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
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by presenting PowerShell examples first and in greatest detail, using Windows-specific CLI variable syntax, and referencing Visual Studio for C# development. The Azure CLI section uses Windows-style variable assignment (set VAR=VALUE) and notes that 'slight variations will be needed for bash or other environments' without providing actual bash/Linux equivalents. There are no explicit Linux shell examples for Azure CLI, nor is there parity in guidance for Linux users in the cluster creation steps, which are exclusively PowerShell-based.
Recommendations
  • Provide Azure CLI examples using bash syntax (e.g., export VAR=VALUE) alongside Windows examples.
  • Include cluster creation steps using Azure CLI or ARM templates, not only PowerShell.
  • Add instructions for using common Linux tools (e.g., VS Code, JetBrains Rider) for C# development, or clarify cross-platform options.
  • Ensure all code samples and variable assignments are shown for both Windows (cmd/PowerShell) and Linux (bash/zsh) environments.
  • Reorder sections or provide parallel examples so Linux and Windows users are equally supported.
  • Explicitly mention and link to Linux-specific documentation where relevant.
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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
2026-01-11 00:00 #240 completed Clean Clean
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Clean Clean
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets