review

review is a skill for Claude Code from tance-mang/chinese-webnovel-skills. It costs 80 tokens per session (1,153 once invoked), scanned A, original, MIT.

A Chinese web-novel editing guide that diagnoses why readers may stop reading. It checks opening hooks, chapter endings, satisfying story moments, unresolved clues, character consistency, pacing, and writing that feels unnatural.

In plain words
What is it for?
Use it to review a chapter, volume, or whole book; find plot holes and forgotten clues; check character behavior and pacing; or prepare a manuscript before publication.
Why use it?
It helps find the story problems most likely to reduce reader retention, rather than only correcting surface errors. It turns those problems into specific revision suggestions.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the webnovel plugin — 33 skills shipped together

Good fit Use it to review a chapter, volume, or whole book; find plot holes and forgotten clues; check character behavior and pacing; or prepare a manuscript before publication.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/tance-mang/chinese-webnovel-skills/review
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add tance-mang/chinese-webnovel-skills --skill review
Clone the repo
git clone --depth 1 https://github.com/tance-mang/chinese-webnovel-skills

Made for: Claude Code.

Or install webnovel, the plugin that ships this one along with the rest of its 33 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for review

README.md
[![agentmods](https://agentmods.dev/badge/skills/tance-mang/chinese-webnovel-skills/review/github.svg)](https://agentmods.dev/skills/tance-mang/chinese-webnovel-skills/review)
Your own site
<a href="https://agentmods.dev/skills/tance-mang/chinese-webnovel-skills/review"><img src="https://agentmods.dev/badge/skills/tance-mang/chinese-webnovel-skills/review/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for review

Your own site · 80×15
<a href="https://agentmods.dev/skills/tance-mang/chinese-webnovel-skills/review"><img src="https://agentmods.dev/badge/skills/tance-mang/chinese-webnovel-skills/review.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 80 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,153 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00080 $0.01153
Opus 5 $0.00040 $0.00576
Sonnet 5 $0.00016 $0.00231
Haiku 4.5 $0.00008 $0.00115

Measured 12d ago against content hash ba2497a08b10, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

review scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/review/SKILL.md · 72 lines

What it actually says

审稿与追读诊断(review)

不只是挑错,而是从读者留存视角诊断稿子,给出能直接改的建议。这是本插件区别于通用写作工具的核心。

何时用

  • 审一章 / 一卷 / 全书
  • 查剧情漏洞、伏笔断点、人设 OOC
  • 诊断追读率/完读率为什么掉
  • 发布前体检

六维诊断

1. 钩子诊断(留人)

  • 开篇 3 句有没有立住危机/反差?
  • 每章是否有有效章尾钩?标出"平淡收尾"的章(调 references/hook-library.md
  • 付费节点前是否压了强钩?

2. 爽点诊断(追读)

  • 爽点密度是否匹配平台?(番茄每章、起点每 3 章,调 references/platform-profiles.md
  • 标出"爽点断档"的连续章节
  • 爽点是否原地重复没升级?(调 references/trope-library.md 升级链)
  • 打脸四拍是否完整(尤其"围观"拍有没有漏)

3. 伏笔诊断(防烂尾)

  • 列出所有已埋伏笔 → 标记:已回收 / 待回收 / 疑似遗忘
  • 标出"挖了没填的坑"和"突然冒出没铺垫的设定"

4. 人设诊断(一致性)

  • 人物言行是否前后一致、有没有 OOC
  • 主角是否有主观能动性(还是被金手指牵着走)
  • 反派强度是否撑得起主角的胜利

5. 节奏诊断(呼吸感)

  • 是否一直紧绷或一直平淡?
  • 战斗/打脸后有没有舒缓,舒缓后有没有再拉紧

6. 人味/失控感诊断(像不像真人写的)

  • 情绪是不是太"平均"(都合理反应,没人真的失控/偏执/在痛)?
  • 冲突是不是太"干净"(误会→解释→解决,缺"越滚越脏")?
  • 句子是不是太"顺"(无长短变化、无停顿、无不完整表达)?
  • 人物是不是太"正常"(没有"明知错还做"的不理性/偏执/赌)?
  • 是不是太"中立"(没有偏见、私货感)?
  • 一句话标准:读起来像说明书还是情绪记录?太像说明书 → 用 human 技能加失控感(调 references/human-texture.md)。
  • 想要量化到"AI 味指数 X/10 + 扣分在哪几句" → 用 aidetect(比喻密度/连续同句式/句长波动/段落分布/情绪词重复,见 references/ai-detector.md)。

输出:诊断报告

【整体评分】留人 / 追读 / 连贯 各打分 + 一句话结论
【继续率预测】前三章:冲突/悬念/人物记忆点/反差 → 读者会不会追下去(高/中/低 + 为什么)
【致命问题】最影响数据的 1–3 点(按优先级)
【钩子】哪几章收尾平淡 → 怎么改
【爽点】哪段断档 / 没升级 → 怎么补
【伏笔】待回收清单 + 疑似遗忘的坑
【人设】OOC 或强度问题
【节奏】哪里需要松/紧
【修改优先级】先改哪个见效最快

原则

  • 诊断要具体到章/段,不说空话
  • 每个问题都给可执行的改法,不只是指出问题
  • 优先级排序:先改最影响读者留存的

下一步

按报告 → 用 expand 重写问题章、shuangdian 补爽点、hook 修钩子。

本技能是读者留存视角(钩子/爽点/追读)。要作者后台视角深查设定不矛盾(行为/因果/资源/身份/伤势/战力/时间线)→ 用 continuity;要 AI 味量化评分 → 用 aidetect

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 72 lines · 80 tokens per session scan A ba2497a08b10

Subscribe to this mod's changes

review is a skill published in the GitHub repository tance-mang/chinese-webnovel-skills (58 stars, last pushed 3mo ago), licensed MIT. It adds 80 tokens to every session and 1,153 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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