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在 OpenClaw 中安装
/install automation-suggestion
功能描述
Suggest automations only when they make sense, based on objective triggers.
使用说明 (SKILL.md)
Automation Suggestion Skill
Purpose
Suggest automations only when they make sense, based on objective triggers. Avoid nagging; only propose when clear value exists.
Triggers (any one qualifies)
- Repetition: Same task executed manually >= 2 times within 7 days
- Time saving: Estimated weekly manual effort >= 10 minutes
- User frustration: Detected via negative sentiment or explicit statement ("znowu to muszę robić", "to jest męczące")
Suggestion Format
After a task completes (when trigger detected):
[Automation idea]
I noticed you've done X 3 times this week (~15 min total).
Would you like me to automate it? I can set up a scheduled run or a quick command.
Reply: "yes" to configure, "no" to dismiss.
Rules
- Never suggest before first manual completion
- Max 1 suggestion per user per day
- If user says "no", suppress similar suggestions for 30 days
- Track suggestions and outcomes in memory for learning
Configuration (optional)
minRepetitions: 2minWeeklyMinutes: 10cooldownDaysAfterNo: 30
Integration
- Hook: after task completion (via interaction-pipeline)
- Reads task history from memory
- Uses sentiment analysis on user messages (simple keyword-based)
Related Skills
interaction-pipeline(post-action hook)satisfaction-learning(capture user response)
安全使用建议
This skill appears to do what it says and asks for no extra permissions. Before installing, confirm how 'memory' is implemented: is suggestion/outcome data stored only for the current user/session, how long is it retained, and where is it stored? If you care about privacy, ensure there is an opt-out or a way to clear stored suggestion history, and verify that sentiment checks are local keyword matches (not sent to external services). Also review cooldown and suppression rules to ensure they match your preferences.
功能分析
Type: OpenClaw Skill
Name: automation-suggestion
Version: 1.0.0
The skill bundle contains instructions for an AI agent to suggest task automations based on objective triggers such as task repetition, time savings, and user sentiment. The logic in SKILL.md includes user-friendly constraints like frequency limits and cooldown periods, and there is no evidence of malicious intent, data exfiltration, or unauthorized command execution.
能力评估
Purpose & Capability
Name/description match the instructions: the skill inspects recent task history, applies simple repetition/time/sentiment triggers, and proposes automation. It does not require unrelated credentials, binaries, or system access.
Instruction Scope
Instructions are limited to reading task history from memory, running simple keyword-based sentiment checks on user messages, and tracking suggestion outcomes in memory. This is appropriate for the stated purpose, but the SKILL.md is vague about how long 'memory' persists and whether stored suggestion data is tied to a single user/session.
Install Mechanism
Instruction-only skill with no install steps, no downloads, and no code files — minimal risk from installation.
Credentials
Skill declares no environment variables, credentials, or config paths. The data it needs (task history and user messages) is expected and proportionate to the feature.
Persistence & Privilege
Skill does not request always:true and is user-invocable. It requests in-memory tracking of suggestions/outcomes; the policy around persistence, retention period, and multi-user isolation is unspecified and should be clarified to avoid unintended data retention or cross-user leakage.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install automation-suggestion - 安装完成后，直接呼叫该 Skill 的名称或使用
/automation-suggestion触发 - 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
- Initial release of the automation-suggestion skill.
- Suggests automations only when there is clear value, based on triggers like task repetition, time saved, or detected user frustration.
- Ensures suggestions are not nagging: max one per user per day, suppressed for 30 days after a "no".
- Customizable thresholds and cooldowns.
- Integrates with task completion flow and sentiment analysis for contextual suggestions.
元数据
常见问题
Automation Suggestion 是什么？
Suggest automations only when they make sense, based on objective triggers. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 129 次。
如何安装 Automation Suggestion？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install automation-suggestion」即可一键安装，无需额外配置。
Automation Suggestion 是免费的吗？
是的，Automation Suggestion 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
Automation Suggestion 支持哪些平台？
Automation Suggestion 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 Automation Suggestion？
由 Szpili（@szpili）开发并维护，当前版本 v1.0.0。
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