# @googleworkspace/cli - Doramagic AI Context Pack

> 定位：安装前体验与判断资产。它帮助宿主 AI 有一个好的开始，但不代表已经安装、执行或验证目标项目。

## 充分原则

- **充分原则，不是压缩原则**：AI Context Pack 应该充分到让宿主 AI 在开工前理解项目价值、能力边界、使用入口、风险和证据来源；它可以分层组织，但不以最短摘要为目标。
- **压缩策略**：只压缩噪声和重复内容，不压缩会影响判断和开工质量的上下文。

## 给宿主 AI 的使用方式

你正在读取 Doramagic 为 @googleworkspace/cli 编译的 AI Context Pack。请把它当作开工前上下文：帮助用户理解适合谁、能做什么、如何开始、哪些必须安装后验证、风险在哪里。不要声称你已经安装、运行或执行了目标项目。

## Claim 消费规则

- **事实来源**：Repo Evidence + Claim/Evidence Graph；Human Wiki 只提供显著性、术语和叙事结构。
- **事实最低状态**：`supported`
- `supported`：可以作为项目事实使用，但回答中必须引用 claim_id 和证据路径。
- `weak`：只能作为低置信度线索，必须要求用户继续核实。
- `inferred`：只能用于风险提示或待确认问题，不能包装成项目事实。
- `unverified`：不得作为事实使用，应明确说证据不足。
- `contradicted`：必须展示冲突来源，不得替用户强行选择一个版本。

## 它最适合谁

- **正在使用 Claude/Codex/Cursor/Gemini 等宿主 AI 的开发者**：README 或插件配置提到多个宿主 AI。 证据：`README.md` Claim：`clm_0003` supported 0.86
- **希望把专业流程带进宿主 AI 的用户**：仓库包含 Skill 文档。 证据：`skills/gws-admin-reports/SKILL.md`, `skills/gws-calendar/SKILL.md`, `skills/gws-calendar-agenda/SKILL.md`, `skills/gws-calendar-insert/SKILL.md` 等 Claim：`clm_0004` supported 0.86

## 它能做什么

- **AI Skill / Agent 指令资产库**（可做安装前预览）：项目包含可被宿主 AI 读取的 Skill 或 Agent 指令文件，可用于把专业流程带入 Claude、Codex、Cursor 等宿主。 证据：`skills/gws-admin-reports/SKILL.md`, `skills/gws-calendar/SKILL.md`, `skills/gws-calendar-agenda/SKILL.md`, `skills/gws-calendar-insert/SKILL.md` 等 Claim：`clm_0001` supported 0.86
- **命令行启动或安装流程**（需要安装后验证）：项目文档中存在可执行命令，真实使用需要在本地或宿主环境中运行这些命令。 证据：`README.md` Claim：`clm_0002` supported 0.86

## 怎么开始

- `npm install -g @googleworkspace/cli` 证据：`README.md` Claim：`clm_0005` supported 0.86
- `npx skills add https://github.com/googleworkspace/cli` 证据：`README.md` Claim：`clm_0006` supported 0.86, `clm_0007` supported 0.86, `clm_0008` supported 0.86
- `npx skills add https://github.com/googleworkspace/cli/tree/main/skills/gws-drive` 证据：`README.md` Claim：`clm_0007` supported 0.86
- `npx skills add https://github.com/googleworkspace/cli/tree/main/skills/gws-gmail` 证据：`README.md` Claim：`clm_0008` supported 0.86

## 继续前判断卡

- **当前建议**：需要管理员/安全审批
- **为什么**：继续前可能涉及密钥、账号、外部服务或敏感上下文，建议先经过管理员或安全审批。

### 30 秒判断

- **现在怎么做**：需要管理员/安全审批
- **最小安全下一步**：先跑 Prompt Preview；若涉及凭证或企业环境，先审批再试装
- **先别相信**：真实输出质量不能在安装前相信。
- **继续会触碰**：命令执行、宿主 AI 配置、本地环境或项目文件

### 现在可以相信

- **适合人群线索：正在使用 Claude/Codex/Cursor/Gemini 等宿主 AI 的开发者**（supported）：有 supported claim 或项目证据支撑，但仍不等于真实安装效果。 证据：`README.md` Claim：`clm_0003` supported 0.86
- **适合人群线索：希望把专业流程带进宿主 AI 的用户**（supported）：有 supported claim 或项目证据支撑，但仍不等于真实安装效果。 证据：`skills/gws-admin-reports/SKILL.md`, `skills/gws-calendar/SKILL.md`, `skills/gws-calendar-agenda/SKILL.md`, `skills/gws-calendar-insert/SKILL.md` 等 Claim：`clm_0004` supported 0.86
- **能力存在：AI Skill / Agent 指令资产库**（supported）：可以相信项目包含这类能力线索；是否适合你的具体任务仍要试用或安装后验证。 证据：`skills/gws-admin-reports/SKILL.md`, `skills/gws-calendar/SKILL.md`, `skills/gws-calendar-agenda/SKILL.md`, `skills/gws-calendar-insert/SKILL.md` 等 Claim：`clm_0001` supported 0.86
- **能力存在：命令行启动或安装流程**（supported）：可以相信项目包含这类能力线索；是否适合你的具体任务仍要试用或安装后验证。 证据：`README.md` Claim：`clm_0002` supported 0.86
- **存在 Quick Start / 安装命令线索**（supported）：可以相信项目文档出现过启动或安装入口；不要因此直接在主力环境运行。 证据：`README.md` Claim：`clm_0005` supported 0.86

### 现在还不能相信

- **真实输出质量不能在安装前相信。**（unverified）：Prompt Preview 只能展示引导方式，不能证明真实项目中的结果质量。
- **宿主 AI 版本兼容性不能在安装前相信。**（unverified）：Claude、Cursor、Codex、Gemini 等宿主加载规则和版本差异必须在真实环境验证。
- **不会污染现有宿主 AI 行为，不能直接相信。**（inferred）：Skill、plugin、AGENTS/CLAUDE/GEMINI 指令可能改变宿主 AI 的默认行为。 证据：`AGENTS.md`, `CLAUDE.md`, `skills/gws-admin-reports/SKILL.md`, `skills/gws-calendar-agenda/SKILL.md` 等
- **可安全回滚不能默认相信。**（unverified）：除非项目明确提供卸载和恢复说明，否则必须先在隔离环境验证。
- **真实安装后是否与用户当前宿主 AI 版本兼容？**（unverified）：兼容性只能通过实际宿主环境验证。
- **项目输出质量是否满足用户具体任务？**（unverified）：安装前预览只能展示流程和边界，不能替代真实评测。
- **安装命令是否需要网络、权限或全局写入？**（unverified）：这影响企业环境和个人环境的安装风险。 证据：`README.md`

### 继续会触碰什么

- **命令执行**：包管理器、网络下载、本地插件目录、项目配置或用户主目录。 原因：运行第一条命令就可能产生环境改动；必须先判断是否值得跑。 证据：`README.md`
- **宿主 AI 配置**：Claude/Codex/Cursor/Gemini/OpenCode 等宿主的 plugin、Skill 或规则加载配置。 原因：宿主配置会改变 AI 后续工作方式，可能和用户已有规则冲突。 证据：`AGENTS.md`, `CLAUDE.md`, `skills/gws-admin-reports/SKILL.md`, `skills/gws-calendar-agenda/SKILL.md` 等
- **本地环境或项目文件**：安装结果、插件缓存、项目配置或本地依赖目录。 原因：安装前无法证明写入范围和回滚方式，需要隔离验证。 证据：`README.md`
- **环境变量 / API Key**：项目入口文档明确出现 API key、token、secret 或账号凭证配置。 原因：如果真实安装需要凭证，应先使用测试凭证并经过权限/合规判断。 证据：`AGENTS.md`, `CHANGELOG.md`, `README.md`
- **宿主 AI 上下文**：AI Context Pack、Prompt Preview、Skill 路由、风险规则和项目事实。 原因：导入上下文会影响宿主 AI 后续判断，必须避免把未验证项包装成事实。

### 最小安全下一步

- **先跑 Prompt Preview**：用安装前交互式试用判断工作方式是否匹配，不需要授权或改环境。（适用：任何项目都适用，尤其是输出质量未知时。）
- **只在隔离目录或测试账号试装**：避免安装命令污染主力宿主 AI、真实项目或用户主目录。（适用：存在命令执行、插件配置或本地写入线索时。）
- **先备份宿主 AI 配置**：Skill、plugin、规则文件可能改变 Claude/Cursor/Codex 的默认行为。（适用：存在插件 manifest、Skill 或宿主规则入口时。）
- **不要使用真实生产凭证**：环境变量/API key 一旦进入宿主或工具链，可能产生账号和合规风险。（适用：出现 API、TOKEN、KEY、SECRET 等环境线索时。）
- **安装后只验证一个最小任务**：先验证加载、兼容、输出质量和回滚，再决定是否深用。（适用：准备从试用进入真实工作流时。）

### 退出方式

- **保留安装前状态**：记录原始宿主配置和项目状态，后续才能判断是否可恢复。
- **准备移除宿主 plugin / Skill / 规则入口**：如果试装后行为异常，可以把宿主 AI 恢复到试装前状态。
- **记录安装命令和写入路径**：没有明确卸载说明时，至少要知道哪些目录或配置需要手动清理。
- **准备撤销测试 API key 或 token**：测试凭证泄露或误用时，可以快速止损。
- **如果没有回滚路径，不进入主力环境**：不可回滚是继续前阻断项，不应靠信任或运气继续。

## 哪些只能预览

- 解释项目适合谁和能做什么
- 基于项目文档演示典型对话流程
- 帮助用户判断是否值得安装或继续研究

## 哪些必须安装后验证

- 真实安装 Skill、插件或 CLI
- 执行脚本、修改本地文件或访问外部服务
- 验证真实输出质量、性能和兼容性

## 边界与风险判断卡

- **把安装前预览误认为真实运行**：用户可能高估项目已经完成的配置、权限和兼容性验证。 处理方式：明确区分 prompt_preview_can_do 与 runtime_required。 Claim：`clm_0009` inferred 0.45
- **命令执行会修改本地环境**：安装命令可能写入用户主目录、宿主插件目录或项目配置。 处理方式：先在隔离环境或测试账号中运行。 证据：`README.md` Claim：`clm_0010` supported 0.86
- **待确认**：真实安装后是否与用户当前宿主 AI 版本兼容？。原因：兼容性只能通过实际宿主环境验证。
- **待确认**：项目输出质量是否满足用户具体任务？。原因：安装前预览只能展示流程和边界，不能替代真实评测。
- **待确认**：安装命令是否需要网络、权限或全局写入？。原因：这影响企业环境和个人环境的安装风险。

## 开工前工作上下文

### 加载顺序

- 先读取 how_to_use.host_ai_instruction，建立安装前判断资产的边界。
- 读取 claim_graph_summary，确认事实来自 Claim/Evidence Graph，而不是 Human Wiki 叙事。
- 再读取 intended_users、capabilities 和 quick_start_candidates，判断用户是否匹配。
- 需要执行具体任务时，优先查 role_skill_index，再查 evidence_index。
- 遇到真实安装、文件修改、网络访问、性能或兼容性问题时，转入 risk_card 和 boundaries.runtime_required。

### 任务路由

- **AI Skill / Agent 指令资产库**：先基于 role_skill_index / evidence_index 帮用户挑选可用角色、Skill 或工作流。 边界：可做安装前 Prompt 体验。 证据：`skills/gws-admin-reports/SKILL.md`, `skills/gws-calendar/SKILL.md`, `skills/gws-calendar-agenda/SKILL.md`, `skills/gws-calendar-insert/SKILL.md` 等 Claim：`clm_0001` supported 0.86
- **命令行启动或安装流程**：先说明这是安装后验证能力，再给出安装前检查清单。 边界：必须真实安装或运行后验证。 证据：`README.md` Claim：`clm_0002` supported 0.86

### 上下文规模

- 文件总数：201
- 重要文件覆盖：40/201
- 证据索引条目：103
- 角色 / Skill 条目：95

### 证据不足时的处理

- **missing_evidence**：说明证据不足，要求用户提供目标文件、README 段落或安装后验证记录；不要补全事实。
- **out_of_scope_request**：说明该任务超出当前 AI Context Pack 证据范围，并建议用户先查看 Human Manual 或真实安装后验证。
- **runtime_request**：给出安装前检查清单和命令来源，但不要替用户执行命令或声称已执行。
- **source_conflict**：同时展示冲突来源，标记为待核实，不要强行选择一个版本。

## Prompt Recipes

### 适配判断

- 目标：判断这个项目是否适合用户当前任务。
- 预期输出：适配结论、关键理由、证据引用、安装前可预览内容、必须安装后验证内容、下一步建议。

```text
请基于 @googleworkspace/cli 的 AI Context Pack，先问我 3 个必要问题，然后判断它是否适合我的任务。回答必须包含：适合谁、能做什么、不能做什么、是否值得安装、证据来自哪里。所有项目事实必须引用 evidence_refs、source_paths 或 claim_id。
```

### 安装前体验

- 目标：让用户在安装前感受核心工作流，同时避免把预览包装成真实能力或营销承诺。
- 预期输出：一段带边界标签的体验剧本、安装后验证清单和谨慎建议；不含真实运行承诺或强营销表述。

```text
请把 @googleworkspace/cli 当作安装前体验资产，而不是已安装工具或真实运行环境。

请严格输出四段：
1. 先问我 3 个必要问题。
2. 给出一段“体验剧本”：用 [安装前可预览]、[必须安装后验证]、[证据不足] 三种标签展示它可能如何引导工作流。
3. 给出安装后验证清单：列出哪些能力只有真实安装、真实宿主加载、真实项目运行后才能确认。
4. 给出谨慎建议：只能说“值得继续研究/试装”“先补充信息后再判断”或“不建议继续”，不得替项目背书。

硬性边界：
- 不要声称已经安装、运行、执行测试、修改文件或产生真实结果。
- 不要写“自动适配”“确保通过”“完美适配”“强烈建议安装”等承诺性表达。
- 如果描述安装后的工作方式，必须使用“如果安装成功且宿主正确加载 Skill，它可能会……”这种条件句。
- 体验剧本只能写成“示例台词/假设流程”：使用“可能会询问/可能会建议/可能会展示”，不要写“已写入、已生成、已通过、正在运行、正在生成”。
- Prompt Preview 不负责给安装命令；如用户准备试装，只能提示先阅读 Quick Start 和 Risk Card，并在隔离环境验证。
- 所有项目事实必须来自 supported claim、evidence_refs 或 source_paths；inferred/unverified 只能作风险或待确认项。

```

### 角色 / Skill 选择

- 目标：从项目里的角色或 Skill 中挑选最匹配的资产。
- 预期输出：候选角色或 Skill 列表，每项包含适用场景、证据路径、风险边界和是否需要安装后验证。

```text
请读取 role_skill_index，根据我的目标任务推荐 3-5 个最相关的角色或 Skill。每个推荐都要说明适用场景、可能输出、风险边界和 evidence_refs。
```

### 风险预检

- 目标：安装或引入前识别环境、权限、规则冲突和质量风险。
- 预期输出：环境、权限、依赖、许可、宿主冲突、质量风险和未知项的检查清单。

```text
请基于 risk_card、boundaries 和 quick_start_candidates，给我一份安装前风险预检清单。不要替我执行命令，只说明我应该检查什么、为什么检查、失败会有什么影响。
```

### 宿主 AI 开工指令

- 目标：把项目上下文转成一次对话开始前的宿主 AI 指令。
- 预期输出：一段边界明确、证据引用明确、适合复制给宿主 AI 的开工前指令。

```text
请基于 @googleworkspace/cli 的 AI Context Pack，生成一段我可以粘贴给宿主 AI 的开工前指令。这段指令必须遵守 not_runtime=true，不能声称项目已经安装、运行或产生真实结果。
```


## 角色 / Skill 索引

- 共索引 95 个角色 / Skill / 项目文档条目。

- **gws-admin-reports**（skill）：Google Workspace Admin SDK: Audit logs and usage reports. 激活提示：当用户任务与“gws-admin-reports”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-admin-reports/SKILL.md`
- **gws-calendar-agenda**（skill）：Google Calendar: Show upcoming events across all calendars. 激活提示：当用户任务与“gws-calendar-agenda”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-calendar-agenda/SKILL.md`
- **gws-calendar-insert**（skill）：Google Calendar: Create a new event. 激活提示：当用户任务与“gws-calendar-insert”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-calendar-insert/SKILL.md`
- **gws-calendar**（skill）：Google Calendar: Manage calendars and events. 激活提示：当用户任务与“gws-calendar”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-calendar/SKILL.md`
- **gws-chat-send**（skill）：Google Chat: Send a message to a space. 激活提示：当用户任务与“gws-chat-send”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-chat-send/SKILL.md`
- **gws-chat**（skill）：Google Chat: Manage Chat spaces and messages. 激活提示：当用户任务与“gws-chat”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-chat/SKILL.md`
- **gws-classroom**（skill）：Google Classroom: Manage classes, rosters, and coursework. 激活提示：当用户任务与“gws-classroom”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-classroom/SKILL.md`
- **gws-docs-write**（skill）：Google Docs: Append text to a document. 激活提示：当用户任务与“gws-docs-write”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-docs-write/SKILL.md`
- **gws-docs**（skill）：Read and write Google Docs. 激活提示：当用户任务与“gws-docs”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-docs/SKILL.md`
- **gws-drive-upload**（skill）：Google Drive: Upload a file with automatic metadata. 激活提示：当用户任务与“gws-drive-upload”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-drive-upload/SKILL.md`
- **gws-drive**（skill）：Google Drive: Manage files, folders, and shared drives. 激活提示：当用户任务与“gws-drive”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-drive/SKILL.md`
- **gws-events-renew**（skill）：Google Workspace Events: Renew/reactivate Workspace Events subscriptions. 激活提示：当用户任务与“gws-events-renew”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-events-renew/SKILL.md`
- **gws-events-subscribe**（skill）：Google Workspace Events: Subscribe to Workspace events and stream them as NDJSON. 激活提示：当用户任务与“gws-events-subscribe”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-events-subscribe/SKILL.md`
- **gws-events**（skill）：Subscribe to Google Workspace events. 激活提示：当用户任务与“gws-events”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-events/SKILL.md`
- **gws-forms**（skill）：Read and write Google Forms. 激活提示：当用户任务与“gws-forms”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-forms/SKILL.md`
- **gws-gmail-forward**（skill）：Gmail: Forward a message to new recipients. 激活提示：当用户任务与“gws-gmail-forward”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-gmail-forward/SKILL.md`
- **gws-gmail-read**（skill）：Gmail: Read a message and extract its body or headers. 激活提示：当用户任务与“gws-gmail-read”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-gmail-read/SKILL.md`
- **gws-gmail-reply-all**（skill）：Gmail: Reply-all to a message handles threading automatically . 激活提示：当用户任务与“gws-gmail-reply-all”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-gmail-reply-all/SKILL.md`
- **gws-gmail-reply**（skill）：Gmail: Reply to a message handles threading automatically . 激活提示：当用户任务与“gws-gmail-reply”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-gmail-reply/SKILL.md`
- **gws-gmail-send**（skill）：Gmail: Send an email. 激活提示：当用户任务与“gws-gmail-send”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-gmail-send/SKILL.md`
- **gws-gmail-triage**（skill）：Gmail: Show unread inbox summary sender, subject, date . 激活提示：当用户任务与“gws-gmail-triage”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-gmail-triage/SKILL.md`
- **gws-gmail-watch**（skill）：Gmail: Watch for new emails and stream them as NDJSON. 激活提示：当用户任务与“gws-gmail-watch”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-gmail-watch/SKILL.md`
- **gws-gmail**（skill）：Gmail: Send, read, and manage email. 激活提示：当用户任务与“gws-gmail”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-gmail/SKILL.md`
- **gws-keep**（skill）：Manage Google Keep notes. 激活提示：当用户任务与“gws-keep”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-keep/SKILL.md`
- **gws-meet**（skill）：Manage Google Meet conferences. 激活提示：当用户任务与“gws-meet”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-meet/SKILL.md`
- **gws-modelarmor-create-template**（skill）：Google Model Armor: Create a new Model Armor template. 激活提示：当用户任务与“gws-modelarmor-create-template”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-modelarmor-create-template/SKILL.md`
- **gws-modelarmor-sanitize-prompt**（skill）：Google Model Armor: Sanitize a user prompt through a Model Armor template. 激活提示：当用户任务与“gws-modelarmor-sanitize-prompt”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-modelarmor-sanitize-prompt/SKILL.md`
- **gws-modelarmor-sanitize-response**（skill）：Google Model Armor: Sanitize a model response through a Model Armor template. 激活提示：当用户任务与“gws-modelarmor-sanitize-response”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-modelarmor-sanitize-response/SKILL.md`
- **gws-modelarmor**（skill）：Google Model Armor: Filter user-generated content for safety. 激活提示：当用户任务与“gws-modelarmor”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-modelarmor/SKILL.md`
- **gws-people**（skill）：Google People: Manage contacts and profiles. 激活提示：当用户任务与“gws-people”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-people/SKILL.md`
- **gws-script-push**（skill）：Google Apps Script: Upload local files to an Apps Script project. 激活提示：当用户任务与“gws-script-push”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-script-push/SKILL.md`
- **gws-script**（skill）：Manage Google Apps Script projects. 激活提示：当用户任务与“gws-script”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-script/SKILL.md`
- **gws-shared**（skill）：gws CLI: Shared patterns for authentication, global flags, and output formatting. 激活提示：当用户任务与“gws-shared”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-shared/SKILL.md`
- **gws-sheets-append**（skill）：Google Sheets: Append a row to a spreadsheet. 激活提示：当用户任务与“gws-sheets-append”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-sheets-append/SKILL.md`
- **gws-sheets-read**（skill）：Google Sheets: Read values from a spreadsheet. 激活提示：当用户任务与“gws-sheets-read”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-sheets-read/SKILL.md`
- **gws-sheets**（skill）：Google Sheets: Read and write spreadsheets. 激活提示：当用户任务与“gws-sheets”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-sheets/SKILL.md`
- **gws-slides**（skill）：Google Slides: Read and write presentations. 激活提示：当用户任务与“gws-slides”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-slides/SKILL.md`
- **gws-tasks**（skill）：Google Tasks: Manage task lists and tasks. 激活提示：当用户任务与“gws-tasks”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-tasks/SKILL.md`
- **gws-workflow-email-to-task**（skill）：Google Workflow: Convert a Gmail message into a Google Tasks entry. 激活提示：当用户任务与“gws-workflow-email-to-task”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-workflow-email-to-task/SKILL.md`
- **gws-workflow-file-announce**（skill）：Google Workflow: Announce a Drive file in a Chat space. 激活提示：当用户任务与“gws-workflow-file-announce”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-workflow-file-announce/SKILL.md`
- **gws-workflow-meeting-prep**（skill）：Google Workflow: Prepare for your next meeting: agenda, attendees, and linked docs. 激活提示：当用户任务与“gws-workflow-meeting-prep”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-workflow-meeting-prep/SKILL.md`
- **gws-workflow-standup-report**（skill）：Google Workflow: Today's meetings + open tasks as a standup summary. 激活提示：当用户任务与“gws-workflow-standup-report”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-workflow-standup-report/SKILL.md`
- **gws-workflow-weekly-digest**（skill）：Google Workflow: Weekly summary: this week's meetings + unread email count. 激活提示：当用户任务与“gws-workflow-weekly-digest”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-workflow-weekly-digest/SKILL.md`
- **gws-workflow**（skill）：Google Workflow: Cross-service productivity workflows. 激活提示：当用户任务与“gws-workflow”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/gws-workflow/SKILL.md`
- **persona-content-creator**（skill）：Create, organize, and distribute content across Workspace. 激活提示：当用户任务与“persona-content-creator”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/persona-content-creator/SKILL.md`
- **persona-customer-support**（skill）：Manage customer support — track tickets, respond, escalate issues. 激活提示：当用户任务与“persona-customer-support”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/persona-customer-support/SKILL.md`
- **persona-event-coordinator**（skill）：Plan and manage events — scheduling, invitations, and logistics. 激活提示：当用户任务与“persona-event-coordinator”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/persona-event-coordinator/SKILL.md`
- **persona-exec-assistant**（skill）：Manage an executive's schedule, inbox, and communications. 激活提示：当用户任务与“persona-exec-assistant”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/persona-exec-assistant/SKILL.md`
- **persona-hr-coordinator**（skill）：Handle HR workflows — onboarding, announcements, and employee comms. 激活提示：当用户任务与“persona-hr-coordinator”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/persona-hr-coordinator/SKILL.md`
- **persona-it-admin**（skill）：Administer IT — monitor security and configure Workspace. 激活提示：当用户任务与“persona-it-admin”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/persona-it-admin/SKILL.md`
- **persona-project-manager**（skill）：Coordinate projects — track tasks, schedule meetings, and share docs. 激活提示：当用户任务与“persona-project-manager”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/persona-project-manager/SKILL.md`
- **persona-researcher**（skill）：Organize research — manage references, notes, and collaboration. 激活提示：当用户任务与“persona-researcher”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/persona-researcher/SKILL.md`
- **persona-sales-ops**（skill）：Manage sales workflows — track deals, schedule calls, client comms. 激活提示：当用户任务与“persona-sales-ops”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/persona-sales-ops/SKILL.md`
- **persona-team-lead**（skill）：Lead a team — run standups, coordinate tasks, and communicate. 激活提示：当用户任务与“persona-team-lead”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/persona-team-lead/SKILL.md`
- **recipe-backup-sheet-as-csv**（skill）：Export a Google Sheets spreadsheet as a CSV file for local backup or processing. 激活提示：当用户任务与“recipe-backup-sheet-as-csv”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-backup-sheet-as-csv/SKILL.md`
- **recipe-batch-invite-to-event**（skill）：Add a list of attendees to an existing Google Calendar event and send notifications. 激活提示：当用户任务与“recipe-batch-invite-to-event”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-batch-invite-to-event/SKILL.md`
- **recipe-block-focus-time**（skill）：Create recurring focus time blocks on Google Calendar to protect deep work hours. 激活提示：当用户任务与“recipe-block-focus-time”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-block-focus-time/SKILL.md`
- **recipe-bulk-download-folder**（skill）：List and download all files from a Google Drive folder. 激活提示：当用户任务与“recipe-bulk-download-folder”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-bulk-download-folder/SKILL.md`
- **recipe-collect-form-responses**（skill）：Retrieve and review responses from a Google Form. 激活提示：当用户任务与“recipe-collect-form-responses”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-collect-form-responses/SKILL.md`
- **recipe-compare-sheet-tabs**（skill）：Read data from two tabs in a Google Sheet to compare and identify differences. 激活提示：当用户任务与“recipe-compare-sheet-tabs”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-compare-sheet-tabs/SKILL.md`
- **recipe-copy-sheet-for-new-month**（skill）：Duplicate a Google Sheets template tab for a new month of tracking. 激活提示：当用户任务与“recipe-copy-sheet-for-new-month”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-copy-sheet-for-new-month/SKILL.md`
- **recipe-create-classroom-course**（skill）：Create a Google Classroom course and invite students. 激活提示：当用户任务与“recipe-create-classroom-course”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-create-classroom-course/SKILL.md`
- **recipe-create-doc-from-template**（skill）：Copy a Google Docs template, fill in content, and share with collaborators. 激活提示：当用户任务与“recipe-create-doc-from-template”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-create-doc-from-template/SKILL.md`
- **recipe-create-events-from-sheet**（skill）：Read event data from a Google Sheets spreadsheet and create Google Calendar entries for each row. 激活提示：当用户任务与“recipe-create-events-from-sheet”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-create-events-from-sheet/SKILL.md`
- **recipe-create-expense-tracker**（skill）：Set up a Google Sheets spreadsheet for tracking expenses with headers and initial entries. 激活提示：当用户任务与“recipe-create-expense-tracker”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-create-expense-tracker/SKILL.md`
- **recipe-create-feedback-form**（skill）：Create a Google Form for feedback and share it via Gmail. 激活提示：当用户任务与“recipe-create-feedback-form”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-create-feedback-form/SKILL.md`
- **recipe-create-gmail-filter**（skill）：Create a Gmail filter to automatically label, star, or categorize incoming messages. 激活提示：当用户任务与“recipe-create-gmail-filter”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-create-gmail-filter/SKILL.md`
- **recipe-create-meet-space**（skill）：Create a Google Meet meeting space and share the join link. 激活提示：当用户任务与“recipe-create-meet-space”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-create-meet-space/SKILL.md`
- **recipe-create-presentation**（skill）：Create a new Google Slides presentation and add initial slides. 激活提示：当用户任务与“recipe-create-presentation”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-create-presentation/SKILL.md`
- **recipe-create-shared-drive**（skill）：Create a Google Shared Drive and add members with appropriate roles. 激活提示：当用户任务与“recipe-create-shared-drive”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-create-shared-drive/SKILL.md`
- **recipe-create-task-list**（skill）：Set up a new Google Tasks list with initial tasks. 激活提示：当用户任务与“recipe-create-task-list”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-create-task-list/SKILL.md`
- **recipe-create-vacation-responder**（skill）：Enable a Gmail out-of-office auto-reply with a custom message and date range. 激活提示：当用户任务与“recipe-create-vacation-responder”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-create-vacation-responder/SKILL.md`
- **recipe-draft-email-from-doc**（skill）：Read content from a Google Doc and use it as the body of a Gmail message. 激活提示：当用户任务与“recipe-draft-email-from-doc”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-draft-email-from-doc/SKILL.md`
- **recipe-email-drive-link**（skill）：Share a Google Drive file and email the link with a message to recipients. 激活提示：当用户任务与“recipe-email-drive-link”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-email-drive-link/SKILL.md`
- **recipe-find-free-time**（skill）：Query Google Calendar free/busy status for multiple users to find a meeting slot. 激活提示：当用户任务与“recipe-find-free-time”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-find-free-time/SKILL.md`
- **recipe-find-large-files**（skill）：Identify large Google Drive files consuming storage quota. 激活提示：当用户任务与“recipe-find-large-files”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-find-large-files/SKILL.md`
- **recipe-forward-labeled-emails**（skill）：Find Gmail messages with a specific label and forward them to another address. 激活提示：当用户任务与“recipe-forward-labeled-emails”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-forward-labeled-emails/SKILL.md`
- **recipe-generate-report-from-sheet**（skill）：Read data from a Google Sheet and create a formatted Google Docs report. 激活提示：当用户任务与“recipe-generate-report-from-sheet”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-generate-report-from-sheet/SKILL.md`
- **recipe-label-and-archive-emails**（skill）：Apply Gmail labels to matching messages and archive them to keep your inbox clean. 激活提示：当用户任务与“recipe-label-and-archive-emails”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-label-and-archive-emails/SKILL.md`
- **recipe-log-deal-update**（skill）：Append a deal status update to a Google Sheets sales tracking spreadsheet. 激活提示：当用户任务与“recipe-log-deal-update”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/recipe-log-deal-update/SKILL.md`
- 其余 15 个条目见 `AI_CONTEXT_PACK.json`。

## 证据索引

- 共索引 103 条证据。

- **Changesets**（documentation）：Hello and welcome! This folder has been automatically generated by @changesets/cli , a build tool that works with multi-package repos, or single-package repos to help you version and publish your code. You can find the full documentation for it in our repository https://github.com/changesets/changesets 证据：`.changeset/README.md`
- **Contents**（documentation）：One CLI for all of Google Workspace — built for humans and AI agents. Drive, Gmail, Calendar, and every Workspace API. Zero boilerplate. Structured JSON output. 40+ agent skills included. 证据：`README.md`
- **google-workspace-cli**（documentation）：One CLI for all of Google Workspace — built for humans and AI agents. 证据：`crates/google-workspace-cli/README.md`
- **Helper Commands +verb — Guidelines**（documentation）：The core design of gws is schema-driven : commands are dynamically generated from Google Discovery Documents at runtime. This avoids maintaining a hardcoded, unbounded argument surface. Helpers must complement this design, not duplicate it. 证据：`crates/google-workspace-cli/src/helpers/README.md`
- **google-workspace**（documentation）：Core Rust library for interacting with Google Workspace APIs via the Discovery Service https://developers.google.com/discovery . 证据：`crates/google-workspace/README.md`
- **Package**（package_manifest）：{ "name": "@googleworkspace/cli", "description": "Google Workspace CLI — dynamic command surface from Discovery Service", "version": "0.22.5", "license": "Apache-2.0", "author": "Justin Poehnelt", "repository": { "type": "git", "url": "https://github.com/googleworkspace/cli.git" }, "homepage": "https://github.com/googleworkspace/cli", "bugs": { "url": "https://github.com/googleworkspace/cli/issues" }, "bin": { "gws": "run.js" }, "scripts": { "postinstall": "node install.js" }, "engines": { "node": " =18" }, "preferUnplugged": true, "keywords": "cli", "google-workspace", "google", "google-api", "google-drive", "google-gmail", "google-sheets", "google-calendar", "google-docs", "google-chat",… 证据：`npm/package.json`
- **Package**（package_manifest）：{ "name": "@googleworkspace/cli", "version": "0.22.5", "private": true, "description": "Google Workspace CLI — dynamic command surface from Discovery Service", "license": "Apache-2.0", "repository": { "type": "git", "url": "https://github.com/googleworkspace/cli.git" }, "author": { "name": "Justin Poehnelt", "email": "justin.poehnelt@gmail.com" }, "homepage": "https://github.com/googleworkspace/cli", "bugs": { "url": "https://github.com/googleworkspace/cli/issues" }, "scripts": { "test": "cargo test", "prepare": "lefthook install", "version-sync": "bash scripts/version-sync.sh", "tag-release": "bash scripts/tag-release.sh" }, "publishConfig": { "provenance": true, "registry": "https://womba… 证据：`package.json`
- **How to contribute**（documentation）：We'd love to accept your patches and contributions to this project. 证据：`docs/CONTRIBUTING.md`
- **admin-reports reports v1**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-admin-reports/SKILL.md`
- **calendar +agenda**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-calendar-agenda/SKILL.md`
- **calendar +insert**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-calendar-insert/SKILL.md`
- **calendar v3**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-calendar/SKILL.md`
- **chat +send**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-chat-send/SKILL.md`
- **chat v1**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-chat/SKILL.md`
- **classroom v1**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-classroom/SKILL.md`
- **docs +write**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-docs-write/SKILL.md`
- **docs v1**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-docs/SKILL.md`
- **drive +upload**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-drive-upload/SKILL.md`
- **drive v3**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-drive/SKILL.md`
- **events +renew**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-events-renew/SKILL.md`
- **events +subscribe**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-events-subscribe/SKILL.md`
- **events v1**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-events/SKILL.md`
- **forms v1**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-forms/SKILL.md`
- **gmail +forward**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-gmail-forward/SKILL.md`
- **gmail +read**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-gmail-read/SKILL.md`
- **gmail +reply-all**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-gmail-reply-all/SKILL.md`
- **gmail +reply**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-gmail-reply/SKILL.md`
- **gmail +send**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-gmail-send/SKILL.md`
- **gmail +triage**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-gmail-triage/SKILL.md`
- **gmail +watch**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-gmail-watch/SKILL.md`
- **gmail v1**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-gmail/SKILL.md`
- **keep v1**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-keep/SKILL.md`
- **meet v2**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-meet/SKILL.md`
- **modelarmor +create-template**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-modelarmor-create-template/SKILL.md`
- **modelarmor +sanitize-prompt**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-modelarmor-sanitize-prompt/SKILL.md`
- **modelarmor +sanitize-response**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-modelarmor-sanitize-response/SKILL.md`
- **modelarmor v1**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-modelarmor/SKILL.md`
- **people v1**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-people/SKILL.md`
- **script +push**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-script-push/SKILL.md`
- **script v1**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-script/SKILL.md`
- **gws — Shared Reference**（skill_instruction）：The gws binary must be on $PATH . See the project README for install options. 证据：`skills/gws-shared/SKILL.md`
- **sheets +append**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-sheets-append/SKILL.md`
- **sheets +read**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-sheets-read/SKILL.md`
- **sheets v4**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-sheets/SKILL.md`
- **slides v1**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-slides/SKILL.md`
- **tasks v1**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-tasks/SKILL.md`
- **workflow +email-to-task**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-workflow-email-to-task/SKILL.md`
- **workflow +file-announce**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-workflow-file-announce/SKILL.md`
- **workflow +meeting-prep**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-workflow-meeting-prep/SKILL.md`
- **workflow +standup-report**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-workflow-standup-report/SKILL.md`
- **workflow +weekly-digest**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-workflow-weekly-digest/SKILL.md`
- **workflow v1**（skill_instruction）：PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. 证据：`skills/gws-workflow/SKILL.md`
- **Content Creator**（skill_instruction）：PREREQUISITE: Load the following utility skills to operate as this persona: gws-docs , gws-drive , gws-gmail , gws-chat , gws-slides 证据：`skills/persona-content-creator/SKILL.md`
- **Customer Support Agent**（skill_instruction）：PREREQUISITE: Load the following utility skills to operate as this persona: gws-gmail , gws-sheets , gws-chat , gws-calendar 证据：`skills/persona-customer-support/SKILL.md`
- **Event Coordinator**（skill_instruction）：PREREQUISITE: Load the following utility skills to operate as this persona: gws-calendar , gws-gmail , gws-drive , gws-chat , gws-sheets 证据：`skills/persona-event-coordinator/SKILL.md`
- **Executive Assistant**（skill_instruction）：PREREQUISITE: Load the following utility skills to operate as this persona: gws-gmail , gws-calendar , gws-drive , gws-chat 证据：`skills/persona-exec-assistant/SKILL.md`
- **HR Coordinator**（skill_instruction）：PREREQUISITE: Load the following utility skills to operate as this persona: gws-gmail , gws-calendar , gws-drive , gws-chat 证据：`skills/persona-hr-coordinator/SKILL.md`
- **IT Administrator**（skill_instruction）：PREREQUISITE: Load the following utility skills to operate as this persona: gws-gmail , gws-drive , gws-calendar 证据：`skills/persona-it-admin/SKILL.md`
- **Project Manager**（skill_instruction）：PREREQUISITE: Load the following utility skills to operate as this persona: gws-drive , gws-sheets , gws-calendar , gws-gmail , gws-chat 证据：`skills/persona-project-manager/SKILL.md`
- **Researcher**（skill_instruction）：PREREQUISITE: Load the following utility skills to operate as this persona: gws-drive , gws-docs , gws-sheets , gws-gmail 证据：`skills/persona-researcher/SKILL.md`
- 其余 43 条证据见 `AI_CONTEXT_PACK.json` 或 `EVIDENCE_INDEX.json`。

