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 exhibits moderate Windows bias. PowerShell is used exclusively for critical steps (service principal creation), with no Linux/CLI alternative provided. Windows tools (PuTTY) are mentioned first and repeatedly as SSH clients, and Windows connection instructions precede Linux instructions. Some steps (e.g., key creation for managed HSM) reference PowerShell or CLI, but do not provide explicit Linux-friendly examples. Linux users may need to search for equivalents or adapt Windows-centric instructions.
Recommendations
  • Provide Azure CLI and/or Bash examples for service principal creation and key management, alongside PowerShell.
  • Mention OpenSSH (native on Linux/macOS) as the primary SSH client, with PuTTY as a Windows alternative.
  • Present Linux/macOS connection instructions before or alongside Windows instructions, not after.
  • Ensure all critical steps (e.g., key creation, resource setup) have cross-platform command examples.
  • Add explicit links or inline instructions for Linux/macOS users where only Windows tools or patterns are shown.
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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
2026-01-11 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