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
missing_linux_example
Summary
The documentation is heavily focused on Windows environments, with all examples, tools, and troubleshooting steps referencing Windows Server, Windows-specific registry keys, and command-line utilities (e.g., NET SHARE, dcdiag, nltest, dnscmd). There are no examples or guidance for Linux-based Active Directory alternatives (such as Samba AD DC), nor for DNS servers running on Linux. All instructions assume the use of Windows Server for domain controllers and DNS, and Windows tools are referenced exclusively and first.
Recommendations
  • Add explicit guidance for Linux-based Active Directory alternatives (e.g., Samba AD DC), including replication and failover steps.
  • Include examples for DNS servers running on Linux (e.g., BIND, dnsmasq), with equivalent commands for zone creation and updates.
  • Where registry edits are described, provide Linux configuration file equivalents or note if the step is not applicable.
  • Clarify which steps are Windows-only and provide parity instructions for Linux/macOS environments where possible.
  • Add troubleshooting steps for Linux-based domain controllers and DNS servers, including relevant commands and logs.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets