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
missing_linux_example
windows_first
Summary
The documentation is heavily focused on PowerShell and Windows-centric tools and patterns. All examples use PowerShell syntax and cmdlets (e.g., Start-AzAutomationRunbook, Disable-AzContextAutosave), with no mention of Linux shell scripting, Python runbooks, or cross-platform alternatives. Windows/PowerShell terminology and modules are introduced first and exclusively, and there is no guidance for users working in Linux environments or with non-PowerShell runbook types.
Recommendations
  • Add equivalent examples using Python runbooks, which are supported in Azure Automation and commonly used on Linux.
  • Include notes or sections on how to create and call modular runbooks using Bash or other Linux shell scripts, if supported.
  • Mention cross-platform considerations, such as authentication and context management, for Linux and non-Windows environments.
  • Clarify which features and cmdlets are Windows/PowerShell-specific and provide Linux alternatives or limitations where applicable.
  • Reorder or balance the presentation so that Windows/PowerShell and Linux/Python approaches are given equal prominence.
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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 Clean Clean
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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets