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_update_endpoints
kms_windows_activation
windows_defender_endpoints
windows_first
Summary
The documentation page exhibits a moderate Windows bias. Several sections specifically mention Windows-centric infrastructure and endpoints, such as Windows Update, Windows Defender, and KMS activation for Windows VMs. These requirements are detailed without equivalent mentions of Linux-specific needs (e.g., Linux update repositories, Linux security tools). Additionally, the KMS endpoint section is solely relevant to Windows, and Windows-related endpoints are listed before any Linux alternatives (which are absent). There are no Linux/Powershell command examples, but the overall focus on Windows infrastructure is evident.
Recommendations
  • Add guidance for Linux VM scenarios, such as required outbound connectivity for popular Linux distributions' update repositories (e.g., Ubuntu, Red Hat, CentOS).
  • Include information about security update endpoints for Linux (e.g., mirrors for apt, yum, zypper).
  • Mention Linux-specific diagnostic and monitoring requirements if applicable.
  • Clarify which sections are Windows-only and provide parity for Linux where possible.
  • Review related content and links to ensure Linux administration and troubleshooting are covered alongside Windows.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-15 00:00 #254 completed Biased Biased
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled 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 Clean Clean
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-15 00:00 #112 completed Biased Biased
2025-08-15 00:01 #81 cancelled Biased Biased
2025-07-13 21:25 #47 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased