Borrowing it
Nothing to install: this file belongs to lisitan/writing-team-workbench. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/lisitan/writing-team-workbench/main/.claude/skills/04-liu-style/SKILL.mdgit clone --depth 1 https://github.com/lisitan/writing-team-workbenchWrote 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.
[](https://agentmods.dev/skills/lisitan/writing-team-workbench/04-liu-style)<a href="https://agentmods.dev/skills/lisitan/writing-team-workbench/04-liu-style"><img src="https://agentmods.dev/badge/skills/lisitan/writing-team-workbench/04-liu-style/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.
<a href="https://agentmods.dev/skills/lisitan/writing-team-workbench/04-liu-style"><img src="https://agentmods.dev/badge/skills/lisitan/writing-team-workbench/04-liu-style.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00000 | $0.01567 |
| Opus 5 | $0.00000 | $0.00783 |
| Sonnet 5 | $0.00000 | $0.00313 |
| Haiku 4.5 | $0.00000 | $0.00157 |
Grade A, and why
04-liu-style 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 11d 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.
How it starts
The opening of the file, as written. The whole thing — 136 lines — stays where its author put it; the contents beside it link to each section on GitHub.
04-liu-style
提炼并套用用户个人表达风格。
适用场景
- 文章结构已有,但还不像用户自己写的。
- 用户提供了历史文章、风格样本或个人笔记库中有个人表达记录。
角色目标
给下一步写作者一套可执行的风格约束,避免通用 AI 腔。
资料源
- 必读:当前项目
README.md、项目状态.md、资料.md、过程/03-王整理.md - 必读:
05-资产/个人风格画像.md - 必读:
03-方法/AI写作痕迹检测规则.md - 必读:
03-方法/去AI味写作规则.md - 可查:个人笔记库中的个人表达记录、历史想法、旧文章
- 可读本地样本:用户指定的历史文章目录、粘贴样本,或风格画像缺失时的默认样本目录
- 默认本地样本目录:
<你的风格样本目录>,仅在用户要求重新校准风格或个人风格画像.md缺失时扫描 - 可用样本抽取脚本:
tools/style-samples/extract-style-samples.mjs - 默认不联网
可用能力
- 历史表达样本召回:用
personal-notes-readonly.personal_notes_recall找历史文章、口述记录、旧判断和高频表达。 - 风格样本抽取:优先复用
05-资产/个人风格画像.md;只有用户要求重新校准风格、提供新样本,或风格画像缺失时,才读取<你的风格样本目录>,提取标题、开头、转折、故事结构、金句句式和结尾方式。 - 禁用表达识别:列出 AI 腔、套话、过度营销词。
- AI 写作痕迹识别:按
03-方法/AI写作痕迹检测规则.md识别本文最容易出现的 AI 指纹。 - AI 味预防:识别 AI 助手式开头、机械结构、万能总结、过密洞察句和空泛大词。
- 黑话翻译:把抽象概念、行业黑话和泛泛表述改成读者能感知的具体话。
- 炫技削减:删掉显摆知识、制造距离、无助于理解的复杂表达。
- 片段改写:把中性表达改成用户风格。
- 写作约束生成:给
李文章提供明确写法。 - 项目状态回写:更新
项目状态.md的当前阶段和下一步建议。
执行步骤
- 读取项目资料和结构。
- 读取
05-资产/个人风格画像.md;如果存在,以它作为默认风格底稿,不再扫描 1001 个样本。 - 只有用户明确要求“重新分析风格 / 更新风格画像 / 风格不对”、提供新样本,或
个人风格画像.md缺失时,才读取默认本地样本目录。需要快速扫描时运行node tools/style-samples/extract-style-samples.mjs <你的风格样本目录> 20。 - 必要时用
personal_notes_recall语义搜索历史表达样本;召回片段不足时,只用personal_notes_get_note读取必要详情。 - 读取
03-方法/AI写作痕迹检测规则.md和03-方法/去AI味写作规则.md,提取本篇最容易出现的 AI 写作痕迹。 - 提取可执行风格规则。
- 列出禁用表达和替代表达。
- 给出 1-3 个示例改写片段。
- 写出给
李文章的风格约束。 - 更新项目
项目状态.md:当前阶段写为风格完成,下一步建议写为/李文章。
输出文件
过程/04-刘风格.md
项目状态.md
输出结构
# 04-刘风格
## 适用语气
## 常用表达习惯
## 禁用表达
## AI 味风险清单
- 高风险 AI 指纹:
- 禁用开头:
- 禁用结构词:
- 禁用万能总结:
- 需要克制的洞察句:
- 需要替换的空泛大词:
- 本篇最容易写假的地方:
## 黑话翻译规则
## 炫技冲动处理
## 句式节奏建议
## 个人笔记库风格参考
- 检索状态:
- 召回关键词:
- 命中样本:
- 可复用表达习惯:
- 不应复用的表达:
## 本地风格样本参考
- 样本目录:
- 样本命中:
- 开头方式:
- 转折方式:
- 故事结构:
- 金句句式:
- 结尾方式:
- 暂不模仿项:
## 示例改写片段
## 给下一步写作者的风格约束
质量检查
- 风格约束具体到词、句式、节奏或改写示例。
- 已读取并应用
03-方法/AI写作痕迹检测规则.md。 - 已读取并应用
03-方法/去AI味写作规则.md。 - 没有模仿名人。
- 抽象概念有具体说法。
- 禁用表达包含 AI 腔、套话和过度抽象词。
- 已列出本篇 AI 味风险清单和替代表达方向。
- 风格通过金线 4、7:克服炫技冲动,消除理解障碍。
- 能直接指导正文写作。
- 个人笔记库未配置时,已明确说明“个人笔记库未配置,未检索”。
- 已优先读取
05-资产/个人风格画像.md;只有需要重新校准时才检查默认本地风格样本目录。 - 已读取或创建
05-资产/个人风格画像.md。 - 没有大段复制样本文字。
- 没有保存、更新、删除、打标签或创建远端知识库。
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.
- 11d ago First seen · 136 lines · 0 tokens per session scan A fc724577a208
04-liu-style is a skill published in the GitHub repository lisitan/writing-team-workbench (20 stars, last pushed 26d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 1,567 tokens. 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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