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 and its GUI workflows (which are most familiar to Windows users), linking to instructions that default to Windows VM pivots, and omitting explicit Linux or cross-platform CLI examples for key authentication and RBAC steps. There are no PowerShell-heavy sections, but Linux-specific guidance and parity in examples are lacking.
Recommendations
  • Provide explicit Linux examples for VM managed identity configuration, e.g., reference the Linux VM pivot in Azure docs and show CLI commands for Linux environments.
  • Include cross-platform CLI (az CLI) workflows for RBAC assignment and managed identity setup, not just Azure portal screenshots.
  • Mention and link to Linux and macOS documentation wherever VM/container setup is discussed, ensuring parity in instructions.
  • Clarify that all CLI commands (e.g., az login --identity) work on Linux, macOS, and Windows, and provide sample shell commands for Linux.
  • Add notes or sections for Linux administrators, especially for on-premises or non-Azure environments, to ensure inclusivity.
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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