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
windows_tools
powershell_heavy
missing_linux_example
Summary
The documentation page shows evidence of Windows bias. Windows-specific technologies (NTLM, IIS) are mentioned before their Linux equivalents, and troubleshooting steps reference Windows tools and authentication patterns. Examples and guidance for Linux environments (such as Apache, Nginx, Kerberos, etc.) are missing or less detailed. There are no Linux/POSIX command-line examples, and Windows authentication (NTLM) is discussed without mentioning alternatives for Linux backends.
Recommendations
  • Add troubleshooting examples and guidance for common Linux backend servers (e.g., Apache, Nginx, Tomcat) alongside IIS.
  • Include authentication scenarios relevant to Linux (e.g., Kerberos, OAuth2) when discussing 401 errors, not just NTLM.
  • Provide parity in configuration references (e.g., show how to set timeouts in Apache and Nginx, not just IIS).
  • Offer Linux/POSIX command-line examples for diagnostics (e.g., using curl, grep, tail for logs) where appropriate.
  • Mention Linux-specific logging and monitoring tools (e.g., syslog, journald) in troubleshooting sections.
  • Ensure that references to backend configuration and health probes include both Windows and Linux server environments.
GitHub Create Pull Request

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
2026-01-12 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
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased