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
windows_first
Summary
The documentation provides a generally cross-platform approach, with most examples using Linux-native tools (kubectl, bash, mosquitto_pub/sub). However, in the section on port forwarding for AKS Edge Essentials, Windows-specific tools (netsh, PowerShell New-NetFirewallRule) are mentioned exclusively, with no Linux equivalents or parity guidance. Additionally, the AKS Edge Essentials port forwarding section appears before any mention of Linux alternatives, which may reinforce a Windows-first perspective for users of AKS Edge Essentials.
Recommendations
  • For every Windows-specific tool or command (such as netsh and New-NetFirewallRule), provide equivalent Linux commands (such as iptables, firewall-cmd, or ufw) for port forwarding and firewall configuration.
  • Explicitly mention that AKS Edge Essentials can be run on Linux and provide guidance for Linux users in the relevant sections.
  • Where platform-specific instructions are required, use tabbed content or clear headings to separate Windows and Linux workflows.
  • Review the ordering of platform-specific instructions to ensure Linux options are presented with equal prominence and not only after Windows solutions.
  • Add troubleshooting notes for Linux users in AKS Edge Essentials scenarios, especially regarding port forwarding and firewall setup.
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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