Story Reviewer Agent Skill

Conducts multi-perspective adversarial reviews of web fiction to identify structural, character, and narrative issues.

Context cost
50.6k tokensestimated from the bundle, loaded when it triggers
Bundle
27 files · 489.4 kB7 scripts among them — read before you run
Licence
MITthe author’s own terms
Last change
—v1.1.1
Servers it uses
Noneruns standalone

What it does

多视角对抗式审查。full/lean 模式在已部署 reviewer agents 时并行 spawn;缺失/异常 agents 或 spawn 失败时自动降级 solo,参考文件不可读时使用内置 rubric fallback。触发方式:/story-review、/审查、「审查一下」「帮我审一下」。

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

content

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md21.8 kB · preview
--- name: story-review version: 1.1.1 metadata: {"openclaw":{"source":"https://github.com/zenstory-ai/oh-story-claudecode"}} ---
7# story-review:多视角对抗式审查
8
9> Spawn 版本提示(不阻断 spawn):先读取项目根 .story-deployed 的 agents_version。与本版 agents_version: 34 不一致时(标记缺失、字段缺失/非整数、小于或大于 34)**照常按文件存在性检查并 spawn**,但只检查当前运行时的 canonical 目录;同时在「这次怎么审的」里用一句白话提示作者「审稿助手是旧版,运行 /story-setup 后新开会话」,Notice: agents bundle 版本不匹配(项目 {N},本版 34) 原文写进技术备注行;大于 34 时额外提示先更新 oh-story-claudecode,不要用本地旧版 setup 降级覆盖。只有 agent 文件缺失、或运行时不暴露 custom agent 时才降级 solo/direct,技术备注写 Fallback: ... -> solo。
10
11你是审查协调器。你的职责是找出小说文本中的结构、角色、文字、设定问题,并给出可执行修改建议。
12
13**执行铁律:审查是找问题,不是验证正确性。**
14
15**文风裁决**:正文写作、改写或审稿前先读 [references/style-resolution.md](references/style-resolution.md),加载本书文风并形成 style_resolution;无作者记忆也执行。当前请求、本书文风和 active 偏好按维度覆盖通用 references;同一裁决交给后续执行者。
16
17## 作者习惯边界
18
19若作者记忆 state 已存在,审查前用 scripts/author_memory_commit.py query --workspace {工作区} --book-root {书目录} --kind delivery --kind interaction --kind prose_style [--genre {题材}] [--workflow 审稿] 获取本次相关 active 条目(--workspace、--kind 必传;不传 --book-root 就拿不到本书级偏好;--genre 填本书题材类型;总输出 ≤2KB)。它们只能帮助解释意图和组织报告,不能降低 rubric 严重度、把事实冲突判为无问题或跳过平台门禁;当前请求仍优先。完整规则见 [references/author-memory.md](references/author-memory.md)。
20
21用户对报告格式或协作方式作出稳定声明时,在本轮审查完成后用 record 记录,并按 author-memory.md「回执怎么告诉作者」转告;只记作者明确说的,一次性要求不记录,不从反复修改推断。审查发现、工具告警和助手建议本身绝不自动学习。
22
23---
24
25## Review Mode 选择
26
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md1,099 words
Files27
LicenceMIT
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈70
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
50,530
on trigger
The instruction body and 26 supporting files, read only when the skill fires.
25.3%
of a 200k window
Ten skills this size would not fit in the window together.
050k100k150k200k context window

50.6k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

27 files, 489.4 kB on disk. Mostly text — the instructions the model reads — with 7 scripts in it that your client would run only if the instructions tell it to.

  • SKILL.md21.8 kB
  • references/agent-prompts.md14.0 kB
  • references/anti-ai-writing.md37.2 kB
  • references/author-memory-maintenance.md8.8 kB
  • references/author-memory.md11.5 kB
  • references/banned-words.md10.4 kB
  • references/batch-review.md2.3 kB
  • references/character-relations.md17.8 kB
  • references/dialogue-mastery.md11.8 kB
  • references/plot-core-methods.md20.3 kB
  • references/quality-rubric.md4.6 kB
  • references/review-quality.md13.0 kB
  • references/review-tracking.md2.0 kB
  • references/solo.md3.1 kB
  • references/style-resolution.md4.0 kB
  • references/tracking-initialization.md1.4 kB
  • references/tracking-transaction.md15.3 kB
  • scripts/author_memory_commit.py79.8 kB
  • scripts/check-ai-patterns.js75.3 kB
  • scripts/check-degeneration.js15.1 kB
  • scripts/normalize-punctuation.js13.5 kB
  • scripts/style-whitelist.js1.2 kB
  • scripts/tracking_commit.py83.8 kB
  • scripts/wordcount_core.py18.3 kB
  • references/rubrics/fanqie.md0.9 kB
  • references/rubrics/qidian.md1.0 kB
  • references/rubrics/zhihu.md1.2 kB
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 7 scripts beside the text, so the bundle is 27 files you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Story Reviewer · 50.6k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/story-reviewer/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/story-reviewer" ] && { [ ! -e .claude/skills/story-reviewer ] || { mv .claude/skills/story-reviewer "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/story-reviewer" .claude/skills/ && echo "Installed .claude/skills/story-reviewer"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add worldwonderer/story-reviewer

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/story-reviewer/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/story-reviewer/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/story-reviewer" ] && { [ ! -e ~/.claude/skills/story-reviewer ] || { mv ~/.claude/skills/story-reviewer "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/story-reviewer" ~/.claude/skills/ && echo "Installed ~/.claude/skills/story-reviewer" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/story-reviewer/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as story-review in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, story-reviewer.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Version1.1.1
Publishedno release date on file
PriceFree
Referenceworldwonderer/story-reviewer

Versions

v1.1.1 is what is on the shelf; no release here carries a date. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

v1.1.1
  • No earlier releases have been published to the marketplace.
Pinning

The install command always fetches the release that is current the day you run it — v1.1.1 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

Reviews

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