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_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation exhibits a Windows bias, with troubleshooting steps, error codes, and examples predominantly focused on Windows environments. PowerShell commands and Windows-specific tools (WinRM, WMI, UAC, IIS) are described in detail, often before or instead of Linux equivalents. Linux troubleshooting is generally limited to SSH connectivity checks or basic 'ls' commands, with little coverage of common Linux-specific errors, tools, or remediation steps. Several remediation sections and error tables provide Windows-centric instructions, while Linux guidance is sparse or absent.
Recommendations
  • Provide equivalent Linux troubleshooting steps and examples for each Windows-focused section, including common Linux errors and their remediation.
  • Include Linux command-line examples (e.g., using SSH, systemctl, journalctl, package managers) alongside PowerShell commands.
  • Expand error tables to include Linux-specific issues (e.g., SSH key problems, sudo permissions, SELinux/AppArmor restrictions, missing packages) and their solutions.
  • Document Linux-specific prerequisites and configuration steps (e.g., required packages, user/group permissions, firewall rules) in parity with Windows details.
  • Avoid presenting Windows steps or tools first; instead, structure instructions to treat Windows and Linux equally, or group them by OS.
  • Add troubleshooting guidance for popular Linux distributions (Ubuntu, CentOS, RHEL, SUSE), including references to their documentation where appropriate.
  • Where Windows tools (e.g., WMI, UAC, IIS) are mentioned, clarify their Linux equivalents or note when a feature is Windows-only.
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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
2025-08-27 00:01 #93 cancelled 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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets