Expert knowledge for Azure IoT Edge development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring DPS/X.509 provisioning, EFLOW/VM installs, gateway topologies, nested Edge, or CI/CD deployments, and other Azure IoT Edge related development tasks. Not for Azure IoT Hub (use azure-iot-hub), Azure IoT (use azure-iot), Azure IoT Central (use azure-iot-central), Azure Kubernetes Service Edge Essentials (use azure-aks-edge-essentials).
npx skills add https://github.com/MicrosoftDocs/Agent-Skills --skill azure-iot-edge
This skill provides expert guidance for Azure IoT Edge. Covers troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.
> IMPORTANT for Agent: Use the Category Index below to locate relevant sections. For categories with line ranges (e.g., L35-L120), use read_file with the specified lines. For categories with file links (e.g., security.md), use read_file on the linked reference file
> IMPORTANT for Agent: If metadata.generated_at is more than 3 months old, suggest the user pull the latest version from the repository. If mcp_microsoftdocs tools are not available, suggest the user install it: Installation Guide
This skill requires network access to fetch documentation content:
mcp_microsoftdocs:microsoft_docs_fetch with query string from=learn-agent-skill. Returns Markdown.fetch_webpage with query string from=learn-agent-skill&accept=text/markdown. Returns Markdown.| Category | Lines | Description |
|----------|-------|-------------|
| Troubleshooting | L37-L47 | Diagnosing and fixing IoT Edge and EFLOW issues: device/runtime errors, portal-based troubleshooting, Linux-on-Windows problems, networking faults, and Azure Monitor metrics integration. |
| Best Practices | L48-L53 | Monitoring IoT Edge module twins for health, and production-ready practices for configuring, securing, deploying, and operating Azure IoT Edge in real-world environments. |
| Decision Making | L54-L60 | Guidance on choosing IoT Edge/EFLOW platforms, provisioning methods, networking setups, and nested virtualization options for different deployment scenarios. |
| Architecture & Design Patterns | L61-L67 | Design patterns for IoT Edge topologies: gateway scenarios, offline/intermittent connectivity strategies, and configuring multi-level (nested) Edge hierarchies for complex deployments |
| Limits & Quotas | L68-L72 | Azure IoT Edge resource limits and quotas, including module, deployment, message, and device constraints, plus scalability and performance-related restrictions. |
| Security | L73-L86 | Securing IoT Edge: certificates and X.509 provisioning, dTPM/EFLOW security, confidential computing modules, EST server setup, downstream auth, and Private Link/endpoint traffic protection. |
| Configuration | L87-L119 | Configuring IoT Edge devices, networking, gateways, provisioning (DPS, keys, X.509), EFLOW/VM integration, metrics/monitoring, storage, and module/container deployment settings. |
| Integrations & Coding Patterns | L120-L127 | Remote management and troubleshooting of IoT Edge via direct methods, integrating custom modules with IoT Hub, and managing IoT Edge on EFLOW using PowerShell. |
| Deployment | L128-L140 | Deploying and updating IoT Edge at scale: CI/CD pipelines, portal/CLI deployments, Kubernetes/VM installs, runtime updates, and supported platforms for devices and device groups. |
| Topic | URL |
|-------|-----|
| Troubleshoot Azure Monitor integration for IoT Edge metrics | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-troubleshoot-monitoring-and-faq |
| Diagnose and troubleshoot Azure IoT Edge devices | https://learn.microsoft.com/en-us/azure/iot-edge/troubleshoot |
| Resolve common Azure IoT Edge errors and issues | https://learn.microsoft.com/en-us/azure/iot-edge/troubleshoot-common-errors |
| Troubleshoot IoT Edge devices via Azure portal | https://learn.microsoft.com/en-us/azure/iot-edge/troubleshoot-in-portal |
| Troubleshoot Azure IoT Edge for Linux on Windows devices | https://learn.microsoft.com/en-us/azure/iot-edge/troubleshoot-iot-edge-for-linux-on-windows |
| Resolve common Azure IoT Edge for Linux on Windows issues | https://learn.microsoft.com/en-us/azure/iot-edge/troubleshoot-iot-edge-for-linux-on-windows-common-errors |
| Troubleshoot networking issues for EFLOW virtual machines | https://learn.microsoft.com/en-us/azure/iot-edge/troubleshoot-iot-edge-for-linux-on-windows-networking |
| Topic | URL |
|-------|-----|
| Monitor IoT Edge module twins for health | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-monitor-module-twins |
| Apply production readiness best practices for Azure IoT Edge | https://learn.microsoft.com/en-us/azure/iot-edge/production-checklist |
| Topic | URL |
|-------|-----|
| Select and configure networking options for EFLOW | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-configure-iot-edge-for-linux-on-windows-networking |
| Choose platform and provisioning options for IoT Edge devices | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-create-iot-edge-device |
| Choose nested virtualization options for EFLOW deployments | https://learn.microsoft.com/en-us/azure/iot-edge/nested-virtualization |
| Topic | URL |
|-------|-----|
| Choose Azure IoT Edge gateway patterns for devices | https://learn.microsoft.com/en-us/azure/iot-edge/iot-edge-as-gateway |
| Design offline operation patterns for Azure IoT Edge | https://learn.microsoft.com/en-us/azure/iot-edge/offline-capabilities |
| Design and configure nested Azure IoT Edge hierarchies | https://learn.microsoft.com/en-us/azure/iot-edge/tutorial-nested-iot-edge |
| Topic | URL |
|-------|-----|
| Review Azure IoT Edge limits and restrictions | https://learn.microsoft.com/en-us/azure/iot-edge/iot-edge-limits-and-restrictions |
| Topic | URL |
|-------|-----|
| Deploy confidential computing applications as IoT Edge modules | https://learn.microsoft.com/en-us/azure/iot-edge/deploy-confidential-applications |
| Configure dTPM access for IoT Edge on EFLOW | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-access-dtpm |
| Configure authentication for IoT Edge downstream devices | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-authenticate-downstream-device |
| Create and install test certificates for Azure IoT Edge | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-create-test-certificates |
| Manage certificates for secure Azure IoT Edge devices | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-manage-device-certificates |
| Provision Linux IoT Edge device using X.509 certificates | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-provision-single-device-linux-x509 |
| Configure certificate-based security for Azure IoT Edge | https://learn.microsoft.com/en-us/azure/iot-edge/iot-edge-certs |
| Understand and configure security principles for IoT Edge for Linux on Windows | https://learn.microsoft.com/en-us/azure/iot-edge/iot-edge-for-linux-on-windows-security |
| Configure EST server security for Azure IoT Edge devices | https://learn.microsoft.com/en-us/azure/iot-edge/tutorial-configure-est-server |
| Secure IoT Edge traffic with Private Link and endpoints | https://learn.microsoft.com/en-us/azure/iot-edge/using-private-link |
| Topic | URL |
|-------|-----|
| Configure Azure IoT Edge device settings via config.toml | https://learn.microsoft.com/en-us/azure/iot-edge/configure-device |
| Enable GPU acceleration for IoT Edge for Linux on Windows | https://learn.microsoft.com/en-us/azure/iot-edge/gpu-acceleration |
| Configure and access Azure IoT Edge built-in metrics | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-access-built-in-metrics |
| Configure IoT Edge modules to use host storage | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-access-host-storage-from-module |
| Add custom metrics to Azure IoT Edge modules | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-add-custom-metrics |
| Configure metrics-collector to send IoT Edge metrics to Azure Monitor | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-collect-and-transport-metrics |
| Customize the Azure IoT Edge API proxy module for gateways | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-configure-api-proxy-module |
| Configure EFLOW networking for DMZ and multiple NICs | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-configure-iot-edge-for-linux-on-windows-iiot-dmz |
| Configure IoT Edge module build and deployment options | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-configure-module-build-options |
| Attach and configure multiple NICs for EFLOW VM | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-configure-multiple-nics |
| Configure proxy settings for Azure IoT Edge devices and modules | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-configure-proxy-support |
| Configure downstream devices to connect via IoT Edge gateway | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-connect-downstream-device |
| Configure nested Azure IoT Edge device hierarchies | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-connect-downstream-iot-edge-device |
| Configure USB over IP connectivity to EFLOW VM | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-connect-usb-devices |
| Configure Azure Monitor log alerts for IoT Edge metrics | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-create-alerts |
| Configure Azure IoT Edge as a transparent gateway | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-create-transparent-gateway |
| Create and configure virtual switches for EFLOW | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-create-virtual-switch |
| Configure symmetric key DPS provisioning for EFLOW | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-provision-devices-at-scale-linux-on-windows-symmetric |
| Configure TPM-based DPS provisioning for EFLOW devices | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-provision-devices-at-scale-linux-on-windows-tpm |
| Autoprovision EFLOW IoT Edge devices at scale with X.509 and DPS | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-provision-devices-at-scale-linux-on-windows-x509 |
| Configure large-scale IoT Edge provisioning with X.509 certificates | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-provision-devices-at-scale-linux-x509 |
| Provision a single EFLOW IoT Edge device with symmetric keys | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-provision-single-device-linux-on-windows-symmetric |
| Provision EFLOW IoT Edge device using X.509 certificates | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-provision-single-device-linux-on-windows-x509 |
| Provision a single Linux IoT Edge device with symmetric keys | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-provision-single-device-linux-symmetric |
| Share Windows folders with the EFLOW virtual machine | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-share-windows-folder-to-vm |
| Configure IoT Edge module container createOptions | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-use-create-options |
| Configure networking between Windows host and EFLOW virtual machine | https://learn.microsoft.com/en-us/azure/iot-edge/iot-edge-for-linux-on-windows-networking |
| Configure IoT Edge deployment manifests and message routes | https://learn.microsoft.com/en-us/azure/iot-edge/module-composition |
| Configure edgeAgent and edgeHub module twin properties | https://learn.microsoft.com/en-us/azure/iot-edge/module-edgeagent-edgehub |
| Topic | URL |
|-------|-----|
| Use IoT Edge agent direct methods for remote management | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-edgeagent-direct-method |
| Retrieve and upload Azure IoT Edge logs via direct methods | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-retrieve-iot-edge-logs |
| Develop Azure IoT Edge modules that integrate with IoT Hub | https://learn.microsoft.com/en-us/azure/iot-edge/module-development |
| Use EFLOW PowerShell functions to manage IoT Edge | https://learn.microsoft.com/en-us/azure/iot-edge/reference-iot-edge-for-linux-on-windows-functions |
| Topic | URL |
|-------|-----|
| Set up CI/CD pipelines for Azure IoT Edge modules with Azure DevOps | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-continuous-integration-continuous-deployment |
| Create IoT Edge automatic deployments in portal | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-deploy-at-scale |
| Manage IoT Edge at-scale deployments with CLI | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-deploy-cli-at-scale |
| Deploy IoT Edge modules using Azure CLI | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-deploy-modules-cli |
| Install Azure IoT Edge on Kubernetes with KubeVirt | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-install-iot-edge-kubernetes |
| Deploy Azure IoT Edge to Ubuntu VMs with Bicep | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-install-iot-edge-ubuntuvm-bicep |
| Plan and execute Azure IoT Edge runtime updates on devices | https://learn.microsoft.com/en-us/azure/iot-edge/how-to-update-iot-edge |
| Check supported platforms for IoT Edge on Windows | https://learn.microsoft.com/en-us/azure/iot-edge/iot-edge-for-linux-on-windows-support |
| Manage IoT Edge automatic deployments for device groups | https://learn.microsoft.com/en-us/azure/iot-edge/module-deployment-monitoring |
| Check supported platforms for Azure IoT Edge deployments | https://learn.microsoft.com/en-us/azure/iot-edge/support |
Assess Kubernetes workloads and cluster configuration for AKS Automatic compatibility. Identifies incompatibilities, generates fixes, and guides migration from AKS Standard to AKS Automatic. WHEN: migrate to AKS Automatic, check AKS Automatic readiness, validate manifests for Automatic, assess cluster for Automatic compatibility, fix deployment for Automatic compatibility, identify AKS Automatic migration blockers, is my cluster ready for AKS Automatic.
Discovers available Azure OpenAI model capacity across regions and projects. Analyzes quota limits, compares availability, and recommends optimal deployment locations based on capacity requirements. USE FOR: find capacity, check quota, where can I deploy, capacity discovery, best region for capacity, multi-project capacity search, quota analysis, model availability, region comparison, check TPM availability. DO NOT USE FOR: actual deployment (hand off to preset or customize after discovery), quota increase requests (direct user to Azure Portal), listing existing deployments.
Interactive guided deployment flow for Azure OpenAI models with full customization control. Step-by-step selection of model version, SKU (GlobalStandard/Standard/ProvisionedManaged), capacity, RAI policy (content filter), and advanced options (dynamic quota, priority processing, spillover). USE FOR: custom deployment, customize model deployment, choose version, select SKU, set capacity, configure content filter, RAI policy, deployment options, detailed deployment, advanced deployment, PTU deployment, provisioned throughput. DO NOT USE FOR: quick deployment to optimal region (use preset).
Unified Azure OpenAI model deployment skill with intelligent intent-based routing. Handles quick preset deployments, fully customized deployments (version/SKU/capacity/RAI policy), and capacity discovery across regions and projects. USE FOR: deploy model, deploy gpt, create deployment, model deployment, deploy openai model, set up model, provision model, find capacity, check model availability, where can I deploy, best region for model, capacity analysis. DO NOT USE FOR: listing existing deployments (use foundry_models_deployments_list MCP tool), deleting deployments, agent creation (use agent/create), project creation (use project/create).
Intelligently deploys Azure OpenAI models to optimal regions by analyzing capacity across all available regions. Automatically checks current region first and shows alternatives if needed. USE FOR: quick deployment, optimal region, best region, automatic region selection, fast setup, multi-region capacity check, high availability deployment, deploy to best location. DO NOT USE FOR: custom SKU selection (use customize), specific version selection (use customize), custom capacity configuration (use customize), PTU deployments (use customize).
This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow cytometry, etc.), tracking computational workflows, curating and validating data with biological ontologies, building data lakehouses, or ensuring data lineage and reproducibility in biological research. Covers data management, annotation, ontologies (genes, cell types, diseases, tissues), schema validation, integrations with workflow managers (Nextflow, Snakemake) and MLOps platforms (W&B, MLflow), and deployment strategies.
Latch platform for bioinformatics workflows. Build pipelines with Latch SDK, @workflow/@task decorators, deploy serverless workflows, LatchFile/LatchDir, Nextflow/Snakemake integration.
Run Python code in the cloud with serverless containers, GPUs, and autoscaling. Use when deploying ML models, running batch processing jobs, scheduling compute-intensive tasks, or serving APIs that require GPU acceleration or dynamic scaling.
Take microsoftdocs/azure-iot-edge from the repository into ~/.claude/skills for personal
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same name cannot sit side by side — one of them will be ignored.