aks-cost-optimization
Analyze advanced AKS cost efficiency. WHEN: \"AKS NAP readiness\", \"AKS bin packing\", \"AKS node scaling bottleneck\", \"AKS…
Plan, deploy, operate, and troubleshoot multi-rack (rack scale) deployments of Azure Local — preintegrated racks scaling to hundreds of machines, built on Network Fabric Controller, Cluster Manager, SAN storage, and managed network fabric. Use for the Microsoft.NetworkCloud and
Claude Code
$ npx -y skills add microsoft/GitHub-Copilot-for-Azure --skill azure-local-multi-rack --agent claude-code
Codex
$ npx skills add microsoft/GitHub-Copilot-for-Azure --skill azure-local-multi-rack -a codex -y
Cursor
$ npx skills add microsoft/GitHub-Copilot-for-Azure --skill azure-local-multi-rack -a cursor -y
Gemini CLI
$ npx skills add microsoft/GitHub-Copilot-for-Azure --skill azure-local-multi-rack -a gemini-cli -y
GitHub Copilot
$ npx skills add microsoft/GitHub-Copilot-for-Azure --skill azure-local-multi-rack -a github-copilot -y
OpenCode
$ npx skills add microsoft/GitHub-Copilot-for-Azure --skill azure-local-multi-rack -a opencode -y
Windsurf
$ npx skills add microsoft/GitHub-Copilot-for-Azure --skill azure-local-multi-rack -a windsurf -y
name: azure-local-multi-rack description: "Plan, deploy, operate, and troubleshoot multi-rack (rack scale) deployments of Azure Local — preintegrated racks scaling to hundreds of machines, built on Network Fabric Controller, Cluster Manager, SAN storage, and managed network fabric. Use for the Microsoft.NetworkCloud and Microsoft.ManagedNetworkFabric control plane. NOT for standard 1-16 node Azure Local, and NOT for rack-aware clusters (two racks as availability zones, up to 8 nodes, synchronous replication) — those are standard scale. WHEN: multi-rack, rack scale Azure Local, aggregation rack, compute rack, Network Fabric Controller, NFC, Cluster Manager, network fabric, isolation domain, az networkcloud, az networkfabric, multi-rack logical network, multi-rack Arc VM." license: MIT metadata: author: Microsoft version: "0.0.0-placeholder"
> Multi-rack is in **preview** — say so, and confirm availability from the docs before committing to a design.
| Property | Value | | --- | --- | | Best for | Rack-scale Azure Local: 100+ machines, preintegrated racks, SAN, managed fabric | | Scale | Minimum four racks — one aggregation rack plus three or more compute racks | | Providers | `Microsoft.NetworkCloud`, `Microsoft.ManagedNetworkFabric`, `Microsoft.AzureStackHCI` | | CLI | `az networkcloud`, `az networkfabric`, `az stack-hci-vm` | | Related skill | `azure-local` for standard 1-16 node and rack-aware deployments |
Use when the deployment is multi-rack / rack scale: preintegrated racks, an aggregation rack, a Network Fabric Controller, a Cluster Manager, SAN storage, or the `networkcloud` / `managednetworkfabric` CLI extensions.
Do **not** use for standard Azure Local (1-16 node hyperconverged, up to 64 disaggregated) or rack-aware clusters — hand off to the `azure-local` skill. If the scale is unclear, ask first: the two have separate, non-interchangeable procedures for the same-sounding tasks (logical networks, VM creation, NSGs).
No dedicated MCP namespace. Use generic Azure MCP tools: `mcp_azure_mcp_extension_cli_generate` (confirm `networkcloud`/`networkfabric` extensions first), `mcp_azure_mcp_monitor` (needs Log Analytics), `mcp_azure_mcp_resourcehealth` (partial; not fabric or SAN health), `mcp_azure_mcp_documentation` (multi-rack articles only — standard Azure Local pages do not apply).
Details: [cli-and-prereqs](references/cli-and-prereqs.md).
1. Confirm this is multi-rack, not standard Azure Local — see When to Use. 2. Plan/deploy -> [plan-and-deploy](workflows/plan-and-deploy/plan-and-deploy.md) 3. VMs, AKS, images, disks -> [workload-management](workflows/workload-management/workload-management.md) 4. Fabric, isolation domains, load balancers, NSGs -> [networking](workflows/networking/networking.md) 5. Monitoring, metrics, serial console, failures -> [operate-and-monitor](workflows/operate-and-monitor/operate-and-monitor.md)
Read the matched workflow first and use [docs-map](references/docs-map.md). Start read-only. Ask before fabric changes, isolation domain edits, VM power/delete operations, or anything touching the aggregation rack or SAN.
| Scenario | Remediation | | --- | --- | | Scale unknown | Ask whether the deployment is multi-rack or standard before recommending procedures. | | Standard Azure Local detected | Hand off to the `azure-local` skill; multi-rack procedures do not apply. | | Missing CLI extension | Install per [cli-and-prereqs](references/cli-and-prereqs.md) before running commands. | | Risky fabric or SAN change | Stop and follow [safety-rules](references/safety-rules.md). | | Doc URL 404/redirect | Search Learn for the title, scoped to multi-rack deployments of Azure Local. |
GitHub Copilot for Azure is a set of extensions for Visual Studio, VS Code, and Claude Code designed to streamline the process of developing for Azure.
Analyze advanced AKS cost efficiency. WHEN: \"AKS NAP readiness\", \"AKS bin packing\", \"AKS node scaling bottleneck\", \"AKS…
Diagnose Day-2 AKS GPU and KAITO incidents using profile-aware, read-only evidence. WHEN: 'Insufficient nvidia.com/gpu', GPU pod…
Lookup documented AKS fixes only when the prompt includes an exact catalog signature and all of its qualifiers:…
Collects bounded packet captures from AKS nodes and Azure network configuration for wire-level evidence. WHEN: \"capture packets…
Debug live Azure Kubernetes Service (AKS) incidents with a read-only, evidence-first investigation. WHEN: pod crashes or Pending,…
Builds an Azure portal deep link to a specific blade/menu item for supported Microsoft.ContainerService, Microsoft.Kubernetes,…
You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or…
Ask which skill or flow fits your situation. A router over the skills in this repo.