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 demonstrates a moderate Windows bias. While both Azure CLI and Azure PowerShell examples are provided throughout, PowerShell examples (which are Windows-centric) are always present and sometimes more detailed (e.g., use of ConvertTo-SecureString). The only platform-specific scenario referenced is a Windows VM (WinRM), with no mention of Linux VM equivalents. There is no explicit mention of Linux shell usage (bash/zsh), nor any Linux-specific patterns or troubleshooting. The ordering of examples does not always favor Windows, but Windows tools and scenarios are referenced exclusively in some cases.
Recommendations
  • Add explicit Linux VM scenarios and references, such as a quickstart template for SSH on a Linux VM using Key Vault secrets.
  • Include bash/zsh shell command examples where appropriate, especially for scripting deployments.
  • Clarify that Azure CLI commands work cross-platform and provide notes on usage in Linux/macOS environments.
  • Balance references to Windows and Linux in scenario links and related content.
  • Ensure that PowerShell-specific constructs (like ConvertTo-SecureString) are explained or alternatives are provided for non-Windows users.
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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