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 page demonstrates a bias towards Windows environments by frequently referencing PowerShell and Windows-centric tools (e.g., AzPowershell, Azure PowerShell, AzureCLI with 'pscore'), and using PowerShell syntax for installation and command-line examples. Windows authentication and setup patterns are mentioned before Linux equivalents, and there is a lack of explicit Linux shell (bash/sh) examples or instructions, even though CI runners are set to 'ubuntu-latest'.
Recommendations
  • Provide equivalent bash/sh command-line examples alongside PowerShell commands, especially for installation and CLI usage.
  • Clarify that Azure CLI and authentication steps work cross-platform, and provide Linux/macOS specific instructions where relevant.
  • Avoid using PowerShell-specific flags (e.g., 'enableAzPSSession: true') unless necessary, and explain alternatives for Linux/macOS users.
  • Include explicit Linux/macOS setup and troubleshooting sections, or at least mention platform parity.
  • When referencing tools (e.g., Azure PowerShell, Azure CLI), mention their cross-platform availability and usage.
  • Balance example scripts and code blocks to include both Windows and Linux shell environments, especially for CI/CD workflows.
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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
2026-01-12 00:00 #243 cancelled 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 Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-07 00:00 #104 completed Biased Biased
2025-09-06 00:00 #103 completed Biased Biased
2025-09-05 00:00 #102 completed Biased Biased
2025-09-04 00:00 #101 completed Biased Biased
2025-09-03 00:00 #100 completed Clean Clean
2025-09-02 00:00 #99 cancelled Biased Biased
2025-09-01 00:00 #98 cancelled Biased Biased
2025-08-31 00:01 #97 cancelled Biased Biased
2025-08-30 00:01 #96 cancelled Biased Biased
2025-08-08 00:00 #74 completed Biased Biased

Flagged Code Snippets