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 demonstrates a strong Windows bias by exclusively using Windows VM templates, providing only PowerShell scripts for resource creation and deployment, and referencing Windows-specific tools and patterns (such as RDP for VM access and Windows password requirements). Linux equivalents (e.g., Linux VM templates, Azure CLI/bash scripts, SSH access) are not mentioned or demonstrated, and Windows tools and patterns are presented first and exclusively.
Recommendations
  • Add parallel examples for deploying a Linux VM, including references to Linux VM templates and password/SSH key requirements.
  • Provide Azure CLI/bash script equivalents for all PowerShell commands, especially for key vault creation, secret retrieval, and template deployment.
  • Include instructions for connecting to a Linux VM (e.g., using SSH) after deployment, alongside the RDP/Windows instructions.
  • Reference both Windows and Linux password/credential requirements, and link to relevant documentation for each.
  • Ensure that examples and screenshots are balanced between Windows and Linux scenarios, or clearly indicate when instructions are Windows-specific.
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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