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
powershell_heavy
windows_first
Summary
The documentation includes Windows-specific tooling and examples, such as 'netsh interface portproxy' and 'New-NetFirewallRule' (PowerShell), for port forwarding and firewall configuration in the AKS Edge Essentials section. These Windows commands are presented without equivalent Linux instructions, and the Windows approach is described in detail before any mention of Linux alternatives. The rest of the document is generally cross-platform, using kubectl, bash, and mosquitto clients, but the AKS Edge Essentials section demonstrates a bias towards Windows environments.
Recommendations
  • Add equivalent Linux instructions for port forwarding (e.g., using iptables, firewalld, or ssh -L) and firewall configuration (e.g., ufw or firewalld) alongside the Windows examples.
  • Clearly label platform-specific instructions and provide parity for both Windows and Linux users in all sections.
  • Where possible, use cross-platform tools and commands, or provide side-by-side examples for both operating systems.
  • Ensure that Linux alternatives are mentioned at the same time or before Windows-specific solutions, especially in sections that currently only show Windows tooling.
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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
2025-09-05 00:00 #102 completed Clean Clean
2025-09-04 00:00 #101 completed Clean Clean
2025-09-03 00:00 #100 completed Clean Clean
2025-08-29 00:01 #95 completed Clean Clean
2025-08-27 00:01 #93 cancelled Clean Clean
2025-08-22 00:01 #88 completed Clean Clean
2025-08-21 00:01 #87 cancelled Clean Clean
2025-08-20 00:01 #86 completed Clean Clean
2025-08-19 00:01 #85 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

Flagged Code Snippets