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_error_codes
windows_first
Summary
The documentation page demonstrates a moderate Windows bias. While it mentions Azure CLI, PowerShell, portal, and REST API as entry points, PowerShell is referenced multiple times as an alternative to CLI, and there is no explicit Linux example or parity guidance. Log file examples and error messages reference Windows-specific error codes (e.g., 'Windows error 13801'), and diagnostic logs (e.g., WFP logs) are Windows-centric. The troubleshooting guidance and log analysis are tailored to Windows environments, with no mention of Linux-based VPN devices, troubleshooting steps, or error codes.
Recommendations
  • Add explicit Linux-based troubleshooting examples, such as using Azure CLI on Linux, or analyzing logs from Linux VPN devices.
  • Include Linux error codes and diagnostic patterns alongside Windows codes in log file examples.
  • Provide parity guidance for Linux administrators, such as how to interpret logs and errors from non-Windows VPN endpoints.
  • Mention Linux tools (e.g., tcpdump, strongSwan logs) for troubleshooting VPN connections, and provide links to relevant documentation.
  • Clarify when instructions or logs are Windows-specific, and offer equivalent steps for Linux environments.
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
2025-07-12 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