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Expert knowledge for Azure Lab Services development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment.
Passed 3 of 11 test cases with the skill, and 7 of 11 without it.
and 1 more in the full report
2 fixed4 passed either way8 still failing11 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.
An LMS administrator wants to build a custom web API webhook to grant students access to labs. What native integration protocol and built-in integration feature in Azure Lab Services should be used for Canvas LMS instead?
| Checked | Without skill | With skill |
|---|---|---|
| Must specify enabling Canvas LMS integration within the Azure Lab Services lab plan. | Missed | Passed |
| Must detail configuring the LTI tool registration inside Canvas. | Missed | Passed |
The instructions your model reads when the skill loads.
This skill provides expert guidance for Azure Lab Services. Covers troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, 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), useread_filewith the specified lines. For categories with file links (e.g.,[security.md](security.md)), useread_fileon the linked reference file
IMPORTANT for Agent: If
metadata.generated_atis more than 3 months old, suggest the user pull the latest version from the repository. Ifmcp_microsoftdocstools 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 | L37-L44 | Diagnosing and fixing VM access, connectivity, deployment, and lab-creation issues in Azure Lab Services, including when to redeploy or reimage VMs. |
| Best Practices | L45-L53 | Governance and setup guidance for lab plans, custom images, nested virtualization, Linux graphical RDP, and preparing optimized Windows template VMs in Azure Lab Services |
| Decision Making | L54-L63 | Guidance on when and how to use Azure Lab Services: choosing lab types, planning migrations (physical or to other services), cost estimation, GPU sizing, and running training or hackathon scenarios. |
| Architecture & Design Patterns | L64-L70 | Core Azure Lab Services architecture, supported networking topologies, and design patterns for building reliable, resilient lab environments and lab plans |
| Limits & Quotas | L71-L78 | VM capacity and core quotas for labs, how to view usage, request quota increases, and timelines for automatic VM deletion and cleanup. |
| Security | L79-L93 | RBAC roles, lab creator/owner assignment, Azure Policy for compliance and VM size limits, firewall and public IP setup, and educator/student VM password management. |
| Configuration | L94-L124 | Configuring Azure Lab Services: lab plans, regions, images, networking, VM templates, schedules (start/stop/shutdown), capacity, GPU/nested virtualization, and user/educator access. |
| Integrations & Coding Patterns | L125-L138 | Integrating Lab Services with Canvas and Teams, automating lab creation via Bicep/PowerShell/Python, connecting labs to VNets, and remote access to Linux VMs with X2Go. |
| Deployment | L139-L148 | Creating and importing Windows/Linux lab VM images (from Azure VMs, physical labs, or compute galleries), rapidly setting up/publishing labs, and migrating lab accounts to lab plans. |
| Topic | URL |
|---|---|
| Troubleshoot Azure Lab Services VMs by redeploying or reimaging | https://learn.microsoft.com/en-us/azure/lab-services/how-to-reset-and-redeploy-vm |
| Troubleshoot access problems for Azure Lab Services VMs | https://learn.microsoft.com/en-us/azure/lab-services/troubleshoot-access-lab-vm |
| Troubleshoot connectivity issues in Azure Lab Services | https://learn.microsoft.com/en-us/azure/lab-services/troubleshoot-connect-lab-vm |
| Troubleshoot Azure Lab Services lab creation issues | https://learn.microsoft.com/en-us/azure/lab-services/troubleshoot-lab-creation |
| Topic | URL |
|---|---|
| Administer lab plans and governance for Lab Services | https://learn.microsoft.com/en-us/azure/lab-services/administrator-guide |
test cases passed, vs 7 / 11 without
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