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 is heavily focused on PowerShell-based runbooks and examples, with all code snippets and parameter-passing walkthroughs using PowerShell, PowerShell Workflow, or C# (for SDK usage). There are no examples or guidance for using Linux-native tools (e.g., Azure CLI, Bash) to start or interact with runbooks, nor are there examples for Python runbooks beyond a brief mention. The PowerShell-centric approach may create friction for Linux/macOS users who prefer or require non-PowerShell tooling.
Recommendations
  • Add Azure CLI (az automation runbook) examples for starting runbooks and passing parameters, including JSON parameter input.
  • Provide Bash and/or Python-based examples for interacting with runbooks, especially for Linux/macOS users.
  • Include explicit guidance or code snippets for starting Python runbooks with parameters from non-PowerShell environments.
  • Where possible, present cross-platform tooling (e.g., Azure CLI, REST API with curl) before or alongside PowerShell examples.
  • Clarify in relevant sections that PowerShell examples are shown, and link to equivalent CLI or SDK documentation for other platforms.
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Scan History

Date Scan Status Result
2026-02-26 00:00 #426 in_progress Biased Biased
2026-02-25 00:00 #422 in_progress Biased Biased
2026-02-23 00:00 #414 in_progress Biased Biased
2026-02-22 00:00 #410 in_progress Biased Biased
2026-02-21 00:00 #406 in_progress Biased Biased
2026-02-20 00:00 #402 in_progress Biased Biased
2026-02-19 00:00 #398 in_progress Biased Biased
2026-02-18 00:00 #394 in_progress Biased Biased
2026-02-17 00:00 #390 in_progress Biased Biased
2026-02-16 00:00 #386 in_progress Biased Biased
2026-02-15 00:00 #382 in_progress Biased Biased
2026-02-14 00:00 #378 in_progress Biased Biased
2026-02-13 00:00 #374 in_progress Biased Biased
2026-02-12 00:00 #370 in_progress Biased Biased
2026-02-11 00:00 #366 in_progress Clean Clean
2026-02-10 00:00 #362 completed Biased Biased
2026-02-09 00:00 #358 completed Biased Biased
2026-02-08 00:00 #354 completed Biased Biased
2026-02-05 00:00 #342 completed Biased Biased
2026-02-04 00:00 #338 completed Biased Biased
2026-02-03 00:00 #334 completed Biased Biased
2026-02-02 00:00 #330 completed Biased Biased
2026-02-01 00:00 #326 completed Biased Biased
2026-01-31 00:00 #322 completed Biased Biased
2026-01-30 00:00 #318 completed Biased Biased
2026-01-27 00:00 #306 completed Biased Biased
2026-01-26 00:00 #302 completed Biased Biased
2026-01-24 00:00 #294 completed Biased Biased
2026-01-23 00:00 #290 failed Biased Biased
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