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 demonstrates a moderate Windows bias. Windows-specific tools (PowerShell, WinRM, Registry Editor, WMI, Control Panel) are frequently referenced, often with detailed step-by-step instructions and troubleshooting guidance. Windows examples and remediation steps are generally presented before Linux equivalents, and some troubleshooting sections (e.g., registry edits, WMI, UAC, PowerShell installation) are Windows-only or lack Linux parity. Linux troubleshooting is present but less detailed, and some Linux steps are only mentioned as alternatives or in later sections.
Recommendations
  • Provide Linux-first or parallel examples and troubleshooting steps alongside Windows instructions.
  • Expand Linux troubleshooting guidance to match the depth of Windows sections (e.g., for agentless errors, permissions, environment variables, and agent installation).
  • Include Linux equivalents for Windows tools (e.g., registry edits, WMI, UAC) or clarify when steps are Windows-only.
  • Where PowerShell is referenced, offer Bash or shell alternatives for Linux users.
  • Ensure that Linux SSH connectivity troubleshooting is as detailed as WinRM/PowerShell guidance.
  • Add more explicit Linux error codes and remediation steps where currently missing.
  • Balance the order of presentation so Linux and Windows are treated equally.
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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
2025-08-17 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