aks-gpu-inference
Diagnose Day-2 AKS GPU and KAITO incidents using profile-aware, read-only evidence. WHEN: 'Insufficient nvidia.com/gpu', GPU pod…
Analyze advanced AKS cost efficiency. WHEN: \"AKS NAP readiness\", \"AKS bin packing\", \"AKS node scaling bottleneck\", \"AKS blocked scale-down\", \"AKS storage cost\". DO NOT USE AS DIRECT ENTRY FOR: overall AKS cost assessments or rightsizing/VPA/CAS/Spot (azure-kubernetes);
$ npx -y skills add microsoft/GitHub-Copilot-for-Azure --skill aks-cost-optimization --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/aks-cost-optimizationContext preview
The summary Claude sees to decide when to auto-load this skill.
Analyze advanced AKS cost efficiency. WHEN: \"AKS NAP readiness\", \"AKS bin packing\", \"AKS node scaling bottleneck\", \"AKS blocked scale-down\", \"AKS storage cost\". DO NOT USE AS DIRECT ENTRY FOR: overall AKS cost assessments or rightsizing/VPA/CAS/Spot (azure-kubernetes);
name: aks-cost-optimization license: MIT metadata: author: Microsoft version: "0.0.0-placeholder" description: "Analyze advanced AKS cost efficiency. WHEN: \"AKS NAP readiness\", \"AKS bin packing\", \"AKS node scaling bottleneck\", \"AKS blocked scale-down\", \"AKS storage cost\". DO NOT USE AS DIRECT ENTRY FOR: overall AKS cost assessments or rightsizing/VPA/CAS/Spot (azure-kubernetes); spend/anomalies/commitments (cost-analysis/cost-optimization); incidents (aks-troubleshooting)."
Use for advanced existing-cluster analysis requiring scheduling, placement, or verified storage mapping. Route overall AKS cost assessments to `azure-kubernetes`, spend/anomalies to `cost-analysis`, commitments to `cost-optimization`, and incidents to `aks-troubleshooting` when those skills are available. When called from an overall assessment, return findings for its ranked report.
Prefer fitting Azure MCP reads. Never invent tools or use `az`/`kubectl` without approved shell access and a target-bound context.
1. Bind the subscription, cluster, resource group, and kube context. 2. Route to [NAP readiness](references/aks-nap.md), [bin-packing](references/aks-bin-packing.md), [node-scaling bottlenecks](references/node-scaling-bottlenecks.md), or [storage optimization](references/aks-storage-optimization.md). 3. When invoked for AKS commitment context, use the [commitment-demand handoff](references/aks-savings-plans-reservations.md) and return demand evidence without benefit analysis or a transaction. 4. Keep reads non-mutating; require approval for every change.
mark dependent cost or commitment results unavailable.
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.
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,…
Remediate Azure Advisor recommendations. WHEN: \"fix Advisor recommendation\".