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_tools
powershell_heavy
windows_first
missing_linux_example
Summary
While the documentation is focused on Linux VMs, it frequently uses PowerShell cmdlets (e.g., Set-AzVMRunCommand, Get-AzVMRunCommand) for examples and instructions, which are Windows-centric tools. PowerShell examples are provided in detail and often before or in greater depth than Azure CLI examples. REST API and ARM template examples also use Windows-style script syntax (e.g., Write-Host, .ps1 files) without Linux/bash equivalents. Some explanations reference Windows-specific behaviors (such as 'Secondary Logon' service), and there are missing Linux/bash script examples in several sections.
Recommendations
  • Provide equivalent bash/Linux shell script examples for REST API and ARM template sections (e.g., use 'echo' or bash scripts instead of 'Write-Host' or .ps1).
  • Expand Azure CLI examples to match the depth and breadth of PowerShell examples, including advanced scenarios like parameter passing, output streaming, and sequential execution.
  • Clarify that PowerShell cmdlets can be used cross-platform, but also highlight native Linux tools (bash, sh) and Azure CLI as primary options for Linux users.
  • Ensure that script examples and explanations use Linux conventions (e.g., .sh files, bash syntax) where appropriate, especially in sections about Linux VMs.
  • Move Azure CLI examples before PowerShell examples to prioritize Linux-native tooling.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-03-10 00:00 #476 in_progress Biased Biased
2026-03-09 00:00 #472 in_progress Biased Biased
2026-03-08 00:00 #468 in_progress Biased Biased
2026-03-07 00:00 #464 in_progress Biased Biased
2026-03-06 00:00 #460 in_progress Biased Biased
2026-03-05 00:00 #456 in_progress Biased Biased
2026-03-04 00:00 #452 in_progress Biased Biased
2026-03-03 00:00 #448 in_progress Biased Biased
2026-03-02 00:00 #444 in_progress Biased Biased
2026-03-01 00:00 #440 in_progress Biased Biased
2026-02-28 00:00 #436 in_progress Biased Biased
2026-02-27 00:00 #432 in_progress Biased Biased
2026-02-26 00:00 #428 in_progress Biased Biased
2026-02-25 00:00 #424 in_progress Biased Biased
2026-02-23 00:00 #416 in_progress Biased Biased
2026-02-22 00:00 #412 in_progress Biased Biased
2026-02-21 00:00 #408 in_progress Biased Biased
2026-02-20 00:00 #404 in_progress Biased Biased
2026-02-19 00:00 #400 in_progress Biased Biased
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased
2026-02-13 00:00 #376 in_progress Biased Biased
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Clean Clean
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets