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_first
missing_linux_example
windows_tools
Summary
The documentation page exhibits Windows bias by frequently providing PowerShell examples (e.g., Get-AzContainerRegistryRepository, Import-AzContainerImage, Set-AzAksCluster) without equivalent Linux/bash or cross-platform alternatives. PowerShell commands are mentioned before or instead of Azure CLI/bash examples, and some tasks (such as repository listing) use Windows-centric tools. There is a lack of explicit Linux/bash examples for several key steps, and the scripting guidance is inconsistent in platform parity.
Recommendations
  • Provide bash/Azure CLI examples alongside PowerShell commands for all tasks, especially for repository listing, image import, and AKS integration.
  • When introducing commands, present Azure CLI/bash examples first or in parallel with PowerShell, to avoid Windows-first ordering.
  • Clarify which commands are cross-platform and which are Windows-specific, and note any platform limitations.
  • Add explicit Linux/macOS instructions for tasks currently only described with PowerShell.
  • Ensure scripting examples (such as the import loop) are clearly marked as bash and provide PowerShell equivalents only as secondary options.
  • Review all tool references to ensure Linux tools (e.g., bash, Azure CLI) are given equal prominence to Windows tools.
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Scan History

Date Scan Status Result
2026-01-30 00:00 #318 completed Biased Biased
2026-01-27 00:00 #306 completed Biased Biased
2026-01-26 00:00 #302 completed Biased Biased
2026-01-24 00:00 #294 completed Biased Biased
2026-01-23 00:00 #290 failed Biased Biased
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
2025-09-16 00:00 #113 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean

Flagged Code Snippets