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
powershell_heavy
windows_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a strong Windows bias by exclusively providing PowerShell-based examples and instructions for command-line and scripting operations. There are no examples using Bash, Azure CLI, or other Linux-native tools. Even when describing REST API usage, the example relies on PowerShell cmdlets and patterns. Windows tools and workflows are mentioned first and exclusively, with no Linux equivalents or parity.
Recommendations
  • Add equivalent examples using Azure CLI (az) commands for all operations currently shown with PowerShell.
  • Provide Bash shell script examples for REST API calls, using curl or wget, and demonstrate authentication via Azure CLI.
  • Include instructions for verifying results using Azure CLI or Bash, not just PowerShell cmdlets.
  • Reorder sections or present Windows and Linux options side-by-side to avoid implicit prioritization of Windows tools.
  • Explicitly mention cross-platform support and clarify that operations can be performed from Linux, macOS, or Windows environments.
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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
2026-01-12 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

Flagged Code Snippets