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_tools
windows_first
Summary
The documentation demonstrates a notable Windows bias, especially in CI workflow examples for both GitHub Actions and Azure Pipelines. PowerShell-based tasks and Windows-centric tools (AzPowershell, AzureCLI with 'pscore', dotnet CLI) are used exclusively or shown first, even when the runner is 'ubuntu-latest'. There is no mention of Linux-native equivalents (e.g., bash, sh), nor are there alternative shell examples for Linux/macOS users. The authentication and setup steps also reference Azure PowerShell and CLI commands without Linux-specific alternatives.
Recommendations
  • Provide Linux/macOS shell equivalents (bash/sh) for all PowerShell and Windows tool examples.
  • Include explicit instructions or examples for running setup and authentication steps on Linux/macOS environments.
  • When showing CI workflow YAML, offer both PowerShell and bash script variants, or clarify cross-platform compatibility.
  • Avoid defaulting to Windows tools (AzPowershell, PowerShell@2) in examples; use platform-agnostic commands where possible.
  • Clearly state which steps are OS-agnostic and which require adaptation for non-Windows environments.
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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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets