screenpipe-automation-opportunity-detector

name	screenpipe-automation-opportunity-detector
description	Detect repeated workflows from Screenpipe activity and turn them into evidence-backed automation opportunities. Use for passive end-of-day suggestions, repeated work detection, or cross-device automation discovery.

Screenpipe Automation Opportunity Detector

Goal

Turn passive Screenpipe activity into a small set of credible automation suggestions that a non-technical user can understand quickly.

Workflow

1. Start with activity-summary or screenpipe-analytics to identify broad repeated work.
2. Validate the pattern with search-content or screenpipe-search.
3. Use search-elements or screenpipe-elements only when structural UI evidence is needed.
4. Use frame-context only after you have a concrete frame id.

Opportunity Bar

• Prefer patterns that repeat at least 3 times in the same day, or patterns backed by a daily-review artifact.
• Keep the first suggestions low-risk and end-of-day oriented.
• Combine cross-device evidence into one opportunity when the same workflow spans multiple device lanes.

Output

For each opportunity, produce:

• a short title
• a simple summary
• one plain-language evidence sentence beginning with what was observed
• a walkthrough with 3-6 steps
• an estimated time-saved value
• a recommended schedule
• a risk label and required permissions

Safety

• Never recommend fully autonomous execution as the first step.
• If the workflow touches external systems or privileged actions, mark it as approval-gated.