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
missing_linux_example
windows_tools
Summary
The documentation demonstrates a Windows bias by referencing Azure portal (which is most commonly used on Windows), providing links and pivots for configuring managed identities specifically for Windows VMs, and omitting explicit Linux or cross-platform command-line examples (e.g., no Linux VM instructions, no Bash or shell script samples, no mention of Linux-specific tooling). The only CLI example given is generic and does not clarify platform compatibility. There is no mention of Linux desktop tools or workflows, and screenshots are all from the Azure portal UI, which is most familiar to Windows users.
Recommendations
  • Add explicit instructions and examples for configuring managed identities on Linux VMs, including links to Linux-specific documentation and pivots.
  • Provide CLI examples using Bash or shell scripts, and clarify that the az CLI works cross-platform.
  • Include screenshots or walkthroughs for Linux environments (e.g., Azure portal accessed from Linux, or using SSH/CLI tools).
  • Mention Linux desktop tools or workflows where relevant (e.g., using QGIS on Linux, authenticating from Linux containers).
  • Where links reference Windows-specific pivots, also include or prioritize Linux pivots.
  • State clearly that all authentication steps and tools (Azure CLI, Python SDK) are cross-platform, and highlight any platform-specific caveats.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
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

Flagged Code Snippets