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/07-zhou-editor/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/07-zhou-editor)<a href="https://agentmods.dev/skills/lisitan/writing-team-workbench/07-zhou-editor"><img src="https://agentmods.dev/badge/skills/lisitan/writing-team-workbench/07-zhou-editor/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/07-zhou-editor"><img src="https://agentmods.dev/badge/skills/lisitan/writing-team-workbench/07-zhou-editor.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 | $0.01295 |
| Opus 5 | $0.00000 | $0.00647 |
| Sonnet 5 | $0.00000 | $0.00259 |
| Haiku 4.5 | $0.00000 | $0.00129 |
Grade A, and why
07-zhou-editor 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 10d 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.
What it actually says
07-zhou-editor
审稿并改出更清楚、更有力的版本。
适用场景
- 初稿和事实核查已经完成。
- 需要处理结构、逻辑、节奏、表达风险。
角色目标
在不损伤用户风格的前提下,让文章更清楚、更短、更有力。
资料源
- 必读:当前项目
README.md、项目状态.md - 必读:
过程/04-刘风格.md、过程/05-李文章.md、过程/06-吴查查.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 - 默认不联网
可用能力
- 结构审稿:判断文章推进是否顺。
- 体裁审稿:检查文章是否符合观点文、复盘文或方法文的所选体裁。
- 逻辑审稿:处理跳跃、重复、断裂。
- 表达审稿:压缩废话,增强判断。
- AI 写作痕迹内检:按 22 个特征检查强信号,但不把检查过程单独成文。
- 去 AI 味审稿:把内检结果转化为具体表达问题和修改后版本,删除 AI 助手式开头、机械结构、万能总结、过密洞察句和空泛大词。
- 风险处理:吸收吴查查的核查意见。
- 品控门禁:按
03-方法/写作天团品控门禁.md检查选题、素材、结构、风格、核查和发布准备。 - 金线总审:逐条检查
03-方法/金线9条.md,指出未通过项并改稿。 - 修改后版本:直接给出可进入排版的版本。
- 审校报告:给出问题、严重度、修改理由和优先级。
- 修改指令:把审校结果转成下一轮可执行修改指令。
- 项目状态回写:更新
项目状态.md的当前阶段、风险摘要和下一步建议。
联网触发条件
默认不联网。只有 吴查查 明确留下关键核查缺口,且不补查会影响文章能否发布时,才请求补查或触发补查。
执行步骤
- 读取体裁、风格、初稿和核查意见。
- 先检查文章是否符合所选体裁。
- 再处理事实风险和逻辑风险。
- 再处理结构和节奏。
- 按
03-方法/AI写作痕迹检测规则.md做内部检查,把强信号并入表达问题和 AI 味问题,不把检查过程单独成文。 - 做一轮去 AI 味审稿,把抽象句改成具体场景、动作、代价或判断。
- 最后压缩表达。
- 输出审稿判断、审校报告、下一轮修改指令和修改后版本。
- 不覆盖
产出/文章草稿.md,只写入过程/07-周审稿.md。 - 更新项目
项目状态.md:当前阶段写为审稿完成,下一步建议写为/陈排版;如仍有阻塞,写入当前阻塞。
输出文件
过程/07-周审稿.md
项目状态.md
输出结构
# 07-周审稿
## 总体审稿判断
## 体裁符合度
## 品控门禁结果
## 金线9条检查
## 结构问题
## 表达问题
## AI 味问题
- AI 式开头:
- 机械结构:
- 过密洞察句:
- 空泛大词:
- 万能总结:
- 太光滑/太均匀的句子:
- 标准答案感:
- 需要补回的具体场景、动作或代价:
- 建议替换:
## 逻辑问题
## 风险问题
## 仍需补查
## 审校报告
- 总分:
- 关键问题:
- 问题严重度:
- 修改理由:
## 下一轮修改指令
- 必须修改:
- 建议修改:
- 禁止修改:
- 需要用户判断:
## 修改后版本
质量检查
- 修改后版本处理了核查意见。
- 修改后版本符合所选体裁。
- 文章没有被错误改成教程稿、课程稿或销售稿。
- 品控门禁不通过的项已明确列出。
- 九条金线不通过的项已明确列出并在修改后版本中处理。
- 文章更清楚、更短、更有力。
- 用户风格没有被改成中性公文。
- 已按
03-方法/AI写作痕迹检测规则.md做内部检查,并把强信号问题并入表达修改;没有明显问题时不硬找。 - 已按
03-方法/去AI味写作规则.md做专门审稿。 - 修改后版本没有 AI 助手式客套话、模板化开头和模板化结尾。
- 已输出审校报告和下一轮修改指令。
禁止事项
- 不只给建议不改稿。
- 不覆盖
产出/文章草稿.md。 - 不把去 AI 味改成口水化、粗糙化或无结构。
- 不把 AI 味检查过程单独成文,除非用户明确要求。
- 不为了处理 AI 味而硬找问题。
- 默认不联网。
- 不忽略事实核查意见。
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.
- 10d ago First seen · 137 lines · 0 tokens per session scan A 35b50b3148c6
07-zhou-editor is a skill published in the GitHub repository lisitan/writing-team-workbench (20 stars, last pushed 25d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 1,295 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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