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. Windows-specific scenarios (such as WinRM on Windows VM) are referenced in the introduction and linked as examples, while no Linux VM equivalent is mentioned. Azure PowerShell examples are provided alongside Azure CLI, but PowerShell is a Windows-centric tool and its usage is emphasized throughout. The documentation refers to Windows tools and patterns (e.g., PowerShell, WinRM) without mentioning or prioritizing Linux alternatives or parity.
Recommendations
  • Add references and examples for Linux VM scenarios (e.g., SSH certificate deployment via Key Vault) in the introduction and related links.
  • Ensure that Linux-centric tools (such as Bash, native Azure CLI usage in Linux shells) are mentioned and examples are provided where appropriate.
  • Where PowerShell is shown, clarify cross-platform support or provide Bash/Linux shell equivalents.
  • Avoid referencing Windows-specific quickstarts (such as WinRM on Windows VM) without also mentioning Linux equivalents.
  • Explicitly state that Azure CLI is cross-platform and show usage in Linux environments, including shell syntax (e.g., Bash).
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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