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 (WinRM on a Windows VM) are referenced as quickstart examples, and Azure PowerShell is given equal prominence to Azure CLI throughout, with detailed PowerShell scripts provided for all operations. There is no explicit mention of Linux-specific scenarios or tools, and Windows VM use cases are referenced before any Linux equivalents (which are absent). The documentation does not provide parity for Linux users in terms of examples or context.
Recommendations
  • Include Linux-specific scenarios and quickstart references (e.g., SSH on Linux VMs) alongside Windows VM examples.
  • Ensure that Azure CLI examples are presented first, as CLI is cross-platform, and clarify that PowerShell is primarily a Windows tool (though available on Linux, it's less commonly used there).
  • Add notes or examples for Linux users, such as using Bash scripts or integrating with Linux-based automation tools.
  • Reference Linux VM templates or use cases where secrets are passed from Key Vault, to balance the Windows VM example.
  • Review related links and ensure parity in guidance for both Windows and Linux environments.
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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