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 exhibits a strong Windows bias. All code examples and automation instructions use PowerShell, which is primarily a Windows tool (despite cross-platform support, most Linux users prefer Bash or Python). There are no Bash, curl, or Linux-native examples for creating or invoking webhooks. The REST API section also uses PowerShell's Invoke-RestMethod, not curl or other Linux tools. The documentation refers to PowerShell modules and cmdlets exclusively, and does not mention Linux equivalents or alternative workflows. The ARM template section also provides only PowerShell deployment instructions. There is no guidance for Linux users or those using Bash, curl, or Python.
Recommendations
  • Add equivalent examples using Bash and curl for creating and invoking webhooks.
  • Provide Python code samples for REST API interactions, as Python is widely used on Linux.
  • Include instructions for using Azure CLI (az) commands to create and manage webhooks, as Azure CLI is cross-platform.
  • Clearly indicate which steps or tools are Windows-specific and provide Linux alternatives where possible.
  • Add a section or callouts for Linux/macOS users, highlighting platform-agnostic approaches.
  • Where PowerShell is used, note that it is available on Linux, but also suggest alternatives for those who prefer native Linux tools.
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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 Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-16 00:00 #52 completed Biased Biased
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets