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
powershell_heavy
windows_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a clear Windows bias. All command-line examples use Azure PowerShell, with no mention of Azure CLI or Bash equivalents. Instructions for resource creation and deployment consistently reference the Azure portal and Azure PowerShell, omitting Linux-friendly tools. The extension profile example focuses on RDP (a Windows protocol) and uses the 'Microsoft.Windows.Azure.Extensions' publisher, further reinforcing Windows-centric patterns. There are no examples or guidance for Linux users or cross-platform tooling.
Recommendations
  • Add Azure CLI (az) examples alongside PowerShell for all resource creation and deployment steps.
  • Explicitly mention Bash and Linux compatibility where relevant, especially for uploading files and deploying templates.
  • Include guidance for using SSH extensions in the extension profile, not just RDP.
  • Ensure that references to tools (e.g., Visual Studio) are balanced with cross-platform alternatives (e.g., VS Code).
  • Reorder instructions so that cross-platform tools (Azure CLI, portal) are mentioned before or alongside Windows-specific tools.
  • Provide links to Linux-specific documentation or troubleshooting guides where appropriate.
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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 Clean Clean
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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets