Expert knowledge for Azure Policy development including troubleshooting, best practices, decision making, architecture & design patterns, security, configuration, integrations & coding patterns, and deployment. Use when authoring policy JSON, deploying via ARM/Bicep/Terraform, enforcing baselines, automating with DevOps, or using Machine Configuration, and other Azure Policy related development tasks. Not for Azure Blueprints (use azure-blueprints), Azure Resource Manager (use azure-resource-manager), Azure Role-based access control (use azure-rbac), Azure Security (use azure-security).
npx skills add https://github.com/MicrosoftDocs/Agent-Skills --skill azure-policy
This skill provides expert guidance for Azure Policy. Covers troubleshooting, best practices, decision making, architecture & design patterns, 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 | L36-L42 | Diagnosing and fixing Azure Policy non-compliance, Machine Configuration deployment issues, and common policy/SDK errors (evaluation failures, assignment problems, and API/CLI issues). |
| Best Practices | L43-L50 | Best practices for safely testing and deploying Azure Policy and Machine/Guest Configuration, including PSDSC behavior changes, impact evaluation, and safe rollout strategies. |
| Decision Making | L51-L58 | Guidance on planning migrations from DSC/Automanage to Machine Configuration/Azure Policy and choosing recommended policy definitions for managing and securing VMs. |
| Architecture & Design Patterns | L59-L63 | Designing Azure Policy-as-Code workflows, integrating with CI/CD, GitOps, and approvals, and structuring policy repos, environments, and automation for scalable governance. |
| Security | L64-L127 | Security and compliance baselines with Azure Policy: mapping to standards (CIS, NIST, ISO, FedRAMP, PCI, etc.), machine/guest config baselines, and enforcing MFA and signed configurations. |
| Configuration | L128-L165 | Designing and configuring Azure Policy and Machine Configuration: authoring policy JSON, effects, initiatives, remediation, guest/machine config packages, assignments, compliance, and programmatic management. |
| Integrations & Coding Patterns | L166-L185 | Patterns for writing reusable Azure Policy definitions (operators, fields, effects, tags, initiatives) and integrating/automating them via Terraform, Kubernetes/Gatekeeper, VS Code, Event Grid, and Resource Graph |
| Deployment | L186-L196 | How to deploy and assign Machine Configuration packages via ARM/Bicep/Terraform/REST, publish them to storage, export policy for policy-as-code, and enforce Azure Policy in DevOps pipelines |
| Topic | URL |
|-------|-----|
| Troubleshoot Azure Machine Configuration deployments | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/overview/04-operations-troubleshooting |
| Diagnose causes of Azure Policy non-compliance | https://learn.microsoft.com/en-us/azure/governance/policy/how-to/determine-non-compliance |
| Troubleshoot common Azure Policy errors and SDK issues | https://learn.microsoft.com/en-us/azure/governance/policy/troubleshoot/general |
| Topic | URL |
|-------|-----|
| Test Machine Configuration packages with GuestConfiguration tools | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/develop-custom-package/3-test-package |
| Understand PSDSC behavior changes in Machine Configuration | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/whats-new/psdsc-in-machine-configuration |
| Evaluate impact before deploying new Azure policies | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/evaluate-impact |
| Apply safe deployment practices to Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/how-to/policy-safe-deployment-practices |
| Topic | URL |
|-------|-----|
| Plan migration from Azure Automation DSC to Machine Configuration | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/whats-new/migrating-from-azure-automation |
| Plan migration from DSC extension to Machine Configuration | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/whats-new/migrating-from-dsc-extension |
| Select recommended Azure Policy definitions for VMs | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/recommended-policies |
| Plan migration from Automanage Best Practices to Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/how-to/migrate-from-automanage-best-practices |
| Topic | URL |
|-------|-----|
| Design Azure Policy as Code governance workflows | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/policy-as-code |
| Topic | URL |
|-------|-----|
| Deploy Machine Configuration security baseline policies | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/assign-security-baselines/deploy-a-baseline-policy-assignment |
| Customize Machine Configuration security baseline parameters | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/assign-security-baselines/specify-custom-parameters-for-baseline-policy |
| Author JSON parameters for Machine Configuration baselines | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/assign-security-baselines/understand-baseline-settings-parameter |
| Sign Machine Configuration packages and enforce signed content | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/develop-custom-package/6-sign-package |
