| 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
- Start with
activity-summary or screenpipe-analytics to identify broad repeated work.
- Validate the pattern with
search-content or screenpipe-search.
- Use
search-elements or screenpipe-elements only when structural UI evidence is needed.
- 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.
