copy-lens-review

copy-lens-review is a skill for Claude Code, Codex from chuwu57/Chuwu-PR-OS. It costs 105 tokens per session (1,616 once invoked), scanned A, original, MIT.

A writing-review skill for checking copy against its public context, intended position, supporting knowledge, and review order.

In plain words
What is it for?
Use it to review public-facing copy, clarify its positioning, and check the reasoning behind editorial choices.
Why use it?
It helps identify whether wording fits the situation and the message the organisation is trying to establish.

Skill for Claude CodeCodex

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

Good fit Use it to review public-facing copy, clarify its positioning, and check the reasoning behind editorial choices.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/chuwu57/chuwu-pr-os/copy-lens-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 chuwu57/Chuwu-PR-OS --skill copy-lens-review
Clone the repo
git clone --depth 1 https://github.com/chuwu57/Chuwu-PR-OS

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-lens-review

README.md
[![agentmods](https://agentmods.dev/badge/skills/chuwu57/chuwu-pr-os/copy-lens-review/github.svg)](https://agentmods.dev/skills/chuwu57/chuwu-pr-os/copy-lens-review)
Your own site
<a href="https://agentmods.dev/skills/chuwu57/chuwu-pr-os/copy-lens-review"><img src="https://agentmods.dev/badge/skills/chuwu57/chuwu-pr-os/copy-lens-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 copy-lens-review

Your own site · 80×15
<a href="https://agentmods.dev/skills/chuwu57/chuwu-pr-os/copy-lens-review"><img src="https://agentmods.dev/badge/skills/chuwu57/chuwu-pr-os/copy-lens-review.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 105 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,616 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 $0.00105 $0.01616
Opus 5.5 $0.00042 $0.00646
Sonnet 5.5 $0.00021 $0.00323
Haiku 4.5 $0.00011 $0.00162

Measured 13d ago against content hash 80c61c8dc8c1, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

copy-lens-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 13d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/copy_lens_review.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

PROS-05/Skills/PR/copy-lens-review/SKILL.md · 83 lines

How it starts

The opening of the file, as written. The whole thing — 83 lines — stays where its author put it; the contents beside it link to each section on GitHub.

文案公共语境审查

归属说明:本Skill由初五维护,属于初五的个人Skill体系。分享或再分发时请保留本归属说明及已有来源、作者和许可声明。

判断文案进入评论区、截图、媒体标题和对手视角后是否仍然成立。公共风险取决于语义歧义、群体敏感度、场景严肃度、截图传播性和解释成本;创意流畅不能抵消方向错误。

读取路由

  • 默认用本文件完成审查,不预读完整知识地图、决策框架和视角库。
  • 文案包含多主体/多批次、代词/简称或不同事实状态,且截图或跨渠道摘用后指向不清时,读取Domains/PR/35-Frameworks/Framework_Single-Source-Layered-Voice.md的「指称地图」「语境闭合」。检查脱离上下文后谁、什么范围、何时、什么状态仍能唯一恢复;改回必要的完整对象,不能把一个对象的完成状态移给另一个。单主体、信息完整的普通告知不增加这项预读。
  • 涉及猫狗食品、零食、营养补充剂、鲜食、配方或功效时读取references/pet-food-runtime.md;只有需要核对具体声称、品类、渠道、法规或边缘案例时再读取references/pet-food-risk-context.md。
  • 只有价值观、身份群体、公共事件或战略取舍存在真实歧义时读取references/knowledge-map.md;需要更细群体视角时读取references/perspective-library.md。
  • 用户明确要求打分时读取references/risk-model.md;需要示例时读取references/example-oppo-mothers-day.md。

审查流程

1.先过五道门

内部判断Reality、Harm、Context、Organization、Trust:

  • Reality:事实、承诺和功效是否真实、可证明、可兑现。
  • Harm:是否识别并降低对具体群体的伤害。
  • Context:品牌此刻是否有正当角色,表达是否提供真实价值。
  • Organization:事实源、责任人、客服、法务、业务和后续动作能否承接。
  • Trust:动作是在降低还是增加长期解释成本。

任一门「停止」只停止原业务方向;证据不足时暂停依赖它的主张,继续可完成的审查与有依据的改写;可修问题修正后重新判断。复杂或高风险取舍再读取完整Framework_PR-Decision-Gate.md,不要在普通任务中重复加载。

2.确认上下文与意图

从已有材料核对品牌、行业、渠道、场景、受众和传播目标;只有缺口会改变结论时才向用户提问。用一句话写清创意意图,再分开四层:创作者想表达什么、普通用户会理解什么、敏感或非目标群体会反感什么、截图和媒体标题会放大什么。

3.查高风险信号

检查性别、家庭、婚恋、生育、未成年人、老人、弱势群体、地域、职业、阶层、身体/疾病、饭圈黑话、暧昧梗、节日、灾害、公共事件、社会价值借用,以及任何必须解释才能不冒犯的表达。

按本案相关性选择普通用户、非目标用户、受影响群体、媒体或竞品等视角。只保留有具体文本依据且会改变判断的误读,不要求固定群体数量,不虚构已发生的攻击或公众反应。

4.判断问题层级

  • 措辞问题:局部词句会误读,修改后可用。
  • 框架问题:站位、对象关系或价值表达不稳,需要重写结构。
  • 战略意图问题:依赖冒犯、优越感、恐惧、擦边或公共价值借用获得传播,停止原方向。

硬停止

出现以下情况不能判为「通过」:

  • 明确群体对立、冒犯、污名或弱势群体工具化。
  • 传播效果依赖歧义、家庭/性别张力、疾病、阶层、地域、未成年人或灾难语境。
  • 只有品牌成绩和短期销售/互动,没有用户价值,且会增加解释成本或损耗信任。
  • 核心问题无法靠局部改词解决,或组织无法承接对外承诺。

结论与输出

内部状态统一为通过/需修改/待补证/原方向停止,缺证不等于方向错误,分数不能覆盖事实与伤害门禁。先给判断和主要理由,再按用户任务选择必要内容:

1.创意意图。 2.实际存在的核心风险及机制,可为0项,不凑数。 3.与本案有关的外部视角。 4.确有截断风险时指出具体原句及误读方式;只有用户要求红队推演时才给明确标为假设的标题。 5.对信任、解释成本和品牌资产的影响。 6.可修时给具体改法;方向错误时给保留商业目标的替代方向。

改写时保留合理策略意图,把冲突从敏感身份、家庭伦理、疾病、阶层、地域、未成年人和灾难上移开,落到真实用户价值与可证明事实。

快速初筛可以运行:

python scripts/copy_lens_review.py input.json --format markdown

Read the full file on GitHub · 83 lines

Files

What ships with it

7 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. 13d ago Changed · +2 lines · +12 tokens per session 80c61c8dc8c1
  2. 1mo ago Changed · -73 lines · -23 tokens per session cc97b61133e4
  3. 1mo ago First seen · 154 lines · 116 tokens per session scan A deeb137f5cdf

Subscribe to this mod's changes

copy-lens-review is a skill published in the GitHub repository chuwu57/Chuwu-PR-OS (84 stars, last pushed 13d ago), licensed MIT. It adds 105 tokens to every session and 1,616 once invoked, about $0.0004 per session on Opus 5.5. 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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