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
windows_tools
missing_linux_example
Summary
The documentation page is heavily focused on PowerShell modules and Windows-centric workflows. Examples, instructions, and tooling are almost exclusively PowerShell-based, with repeated references to Windows PowerShell, AzureRM/Az modules, and cmdlets. Internal cmdlets and features are explicitly unavailable on Linux Hybrid Runbook Workers, and there are no equivalent Linux or cross-platform examples provided. Python is mentioned briefly, but without parity in examples or guidance. The documentation assumes a Windows-first approach, with little attention to Linux users or non-PowerShell automation scenarios.
Recommendations
  • Add Linux-specific guidance and examples for module management, including instructions for Linux Hybrid Runbook Workers.
  • Provide parity for internal cmdlets or document Linux alternatives/workarounds where features are unavailable.
  • Include examples using Bash, Azure CLI, or Python for common tasks (importing, updating, deleting modules).
  • Clearly indicate which features/tools are Windows-only and suggest Linux-compatible approaches.
  • Expand documentation on Python modules to match the detail given to PowerShell, including cross-platform best practices.
  • Where possible, use cross-platform terminology and avoid assuming PowerShell/Windows as the default.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-02-18 00:00 #394 in_progress Biased Biased
2026-02-17 00:00 #390 in_progress Biased Biased
2026-02-16 00:00 #386 in_progress Biased Biased
2026-02-15 00:00 #382 in_progress Biased Biased
2026-02-14 00:00 #378 in_progress 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 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

Flagged Code Snippets