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 provides a generally cross-platform approach for MQTT connectivity testing, with most examples using Linux-native tools (kubectl, mosquitto_pub/sub, bash). However, in the section on port forwarding for AKS Edge Essentials, Windows-specific tools and commands (netsh, New-NetFirewallRule in PowerShell) are presented exclusively, with no mention of Linux equivalents. This section assumes a Windows environment and omits guidance for Linux users, which introduces a Windows bias.
Recommendations
  • For the AKS Edge Essentials port forwarding section, add Linux equivalents for port forwarding (e.g., using iptables, firewall-cmd, or ssh port forwarding) and firewall configuration.
  • Explicitly state platform requirements or alternatives when presenting Windows-only commands.
  • Where possible, provide both Windows and Linux command examples side-by-side for administrative tasks such as port forwarding and firewall configuration.
  • Consider referencing cross-platform tools (such as ssh port forwarding) that work on both Windows and Linux.
  • Review other sections for subtle platform assumptions and clarify if a step is platform-specific.
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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

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