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
missing_linux_example
windows_tools
windows_first
Summary
The documentation page demonstrates a Windows bias by providing only Azure PowerShell scripts for generating OAuth tokens and calling APIs, with no equivalent examples for Linux or cross-platform tools (e.g., curl, bash). The use of PowerShell-specific cmdlets (Invoke-RestMethod, ConvertTo-Json, Write-Host) assumes a Windows environment. There are no CLI or bash/curl examples, and the only automation guidance is Windows-centric. Additionally, the inclusion of Azure PowerShell requirements in prerequisites and the absence of Linux or cross-platform tooling references further reinforce this bias.
Recommendations
  • Add equivalent Linux/cross-platform examples using curl and bash for generating tokens and calling APIs.
  • Include Azure CLI examples where possible, as it is cross-platform.
  • Explicitly mention that the PowerShell examples are for Windows and provide alternative instructions for Linux/macOS users.
  • Remove or supplement the Azure PowerShell requirements note with information about using other tools on non-Windows platforms.
  • Ensure that all automation and scripting examples are provided in both PowerShell and bash/curl formats to support parity.
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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
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-14 00:00 #111 completed Biased Biased
2025-08-14 00:01 #80 cancelled Biased Biased
2025-07-15 00:00 #51 completed Biased Biased
2025-07-13 21:25 #47 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets