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 Azure PowerShell examples are provided alongside Azure CLI throughout. The PowerShell examples use Windows-centric patterns (e.g., backticks for line continuation, ConvertTo-SecureString), and the only quickstart template linked is for Windows VM. There is no mention of Linux VM scenarios, nor are Linux-specific tools or shell patterns (e.g., Bash, sh) referenced. The ordering of examples sometimes places PowerShell before CLI, and Windows tools are referenced without Linux equivalents.
Recommendations
  • Add explicit Linux VM scenarios and quickstart links (e.g., SSH on Linux VM with Key Vault secrets).
  • Ensure Azure CLI examples use Bash-style line continuations and variables to demonstrate Linux shell usage.
  • Balance example ordering by consistently presenting Azure CLI (cross-platform) before PowerShell, or clarify platform applicability.
  • Reference Linux tools or patterns where relevant (e.g., Bash, sh, environment variables) and note cross-platform compatibility.
  • Include notes or sections on how these steps apply to Linux environments, especially for VM property settings and secret retrieval.
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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