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_tools
missing_linux_example
windows_first
Summary
The documentation page demonstrates a bias toward Windows and PowerShell by exclusively providing PowerShell cmdlet examples (e.g., New-AzApplicationGatewayProbeHealthResponseMatch) and referencing Azure PowerShell as the primary automation/configuration tool. There are no CLI (az), Bash, or Linux-native examples or instructions. The 'devx-track-azurepowershell' custom metadata and the 'Next steps' section also prioritize PowerShell over cross-platform alternatives, reinforcing a Windows-centric approach.
Recommendations
  • Add equivalent Azure CLI (az) examples for all PowerShell cmdlets, especially for probe configuration and matching criteria.
  • Include Bash script snippets or Linux shell commands where appropriate to demonstrate cross-platform usage.
  • Mention cross-platform tools (Azure CLI, REST API, Terraform) alongside PowerShell in all instructional sections and 'Next steps'.
  • Adjust metadata and page structure to highlight platform neutrality (e.g., 'devx-track-azurecli' or both).
  • Ensure that all configuration steps and automation patterns are shown for both Windows and Linux environments.
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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
2025-07-13 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