OpenClaw Email Auto-Classifier: Prioritize Urgent Messages Before Inbox Overload
This case classifies incoming email into urgent, routine, and spam buckets, then surfaces only time-sensitive messages for faster human response.
Tags
Target users
What it does
- Checks new inbox messages on a fixed interval.
- Classifies emails into urgent, routine, and spam using transparent rules.
- Sends urgent-first notifications while non-urgent messages are routed to lower-priority buckets.
Skills You Need
Pain Point
When inbox volume spikes, important emails are buried among newsletters and low-value updates. Manual sorting is inconsistent, and response-critical messages can be missed or delayed.
Core value of this case
This case creates a repeatable triage layer before human review. It reduces attention fragmentation, improves response speed for urgent communication, and keeps inbox operations stable under high volume.
Typical scenarios
- Morning inbox triage after overnight email accumulation.
- Teams that need fast escalation for meeting changes or deadline-sensitive requests.
- Individuals who want routine newsletters separated from action-required communication.
How to setup
- Define classification rules (keywords, sender priority, response-deadline signals).
- Run periodic inbox scans (for example every 15 minutes).
- Route outputs to folders and trigger urgent alerts for high-priority matches.
Related Links
FAQ
Is this only for Gmail?
No. The triage logic is provider-agnostic; Gmail is one documented integration path.
Should this be fully automatic?
Usually not for edge cases. Keep urgent criteria explicit and review false positives periodically.
How do we reduce false urgent alerts?
Start with strict urgent patterns and trusted senders, then expand rules based on review feedback.