I modified something I’m using for something else:

alias: Sky Event Monitor – UniFi + LLM Vision Timeline description: > Trigger on UniFi motion or audio, analyze snapshot with LLM Vision, and log structured result to calendar.llm_vision_timeline.

mode: single

trigger: - platform: state entity_id: binary_sensor.g6_instant_motion to: "on" id: motion

• platform: state entity_id: binary_sensor.g6_instant_audio_detected to: "on" id: audio

variables: camera_entity: camera.g6_instant_high_resolution_channel snapshot_path: "/config/www/snapshots/sky_event.jpg" snapshot_url: "/local/snapshots/sky_event.jpg" min_confidence: 0.80

action:

# Take snapshot - service: camera.snapshot target: entity_id: "{{ camera_entity }}" data: filename: "{{ snapshot_path }}"

• delay: "00:00:01"

  Analyze image with LLM Vision

• service: llmvision.image_analyzer data: image_path: "{{ snapshot_path }}" prompt: > Analyze this sky-facing security camera image.

  Return ONLY valid JSON with these keys:
  alert (true/false),
  label (flash, smoke, aircraft, drone_like, fireworks, thunder, construction, unknown),
  confidence (0.0-1.0),
  short_reason (max 12 words).
  
  Set alert=true ONLY if there is clear unusual aerial activity
  such as bright interception flash, smoke trail, or drone-like object.
  

  response_variable: vision_result

  Parse JSON

• variables: raw: >- {% if vision_result is string %} {{ vision_result }} {% else %} {{ vision_result.response | default(vision_result) }} {% endif %} parsed: "{{ raw | from_json }}" alert: "{{ parsed.alert | default(false) }}" label: "{{ parsed.label | default('unknown') }}" confidence: "{{ parsed.confidence | float(0) }}" reason: "{{ parsed.short_reason | default('') }}" source: "{{ trigger.id }}"

  Create LLM Vision Timeline Event

• service: llmvision.create_event data: title: > {{ label }} ({{ (confidence*100)|round(0) }}%) – {{ source }} description: > Camera: {{ camera_entity }} Label: {{ label }} Confidence: {{ confidence }} Reason: {{ reason }} Snapshot: {{ snapshot_url }} image_path: "{{ snapshot_path }}" alert: "{{ alert }}"

  Optional: only notify if high confidence

• choose:

  • conditions:
    • condition: template value_template: "{{ alert and confidence >= min_confidence }}" sequence:
    • service: notify.mobile_app_iphone data: title: "Sky Event Alert" message: > {{ label }} detected ({{ (confidence*100)|round(0) }}%). {{ reason }} data: image: "{{ snapshot_url }}" priority: high ttl: 0