| Use regulatory compliance initiatives in Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/regulatory-compliance |
| Map Azure Policy to Australian ISM PROTECTED | https://learn.microsoft.com/en-us/azure/governance/policy/samples/australia-ism |
| Azure Policy mappings for Microsoft cloud security benchmark | https://learn.microsoft.com/en-us/azure/governance/policy/samples/azure-security-benchmark |
| Map Azure Policy to Canada Federal PBMM | https://learn.microsoft.com/en-us/azure/governance/policy/samples/canada-federal-pbmm |
| Azure Policy mappings for CIS Azure 1.1.0 | https://learn.microsoft.com/en-us/azure/governance/policy/samples/cis-azure-1-1-0 |
| Azure Policy mappings for CIS Azure 1.3.0 | https://learn.microsoft.com/en-us/azure/governance/policy/samples/cis-azure-1-3-0 |
| Azure Policy mappings for CIS Azure 1.4.0 | https://learn.microsoft.com/en-us/azure/governance/policy/samples/cis-azure-1-4-0 |
| Azure Policy mappings for CIS Azure 2.0.0 | https://learn.microsoft.com/en-us/azure/governance/policy/samples/cis-azure-2-0-0 |
| Apply CIS benchmarks to AlmaLinux via Machine Configuration | https://learn.microsoft.com/en-us/azure/governance/policy/samples/cis-linux/alma-ado |
| Apply CIS benchmarks to AKS Optimized Azure Linux | https://learn.microsoft.com/en-us/azure/governance/policy/samples/cis-linux/azure-linux-ado |
| Apply CIS benchmarks to Debian via Machine Configuration | https://learn.microsoft.com/en-us/azure/governance/policy/samples/cis-linux/debian-ado |
| Apply CIS benchmarks to Oracle Linux via Machine Configuration | https://learn.microsoft.com/en-us/azure/governance/policy/samples/cis-linux/oracle-ado |
| Apply CIS benchmarks to RHEL via Machine Configuration | https://learn.microsoft.com/en-us/azure/governance/policy/samples/cis-linux/rhel-ado |
| Apply CIS benchmarks to Rocky Linux via Machine Configuration | https://learn.microsoft.com/en-us/azure/governance/policy/samples/cis-linux/rocky-ado |
| Apply CIS benchmarks to SUSE Linux Enterprise | https://learn.microsoft.com/en-us/azure/governance/policy/samples/cis-linux/suse-ado |
| Apply CIS benchmarks to Ubuntu via Machine Configuration | https://learn.microsoft.com/en-us/azure/governance/policy/samples/cis-linux/ubuntu-ado |
| Azure Policy mappings for CMMC Level 3 | https://learn.microsoft.com/en-us/azure/governance/policy/samples/cmmc-l3 |
| Azure Policy mappings for FedRAMP High | https://learn.microsoft.com/en-us/azure/governance/policy/samples/fedramp-high |
| Azure Policy mappings for FedRAMP Moderate | https://learn.microsoft.com/en-us/azure/governance/policy/samples/fedramp-moderate |
| Use Microsoft cloud security benchmark in Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/samples/gov-azure-security-benchmark |
| Use CIS Azure 1.1.0 benchmark with Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/samples/gov-cis-azure-1-1-0 |
| Use CIS Azure 1.3.0 benchmark with Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/samples/gov-cis-azure-1-3-0 |
| Implement CMMC Level 3 controls via Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/samples/gov-cmmc-l3 |
| Align FedRAMP High controls with Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/samples/gov-fedramp-high |
| Align FedRAMP Moderate controls with Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/samples/gov-fedramp-moderate |
| Implement IRS 1075 controls using Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/samples/gov-irs-1075-sept2016 |
| Map ISO 27001:2013 controls to Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/samples/gov-iso-27001 |
| Implement NIST SP 800-171 R2 via Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/samples/gov-nist-sp-800-171-r2 |
| Implement NIST SP 800-53 R4 via Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/samples/gov-nist-sp-800-53-r4 |
| Implement NIST SP 800-53 R5 via Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/samples/gov-nist-sp-800-53-r5 |
| Map SOC 2 controls to Azure Policy in Azure Gov | https://learn.microsoft.com/en-us/azure/governance/policy/samples/gov-soc-2 |
| Apply CIS Linux security benchmarks via Machine Configuration | https://learn.microsoft.com/en-us/azure/governance/policy/samples/guest-configuration-baseline-cis-linux |
| Use Docker security baseline with Azure Policy guest configuration | https://learn.microsoft.com/en-us/azure/governance/policy/samples/guest-configuration-baseline-docker |
| Use Linux security baseline with Azure Policy guest configuration | https://learn.microsoft.com/en-us/azure/governance/policy/samples/guest-configuration-baseline-linux |
| Apply Windows Server security baseline via guest configuration | https://learn.microsoft.com/en-us/azure/governance/policy/samples/guest-configuration-baseline-windows |
| Apply Windows Server 2025 security baseline via guest configuration | https://learn.microsoft.com/en-us/azure/governance/policy/samples/guest-configuration-baseline-windows-server-2025 |
| Azure Policy mappings for HIPAA HITRUST | https://learn.microsoft.com/en-us/azure/governance/policy/samples/hipaa-hitrust |
| Azure Policy mappings for IRS 1075 (2016) | https://learn.microsoft.com/en-us/azure/governance/policy/samples/irs-1075-sept2016 |
| Azure Policy mappings for ISO 27001:2013 | https://learn.microsoft.com/en-us/azure/governance/policy/samples/iso-27001 |
| Policy mappings for Sovereignty Baseline Confidential | https://learn.microsoft.com/en-us/azure/governance/policy/samples/mcfs-baseline-confidential |
| Policy mappings for Sovereignty Baseline Global | https://learn.microsoft.com/en-us/azure/governance/policy/samples/mcfs-baseline-global |
| Azure Policy mappings for NIST SP 800-171 R2 | https://learn.microsoft.com/en-us/azure/governance/policy/samples/nist-sp-800-171-r2 |
| Azure Policy mappings for NIST SP 800-53 R4 | https://learn.microsoft.com/en-us/azure/governance/policy/samples/nist-sp-800-53-r4 |
| Azure Policy mappings for NIST SP 800-53 R5 | https://learn.microsoft.com/en-us/azure/governance/policy/samples/nist-sp-800-53-r5 |
| Azure Policy mappings for NL BIO Cloud Theme | https://learn.microsoft.com/en-us/azure/governance/policy/samples/nl-bio-cloud-theme |
| Azure Policy mappings for PCI DSS 3.2.1 | https://learn.microsoft.com/en-us/azure/governance/policy/samples/pci-dss-3-2-1 |
| Azure Policy mappings for PCI DSS v4.0 | https://learn.microsoft.com/en-us/azure/governance/policy/samples/pci-dss-4-0 |
| Azure Policy mappings for RBI IT Framework (Banks) | https://learn.microsoft.com/en-us/azure/governance/policy/samples/rbi-itf-banks-2016 |
| Azure Policy mappings for RBI IT Framework (NBFC) | https://learn.microsoft.com/en-us/azure/governance/policy/samples/rbi-itf-nbfc-2017 |
| Azure Policy mappings for RMIT Malaysia | https://learn.microsoft.com/en-us/azure/governance/policy/samples/rmit-malaysia |
| Azure Policy mappings for SOC 2 | https://learn.microsoft.com/en-us/azure/governance/policy/samples/soc-2 |
| Azure Policy mappings for Spain ENS | https://learn.microsoft.com/en-us/azure/governance/policy/samples/spain-ens |
| Azure Policy mappings for SWIFT CSP-CSCF 2021 | https://learn.microsoft.com/en-us/azure/governance/policy/samples/swift-csp-cscf-2021 |
| Azure Policy mappings for SWIFT CSP-CSCF 2022 | https://learn.microsoft.com/en-us/azure/governance/policy/samples/swift-csp-cscf-2022 |
| Map UK OFFICIAL and UK NHS controls to Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/samples/ukofficial-uknhs |
| Enforce multifactor authentication using Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/tutorials/mfa-enforcement |
| Topic | URL |
|-------|-----|
| Understand Machine Configuration assignment resources and metadata | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/concepts/assignments |
| Assign built-in Machine Configuration policies | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/assign-built-in-policies |
| Create custom Machine Configuration policy definitions | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/create-policy-definition |
| Install GuestConfiguration authoring module for Machine Configuration | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/develop-custom-package/1-set-up-authoring-environment |
| Create custom Machine Configuration package artifacts | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/develop-custom-package/2-create-package |
| Configure access to Machine Configuration packages in Azure Storage | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/develop-custom-package/5-access-package |
| Develop custom Machine Configuration packages | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/develop-custom-package/overview |
| View and analyze Machine Configuration compliance results | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/view-compliance |
| Configure prerequisites for Azure Machine Configuration | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/overview/02-setup-prerequisites |
| Configure network and endpoints for Machine Configuration | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/overview/03-network-requirements |
| Author Azure Policy assignment JSON structures | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/assignment-structure |
| Define Azure Policy attestations with ARM, CLI, PowerShell | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/attestation-structure |
| Use Azure Policy aliases for resource properties | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/definition-structure-alias |
| Understand Azure Policy definition structure basics | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/definition-structure-basics |
| Configure parameters in Azure Policy definitions | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/definition-structure-parameters |
| Configure addToNetworkGroup effect in Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/effect-add-to-network-group |
| Configure deployIfNotExists effect and identities | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/effect-deploy-if-not-exists |
| Configure manual effect and attestations in Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/effect-manual |
| Configure modify effect and remediation tasks | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/effect-modify |
| Use mutate effect for Azure Policy on AKS | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/effect-mutate |
| Configure Azure Policy exemptions with JSON | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/exemption-structure |
| Define Azure Policy initiatives with JSON structure | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/initiative-definition-structure |
