AKS AI Inference Roundup: The Model-Serving Stack
airunway-aks-setup (337K installs) walks a bare AKS cluster to a served LLM in six kubectl steps — zero MCP tools, KAITO default, GPU dtype traps
appinsights-instrumentation (587K installs): guidance-only telemetry skill. SDK setup for ASP.NET Core, Node.js and Python, plus Container Apps observability
Azure AI is a skills.sh skill that exposes Azure AI Search, Speech, OpenAI, and Document Intelligence as agent-callable tools through a single MCP server interface.
Azure Deploy automates Azure resource provisioning through your coding agent. Describe what you need, it handles templates and dependency ordering.
Inside Microsoft’s azure-cloud-migrate skill (491K installs, #67): an 8-scenario router that assesses and converts Lambda, Kubernetes, and Spring Boot apps.
Inside microsoft’s azure-compute skill (499K installs): four VM workflows, an unauthenticated pricing API, a banned quota MCP server, and pack-curve math.
azure-cost (382K installs) reads your real bill via the Cost Management API: query, optimize, forecast workflows, hard rate limits, RBAC roles, name-twin trap.
Microsoft’s azure-diagnostics skill (553,878 installs) triages App Service, AKS, VM, and messaging outages via AppLens MCP. Pack-curve audit inside.
Microsoft’s azure-enterprise-infra-planner (399K installs) plans Azure infra via a gated 7-phase pipeline, then generates checkov-clean Bicep or Terraform.
Inside Microsoft’s azure-kubernetes skill (389K installs): the Day-0 framework that locks in AKS networking, plus spot and autoscaler hard numbers.
azure-kusto (585K installs) runs KQL over Azure Data Explorer: four MCP tools, five query patterns, and a CLI fallback that lists clusters but cannot query them
Microsoft azure-messaging (542,562 installs) routes Event Hubs and Service Bus SDK errors to 11 per-language guides. MCP contract and pack-curve audit inside.
Microsoft’s azure-prepare (565K installs) forces a written plan file before any code, then scaffolds azd, Bicep, or Terraform and hands off to validation.
Azure’s azure-rbac skill hit #62 with 485,620 installs, then got removed from its repo in July 2026. What it did, and where the RBAC guidance went.
What Microsoft’s azure-upgrade skill (424K installs) automates: Consumption to Flex, Redis to Managed Redis, Java SDK rewrites - gated by assessment first.
azure-validate (576K installs) runs nine validation gates before deployment, enforces data-plane RBAC checks, and alone may mark a plan Validated.
Microsoft’s entra-agent-id skill gives each agent instance its own Entra identity via Blueprint, BlueprintPrincipal, and the two-step fmi_path token exchange.
entra-app-registration (v1.2.1, 581K installs) turns Entra ID app setup into a five-step CLI workflow with real Graph permission GUIDs baked in.
Part of Microsoft’s official azure-skills plugin. Gives AI agents direct access to Microsoft Foundry for model discovery, deployment, and agent workflow management via MCP.
python-appservice-deploy (193K installs) ships Flask, Django and FastAPI to App Service Linux — Oryx auto-detect, explicit uvicorn, zero post-deploy checks
airunway-aks-setup (337K installs) walks a bare AKS cluster to a served LLM in six kubectl steps — zero MCP tools, KAITO default, GPU dtype traps
Running Microsoft’s azure-reliability skill (268K installs): the assessment table, the baseName regex that misses hex-suffixed apps, and the GRS-not-ZRS trap
Govern Azure OpenAI via API Management in six steps: managed-identity backends, the right inbound policy order, semantic caching, token limits, 401/429 fixes
Straight answers on Microsoft’s azure-compliance skill: what azqr’s Excel output holds, how Key Vault expiry audits rank findings, what 583K installs signal.
azure-app-onboard and azure-app-onboard-prereq (99K each) are the only azure-skills records with independent install counters and a 10-step read-only pipeline
Two Microsoft skills with nearly identical installs: lookup returns ARG tables and orphan hunts, visualizer returns Mermaid diagrams. Pick by artifact.
A 5-step decision procedure for Azure Storage: pick among blob, file, queue, table, and Data Lake, then access tier, redundancy, and SDK auth defaults.
A procedural guide to Microsoft’s azure-deploy (565K installs): the 10-step runbook, five pre-deploy traps, and the Container Apps AcrPull propagation gate.
4 microsoft/azure-skills - azure-rbac, azure-hosted-copilot-sdk, cost-optimization, observability - deleted while install totals kept climbing.
Which Azure planner fits: infra-planner architects greenfield Bicep/Terraform; cloud-migrate ports Lambda, K8s, Spring Boot. Phase gates, install data compared.
A procedural guide to Microsoft’s azure-quotas skill (427K installs): install the quota extension, discover real quota names, and file CLI increase requests.
Microsoft’s official Azure skill for AI model management — browse, deploy, and configure models through your AI assistant using MCP