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 providing only PowerShell examples for command-line and scripting operations, referencing Windows-centric tools and cmdlets (e.g., Set-AzAutomationAccount, Invoke-RestMethod), and omitting equivalent Linux-friendly instructions (such as Azure CLI or curl). Steps for REST API usage are shown exclusively with PowerShell, and verification steps also rely on PowerShell. No Bash, Azure CLI, or cross-platform shell examples are provided.
Recommendations
  • Add equivalent Azure CLI examples for all operations shown with PowerShell, including authentication, resource modification, and verification.
  • Provide REST API invocation examples using curl or httpie, which are standard on Linux and macOS.
  • Include Bash script snippets alongside PowerShell, especially for variable assignment and file manipulation.
  • Clarify that PowerShell examples can be run on Linux/macOS with PowerShell Core, or explicitly note platform requirements.
  • Reorder sections or provide parallel examples so that Linux-friendly methods (Azure CLI, Bash, curl) are presented alongside or before Windows/PowerShell methods.
  • Reference cross-platform tools and patterns where possible, reducing reliance on Windows-only cmdlets.
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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