| Configure Azure Policy remediation task structures | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/remediation-structure |
| Understand and manage Azure System Policy assignments | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/systempolicy |
| Author Azure Policy rules for array properties | https://learn.microsoft.com/en-us/azure/governance/policy/how-to/author-policies-for-arrays |
| Retrieve Azure Policy compliance data programmatically | https://learn.microsoft.com/en-us/azure/governance/policy/how-to/get-compliance-data |
| Programmatically create and manage Azure policies | https://learn.microsoft.com/en-us/azure/governance/policy/how-to/programmatically-create |
| Remediate non-compliant resources with Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/how-to/remediate-resources |
| Use requestContext().identity in Azure Policy rules | https://learn.microsoft.com/en-us/azure/governance/policy/how-to/using-request-context-identity |
| Use built-in guest configuration packages in Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/samples/built-in-packages |
| Author custom Azure Policy definitions | https://learn.microsoft.com/en-us/azure/governance/policy/tutorials/create-custom-policy-definition |
| Disallow specific Azure resource types with policy | https://learn.microsoft.com/en-us/azure/governance/policy/tutorials/disallowed-resources |
| Configure tag governance with Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/tutorials/govern-tags |
| Add user-assigned identities via Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/tutorials/modify-virtual-machine-identity |
| Topic | URL |
|-------|-----|
| Assign Azure Policy using Terraform HCL | https://learn.microsoft.com/en-us/azure/governance/policy/assign-policy-terraform |
| Integrate Azure Policy events with Event Grid | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/event-overview |
| Use Azure Policy with Kubernetes via Gatekeeper | https://learn.microsoft.com/en-us/azure/governance/policy/concepts/policy-for-kubernetes |
| Use Azure Policy VS Code extension for aliases | https://learn.microsoft.com/en-us/azure/governance/policy/how-to/extension-for-vscode |
| Use the count operator in Azure Policy definitions | https://learn.microsoft.com/en-us/azure/governance/policy/samples/pattern-count-operator |
| Deploy resources with deployIfNotExists Azure Policy | https://learn.microsoft.com/en-us/azure/governance/policy/samples/pattern-deploy-resources |
| Apply different effects in Azure Policy definitions | https://learn.microsoft.com/en-us/azure/governance/policy/samples/pattern-effect-details |
| Use field properties in Azure Policy definitions | https://learn.microsoft.com/en-us/azure/governance/policy/samples/pattern-fields |
| Group Azure Policy definitions into initiatives | https://learn.microsoft.com/en-us/azure/governance/policy/samples/pattern-group-with-initiative |
| Use logical operators in Azure Policy definitions | https://learn.microsoft.com/en-us/azure/governance/policy/samples/pattern-logical-operators |
| Parameterize Azure Policy definitions for reuse | https://learn.microsoft.com/en-us/azure/governance/policy/samples/pattern-parameters |
| Manage resource tags using Azure Policy definitions | https://learn.microsoft.com/en-us/azure/governance/policy/samples/pattern-tags |
| Use the value operator in Azure Policy definitions | https://learn.microsoft.com/en-us/azure/governance/policy/samples/pattern-value-operator |
| Query Azure Policy data with Azure Resource Graph | https://learn.microsoft.com/en-us/azure/governance/policy/samples/resource-graph-samples |
| Query guest configuration data with Azure Resource Graph | https://learn.microsoft.com/en-us/azure/governance/policy/samples/resource-graph-samples-guest-configuration |
| Route Azure Policy events to Event Grid | https://learn.microsoft.com/en-us/azure/governance/policy/tutorials/route-state-change-events |
| Topic | URL |
|-------|-----|
| Deploy Machine Configuration assignments with ARM templates | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/assign-configuration/azure-resource-manager |
| Deploy Machine Configuration assignments with Bicep | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/assign-configuration/bicep |
| Assign Machine Configuration packages using templates | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/assign-configuration/overview |
| Create Machine Configuration assignments using REST API | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/assign-configuration/rest-api |
| Deploy Machine Configuration assignments using Terraform | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/assign-configuration/terraform |
| Publish Machine Configuration packages to Azure storage | https://learn.microsoft.com/en-us/azure/governance/machine-configuration/how-to/develop-custom-package/4-publish-package |
| Export Azure Policy resources for policy-as-code | https://learn.microsoft.com/en-us/azure/governance/policy/how-to/export-resources |
| Enforce Azure Policy in Azure DevOps pipelines | https://learn.microsoft.com/en-us/azure/governance/policy/tutorials/policy-devops-pipelines |
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-policy from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.