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
windows_tools
windows_first
powershell_heavy
missing_linux_example
Summary
The documentation demonstrates a Windows bias by primarily referencing Windows tools (Visual Studio, PowerShell, ARMClient built in Visual Studio), listing them before cross-platform or Linux alternatives, and omitting Linux-specific instructions or examples. PowerShell is highlighted as a method for API interaction, but Linux-native tools and workflows are not equally represented. There are no Linux shell or CLI examples for key steps such as authentication or API calls.
Recommendations
  • Include Linux-specific instructions for building and running ARMClient, such as using .NET Core CLI (dotnet build/run) and mention compatibility.
  • Provide examples for API interaction using Linux-native tools (e.g., curl, httpie) with sample commands.
  • List cross-platform tools (curl, Insomnia, Bruno) before Windows-specific tools (Visual Studio, PowerShell) when presenting options.
  • Add notes or sections for Linux users, including how to install prerequisites and run commands in bash/zsh.
  • Reference Azure CLI commands for authentication and budget creation as alternatives to PowerShell and ARMClient.
  • Clarify that the steps are platform-agnostic where possible, and highlight any platform-specific requirements.
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 Clean Clean

Flagged Code Snippets