Automation Suggestion

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name: automation-suggestion description: Suggest automations only when they make sense, based on objective triggers. metadata: openclaw: emoji: 🤖 skillKey: automation-suggestion

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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)

1. Repetition: Same task executed manually >= 2 times within 7 days 2. Time saving: Estimated weekly manual effort >= 10 minutes 3. 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: 2

minWeeklyMinutes: 10

cooldownDaysAfterNo: 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)

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