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 exhibits a notable Windows bias. PowerShell and Az module cmdlets are emphasized throughout, with detailed examples and step-by-step instructions for creating and managing connections using Windows PowerShell. The 'Create a new connection' section provides a PowerShell example but omits equivalent CLI or Linux-native instructions. The Python section is present, but there are no bash, Azure CLI, or Linux-specific examples. Windows tools and patterns (PowerShell, cmdlets) are mentioned first and exclusively in several sections, with no parity for Linux/macOS users.
Recommendations
  • Add Azure CLI examples for creating and managing connections, especially in sections currently showing only PowerShell.
  • Include bash or shell script examples for common tasks, such as retrieving or creating connection assets.
  • Clarify which instructions are cross-platform and which are Windows-specific; provide alternatives for Linux/macOS users.
  • Mention and link to Linux/macOS compatible tools and modules where relevant.
  • Reorder examples so that platform-neutral or cross-platform solutions are presented first, or in parallel tabs.
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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