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 is generally cross-platform and Linux-oriented, using Linux-native tools (kubectl, bash, mosquitto_pub/sub, wget) and Kubernetes YAML/Bicep for most examples. However, in the section on port forwarding with AKS Edge Essentials, Windows-specific tools and commands (netsh, New-NetFirewallRule in PowerShell) are presented exclusively, with no Linux equivalents or guidance for non-Windows users. Additionally, the Windows approach is described in more detail and appears before any mention of Linux alternatives, which are not provided.
Recommendations
  • For every Windows-specific command (e.g., netsh, New-NetFirewallRule), provide equivalent Linux/macOS commands (e.g., iptables, firewall-cmd, ufw) and instructions.
  • Explicitly mention cross-platform alternatives for port forwarding and firewall configuration, such as using ssh port forwarding or Linux firewall tools.
  • Where possible, structure sections so that Linux and Windows approaches are presented in parallel or with equal prominence, rather than Windows-first.
  • Add a table or callout summarizing how to perform port forwarding and firewall changes on both Windows and Linux/macOS.
  • Consider including a note that AKS Edge Essentials is Windows-only, but if Linux-based edge Kubernetes is used, provide guidance for that scenario.
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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