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成长伙伴 - Growth Partner

作者 cscguochang · GitHub ↗ · v1.0.0 · MIT-0
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在 OpenClaw 中安装
/install growth-partner
功能描述
持续监控用户消息、群聊@及文档日历,主动洞察工作脉络并交付分析汇总与行动建议,支持高效成长管理。
使用说明 (SKILL.md)

成长伙伴 - Growth Partner

版本: v1.0.0
作者: 果葡萄🍇
描述: 持续观察用户工作全貌、主动做事交付成果的成长伙伴。检测所有用户发出/收到的消息 + 所有@用户的群消息,提供洞察汇总和行动建议。


🎯 核心能力

  1. 全量消息检测

    • 私聊消息(用户发出 + 收到的所有消息)
    • 群聊@消息(所有群聊中@用户的消息,高优先级)
    • 群聊白名单(核心工作群的所有消息)
    • 飞书文档(用户创建/编辑/评论的文档)
    • 日历事件(用户的日程安排)
  2. 深度信息追溯

    • 串联时间线,理解因果脉络
    • 搜索关联文档/会议纪要
    • 区分发言人、场景、时间、讨论 vs 定论
  3. 主动行动交付

    • 能做就直接做(数据分析、汇总、风险识别)
    • 做不了才发洞察或提问
    • 防止张冠李戴(关键信息标注来源)

📋 使用方式

方式 1:Cron 定时任务

{
  "name": "成长伙伴 - 主动学习",
  "schedule": {"kind": "every", "everyMs": 7200000},
  "sessionTarget": "isolated",
  "payload": {
    "kind": "agentTurn",
    "message": "请执行成长伙伴任务(参考~/.openclaw/workspace/skills/growth-partner/SKILL.md)"
  }
}

方式 2:直接调用

openclaw agent run --task "执行成长伙伴任务" --skill growth-partner

🔧 配置说明

用户信息

  • user_open_id: ou_78f62008a6ec89cbc19ac827de7f2c3a(郭昶)

群聊白名单

群名 chat_id 优先级
主模型策略产品 oc_1b3c5cdb7e620a187f7be11738a3632c ⭐⭐⭐
主模型实验讨论群 oc_e334a1f56eaa989be31d1938dbccb541 ⭐⭐
8.0 主模型实验发版群 oc_9d0c27f73e285f78d0989a5ebe94ee27 ⭐⭐
主模型创作 oc_ad420a69f36c5ba51c07272b5c4d6756
主模型上线/实验讨论 oc_360eb2ea4a99c20f40b3d26e218a396d
主模型众测需求讨论群 oc_2c54da9a899637cf7b12d3abf54e5f29
龙虾池群 oc_bf1c8f675e99932702ccae0f3928767f ⭐⭐⭐

发送策略

  • 静默时段: 23:00-08:00 不发送
  • 日发送上限: 5 条/天
  • 冷却间隔: 2 小时

📁 文件结构

skills/growth-partner/
├── SKILL.md           # 本文件(技能说明)
├── scripts/
│   └── run.sh         # 执行脚本(可选)
├── references/
│   └── examples.md    # 使用示例(可选)
└── memory/
    ├── insights-journal.md      # 洞察日志
    └── active-learning-log.md   # 发送日志

🚀 执行流程

第 0 步:前置检查

  • 读取 memory/active-learning-log.md
  • 检查静默时段、日发送上限、冷却间隔
  • 任一不通过 → 静默

第 1 步:全量消息扫描

时间窗口: 过去 2.5 小时(带 30min 重叠)

数据源:

  1. 私聊消息(全量)

    feishu_im_user_search_messages({
      chat_type: "p2p",
      relative_time: "last_3_hours"
    })
    
  2. 群聊@消息(高优先级)

    feishu_im_user_search_messages({
      chat_type: "group",
      mention_ids: ["ou_78f62008a6ec89cbc19ac827de7f2c3a"],
      relative_time: "last_3_hours"
    })
    
  3. 群聊白名单(中优先级)

    // 对每个白名单群聊
    feishu_im_user_get_messages({
      chat_id: "oc_xxx",
      relative_time: "last_3_hours"
    })
    
  4. 飞书文档

    feishu_search_doc_wiki({
      filter: {
        creator_ids: ["ou_78f62008a6ec89cbc19ac827de7f2c3a"],
        create_time: {start: "3 小时前"}
      }
    })
    
  5. 日历事件

    feishu_calendar_event.list({
      start_time: "今天 00:00",
      end_time: "明天 00:00"
    })
    

第 2 步:深度信息追溯

对活跃话题,主动追溯:

  • 搜索关联的飞书文档/方案/PRD
  • 搜索会议纪要和录音转写文本
  • 追溯群聊历史(不限于 2 小时,可跨周)
  • 检查私聊中是否有相关讨论
  • 串联时间线,理解因果脉络

第 3 步:洞察更新

  • 对每个活跃话题更新完整时间线
  • 理解核心矛盾、转折点、关联关系
  • 更新 memory/insights-journal.md

第 4 步:行动决策

优先级: 能做事 → 做信息汇总 → 风险预警 → 方案草案 → 洞察/提问

  • 能做的就做了给用户看(数据分析、汇总、风险识别)
  • 做不了才发洞察或提问

第 5 步:质量检查

特别注意防止张冠李戴:

  • 区分发言人(谁说的)
  • 区分场景(在哪说的)
  • 区分时间(什么时候说的,现在还成立吗)
  • 区分讨论 vs 定论
  • 关键信息标注来源

第 6 步:发送 & 记录

  • 渠道: 私聊
  • 发送后更新: memory/active-learning-log.mdmemory/insights-journal.md

📝 更新日志

v1.0.0 (2026-04-10)

  • 初始版本
  • 支持全量私聊消息扫描
  • 支持群聊@消息高优先级处理
  • 支持群聊白名单扫描
  • 集成飞书文档和日历检测
  • 添加发送策略控制(静默时段/上限/冷却)

🙏 致谢

本技能由果葡萄🍇开发,服务于郭昶的主模型策略产品工作。

核心理念: 持续观察用户工作全貌,主动做事交付成果,而非被动等待指令。

安全使用建议
This skill will read and aggregate private chats, group @ messages, documents, and calendar events — but the package does not declare any Feishu credentials or scopes. Before installing: (1) confirm how Feishu credentials will be provided (explicit env vars, platform-injected tokens, or none); (2) require least-privilege tokens and list exact scopes the skill needs; (3) verify and limit the time window and history depth it may access; (4) require explicit user consent and document data retention/erase policies; (5) test in a sandbox account rather than a real user's account; (6) consider adding explicit safeguards in SKILL.md (e.g., do not collect message bodies marked private, scrub PII by default). If the author can show that credentials are provided securely and scopes are minimal and documented, reassess — otherwise do not grant this skill access to real user data.
功能分析
Type: OpenClaw Skill Name: growth-partner Version: 1.0.0 The 'growth-partner' skill is designed to monitor a user's entire work activity, including all private Feishu messages, group @mentions, documents, and calendar events. While this behavior is aligned with its stated purpose as a proactive personal assistant, the request for full access to sensitive communications and internal corporate data in `SKILL.md` represents a high-risk capability. No evidence of external exfiltration or intentional malicious intent was found, but the level of data access warrants caution.
能力评估
Purpose & Capability
The skill explicitly describes scanning private messages, group @ messages, Feishu documents, and calendar events (and even cross-week chat history). Those capabilities legitimately require Feishu API credentials and/or platform-injected tokens and likely elevated scopes; yet the skill metadata declares no required environment variables, primary credential, or config paths. Hard-coded user_open_id and chat_ids are present in the instructions but do not substitute for the auth material needed to call Feishu APIs.
Instruction Scope
SKILL.md gives concrete runtime steps to: read all p2p messages, query group messages (including @mentions), search docs, list calendar events, traverse multi-week history, and update local memory files before sending private messages. This is consistent with the advertised goal (continuous, proactive monitoring), but it is extremely broad and invasive: it instructs full-content collection and cross-context aggregation. The instructions also reference local memory files (read/write) and a suggested cron payload — no guardrails about user consent, data retention, or minimum necessary scope are provided.
Install Mechanism
There is no install spec and no code files — the skill is instruction-only. That minimizes filesystem install risk (nothing downloaded or executed by an installer). The main risk comes from the runtime API calls the agent will perform when invoked, not from an install step.
Credentials
The instructions call Feishu API helpers (feishu_im_user_search_messages, feishu_search_doc_wiki, feishu_calendar_event.list) but the registry metadata lists no required env vars or credentials. Requiring zero credentials is disproportionate and inconsistent: Feishu calls need access tokens/app credentials and scopes. The presence of specific user_open_id and chat IDs compounds privacy risk (this skill appears tailored to a named user).
Persistence & Privilege
always:false (not force-installed) and autonomous invocation is allowed (default). The skill suggests running periodically (cron example) and writes to local memory files (insights-journal.md, active-learning-log.md). Periodic autonomous runs combined with broad message access increase the blast radius — this is expected for a continuous assistant, but the combination with the credential mismatch and lack of consent/retention rules is concerning.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install growth-partner
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /growth-partner 触发
  4. 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.0
成长伙伴 Growth Partner v1.0.0 - 初始版本发布 - 支持全量私聊消息、群聊@消息、群白名单消息的自动扫描 - 集成飞书文档和日历事件追踪 - 实现主动洞察、时间线串联与行动建议交付 - 增加发送频率、静默时段、冷却间隔等策略控制
元数据
Slug growth-partner
版本 1.0.0
许可证 MIT-0
累计安装 0
当前安装数 0
历史版本数 1
常见问题

成长伙伴 - Growth Partner 是什么?

持续监控用户消息、群聊@及文档日历,主动洞察工作脉络并交付分析汇总与行动建议,支持高效成长管理。 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 111 次。

如何安装 成长伙伴 - Growth Partner?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install growth-partner」即可一键安装,无需额外配置。

成长伙伴 - Growth Partner 是免费的吗?

是的,成长伙伴 - Growth Partner 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。

成长伙伴 - Growth Partner 支持哪些平台?

成长伙伴 - Growth Partner 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。

谁开发了 成长伙伴 - Growth Partner?

由 cscguochang(@cscguochang)开发并维护,当前版本 v1.0.0。

💬 留言讨论