Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
powershell_heavy
windows_tools
missing_linux_example
windows_first
Summary
The documentation page exclusively provides PowerShell examples and references the Az.LabServices PowerShell module for determining the public IP address of Azure Lab Services VMs. There are no equivalent examples or instructions for Linux users, such as using Azure CLI, Bash, or cross-platform tools. The focus on PowerShell and Windows-centric tooling may hinder accessibility for users on Linux or macOS platforms.
Recommendations
  • Add equivalent instructions and examples using Azure CLI (az labservices) or REST API, which are cross-platform and work on Linux, macOS, and Windows.
  • Include Bash shell script examples for retrieving the public IP address, demonstrating how Linux users can accomplish the same task.
  • Clearly indicate that PowerShell examples are Windows-centric and provide links or sections for Linux/macOS alternatives.
  • Mention and prioritize cross-platform tools (e.g., Azure CLI) before or alongside Windows/PowerShell tools to ensure parity.
  • Review related content and ensure that referenced quickstarts and guides also include Linux/macOS instructions where applicable.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets