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 provides both Azure CLI and Azure PowerShell examples for deployment, resource review, and cleanup, but consistently lists PowerShell (a Windows-centric tool) as an equal alternative to CLI, and sometimes presents it before or alongside CLI. There are no Linux-specific deployment examples (e.g., Bash scripts), but SSH and Kafka management instructions are Linux-oriented. The overall structure gives slight preference to Windows tooling in deployment and resource management sections.
Recommendations
  • List Azure CLI (cross-platform) examples before PowerShell in all sections to signal platform neutrality.
  • Explicitly mention that Azure CLI works on Linux/macOS/Windows, while PowerShell is primarily for Windows (with cross-platform support but less common on Linux/macOS).
  • Add Bash script examples for deployment and resource management for Linux users.
  • Include a note on how to install and use Azure CLI on Linux/macOS.
  • Clarify that SSH/Kafka management steps are Linux-native and provide any necessary Windows SSH guidance (e.g., using Windows Terminal or WSL).
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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 Clean Clean
2026-01-11 00:00 #240 completed Clean Clean
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Clean Clean
2026-01-08 00:53 #231 completed Clean Clean
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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets