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 exhibits several instances of Windows bias. PowerShell commands are used exclusively for service principal setup, with no equivalent Bash/Azure CLI examples for Linux users. Windows tools (PuTTY) are mentioned as SSH clients, and Windows connection instructions are listed before Linux. There is a lack of parity in command-line examples and tool recommendations for Linux users, and some steps (such as key creation with managed HSM) reference PowerShell or CLI but do not provide explicit Linux-friendly instructions.
Recommendations
  • Provide Azure CLI and Bash examples alongside PowerShell commands for service principal and key creation steps.
  • Mention and recommend native Linux SSH clients (e.g., OpenSSH) before or alongside PuTTY.
  • Ensure Linux connection instructions are as detailed and prominent as Windows instructions.
  • For steps that reference PowerShell or CLI, explicitly include Linux-compatible command examples.
  • Review the order of instructions to avoid consistently listing Windows tools and steps before Linux equivalents.
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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