## 宿主 AI 必须遵守的规则

- **把本资产当作开工前上下文，而不是运行环境。**：AI Context Pack 只包含证据化项目理解，不包含目标项目的可执行状态。 证据：`.changeset/README.md`, `README.md`, `crates/google-workspace-cli/README.md`
- **回答用户时区分可预览内容与必须安装后才能验证的内容。**：安装前体验的消费者价值来自降低误装和误判，而不是伪装成真实运行。 证据：`.changeset/README.md`, `README.md`, `crates/google-workspace-cli/README.md`

## 用户开工前应该回答的问题

- 你准备在哪个宿主 AI 或本地环境中使用它？
- 你只是想先体验工作流，还是准备真实安装？
- 你最在意的是安装成本、输出质量、还是和现有规则的冲突？

## 验收标准

- 所有能力声明都能回指到 evidence_refs 中的文件路径。
- AI_CONTEXT_PACK.md 没有把预览包装成真实运行。
- 用户能在 3 分钟内看懂适合谁、能做什么、如何开始和风险边界。

---

## Doramagic Context Augmentation

下面内容用于强化 Repomix/AI Context Pack 主体。Human Manual 只提供阅读骨架；踩坑日志会被转成宿主 AI 必须遵守的工作约束。

## Human Manual 骨架

使用规则：这里只是项目阅读路线和显著性信号，不是事实权威。具体事实仍必须回到 repo evidence / Claim Graph。

宿主 AI 硬性规则：
- 不得把页标题、章节顺序、摘要或 importance 当作项目事实证据。
- 解释 Human Manual 骨架时，必须明确说它只是阅读路线/显著性信号。
- 能力、安装、兼容性、运行状态和风险判断必须引用 repo evidence、source path 或 Claim Graph。

- **项目概述**：importance `high`
  - source_paths: README.md, Cargo.toml, crates/google-workspace-cli/src/main.rs, gemini-extension.json
- **系统架构**：importance `high`
  - source_paths: crates/google-workspace-cli/src/commands.rs, crates/google-workspace-cli/src/discovery.rs, crates/google-workspace-cli/src/client.rs, crates/google-workspace/src/lib.rs, crates/google-workspace/src/client.rs
- **认证系统**：importance `high`
  - source_paths: crates/google-workspace-cli/src/auth.rs, crates/google-workspace-cli/src/auth_commands.rs, crates/google-workspace-cli/src/credential_store.rs, crates/google-workspace-cli/src/oauth_config.rs, crates/google-workspace-cli/src/token_storage.rs
- **令牌管理**：importance `high`
  - source_paths: crates/google-workspace-cli/src/token_storage.rs, crates/google-workspace-cli/src/auth.rs
- **多账户支持**：importance `high`
  - source_paths: crates/google-workspace-cli/src/auth_commands.rs, crates/google-workspace-cli/src/credential_store.rs
- **命令系统**：importance `medium`
  - source_paths: crates/google-workspace-cli/src/commands.rs, crates/google-workspace-cli/src/discovery.rs, crates/google-workspace-cli/src/schema.rs, crates/google-workspace-cli/src/validate.rs
- **助手命令**：importance `medium`
  - source_paths: crates/google-workspace-cli/src/helpers/mod.rs, crates/google-workspace-cli/src/helpers/gmail/mod.rs, crates/google-workspace-cli/src/helpers/gmail/send.rs, crates/google-workspace-cli/src/helpers/gmail/reply.rs, crates/google-workspace-cli/src/helpers/calendar.rs
- **AI 代理技能**：importance `medium`
  - source_paths: skills/gws-shared/SKILL.md, skills/gws-gmail/SKILL.md, skills/gws-drive/SKILL.md, skills/gws-calendar/SKILL.md, docs/skills.md

## Repo Inspection Evidence / 源码检查证据

- repo_clone_verified: true
- repo_inspection_verified: true
- repo_commit: `a3768d0e82ad83cca2da97724e46bea4ff0e6dbd`
- inspected_files: `pnpm-lock.yaml`, `package.json`, `README.md`, `docs/skills.md`, `docs/CONTRIBUTING.md`, `docs/CODE_OF_CONDUCT.md`

宿主 AI 硬性规则：
- 没有 repo_clone_verified=true 时，不得声称已经读过源码。
- 没有 repo_inspection_verified=true 时，不得把 README/docs/package 文件判断写成事实。
- 没有 quick_start_verified=true 时，不得声称 Quick Start 已跑通。

## Doramagic Pitfall Constraints / 踩坑约束

这些规则来自 Doramagic 发现、验证或编译过程中的项目专属坑点。宿主 AI 必须把它们当作工作约束，而不是普通说明文字。

### Constraint 1: 来源证据：Multiple commands return exit 0 with empty stdout when output serialization fails, silently swallowing successful API r…

- Trigger: GitHub 社区证据显示该项目存在一个安全/权限相关的待验证问题：Multiple commands return exit 0 with empty stdout when output serialization fails, silently swallowing successful API responses
- Host AI rule: 来源问题仍为 open，Pack Agent 需要复核是否仍影响当前版本。
- Why it matters: 可能影响授权、密钥配置或安全边界。
- Evidence: community_evidence:github | cevd_93db91c5a08e4daba58b5f0ff2e829ec | https://github.com/googleworkspace/cli/issues/740 | 来源讨论提到 windows 相关条件，需在安装/试用前复核。
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 2: 来源证据：Please restore multiple accounts being able to be used

- Trigger: GitHub 社区证据显示该项目存在一个安全/权限相关的待验证问题：Please restore multiple accounts being able to be used
- Host AI rule: 来源问题仍为 open，Pack Agent 需要复核是否仍影响当前版本。
- Why it matters: 可能影响授权、密钥配置或安全边界。
- Evidence: community_evidence:github | cevd_a857d186b1b74ede965ea415f911322a | https://github.com/googleworkspace/cli/issues/439 | 来源类型 github_issue 暴露的待验证使用条件。
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 3: 社区讨论暴露的待验证问题：I built a CLI that installs MCP, skills, prompts, commands and sub ...

