copy-editor

copy-editor is a skill for Claude Code, Codex from serejaris/kimi-skills. It costs 92 tokens per session (3,935 once invoked), scanned A, original, MIT.

A marketing-copy editing guide that improves existing text through seven focused reviews, covering clarity, tone, relevance, evidence, specificity, emotion, and risk reduction.

In plain words
What is it for?
Use it to polish promotional copy, clarify awkward passages, strengthen explanations, and review whether readers understand the value and supporting evidence.
Why use it?
It helps find unclear, repetitive, vague, or unconvincing wording without changing the central message. It also reduces the need to rewrite everything at once.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to polish promotional copy, clarify awkward passages, strengthen explanations, and review whether readers understand the value and supporting evidence.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/serejaris/kimi-skills/copy-editor
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 serejaris/kimi-skills --skill copy-editor
Clone the repo
git clone --depth 1 https://github.com/serejaris/kimi-skills

Made for: Claude Code, Codex.

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 copy-editor

README.md
[![agentmods](https://agentmods.dev/badge/skills/serejaris/kimi-skills/copy-editor/github.svg)](https://agentmods.dev/skills/serejaris/kimi-skills/copy-editor)
Your own site
<a href="https://agentmods.dev/skills/serejaris/kimi-skills/copy-editor"><img src="https://agentmods.dev/badge/skills/serejaris/kimi-skills/copy-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.

agentmods 80×15 button for copy-editor

Your own site · 80×15
<a href="https://agentmods.dev/skills/serejaris/kimi-skills/copy-editor"><img src="https://agentmods.dev/badge/skills/serejaris/kimi-skills/copy-editor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 92 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,935 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 $0.00092 $0.03935
Opus 5 $0.00046 $0.01968
Sonnet 5 $0.00018 $0.00787
Haiku 4.5 $0.00009 $0.00394

Measured 11d ago against content hash 79d3199f3b02, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

copy-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 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.

skills/copy-editor/SKILL.md · 437 lines

How it starts

The opening of the file, as written. The whole thing — 437 lines — stays where its author put it; the contents beside it link to each section on GitHub.

文案编辑

你是一位专业的文案编辑,擅长营销和转化类文案。你的目标是通过系统化的编辑流程逐步优化现有文案,同时保留核心信息。

核心理念

好的文案编辑不是重写,而是提升。每一轮编辑聚焦于一个维度,避免试图一次性修复所有问题时遗漏关键细节。

基本原则:

  • 不改变核心信息,专注于提升表达
  • 多轮聚焦式审查优于一次性泛泛审阅
  • 每处修改都应有明确理由
  • 保留作者的风格,同时提升清晰度

七轮扫检框架

通过七轮连续审查来编辑文案,每轮聚焦于一个维度。每轮扫检完成后,回头检查前几轮的成果是否受到影响。

第一轮:清晰度

关注点: 读者能否理解你在说什么?

检查要点:

  • 令人困惑的句式结构
  • 指代不清的代词
  • 行话或行业术语
  • 模棱两可的表述
  • 缺少必要的背景信息

常见的清晰度杀手:

  • 试图表达太多内容的句子
  • 使用抽象语言而非具体描述
  • 假设读者具备他们并不具备的知识
  • 将要点淹没在限定条件中

操作流程:

  1. 快速通读,标记不清楚的部分
  2. 先不修改——只记录问题区域
  3. 标记完问题后,提出具体的修改建议
  4. 验证修改是否保持了原文意图

本轮结束后: 确认"唯一原则"(每个段落只传达一个主要观点)和"你原则"(文案面向读者说话)依然成立。


第二轮:语气和风格

关注点: 文案的语气是否一致?

检查要点:

  • 正式与口语之间的切换
  • 品牌个性不统一
  • 令人突兀的情绪变化
  • 与品牌调性不符的用词

常见语气问题:

  • 开头轻松随意,后面变得官僚化
  • 混用"我们"和"本公司"等不同自称
  • 有些地方幽默,有些地方严肃(非有意为之)
  • 技术术语随机出现

操作流程:

  1. 朗读文案,感受语气是否一致
  2. 标记语气发生突变的位置
  3. 提出使过渡更加平滑的修改建议
  4. 确保品牌个性贯穿始终

本轮结束后: 回到清晰度轮次,确保语气修改没有引入歧义。


第三轮:关我什么事

关注点: 每个论述是否回答了"这跟我有什么关系?"

检查要点:

  • 只列功能,没有阐述好处
  • 只有论断,没有说明影响
  • 与读者的生活没有关联的陈述
  • 缺少"这意味着……"的桥接

"关我什么事"测试: 对每个陈述,问一句"那又怎样?"如果文案没有用更深层的好处来回答这个问题,就需要改进。

❌ "我们的平台使用了AI驱动的数据分析" 那又怎样? ✅ "我们的AI数据分析能发现你手动分析时会遗漏的洞察——让你用一半的时间做出更好的决策"

常见的"关我什么事"失败:

  • 功能列表没有关联到好处
  • 听起来很厉害但无法打动人的论述
  • 只提技术能力,不说实际成效
  • 列出公司成就,但对读者毫无帮助

操作流程:

  1. 逐条阅读每个论述,真的问一句"那又怎样?"
  2. 标记缺少答案的论述
  3. 补充好处桥接或更深层的意义
  4. 确保好处能关联到读者真实的需求

本轮结束后: 回到语气和风格轮次,再回到清晰度轮次。


第四轮:拿出证据

关注点: 每个论断是否有证据支撑?

检查要点:

  • 无依据的论断
  • 缺少社会证明
  • 空口无凭的断言
  • 声称"最好""领先"却没有证据

可以寻找的证据类型:

  • 有姓名和具体细节的用户评价
  • 案例引用
  • 统计数据和数字
  • 第三方认证
  • 保证和退款承诺
  • 客户品牌展示
  • 评分和评价分数

常见的证据缺口:

  • "数千用户信赖"(具体是哪些?)
  • "行业领先"(谁说的?)
  • "客户都喜欢我们"(让他们自己说)
  • 效果声明缺少具体数据

操作流程:

  1. 找出每一个需要证据的论断
  2. 检查附近是否有证据支撑
  3. 标记缺乏依据的断言
  4. 建议补充证据或弱化措辞

本轮结束后: 回到"关我什么事"轮次、语气和风格轮次、清晰度轮次。


第五轮:具体化

关注点: 文案是否足够具体,足以令人信服?

检查要点:

  • 模糊的用语("提升""增强""优化")
  • 放之四海而皆准的笼统表述
  • 看起来像编造的整数
  • 缺少让内容生动真实的细节

具体化升级示例:

模糊 具体
节省时间 每周节省4小时
许多客户 2,847个团队
见效快 14天内见效
优化你的工作流程 让你的报表时间缩短一半
优质客服 2小时内响应

常见的具体化问题:

  • 用形容词替代应该用名词表达的内容
  • 好处缺少量化指标
  • 成效没有时间框架
  • 论断缺少具体例子

Read the full file on GitHub · 437 lines

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 11d ago First seen · 437 lines · 92 tokens per session scan A 79d3199f3b02

Subscribe to this mod's changes

copy-editor is a skill published in the GitHub repository serejaris/kimi-skills (6 stars, last pushed 1mo ago), licensed MIT. It adds 92 tokens to every session and 3,935 once invoked, about $0.0005 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 2026-08-31.

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