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
missing_linux_example
windows_first
Summary
The documentation page relies almost exclusively on PowerShell for automation examples, including authentication, REST API calls, and CSV processing. There are no equivalent examples for Bash, Linux shell scripting, or cross-platform tools. The instructions repeatedly reference running Azure CLI commands 'in a PowerShell window', and PowerShell variable syntax is used throughout. This creates friction for Linux/macOS users, who may not have PowerShell installed or prefer native shell environments.
Recommendations
  • Provide equivalent Bash or shell script examples for all automation tasks, including REST API calls, CSV processing, and JSON manipulation.
  • Show how to use curl, jq, and other standard Linux tools for interacting with Palo Alto REST APIs.
  • Clarify that Azure CLI commands can be run in any shell, not just PowerShell, and provide syntax examples for Bash.
  • Consider presenting examples for both PowerShell and Bash side-by-side, or at least note the cross-platform alternatives.
  • Avoid using PowerShell variable syntax in documentation unless the task is Windows-specific.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-08-20 00:01 #86 completed Clean Clean
2025-08-19 00:01 #85 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets