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 moderate Windows bias. PowerShell (a Windows-centric tool) is referenced first and more frequently than Azure CLI, including in parameter descriptions (e.g., 'Get it by using Get-AzSubscription cmdlet'). The instructions and examples for creating and deploying template specs prioritize PowerShell, and Windows-specific tools and patterns (such as Visual Studio Code, which is cross-platform but often associated with Windows) are mentioned. There are no explicit Linux shell (bash) examples, nor is there mention of Linux-specific considerations or parity in command usage.
Recommendations
  • Provide Linux/bash equivalents for commands where PowerShell is referenced, especially for obtaining values like tenantId and objectId.
  • Alternate the order of PowerShell and Azure CLI examples, or present Azure CLI first to avoid implicit prioritization of Windows tools.
  • Explicitly state that all CLI commands work on Linux, macOS, and Windows, and clarify any OS-specific differences if present.
  • Include examples using native Linux tools (e.g., bash scripts, grep, jq) where appropriate.
  • Avoid referencing only Windows-centric cmdlets in parameter descriptions; include Azure CLI or REST API alternatives.
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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 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

Flagged Code Snippets