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
windows_tools
Summary
The documentation is heavily focused on Windows and PowerShell tooling. All command-line examples for creating and managing connections use PowerShell cmdlets (Az modules), with no mention of Bash, Azure CLI, or Linux-native approaches. The phrase 'Windows PowerShell' is used explicitly, and PowerShell cmdlets are introduced before Python examples. There are no Linux shell or cross-platform CLI examples for managing connections, and the workflow assumes a Windows-centric environment. The documentation also references Windows-specific patterns (e.g., PowerShell hashtables, cmdlets) and does not provide parity for Linux users.
Recommendations
  • Add equivalent Azure CLI (az) examples for creating, listing, and managing Automation connections, and show how to use them from Linux/macOS.
  • Include Bash shell script examples for common operations, or clarify if certain operations are only possible via PowerShell.
  • When introducing command-line tools, present cross-platform options (e.g., Azure CLI) before or alongside PowerShell.
  • Clarify which features or examples are Windows-specific, and provide guidance for Linux/macOS users where possible.
  • Consider adding a section on managing connections via REST API or ARM templates, which are platform-agnostic.
  • Ensure that all code samples and workflows are tested and documented 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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets