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 major operations. However, in the PowerShell sections, it recommends and demonstrates the use of ARMClient (armclient.exe), a Windows-centric tool, without mentioning Linux alternatives or cross-platform REST tools. There are no examples using curl or other standard Linux/Unix tools for REST calls, and ARMClient is presented as the default for PowerShell users, which may exclude Linux users who use PowerShell Core. This creates a subtle Windows bias in tooling recommendations and example coverage.
Recommendations
  • Include examples using curl or httpie for REST operations, especially in sections where ARMClient is recommended.
  • Clarify whether ARMClient works on Linux and macOS, or suggest cross-platform alternatives for PowerShell users.
  • Add explicit Linux/Unix shell examples for REST calls, such as using curl, to ensure parity for non-Windows environments.
  • When recommending tools, mention platform compatibility and provide installation instructions for Linux/macOS as well as Windows.
  • Consider adding a 'Linux/macOS' tab alongside Azure CLI and PowerShell, or clarify that Azure CLI examples are cross-platform.
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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