Agent skill

Use Case Triage

by zhou210712 in zhou210712/claude-for-legal-ZH

对提议的AI用例进行分类和风险排序:检索现有注册表、检查红线、 对残余风险进行分级。输出为经核准/附条件/不核准,并附书面理由。

Apache-2.0Auto-check passedLegal & Compliance

Install Use Case Triage

skills CLI
$ npx skills add zhou210712/claude-for-legal-ZH --skill use-case-triage -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install zhou210712/claude-for-legal-ZH use-case-triage --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/zhou210712/claude-for-legal-ZH.git skills-src && mkdir -p .claude/skills && cp -r skills-src/ai-governance-legal/skills/use-case-triage .claude/skills/use-case-triage && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
use-case-triage
GitHub stars
225
Token cost
~980 tokens
SKILL.md length
147 words
Files
1
Skills in repo
122
Repo updated
First seen
Licence
Apache-2.0

At a glance

对提议的AI用例进行分类和风险排序:检索现有注册表、检查红线、 对残余风险进行分级。输出为经核准/附条件/不核准,并附书面理由。

  • Works in 4 steps: 读取… → 运行以下工作流。 → 如果注册表中已有匹配项 → 返回当前状态,不重新分类。 → …
  • Legal & Compliance work in your project
  • SKILL.md covers 目的, 加载当前状态, 工作流 and 与后续技能的衔接, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Use Case Triage is an agent skill from zhou210712/claude-for-legal-ZH. 对提议的AI用例进行分类和风险排序:检索现有注册表、检查红线、 对残余风险进行分级。输出为经核准/附条件/不核准,并附书面理由。 适用于收到新的AI用例提案、产品团队询问"这个AI功能可以上线吗"、 或需要运行AI用例审批委员会流程时。

Its SKILL.md is about 980 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Legal & Compliance. The licence is Apache-2.0.

When your agent uses it

  • Legal & Compliance work in your project

Example prompts

  • “这个AI功能可以上线吗”
  • “/use-case-triage”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. 读取 ~/.claude/plugins/config/claude-for-legal/ai-governance-legal/CLAUDE.md → 已注册的AI系统、红线清单、审批工作流。
  2. 运行以下工作流。
  3. 如果注册表中已有匹配项 → 返回当前状态,不重新分类。
  4. 如果没有匹配项 → 按风险层级分类:检查红线 → 残余风险分级 → 输出分类和理由。

What it can do on your machine

Read from SKILL.md and the folder at commit 2f01c92. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Use Case Triage loads about 980 tokens when it runs. Until then it costs about 34 tokens; SKILL.md has 147 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~34
When it runs · the whole SKILL.md, loaded when a task matches
~980

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from zhou210712/claude-for-legal-ZH at commit 2f01c92, republished under its Apache-2.0 licence (© zhou210712). 147 words, ~980 tokens.

Download SKILL.mdSave it as .claude/skills/use-case-triage/SKILL.md (or your agent's skills folder).
name
use-case-triage
description
对提议的AI用例进行分类和风险排序:检索现有注册表、检查红线、 对残余风险进行分级。输出为经核准/附条件/不核准,并附书面理由。 适用于收到新的AI用例提案、产品团队询问"这个AI功能可以上线吗"、 或需要运行AI用例审批委员会流程时。
argument-hint
[描述提议的AI用例或功能]

/use-case-triage

  1. 读取 ~/.claude/plugins/config/claude-for-legal/ai-governance-legal/CLAUDE.md → 已注册的AI系统、红线清单、审批工作流。
  2. 运行以下工作流。
  3. 如果注册表中已有匹配项 → 返回当前状态,不重新分类。
  4. 如果没有匹配项 → 按风险层级分类:检查红线 → 残余风险分级 → 输出分类和理由。
/ai-governance-legal:use-case-triage "用用户行为数据训练一个推荐模型"

AI用例分类

目的

业务团队提出一个AI功能。在投入工程时间之前,需要知道该功能是否可行、是否有附加条件、或是否完全不可行。此技能对新提议的AI用例进行结构化分类,依据你已配置的红线和既有批准记录进行复核。

加载当前状态

读取 ~/.claude/plugins/config/claude-for-legal/ai-governance-legal/CLAUDE.md:

  • ## AI系统清单 — 已批准、已附条件或已拒绝的系统
  • ## 红线 — 绝对禁止的用例或技术
  • ## 算法备案 — 已完成的算法备案记录(依据《互联网信息服务算法推荐管理规定》第24条 [法条原文])
  • ## 监管注册表 — 适用的AI法规(《生成式人工智能服务管理办法》、《科技伦理审查办法(试行)》 [法条原文])

