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 exclusively provides PowerShell-based instructions and examples for determining the public IP address of Azure Lab Services labs. PowerShell is a Windows-centric tool, and no equivalent Linux/macOS CLI (such as Azure CLI or Bash) examples are provided. References to PowerShell modules and cmdlets are given without mention of cross-platform alternatives, creating friction for users on Linux or macOS.
Recommendations
  • Add equivalent instructions and examples using Azure CLI (az), which is cross-platform and widely used on Linux/macOS.
  • Explicitly mention that PowerShell Core is available on Linux/macOS, and provide installation guidance if PowerShell is required.
  • Where possible, provide Bash script examples or generic REST API calls for users who prefer shell scripting.
  • Reorder examples so that cross-platform tools (e.g., Azure CLI) are presented first or alongside PowerShell.
GitHub Create Pull Request

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