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_first
powershell_heavy
windows_tools
Summary
The documentation page exhibits mild Windows bias. Windows-specific tools and patterns (such as PowerShell cmdlets) are mentioned before Linux equivalents, and Windows connection methods are listed before Linux ones. There is a specific section discussing PowerShell parameter conflicts, but no equivalent mention of Azure CLI or Linux shell usage. The references to connecting to VMs prioritize Windows methods and tools, with Linux mentioned last. Visual Studio Code is recommended as the editor, which is cross-platform but often associated with Windows development environments.
Recommendations
  • Provide examples and guidance for Azure CLI and Bash shell usage alongside PowerShell, especially when discussing parameter conflicts and deployment commands.
  • When listing connection methods to VMs, present Linux and Windows options with equal prominence, or group them together for parity.
  • Mention Linux-native editors (such as Vim, Emacs, or VS Code on Linux) when recommending tooling, to reinforce cross-platform support.
  • Ensure that any references to Windows-specific tools or patterns are complemented by Linux equivalents, and avoid listing Windows options first unless contextually necessary.
  • Add explicit examples of ARM template deployment using Azure CLI and Bash, not just PowerShell.
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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