- Trigger: I built a CLI that installs MCP, skills, prompts, commands and sub ... 6 Apr 2026 · Project & Supported Tools. The source code is hosted on GitHub: https://github.com/pea3nut/agent-add ... r/mcp - I built a tool that auto- ...
- Host AI rule: Pack Agent 需要打开来源链接，确认问题是否仍然存在，并把验证结论写入说明书和边界卡。
- Why it matters: 这类外部讨论可能代表真实用户在安装、配置、升级或生产使用时遇到阻力；发布前不能只依赖官方 README。
- Evidence: social_signal:reddit | ssig_6d54ef81557a451081be71b052d0e31b | https://www.reddit.com/r/ClaudeAI/comments/1sdrk6k/i_built_a_cli_that_installs_mcp_skills_prompts/ | I built a CLI that installs MCP, skills, prompts, commands and sub ...
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 4: 社区讨论暴露的待验证问题：I built Muninn, an open-source proxy for AI coding agents like Claude ...

- Trigger: I built Muninn, an open-source proxy for AI coding agents like Claude ... 12 Jan 2026 · We built an open-source coding agent CLI that can be run locally ... Turn 10,000 API endpoints into one CLI tool instead of MCP, Skills and tools ...
- Host AI rule: Pack Agent 需要打开来源链接，确认问题是否仍然存在，并把验证结论写入说明书和边界卡。
- Why it matters: 这类外部讨论可能代表真实用户在安装、配置、升级或生产使用时遇到阻力；发布前不能只依赖官方 README。
- Evidence: social_signal:reddit | ssig_6102ff6da0284536abb5e26f2533abed | https://www.reddit.com/r/LocalLLaMA/comments/1qai4ul/i_built_muninn_an_opensource_proxy_for_ai_coding/ | I built Muninn, an open-source proxy for AI coding agents like Claude ...
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 5: 社区讨论暴露的待验证问题：Open Source Claude Coder alternative? : r/LocalLLaMA - Reddit

- Trigger: Open Source Claude Coder alternative? : r/LocalLLaMA - Reddit 11 Jul 2025 · https://github.com/google-gemini/gemini-cli · https://blog.google/technology/developers/introducing-gemini-cli-open-source-ai-agent/ · Dentuam.
- Host AI rule: Pack Agent 需要打开来源链接，确认问题是否仍然存在，并把验证结论写入说明书和边界卡。
- Why it matters: 这类外部讨论可能代表真实用户在安装、配置、升级或生产使用时遇到阻力；发布前不能只依赖官方 README。
- Evidence: social_signal:reddit | ssig_c4981b55cfdd415d980deff32dcc52a8 | https://www.reddit.com/r/LocalLLaMA/comments/1lww2w9/open_source_claude_coder_alternative/ | Open Source Claude Coder alternative? : r/LocalLLaMA - Reddit
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 6: 社区讨论暴露的待验证问题：The best open source general AI agent is on !

- Trigger: The best open source general AI agent is on ! Excited to share our new project OWL - an open-source alternative to Manus AI with 6K+ stars and climbing… OWL: github.com/camel-ai/owl
- Host AI rule: Pack Agent 需要打开来源链接，确认问题是否仍然存在，并把验证结论写入说明书和边界卡。
- Why it matters: 这类外部讨论可能代表真实用户在安装、配置、升级或生产使用时遇到阻力；发布前不能只依赖官方 README。
- Evidence: social_signal:x | ssig_9705a4152aac4e7db1ec2472633ef681 | https://x.com/CamelAIOrg/status/1899069486587593176 | The best open source general AI agent is on !
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 7: 能力判断依赖假设

- Trigger: README/documentation is current enough for a first validation pass.
- Host AI rule: 将假设转成下游验证清单。
- Why it matters: 假设不成立时，用户拿不到承诺的能力。
- Evidence: capability.assumptions | art_5acca765122c4bdb92a82f7a086f8c02 | https://github.com/googleworkspace/cli#readme | README/documentation is current enough for a first validation pass.
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 8: 来源证据：Posted in error by Automation tool

- Trigger: GitHub 社区证据显示该项目存在一个运行相关的待验证问题：Posted in error by Automation tool
- Host AI rule: 来源显示可能已有修复、规避或版本变化，说明书中必须标注适用版本。
- Why it matters: 可能增加新用户试用和生产接入成本。
- Evidence: community_evidence:github | cevd_8d9bcef5bfdd494cb3f6cf54c76e16a1 | https://github.com/googleworkspace/cli/issues/768 | 来源类型 github_issue 暴露的待验证使用条件。
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 9: 社区讨论暴露的待验证问题：I Open Sourced My Unified A.I. Agent Memory Solution : r/selfhosted

- Trigger: I Open Sourced My Unified A.I. Agent Memory Solution : r/selfhosted 6 Mar 2026 · I read this: Each zip contains the desktop app, CLI, MCP server, and ONNX runtime. ... Looking for open-source knowledge management tool with AI ...
- Host AI rule: Pack Agent 需要打开来源链接，确认问题是否仍然存在，并把验证结论写入说明书和边界卡。
- Why it matters: 这类外部讨论可能代表真实用户在安装、配置、升级或生产使用时遇到阻力；发布前不能只依赖官方 README。
- Evidence: social_signal:reddit | ssig_63d78212c6ab427285fa30b9fd047945 | https://www.reddit.com/r/selfhosted/comments/1rmu2yt/i_open_sourced_my_unified_ai_agent_memory_solution/ | I Open Sourced My Unified A.I. Agent Memory Solution : r/selfhosted
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 10: 社区讨论暴露的待验证问题：why bothering with MCPs if I can call almost anything via CLI? - Reddit

- Trigger: why bothering with MCPs if I can call almost anything via CLI? - Reddit 26 Mar 2026 · yeah but again, WHY I need a tool like https://github.com/steipete/mcporter. ... mcp is worth it when the agent needs to pick which tool to call ...
- Host AI rule: Pack Agent 需要打开来源链接，确认问题是否仍然存在，并把验证结论写入说明书和边界卡。
- Why it matters: 这类外部讨论可能代表真实用户在安装、配置、升级或生产使用时遇到阻力；发布前不能只依赖官方 README。
- Evidence: social_signal:reddit | ssig_2c950dd9704e4fd2afc80b980e214b96 | https://www.reddit.com/r/LocalLLaMA/comments/1s41ltp/please_explain_why_bothering_with_mcps_if_i_can/ | why bothering with MCPs if I can call almost anything via CLI? - Reddit
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。