工作流

第1步:注册表检索

搜索 ## AI系统清单 中是否有匹配项。匹配标准:

  • 相同的数据类别和处理目的
  • 相同的部署环境(内部 vs 面向公众)
  • 相同的受影响人群

如果找到精确匹配 → 返回当前分类和日期。不重新分类。如果找到部分匹配 → 标记相似用例以供参考,但不阻 止新的分类。

第2步:红线检查

按照 ## 红线 清单逐项核查提议的用例。红线是绝对禁止的——一旦触发,分类即终止,结果为不核准。常见红线类别:

  • 社会信用评估:涉及对自然人进行社会信用评分(《生成式人工智能服务管理办法》第4条 [法条原文])
  • 算法歧视:基于种族、民族、宗教信仰、性别、年龄等因素对用户实行不合理差别待遇(《互联网信息服务算法推荐管理规定》第10条 [法条原文])
  • 侵害个人信息权益:未取得个人同意或超出必要范围使用个人信息进行AI训练(《个人信息保护法》第13-17条 [法条原文])
  • 安全与公共利益风险:涉及国家安全、公共安全、社会公共利益造成实质性威胁的用例
  • 科技伦理禁止领域:严重违反科技伦理原则的研发活动(《科技伦理审查办法(试行)》[法条原文])
  • 以操纵舆论为目的:利用算法实施舆论操纵、虚假信息传播或扰乱社会秩序

如果触发红线 → 分类结果:不核准。附书面理由、引用的法规条文及红线来源。

第3步:残余风险分级

对未触发红线的用例,从以下维度评估残余风险:

维度低风险指征高风险指征
受影响人群仅内部员工,非敏感角色公众用户、未成年人、弱势群体
决策影响非实质性(界面排序、内容推荐)对权利或利益有法律或实质性影响(信贷、就业、教育)
自动化程度人工在环,AI为辅助全自动化,无人工审核
数据敏感性非个人信息或已脱敏数据敏感个人信息、生物识别、行踪轨迹
透明度易于向用户解释,可公开说明黑箱模型,难以解释决策逻辑
模型来源自主研发或可控第三方接口,训练和更新流程不透明
算法备案状态无需备案或已完成备案需要备案但未备案(《互联网信息服务算法推荐管理规定》第24条 [法条原文])

模式检测:如果用例匹配以下高风险模式之一,自动建议附条件分类(即使其他维度风险较低):

  • 生成合成:生成合成文本、图像、音视频并向公众开放 → 需满足《生成式人工智能服务管理办法》第7条(训练数据合法性)、第15条(内容标识)[法条原文]
  • 算法推荐:应用算法推荐技术提供互联网信息服务 → 需完成算法备案(《互联网信息服务算法推荐管理规定》第24条 [法条原文])
  • 自动化决策:在交易价格等交易条件上实行不合理的差别待遇 → 需确保公平性和透明度(《互联网信息服务算法推荐管理规定》第21条 [法条原文])
  • 向公众开放:面向不特定公众提供服务 → 需进行安全评估和科技伦理审查(《科技伦理审查办法(试行)》[法条原文])
  • 深度合成:提供深度合成服务 → 需进行内容标识(《互联网信息服务深度合成管理规定》第16-17条 [法条原文])
第4步:分类
分类含义后续
经核准未触发红线,残余风险低。无附条件要求。可继续。记录分类以便审计。
附条件 — 低有一个或多个低严重度风险因素。可继续,但应在部署前完成指定的控制措施(例如政策语言更新、用户通知)。
附条件 — 高有一个或多个高严重度风险因素,或匹配高风险模式。在继续之前必须完成算法安全评估(《科技伦理审查办法(试行)》[法条原文])、算法备案(如适用)和科技伦理审查。
不核准触发红线。不可继续。书面理由引用具体的法规条文和配置的红线。
第5步:条件检查

如果分类为附条件,查看过往已批准的附条件用例中是否有相似模式:

  • 是否有类似用例在满足相同条件后获批?→ 列出条件和审批日期
  • 是否有类似用例因条件未满足而被退回?→ 提醒团队注意既往经验
第6步:输出

输出格式:

markdown
[工作成果头 — 按照插件配置 ## 输出 — 根据角色有所不同;见 `## 谁在使用此工具`]

# AI用例分类:[用例名称一行描述]

**分类:** [经核准 / 附条件-低 / 附条件-高 / 不核准]
**日期:** [日期]
**提交方:** [团队或个人]

---

## 用例描述

[2-3句话描述:什么AI在做什么,涉及什么数据,影响谁]

## 红线检查

| 红线类别 | 触发? | 说明 |
|----------|--------|------|
| [类别] | 否/是 | [说明] |

## 残余风险

| 维度 | 等级 | 说明 |
|------|------|------|
| [维度] | 🟢低/🟡中/🔴高 | [说明] |

## 附条件要求(仅附条件分类)

| # | 要求 | 依据 | 完成期限 | 负责人 |
|---|------|------|----------|--------|
| 1 | [具体行动] | [法规依据] | [日期] | [姓名] |

## 分类理由

[说明分类依据——红线检查结果和残余风险分析的总结]

## 注册表参考

[引用 `## AI系统清单` 中的相关或相似条目]

与后续技能的衔接

  • 经核准或附条件-低 → 可能仍需进行AI影响评估(/ai-governance-legal:aia-generation),具体取决于内部政策
  • 附条件-高 → 必须在部署前完成 /ai-governance-legal:aia-generation(算法安全评估),并在适用时完成 /ai-governance-legal:reg-gap-analysis
  • 不核准 → 记录。如果业务团队就同一个用例提出不同的事实基础或技术方案,可能重新提交

收尾

以 CLAUDE.md ## 输出 规定的下一步决策树收尾。根据此技能的具体产出定制选项——五个默认分支(起草X、升级、获取更多事实、观察等待、其他)仅为起点,不可锁定。决策树是输出;律师来选择。

本技能不做的事

  • 不替代正式的科技伦理审批流程。如果用例属于《科技伦理审查办法(试行)》适用范围 [法条原文],分类结果仅为内部初步判断,正式审查意见以伦理审查委员会决议为准。
  • 不对技术可行性进行判断。分类仅针对法律和合规风险,不包括工程可行性和资源评估。
  • 不批准绕过红线的用例。如果业务团队坚持推进,升级至法律顾问决策。
  • 不保证监管机构会同意我们的分类——这是内部风险评估,不是监管的预先批准。

© zhou210712, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in ai-governance-legal/skills/use-case-triage of zhou210712/claude-for-legal-ZH.

Open the folder on GitHubat commit 2f01c92

Compare with similar skills

Use Case Triage next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

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Questions about Use Case Triage

What does Use Case Triage do?

对提议的AI用例进行分类和风险排序:检索现有注册表、检查红线、 对残余风险进行分级。输出为经核准/附条件/不核准,并附书面理由。. Use Case Triage is an agent skill from zhou210712/claude-for-legal-ZH.

When should I use Use Case Triage?

Use Case Triage fits situations like: legal & Compliance work in your project.

How do I install Use Case Triage in Claude Code?

Run `npx skills add zhou210712/claude-for-legal-ZH --skill use-case-triage -a claude-code`. Or copy the skill folder (ai-governance-legal/skills/use-case-triage in zhou210712/claude-for-legal-ZH) into .claude/skills/use-case-triage in your project. Claude Code loads it when a task matches its description.

How do I install Use Case Triage in Codex?

Run `npx skills add zhou210712/claude-for-legal-ZH --skill use-case-triage -a codex`. Or copy the skill folder (ai-governance-legal/skills/use-case-triage in zhou210712/claude-for-legal-ZH) into .agents/skills/use-case-triage in your project. Codex loads it when a task matches its description.

Can I use Use Case Triage in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add zhou210712/claude-for-legal-ZH --skill use-case-triage -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/use-case-triage, .gemini/skills/use-case-triage, .github/skills/use-case-triage and .opencode/skills/use-case-triage in your project.

What does Use Case Triage need to run?

SKILL.md names no scripts, command-line tools or credentials: Use Case Triage is instructions for the agent only.

Does Use Case Triage access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Use Case Triage safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Use Case Triage use?

Use Case Triage is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Use Case Triage use?

About 980 tokens (SKILL.md is roughly 3.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Use Case Triage?

Skills that share tags, products or a category with Use Case Triage: Paper to Chinese Patent Drafter (Yuan1z0825/nature-skills, 47k stars), C15t (c15t/c15t, 1.9k stars), Contract Review (evolsb/claude-legal-skill, 464 stars) and Legal Clinic Client Intake (anthropics/claude-for-legal, 9.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Use Case Triage?

zhou210712 (a GitHub user) maintains it in zhou210712/claude-for-legal-ZH, which has 225 GitHub stars. The repository holds 122 skills in this directory. The repository was last updated on May 15, 2026.

Source: zhou210712/claude-for-legal-ZH on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.