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 Windows bias by providing only Azure PowerShell examples for Azure-side configuration and validation, referencing the Azure portal (which is platform-agnostic but often used in Windows contexts), and omitting Azure CLI (cross-platform) or Bash examples. All device configuration examples are for Cisco IOS/CSR, with no Linux-based VPN device (e.g., strongSwan, libreswan) configuration or validation commands. The workflow and validation steps consistently present PowerShell commands first or exclusively, with no parity for Linux administrators.
Recommendations
  • Add Azure CLI (az) command examples alongside all Azure PowerShell commands for resource creation, configuration, and validation.
  • Include Linux-based VPN device configuration examples (e.g., strongSwan, libreswan) in addition to Cisco IOS/CSR examples, especially for on-premises device setup and tunnel validation.
  • When referencing the Azure portal, clarify its cross-platform nature and provide CLI alternatives where possible.
  • Present both PowerShell and CLI/Bash commands in parallel, or at least link to equivalent Linux/CLI documentation.
  • Explicitly mention that all steps can be performed from Linux/macOS environments using Azure CLI, and provide references or links to those instructions.
  • Add validation and troubleshooting steps using Linux-native tools (e.g., ipsec status, journalctl, tcpdump) for tunnel and BGP session checks.
GitHub Create Pull Request

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