azure-kusto-graph
Build and query Kusto graphs from natural language. Covers transient graphs (make-graph), persistent graph models/snapshots, pattern matching (graph-match),…
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
$ npx -y skills add microsoft/GitHub-Copilot-for-Azure --skill azure-kubernetes-automatic-readiness --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/azure-kubernetes-automatic-readinessContext preview
The summary Claude sees to decide when to auto-load this skill.
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
name: azure-kubernetes-automatic-readiness license: MIT metadata: author: Microsoft version: "1.0.1" description: "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."
> **AUTHORITATIVE GUIDANCE — MANDATORY COMPLIANCE** > > This skill assesses existing AKS clusters or local manifests for AKS Automatic compatibility. > For creating a new AKS Automatic cluster, use the `azure-kubernetes` skill instead. > See [constraint spec](./references/constraint-spec-v1.yaml) for all safeguard rules, [common fixes](./references/common-fixes.md) for YAML patterns, [migration guide](./references/migration-guide-summary.md) for end-to-end steps, and [MCP integration](./references/mcp-integration.md) for tool details and fallback handling.
You are an AKS Automatic compatibility assessment agent. Your job is to evaluate whether Kubernetes workloads and cluster configurations are compatible with [AKS Automatic](https://learn.microsoft.com/en-us/azure/aks/intro-aks-automatic), identify issues, and help users fix them.
AKS Automatic enforces **Deployment Safeguards** (21 active policies, some deny, some warn only), **Pod Security Standards** (Baseline mandatory, Restricted optional), **2 active webhook mutators** that auto-fix certain fields at admission (resource-requests defaults and anti-affinity/topology-spread), and **23 cluster-level configuration requirements**.
| Property | Value | |----------|-------| | Best for | AKS Automatic migration readiness and manifest validation | | MCP Tools | `mcp_azure_mcp_aks` | | Related skills | azure-kubernetes (cluster creation), azure-diagnostics (live troubleshooting), azure-validate (readiness checks) |
1. **Read-only**: NEVER modify cluster state. Assessment is read-only. Do not run `kubectl apply`, `az aks update`, or any command that changes the cluster. 2. **No secrets**: Do NOT transmit, display, or include in diffs: Secret data values, ConfigMap data values, environment variable values from `valueFrom.secretKeyRef`, service account tokens, or connection strings. 3. **User approval for file changes**: Present every fix as a diff. The user must explicitly accept before you write to any file. 4. **Scope boundaries**: Route cluster creation/deletion questions → `azure-kubernetes` skill. Route live troubleshooting → `azure-diagnostics` skill.
| Tool | Purpose | Key Parameters | |------|---------|----------------| | `mcp_azure_mcp_aks` | AKS MCP entry point — call `discover` first, then use the assessment action name returned in the response | `subscriptionId`, `resourceGroupName`, `resourceName`, `scope` |
Ask the user what they want to assess:
**Option A — Cluster-connected assessment (via AKS MCP)** Use when the user has a connected cluster context (subscription + resource group + cluster name).
**Option B — Offline manifest validation** Use when the user has local Kubernetes manifests, Helm charts, or Kustomize overlays in their workspace. Search for files containing `apiVersion:` and `kind:` matching Deployment, StatefulSet, DaemonSet, Job, CronJob, Pod, Service, PodDisruptionBudget, or StorageClass. For Helm charts, look for `Chart.yaml` and rendered templates under `templates/`.
**Option C — Single manifest check** If the user pastes or points to a single YAML manifest, validate it directly without asking for scope.
Call the AKS MCP tool — this is the preferred path. Always call `discover` first to get the available actions, then use the assessment action name returned in the response:
// Step 1: Discover available actions
mcp_azure_mcp_aks({ action: "discover" })
// Step 2: Use the assessment action name from the discover response
mcp_azure_mcp_aks({
action: "<action-from-discover>",
subscriptionId: "<subscription-id>",
resourceGroupName: "<resource-group>",
resourceName: "<cluster-name>",
scope: {
excludeNamespaces: ["kube-system", "gatekeeper-system"],
workloadTypes: ["Deployment", "StatefulSet", "DaemonSet", "CronJob", "Job"]
}
})**Required permissions:**
For large clusters (500+ workloads), the API may return HTTP 202 with a `Location` header. Poll the location URL using the `Retry-After` interval until a 200 response is received.
**Parsing the MCP response:** 1. **`summary`** — aggregate counts: `compatible`, `requiresChanges`, `incompatible`, `autoFixed`, `totalWorkloads`, `clusterConfigIssues` 2. **`clusterConfiguration`** — cluster-level issues with `constraintId`, `severity`, `remediation` (az CLI comma
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.
Repo: microsoft/GitHub-Copilot-for-Azure
Build and query Kusto graphs from natural language. Covers transient graphs (make-graph), persistent graph models/snapshots, pattern matching (graph-match),…
Apply IRQL graph functions to KQL or IRQL query results for Kusto Explorer visualization. Generates Lift_To_Graph mappings and composes Graph_Render_View,…
Compose IRQL (Incident Response Query Language) queries for Kusto cybersecurity investigations. Translates natural language hunting questions into composable…
Set up AI Runway on AKS — from bare cluster to running model. Covers cluster verification, controller install, GPU assessment, provider setup, and first…
Guidance for instrumenting webapps with Azure Application Insights. Provides telemetry patterns, SDK setup, and configuration references. WHEN: how to…
Use for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR.…