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 shows moderate Windows bias. PowerShell is the only example given for service principal setup, and Windows tools (PuTTY) are mentioned first and most prominently for SSH. Windows connection instructions are referenced before Linux, and Linux connection steps rely on PuTTY (a Windows tool) rather than native SSH. There are no Linux CLI or shell examples for critical setup steps, and Linux users may need to infer or search for equivalents.
Recommendations
  • Provide Azure CLI or Bash examples alongside PowerShell for service principal setup and key creation.
  • Mention native SSH clients (ssh command) for Linux/macOS users before or alongside PuTTY.
  • Include explicit Linux/macOS instructions for connecting to VMs using terminal SSH, not just PuTTY.
  • Ensure that references to Windows and Linux tools are balanced, with Linux/macOS options shown first or equally.
  • Add links to Linux-specific documentation for tasks currently only referenced with Windows tools.
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Scan History

Date Scan Status Result
2026-01-12 00:00 #99 completed Biased Biased
2026-01-11 06:20 #98 completed Biased Biased
2026-01-10 00:00 #92 completed Clean Clean
2026-01-06 22:28 #78 completed Clean Clean
2025-12-29 18:00 #48 cancelled Clean Clean
2025-12-15 00:00 #7 completed Clean Clean
2025-12-14 05:05 #6 completed Clean Clean

Flagged Code Snippets