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Agent Skill

Story Review skill

story-reviewzenstory-ai/oh-story-claudecodeskills/story-review/SKILL.md

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」。

7.9kMIT

always on

74 tokname + description

once used

5,778 tokSKILL.md body

bundled files

216 scripts

repo stars

7.9kGitHub

Install the Story Review skill

Skills CLI (Claude Code, Codex, Cursor and others)

npx skills add https://github.com/zenstory-ai/oh-story-claudecode --skill story-review

Claude Code, by hand (all projects)

git clone --depth 1 https://github.com/zenstory-ai/oh-story-claudecode.git /tmp/oh-story-claudecode
mkdir -p ~/.claude/skills
cp -R /tmp/oh-story-claudecode/skills/story-review ~/.claude/skills/story-review

For one project only, copy the folder into .claude/skills/ in that project instead. The agent picks it up when a task matches its description.

What it costs your context

Agent Skills load in three steps. Tokens counted with the o200k tokenizer; your model's count will differ a little.

WhenWhat loadsCost
Every sessionName and description74 tok
When the agent uses itThe SKILL.md instructions5,778 tok
Only if opened21 bundled files (286 KB)varies

Until it is used, story-review costs about 18× less than the median MCP server we measured (1,362 tokens on every turn). Installing all 13 skills from zenstory-ai/oh-story-claudecode would load 1,271 tokens of descriptions. Skills vs MCP study

Checks

  • Ships scripts the agent can run. Read them before installing.
  • The instructions are over 5,000 tokens, the Agent Skills specification's guideline for SKILL.md.

Checked 2026-10-22 · method

What's inside

The headings of its SKILL.md. Read the full file on GitHub.

  • story-review：多视角对抗式审查
  • 作者偏好边界
  • Review Mode 选择
  • Phase 0：预检与降级（必须先执行）
  • 审查基准与参考资料规则（必须遵守）
  • 报告面向作者（必须遵守）
  • 参考资料解析顺序
  • 内置审查基准包（路径不可读时必用）
  • Phase 1：收集待审查内容
  • 统一 Findings Schema（所有模式必须使用）
  • Phase 2：并行 Spawn Agent（full/lean 模式）
  • Phase 3：综合裁决（full / lean 模式）
  • Phase 4：输出报告（full / lean 模式）
  • solo 模式
  • 追踪文件维护
  • 流程衔接

More skills from zenstory-ai/oh-story-claudecode

All skills in this repo
  1. browser-cdpzenstory-ai/oh-story-claudecode

    Use this skill when you need to control a Chrome browser via CDP (Chrome DevTools Protocol) to reuse existing login sessions. Covers: launching Chrome in debug mode, opening URLs, waiting for page load, evaluating JavaScript, taking snapshots, and extracting auth tokens. Trigger phrases: browser automation, CDP, agent-browser, 浏览器操作, 操作浏览器, Chrome CDP, 复用登录态, extract token from browser.

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  2. storyzenstory-ai/oh-story-claudecode

    网络小说工具箱主入口。根据用户需求自动路由到对应 skill，并可启动本地 Dashboard。触发方式：/story、$story、/story dashboard、/网文、「我想写小说」「记住我的写作习惯」「打开工作台」「检查更新」。

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  3. story-coverzenstory-ai/oh-story-claudecode

    小说封面生成。根据书名、作者名自动分析题材风格，调用 GPT-Image-2 生成含标题和署名的专业级网文封面；Codex CLI 优先使用内置 ImageGen，无需单独 API Key。触发方式：/story-cover、/封面、「帮我做个封面」「生成封面图」「做个小说封面」「封面设计」。

    7.9k93 tok idle · 2,716 in use
  4. story-deslopzenstory-ai/oh-story-claudecode

    网文去AI味。从表达、叙事用笔、故事因果三层诊断并修复文本，保留作者文风与已定剧情。触发方式：/story-deslop、/去AI味、「去AI味」「这篇太AI了」「网文去AI味」。

    7.9k470 tok idle · 3,149 in use
  5. story-importzenstory-ai/oh-story-claudecode

    逆向导入已有小说。将已写好的小说（半成品或完本）反向解析为标准项目目录结构，兼容 story-long-write / story-short-write 后续写作流程；内部复用 story-long-analyze / story-short-analyze 的拆解管道，按篇幅自动分流。触发方式：/story-import、「导入小说」「反向解析」「导入」「把我的书导进来」。

    7.9k599 tok idle · 3,321 in use
  6. story-long-analyzezenstory-ai/oh-story-claudecode

    长篇网文拆文。保留黄金三章、逐章摘要、剧情、情绪、节奏、角色、设定和文风接口，以连续章节块完成因果、双时间线、关系与三维节奏分析；兼容旧成果直接使用、按需增强和断点续跑。含可选三层灵感库管道（灵感库、跨书灵感聚合、更新灵感库）。触发方式：/story-long-analyze、/长篇拆文、「帮我拆这本书」「拆这本书」「分析黄金三章」「深度拆解」「完整拆解」或提供小说文本文件路径。

    7.9k5150 tok idle · 3,049 in use
  7. story-long-scanzenstory-ai/oh-story-claudecode

    长篇网文扫榜。分析起点、番茄、晋江、七猫等平台排行榜与新书数据，提炼市场趋势与热门题材。触发方式：/story-long-scan、/长篇扫榜、「长篇什么火」「起点排行」「扫七猫新书」。

    7.9k773 tok idle · 2,515 in use
  8. story-long-writezenstory-ai/oh-story-claudecode

    长篇网文规划与写作。支持只讨论结构、只写大纲或指定细纲，明确要求正文后再写章节。触发方式：/story-long-write、/写长篇、「帮我开书」「定设定」「出卷纲」「规划剧情」「写大纲」「补细纲」「日更」「续写」「继续写」「修改第X章」「回炉」「重写第X章」。

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