microsoft/fleet-intelligence
.github/skills/fleet-intelligence/SKILL.md
Monitor robot fleet telemetry via Azure IoT Operations, drift detection, Grafana dashboards, and Fabric analytics
$ install --global
skillsauthnpx skillsauth add microsoft/physical-ai-toolchain fleet-intelligenceInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Last scanned: Apr 15, 2026, 11:28 AM6.9s1 file scanned
SKILL.md
- name:
- fleet-intelligence
- description:
- Monitor robot fleet telemetry via Azure IoT Operations, drift detection, Grafana dashboards, and Fabric analytics
Fleet Intelligence
Monitor and analyze deployed robot fleet telemetry — IoT Operations data collection, Grafana dashboards, drift detection, and Fabric Real-Time Intelligence analytics.
Prerequisites
| Requirement | Purpose |
|-------------|---------|
| Azure IoT Operations | Edge telemetry collection |
| Azure Event Hubs | Cloud telemetry ingestion |
| Grafana | Fleet dashboards and alerting |
| Microsoft Fabric | Real-Time Intelligence KQL analytics |
| az CLI | Azure authentication |
| kubectl | Cluster access for IoT Operations |
Setup Workflow
Deploy fleet intelligence components in order:
Step 1 — Deploy IoT Operations
fleet-intelligence/setup/deploy-iot-operations.sh
Step 2 — Deploy telemetry pipeline
fleet-intelligence/setup/deploy-telemetry-pipeline.sh
Step 3 — Deploy dashboards
fleet-intelligence/setup/deploy-dashboards.sh
Step 4 — Deploy Fabric Real-Time Intelligence
fleet-intelligence/setup/deploy-fabric-rti.sh
Telemetry Schemas
| Schema | Path | Description |
|--------|------|-------------|
| Policy Execution | telemetry/schemas/policy-execution.schema.json | Inference metrics and action outputs |
| Robot Health | telemetry/schemas/robot-health.schema.json | Hardware status and connectivity |
Drift Detection
Drift detection monitors deployed policies for performance degradation. When drift exceeds configured thresholds, retraining triggers initiate automated training pipelines.
| Component | Path | Description |
|-----------|------|-------------|
| Detection | drift/detection/ | Statistical tests against training baselines |
| Alerting | drift/alerting/ | Threshold evaluation and notification routing |
| Triggers | drift/triggers/ | Automated retraining pipeline launching |
Key Files
| File | Description |
|------|-------------|
| fleet-intelligence/README.md | Domain overview |
| fleet-intelligence/telemetry/routing/edge-to-eventhub.yaml | Edge-to-cloud routing config |
| fleet-intelligence/dashboards/grafana/fleet-overview.json | Grafana dashboard definition |
| fleet-intelligence/dashboards/fabric/fleet-kql-queries.kql | Fabric KQL analytics queries |
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