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
Summary
The documentation page provides extensive instructions and examples for adding an artifact repository to Azure DevTest Labs, with a strong emphasis on Azure PowerShell and ARM templates. All command-line automation is shown using PowerShell, with no Bash, Linux shell, or macOS-specific examples. The deployment section explicitly instructs users to use Azure PowerShell, and the only script provided is a PowerShell script. While Azure CLI is mentioned as an alternative for ARM template deployment, no CLI or Linux-native examples are given. The ordering of examples and tooling references puts PowerShell and Windows-centric tools first, creating friction for Linux/macOS users.
Recommendations
  • Add equivalent Azure CLI examples for all PowerShell commands and scripts, including resource group creation and ARM template deployment.
  • Provide Bash or shell script examples for automating repository addition, or clarify cross-platform compatibility of the steps.
  • Explicitly state which steps are platform-agnostic and which require Windows/PowerShell, and offer alternatives where possible.
  • Reorder sections or provide tabs so Linux/macOS and CLI users see relevant examples without needing to adapt PowerShell code.
  • Include notes or links to official Azure CLI documentation for each step currently shown in PowerShell.
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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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-29 00:01 #64 completed Clean Clean
2025-07-28 00:00 #63 completed Clean Clean
2025-07-27 00:00 #62 completed Clean Clean
2025-07-26 00:01 #61 completed 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