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
Summary
The documentation page demonstrates a Windows bias by prioritizing Windows-centric tools and patterns. PowerShell is featured prominently for resource deployment and cluster management, with detailed examples and references. Windows tools (PowerShell cmdlets) are used for key recovery and cluster creation, often before or in addition to Azure CLI examples. There is little to no mention of Linux-native tools or workflows, and the examples do not provide parity for Linux users (e.g., Bash scripts, Linux command-line utilities).
Recommendations
  • Provide equivalent Bash or shell script examples for cluster creation and management, especially for ARM template deployment and key recovery.
  • Include Linux-native command-line workflows (e.g., using curl, jq, or az CLI from Bash) alongside PowerShell examples.
  • Reference Linux tools and patterns (such as Bash scripting, SSH key management, etc.) where appropriate, not just Windows/PowerShell.
  • Ensure that Azure CLI examples are given equal prominence and detail as PowerShell examples.
  • Add explicit guidance for Linux users, including any OS-specific considerations or prerequisites.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-06 00:00 #103 completed 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

Flagged Code Snippets