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
missing_linux_example
dotnet_heavy
windows_tools
Summary
The documentation page demonstrates a Windows bias by providing authentication examples exclusively in .NET/C#, referencing Windows-centric tools (Azure PowerShell, Azure portal), and linking only to .NET sample code. There are no Linux-specific examples, nor are cross-platform SDKs (such as Python, Java, or Node.js) mentioned. The Azure portal and PowerShell are referenced before Azure CLI, and no Linux shell or CLI usage is shown for authentication flows.
Recommendations
  • Add authentication code samples for other SDKs (Python, Java, JavaScript) to demonstrate cross-platform usage.
  • Include Linux shell/CLI examples for role assignment and authentication, such as using Azure CLI on Linux.
  • Reference cross-platform tools and workflows (e.g., VS Code, Azure CLI) before or alongside Windows-specific tools like PowerShell.
  • Provide explicit guidance for Linux/macOS users, including screenshots or instructions for non-Windows environments.
  • Link to sample repositories for other languages and platforms, not just .NET.
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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