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
windows_first
missing_linux_example
Summary
The documentation page for troubleshooting Azure Automation runbook issues demonstrates a strong bias towards Windows and PowerShell environments. All code examples and troubleshooting steps are provided exclusively in PowerShell, with no mention or examples of Bash, Linux shell scripting, or cross-platform CLI usage. Windows-specific tools and patterns (such as PowerShell ISE, Windows Management Instrumentation, and Windows Installer service) are referenced, while Linux equivalents are absent. The guidance assumes familiarity with Windows-centric workflows and does not address Linux-specific troubleshooting or hybrid scenarios in detail.
Recommendations
  • Include equivalent troubleshooting steps and code examples for Bash, Azure CLI, and Python runbooks, especially for common scenarios.
  • Explicitly mention Linux and macOS environments where relevant, and provide guidance for running and debugging runbooks from those platforms.
  • Reference cross-platform tools (such as VS Code on Linux/macOS, Azure CLI) alongside Windows tools like PowerShell ISE.
  • Add troubleshooting sections for issues unique to Linux-based Hybrid Runbook Workers (e.g., permissions, environment setup, module installation).
  • Ensure that documentation for module management, authentication, and error handling covers both Windows and Linux patterns.
  • Where PowerShell cmdlets are referenced, provide Azure CLI or REST API equivalents for users who do not use PowerShell.
GitHub Create Pull Request

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

Flagged Code Snippets