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 and PowerShell bias. All command-line examples for creating and managing connections use PowerShell cmdlets, with no equivalent Bash, Azure CLI, or Linux-native examples. The terminology and tooling (e.g., 'Windows PowerShell', 'cmdlet', 'hashtable') are Windows-centric. The Python section is present, but only for runbooks, not for general connection management. There are no Linux shell or Azure CLI examples for managing connections, and the PowerShell approach is always presented first and in greater detail.
Recommendations
  • Add equivalent Azure CLI examples for all PowerShell cmdlet operations (create, get, remove, set connection).
  • Include Bash/shell script examples for common connection management tasks.
  • Use neutral language such as 'PowerShell' instead of 'Windows PowerShell' unless specifically required.
  • Present cross-platform options (PowerShell, CLI, Python) in parallel tabs or sections, not always leading with PowerShell.
  • Explicitly mention Linux/macOS compatibility and provide guidance for users on those platforms.
  • Where possible, clarify which features/tools are cross-platform and which 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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets