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_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a significant Windows bias. Most infrastructure setup and resource management steps are provided exclusively as PowerShell scripts, with no equivalent Bash or Linux shell examples. The instructions for connecting to Azure and configuring resources assume the use of PowerShell, which is primarily a Windows tool. While there is a brief mention that the VPN client can be used with both Windows and macOS, there are no explicit Linux instructions or examples for the setup process. The Python client example does include a Bash pip install command, but all Azure resource queries and setup are shown in PowerShell first, with only one Azure CLI example provided as an alternative. There are no Linux-native or cross-platform shell scripts for the main setup workflow.
Recommendations
  • Provide equivalent Bash or Azure CLI scripts for all PowerShell examples, especially for resource creation and management steps.
  • Explicitly mention Linux as a supported platform for VPN client configuration and provide step-by-step instructions for Linux users.
  • Include Linux-specific guidance for certificate management and VPN client installation.
  • Ensure that Azure CLI commands are presented alongside PowerShell commands, not just as an afterthought.
  • Add troubleshooting and usage notes for Linux environments, such as differences in file paths, permissions, and tool availability.
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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 Clean Clean
2026-01-08 00:53 #231 completed Clean Clean
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
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets