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
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a Windows bias by prioritizing .NET and PowerShell examples, referencing Windows-centric tools and libraries, and omitting explicit Linux or cross-platform code samples. The authentication example uses C#/.NET libraries, and the next steps section lists PowerShell before CLI, with no mention of Bash or Linux-specific workflows. There are no Linux or cross-platform code samples or instructions, and the documentation assumes familiarity with Windows development environments.
Recommendations
  • Add equivalent code samples using Python, Java, or Node.js SDKs, which are commonly used on Linux.
  • Include explicit instructions and examples for authenticating and authorizing applications on Linux, such as using Azure CLI in Bash.
  • Present Azure CLI examples before or alongside PowerShell to avoid Windows-first ordering.
  • Reference cross-platform tools and libraries, and clarify which steps are OS-agnostic.
  • Provide links to Linux-specific documentation or troubleshooting guides for Service Bus authentication.
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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 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
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets