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 Windows bias by repeatedly mentioning PowerShell and Azure CLI as scripting options for client application registration and access token retrieval, without explicitly referencing Bash or Linux shell equivalents. PowerShell is listed before Azure CLI, and there are no Linux-specific examples or guidance. The documentation also references .NET C# as a tool for accessing services, which is more common on Windows. There are no examples or instructions tailored for Linux users, such as Bash scripts or Linux authentication patterns.
Recommendations
  • Include explicit Bash/Linux shell examples alongside PowerShell and Azure CLI commands.
  • Reference Linux tools and workflows (e.g., curl, jq, Bash scripts) when describing API access and automation.
  • List Azure CLI and Bash examples before or alongside PowerShell to avoid Windows-first ordering.
  • Provide guidance for Linux authentication and token retrieval, such as using Azure CLI in Bash.
  • Mention cross-platform SDKs (e.g., Python, Java) and provide sample code for both Windows and Linux environments.
  • Clarify that all steps and tools are cross-platform where applicable, and note any platform-specific limitations.
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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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased