CareLoop AI — note to closed loop Diagram

Note becomes a plan

POST /api/notes/process saves the note and its cards in one transaction
One save_card call per item; five card types, never a combined card
A follow-up note closes the matching card and stores the confirming phrase

Care gaps and risk

28 diagnoses in the checklist; coverage is tested by a second model call
Doctors approve every flag: Add as card or Dismiss
Dependents turn at_risk while a blocker is open, and heal when it closes

Agent surface

The MCP server is a pure REST client and holds no database credentials
list_patients, list_cards, get_card, close_card, flag_card_risk, list_notes

Triage sidecar

UrgencyWatcher polls a folder every 10 s and archives handled files
laya routes each message to urgent, medium or not_urgent in urgency.messages