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
powershell_heavy
Summary
The documentation lists Azure PowerShell as a primary method for cluster creation and management, and it is mentioned before Linux-native tools (like Azure CLI and cURL) in several places. While Linux-based cluster creation is referenced, Windows tools and patterns (PowerShell) are given equal or higher prominence, and examples for Linux-specific workflows are not always shown first.
Recommendations
  • List cross-platform tools (Azure CLI, cURL, SDKs) before Windows-specific tools like PowerShell in tables and examples.
  • Explicitly note which tools are cross-platform and which are Windows-only, to help users choose appropriately.
  • Provide Linux/macOS-specific examples and workflows alongside or before Windows/PowerShell examples.
  • Clarify in documentation sections when a method is Windows-specific (e.g., PowerShell) and offer alternatives for Linux/macOS users.
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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
2026-01-11 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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets