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_first
missing_linux_example
Summary
The documentation page demonstrates a notable Windows bias. The step-by-step resource creation and configuration instructions are provided exclusively in PowerShell, with no Bash, Azure CLI, or Linux/macOS shell equivalents for critical setup tasks. While the text mentions that the VPN client can be used with both Windows and macOS, all automation and scripting examples are PowerShell-based, and the instructions for connecting to Azure and creating resources are tailored to Windows users. Only one Azure CLI snippet is provided, and it is for a minor task (listing NICs), not for the main workflow. Linux/macOS users are left to infer or translate the steps themselves, which creates friction and potential for error.
Recommendations
  • Provide equivalent step-by-step instructions using Azure CLI and/or Bash scripts for all major resource creation and configuration tasks.
  • Explicitly call out Linux/macOS workflows, including how to install and use the Azure CLI, and how to connect to Azure from non-Windows environments.
  • Where PowerShell is used, offer side-by-side examples in Bash/Azure CLI, or link to relevant cross-platform documentation.
  • Clarify any OS-specific requirements or limitations for VPN client installation and usage.
  • Reorder examples so that cross-platform or Linux/macOS instructions are presented alongside or before Windows/PowerShell instructions.
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 Clean Clean
2026-01-08 00:53 #231 completed Clean Clean
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 Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets