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
windows_first
missing_linux_example
Summary
The documentation page demonstrates a bias toward Windows environments. Key vault and certificate management steps are shown exclusively with PowerShell, a Windows-centric tool, with no CLI, Bash, or Linux-native alternatives. The RDP extension is highlighted, which is primarily a Windows remote access technology. There are no examples or guidance for Linux users, such as using Azure CLI, Bash scripts, or SSH extensions. Windows tools and patterns are mentioned before or instead of Linux equivalents throughout the page.
Recommendations
  • Provide equivalent Azure CLI and Bash examples for key vault and certificate management steps.
  • Include guidance for Linux users, such as using SSH extensions instead of RDP.
  • Mention cross-platform tools (e.g., Azure CLI, REST API) before or alongside Windows-specific tools like PowerShell.
  • Add notes or examples for Linux/Mac users on uploading files, managing resources, and authentication.
  • Clarify that PowerShell is not required and offer alternatives for all major steps.
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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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets