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 generally cross-platform instructions for testing MQTT connectivity, with most examples using Linux-native tools (kubectl, mosquitto_pub/sub). 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 Linux equivalents or alternatives. This creates a Windows bias in that scenario, especially for firewall and port proxy setup, and may hinder Linux users working with AKS Edge Essentials.
Recommendations
  • For every Windows-specific command (e.g., netsh, New-NetFirewallRule), provide equivalent Linux commands (e.g., iptables, firewall-cmd, or ufw) for port forwarding and firewall configuration.
  • Explicitly mention Linux alternatives for AKS Edge Essentials port forwarding and firewall setup, or clarify if AKS Edge Essentials is Windows-only.
  • Where platform-specific instructions are required, use tabs or callouts to separate Windows and Linux steps, ensuring parity and clarity.
  • Review all sections for implicit Windows-first assumptions and ensure Linux users are equally supported, especially in Azure hybrid scenarios.
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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