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_first
powershell_heavy
Summary
The documentation page exhibits moderate Windows bias. Windows-specific tools (Active Directory Users and Computers, setspn, ktpass, PowerShell scripts) are mentioned and demonstrated before or alongside Linux alternatives. The process of creating AD accounts and SPNs is described using Windows GUI and CLI tools, with Linux tools (adutil, ktutil, shell scripts) referenced but not given equal prominence or detailed walkthroughs. Windows examples and scripts are often listed first, and some steps (such as account creation) are described only using Windows methods.
Recommendations
  • Provide step-by-step instructions for creating Active Directory accounts and SPNs using Linux-based tools (e.g., adutil, samba-tool, ldapadd) and CLI workflows.
  • Ensure Linux tools (adutil, ktutil) are described with equal detail and prominence as Windows tools (ktpass, setspn).
  • Present Linux examples and scripts before or alongside Windows examples, not after.
  • Include guidance for managing Active Directory from Linux environments, such as using Kerberos and LDAP utilities.
  • Clarify which steps require Windows-only tools and offer Linux alternatives wherever possible.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 00:00 #251 completed Clean Clean
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets