  • NoteMentions a .env fileSKILL.md:216
    `bunfig.toml` (which can run code) and `.env`, and a package script runs from the checkout's root. If no CLI is availab

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from danjdewhurst/story-skills at commit 1df23f9, republished under its MIT licence (© danjdewhurst). 1,940 words, ~3,498 tokens.

Download SKILL.mdSave it as .claude/skills/reader-panel/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.
name
reader-panel
description
This skill should be used when the user asks for a "simulated beta read", "reader panel", "persona read", "first read before my beta readers", "how would a genre reader react", "would a reader keep going", "pre-beta read", "mock beta readers", or wants structured persona reads of a chapter range before human readers see it. NOT for real reader feedback (use feedback-triage), a paid sensitivity or authenticity read (use editorial-review), or the agent's own line edit (use line-editing).

Reader Panel

Overview

Run structured persona reads of a chapter range and write each one as a feedback file in the shape feedback-triage already reads, so the existing triage flow takes over unchanged. The panel is a first read before human readers see the draft: it finds the problems a reader would trip on, so the human round spends its attention on what only people can tell you.

Every panel read is simulated. It is written by the agent, marked source: simulated, and never presented as feedback from a real reader.

Prerequisites

A story project (story.md in the root) with the chapters in range drafted. The feedback-triage skill must be available for the synthesis.

When to Use

  • Before the first beta round, to catch the obvious problems cheaply
  • After a revision, to check a fix landed before sending it to people
  • When the user has no readers yet and wants a structured first read
  • NOT as a substitute for human readers. A simulated round cannot close a book as ready for submission or publication
  • NOT for a sensitivity or authenticity read. The sensitivity persona only flags passages for a paid human reader (use editorial-review)

Personas

Each persona has a reference file listing what it reads for, what it never comments on, and how it rates severity. Load only the personas in the panel.

PersonaFile idReads forReference
Target-genre readergenre-readerDoes the book deliver the genre's promises? Pacing sags, missing beats, broken conventionsreferences/genre-reader.md
Line editorline-editorSentence-level craft: POV slips and head-hopping, filter words, repetition, unclear antecedents, voice driftreferences/line-editor.md
Sensitivity readersensitivity-readerPortrayals that need a human sensitivity or authenticity reader. Flags, never clearsreferences/sensitivity-reader.md
Continuity-minded readercontinuity-readerFacts, names, objects, timeline, and what each character can know at this pointreferences/continuity-reader.md
First-page readerfirst-page-readerWould they keep going? The opening page, each chapter's first lines, and the last line before they could put it downreferences/first-page-reader.md

Workflow

1. Scope the panel
  1. Ask the user for the chapter range (default: every drafted chapter) and which personas to run (default: all five). Take genre, form, POV, and tense from the story context output in step 2 (its Story essentials section), not from story.md, whose Synopsis may describe the ending. The genre reader needs the genre. Take language only from the Language contract in that same story context output: it is no spoiler, and every persona reads the book as a reader of that language would.

  2. Pick the round number: the next N that is free under feedback/ and not yet the name of a tag or snapshot panel-round-{N} (git tag --list 'panel-round-*' and story snapshot --list --path . list them). A panel gets its own round. Never add simulated reads to a round of human readers, so the human synthesis stays independent.

  3. Save the text the panel will cite under the name panel-round-{N}, so feedback-triage can map its labels to a later draft with story compare once the chapters change:

    • Git project: work from the book's folder, the one that holds story.md (cd there first), because -- . below means the current folder. Check that .gitignore lists dist/ (add the line if it is missing), so earlier review copies stay out of the commit. Then run git status --untracked-files=all -- . and show the user what it lists: the copy is built from the working tree, but a tag points at the last commit, so uncommitted changes would make the two differ. Look through it for private files (a .env, keys or credentials, scanned documents): unless the user says to commit one, add it to .gitignore first. .gitignore does not untrack a file git already tracks, so also run git ls-files -- . and look for the same kinds of file: if one is listed, the commit below would include its changes, so stop and ask the user before committing. A tag holds only tracked files, so run git ls-files --others --ignored --exclude-standard -- . as well: if it lists a markdown file outside dist/ and .snapshots/, or the cover or stylesheet story.md names, the build reads a file the tag would miss, so take a snapshot as below instead. Ask before committing and before tagging. With approval, commit the project folder only (skip the commit when the tree is already clean) and tag that commit:

      shell
      git add -A -- .
      git commit -m "Simulated reader panel round {N}" -- .
      git tag panel-round-{N}

      If the user declines the commit, never tag the last commit over an uncommitted tree: take a snapshot as below, or stop. If git tag says the tag already exists, an earlier attempt saved this round: never move it; ask the user, or pick the next free N. Never push, and never move or delete a tag, without the user's approval.

    • Project without git, the user declined the commit, or an ignored file the build reads: take a snapshot with story snapshot panel-round-{N} --path ..

  4. Build the review copy the panel cites from that text, so its labels match the ones human readers will use:

    shell
    story build . --format html --stamp panel-round-{N}

    The build holds the whole book, so use it for labels only: a persona reads the chapter files in range, never the review copy. Cite each note with its paragraph label (ch03-p12) and the paragraph's first few words, exactly as the feedback template asks of human readers.

2. Gather context without spoilers

A persona reads the book as a reader would: only the chapters in range, in order. For background (who the characters are, what the story has promised so far), run story context on the last chapter in range:

shell
story context chapter-{NN} --path . --budget 4000

It leaves out later chapters and the synopsis. Its What <name> knows that the reader has not seen (do not reveal) subsection holds facts from chapters the reader has not reached: delete that whole subsection, heading included, before any persona sees the output. Do not read story.md (the context already gives its language), plot/, arc files, promise payoffs, or chapters after the range: a persona that knows the ending cannot tell whether the setup works. When the genre reader needs the genre's promises, take them from the chapters and the genre, not from the outline.

3. Run each read independently
  1. Run one persona at a time. If you can start subagents, give each persona its own subagent with only its reference file, the chapters in range, the story context output, and the book's language, so no persona reads another's notes. The line editor's subagent also gets style-sheet.md (when the project has one) and the story prose . findings for the chapters in range. Run story prose . first, and keep only its per-chapter findings for chapters in range. Otherwise finish and save one persona's file before starting the next, and do not revise earlier files after reading later ones.
  2. Follow the persona's reference file. Read the whole range before writing any note.
  3. Every problem cites evidence: the paragraph label, the quoted first words, and the words that cause the problem. A note with no location in the text is not a note; drop it.
  4. Report what the persona finds, not a quota. A persona that finds nothing writes that in Overall Impression and leaves Problems empty. Never pad a read to look thorough, and never invent a problem another persona or a craft checklist would expect.
  5. Read in the book's language. Judge prose, dialogue, and punctuation by that language's conventions and the style sheet, not English ones: guillemets or dialogue dashes are not errors in a French or Spanish book. Quote the text exactly as written, and write the notes in the language the user works in with you unless they ask otherwise.
  6. Mark uncertainty. When a note depends on something the persona cannot see (a later payoff, the author's intent), say so in the note instead of asserting it.
Show full SKILL.md (643 more words)Show less
4. Write the files

Write each read to feedback/round-{N}/{persona}.md using ../feedback-triage/references/feedback-template.md, with these frontmatter values:

yaml
---
reader: "{Persona name} (simulated)"
round: {N}
chapters-read: "{range}"
overall-verdict: "{loved it | liked it with reservations | mixed | didn't connect}"
source: simulated
persona: {file id from the table}
---

Leave each note's Canon check line as not checked (simulated read): checking against the bible means reading past the range, so feedback-triage does it at synthesis. Severity uses the template's scale (blocking, major, minor, nit), rated by the persona's reference file; some personas use only part of it (the sensitivity persona never rates a note blocking, and the first-page reader has no nit).

5. Hand off to feedback-triage

Hand the round to the feedback-triage skill for synthesis, and tell it whether step 1 saved the text as a tag or as a snapshot named panel-round-{N}. It maps a label to the current text with story compare . --ref panel-round-{N} --anchor '<label>', or with --snapshot panel-round-{N} in place of --ref for a snapshot. It reads source: simulated and weighs the round accordingly: agreement between personas is not independent convergence, and a simulated round's ready verdict means ready for human readers, nothing more. Tell the user plainly that the notes are simulated, and which personas ran.

Conventions

  • Panel files live under feedback/round-{N}/, one per persona, named by the persona's file id: feedback/round-2/line-editor.md.
  • Every panel file carries source: simulated and persona. A file without them is a human reader's file.
  • A panel round holds only simulated reads. Human and simulated reads are never mixed in one round.
  • Never describe a simulated read as a reader's, a beta reader's, or a sensitivity reader's feedback, in chat, in commit messages, in the synthesis, or in anything the user might send on.
  • Do not revise the manuscript during the panel. The revision plan comes from the synthesis, as for a human round.

CLI Maintenance

Use the Story CLI when it is available. If story is not installed, use the bundled fallback node ../story-maintenance/scripts/story.js with the same arguments. Use node <checkout>/bin/story.js instead only when the user names a Story Skills repository checkout or you are working in one. Write the script as an absolute path (resolve the fallback relative to this skill folder) and run it from the folder you would run story from, so . and other relative paths keep their meaning. Use Node, not Bun or a package script: Bun would load that folder's bunfig.toml (which can run code) and .env, and a package script runs from the checkout's root. If no CLI is available, read the chapters in range directly and cite chapter and paragraph positions by hand.

The CLI does not read feedback/, so panel files never cause validation errors. Save the text as panel-round-{N} (a git tag, or story snapshot panel-round-{N} --path .), then run story build . --format html --stamp panel-round-{N} for the labels and story context chapter-{NN} --path . for spoiler-safe background. When the synthesis adds or resolves continuity/questions/ entries, run:

shell
story reindex .
story wordcount . --write
story check .

Reference Files

  • references/genre-reader.md - The target-genre reader: the genre's promises, pacing, and conventions, and how to rate a missed beat
  • references/line-editor.md - The line editor: POV slips, filter words, repetition, antecedents, and voice drift at the sentence level
  • references/sensitivity-reader.md - The sensitivity persona: flags portrayals for a paid human reader, never clears one
  • references/continuity-reader.md - The continuity-minded reader: facts, names, objects, timeline, and character knowledge within the range
  • references/first-page-reader.md - The first-page reader: whether they would keep reading, and where they would stop

Shared Conventions

Every story skill follows the shared conventions in ../story-maintenance/references/conventions.md, resolved relative to this skill folder. Read it before creating, renaming, or linking story files. If that file is missing because this skill was installed without story-maintenance, the essentials are: kebab-case ids and filenames, YAML frontmatter on every story-project file, _index.md registry tables that story reindex rebuilds (never edit them by hand), bidirectional links between entities, characters for who is on the page and mentions for who is only referred to, status: deceased plus died-in: chapter-{NN} for deaths, and no project-local generator or build scripts (run only the installed or bundled Story CLI).

© danjdewhurst, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 5 other files (references) in skills/reader-panel of danjdewhurst/story-skills.

  • SKILL.md
  • references/continuity-reader.md
  • references/first-page-reader.md
  • references/genre-reader.md
  • references/line-editor.md
  • references/sensitivity-reader.md

Open the folder on GitHubat commit 1df23f9

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in danjdewhurst/story-skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Reader Panel next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Reader Panel compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Reader Panel this skilldanjdewhurst/story-skills2791 repos~3.5kAutomated safety check: NotesMIT
Story Multi-Perspective Reviewzenstory-ai/oh-story-claudecode7.4k3 repos~3kAutomated safety check: PassMIT
Web Novel AI-Trace Removerzenstory-ai/oh-story-claudecode7.4k2 repos~2.6kAutomated safety check: PassMIT
InkOS Story ReviewNarcooo/inkos10k—~450Automated safety check: PassAGPL-3.0
Monthly Newslettersocialincome-san/public159—~2.6kAutomated safety check: PassCustom licence
Web Novel AI-Flavor Removeruu201/character-arc579—~2.3kAutomated safety check: PassMIT

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Works with

Questions about Reader Panel

What does Reader Panel do?

This skill should be used when the user asks for a "simulated beta read", "reader panel", "persona read", "first read before my beta readers", "how would a genre reader react", "would a reader keep…. Reader Panel is an agent skill from danjdewhurst/story-skills. This skill should be used when the user asks for a "simulated beta read", "reader panel", "persona read", "first read before my beta readers", "how would a genre reader react", "would a reader keep going", "pre-beta read", "mock beta readers", or wants structured persona reads of a chapter range before human readers see it.

When should I use Reader Panel?

Reader Panel fits situations like: asks for a simulated beta read; first read before my beta readers; how would a genre reader react; would a reader keep going.

How do I install Reader Panel in Claude Code?

Run `npx skills add danjdewhurst/story-skills --skill reader-panel -a claude-code`. Or copy the skill folder (skills/reader-panel in danjdewhurst/story-skills) into .claude/skills/reader-panel in your project. Claude Code loads it when a task matches its description.

How do I install Reader Panel in Codex?

Run `npx skills add danjdewhurst/story-skills --skill reader-panel -a codex`. Or copy the skill folder (skills/reader-panel in danjdewhurst/story-skills) into .agents/skills/reader-panel in your project. Codex loads it when a task matches its description.

Can I use Reader Panel in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add danjdewhurst/story-skills --skill reader-panel -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/reader-panel, .gemini/skills/reader-panel, .github/skills/reader-panel and .opencode/skills/reader-panel in your project.

What does Reader Panel need to run?

Going by SKILL.md and its folder, Reader Panel needs the command-line tools its instructions call (git and node).

Does Reader Panel access the network?

SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Reader Panel safe to install?

Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Reader Panel use?

Reader Panel is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Reader Panel use?

About 3.5k tokens (SKILL.md is roughly 14k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.1k tokens, read only when the agent opens those files.

What are the alternatives to Reader Panel?

Skills that share tags, products or a category with Reader Panel: Story Multi-Perspective Review (zenstory-ai/oh-story-claudecode, 7.4k stars), Web Novel AI-Trace Remover (zenstory-ai/oh-story-claudecode, 7.4k stars), InkOS Story Review (Narcooo/inkos, 10k stars) and Monthly Newsletter (socialincome-san/public, 159 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Reader Panel?

danjdewhurst (a GitHub user) maintains it in danjdewhurst/story-skills, which has 279 GitHub stars. The repository holds 24 skills in this directory. The repository was last updated on October 8, 2026.

Source: danjdewhurst/story-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.