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
powershell_heavy
missing_linux_example
Summary
The documentation provides both Azure CLI and PowerShell examples for all operations, which is good for cross-platform parity. However, in the PowerShell section, it recommends ARMClient—a Windows-only .exe tool—for REST operations, without mentioning Linux alternatives (such as curl or httpie). There are no Linux-specific examples or guidance for users who prefer Bash or native Linux tools for REST calls, and the PowerShell examples assume a Windows environment. This creates a subtle Windows bias, especially in the tooling recommendations.
Recommendations
  • In the PowerShell section, mention that ARMClient is Windows-only and suggest Linux/macOS alternatives such as curl, httpie, or using PowerShell Core on Linux.
  • Provide explicit Bash/curl examples for REST operations alongside Azure CLI and PowerShell, or at least mention that Azure CLI and PowerShell Core are cross-platform.
  • Clarify that PowerShell 7+ and Azure CLI are available on Linux and macOS, and provide installation links for those platforms.
  • Avoid recommending Windows-only tools (like ARMClient) without cross-platform alternatives.
  • Add a note or tab for Linux users, showing how to perform REST operations with native tools.
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
2026-01-12 00:00 #243 cancelled 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

Flagged Code Snippets