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
windows_first
Summary
The documentation page demonstrates a Windows bias by prominently featuring Azure PowerShell cmdlets in a dedicated section, without providing equivalent Azure CLI or Bash examples. The only command-line tooling referenced is PowerShell, which is traditionally associated with Windows environments. While the page mentions that IP Groups can be managed via the Azure portal, Azure CLI, or REST API, only PowerShell commands are explicitly documented, and no Linux-native or cross-platform CLI examples are given.
Recommendations
  • Add equivalent Azure CLI command examples (az network ip-group ...) alongside or before PowerShell cmdlets.
  • Include Bash or shell scripting examples where appropriate to demonstrate cross-platform usage.
  • Ensure that references to tooling are balanced, mentioning Azure CLI and REST API usage with equal prominence as PowerShell.
  • Consider reordering sections so that cross-platform tools (Azure CLI, REST API) are mentioned before or alongside Windows-specific tools like PowerShell.
  • Provide links to Azure CLI documentation for managing IP Groups, similar to the PowerShell links provided.
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Scan History

Date Scan Status Result
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-12 00:58 #8 cancelled Clean Clean
2025-07-10 05:06 #7 processing Clean Clean