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
missing_linux_example
Summary
The documentation page, while focused on connecting to Linux VMs, demonstrates a bias towards Windows tooling and patterns. References to creating and managing Azure Key Vault resources and secrets consistently point to PowerShell-based instructions and links, with no equivalent Linux shell (bash) or cross-platform CLI examples. The guidance for storing SSH keys in Azure Key Vault recommends PowerShell or Azure CLI, but only links to PowerShell instructions. There are no explicit Linux shell examples or links, and the documentation does not provide parity for Linux users in terms of command-line instructions or tooling references.
Recommendations
  • Add links and examples for creating and managing Azure Key Vault resources and secrets using Bash or Azure CLI on Linux.
  • Where PowerShell is mentioned, also mention and link to equivalent Linux shell or Azure CLI instructions.
  • Ensure all references to tooling (such as storing SSH keys) include both Windows and Linux approaches, with clear parity.
  • Include explicit Linux command-line examples for common operations, such as storing SSH keys in Key Vault, to support Linux users.
  • Review all external links to ensure they are not Windows/PowerShell-centric and provide alternatives for Linux environments.
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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