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
windows_tools
windows_first
powershell_heavy
Summary
The documentation provides a balanced overview of SSH usage across platforms, but exhibits some Windows bias. Windows-specific tools (OpenSSH Client, Bash on Ubuntu on Windows, Azure Cloud Shell, Git, PuTTY, MobaXterm) are listed in detail, while Linux/macOS SSH usage is described generically. Azure PowerShell examples and parameters are mentioned before Azure CLI equivalents, and PowerShell is referenced more frequently than Linux shell commands for cluster creation and management. Some sections (e.g., SSH key generation) use 'azurepowershell-interactive' code blocks, which may suggest a Windows-centric approach.
Recommendations
  • Provide explicit Linux/macOS command-line examples for cluster creation and management, especially where PowerShell is used.
  • List Linux/macOS tools and usage examples with equal detail as Windows tools.
  • Present Azure CLI examples before or alongside PowerShell examples to avoid Windows-first ordering.
  • Clarify that all SSH commands and key management steps apply equally to Linux/macOS, and provide platform-specific notes where behavior differs.
  • Include screenshots or walkthroughs for Linux/macOS environments, not just Windows.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets