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 page exhibits a strong Windows bias, with nearly all examples, code snippets, and tool references centered around PowerShell, PowerShell Workflow, and Windows-centric patterns. The page lacks Linux shell (bash) or cross-platform CLI examples, and does not mention Linux-specific tools or workflows. Even when discussing Python runbooks, the examples and context are minimal compared to the extensive PowerShell coverage. The instructions for starting runbooks from local machines exclusively use PowerShell, with no mention of Bash, Azure CLI, or Linux-native approaches.
Recommendations
  • Add equivalent examples using Azure CLI (az) commands for starting and managing runbooks, which are cross-platform and widely used on Linux.
  • Include bash shell examples for passing parameters to runbooks, especially for Python runbooks, to demonstrate Linux parity.
  • Mention Linux and macOS environments explicitly in sections about running scripts locally, and provide instructions for those platforms.
  • Reference Linux tools (e.g., curl for REST API calls, jq for JSON manipulation) alongside PowerShell examples.
  • Balance the documentation by providing equal detail and screenshots for non-Windows workflows, such as using Azure Automation from a Linux VM or container.
  • Clarify which features or behaviors are platform-specific (e.g., PowerShell parameter handling) and which are cross-platform.
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Scan History

Date Scan Status Result
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