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
missing_linux_example
windows_first
Summary
The documentation is heavily focused on PowerShell and Windows-centric tools and patterns. All code examples for configuring and invoking runbooks use PowerShell cmdlets or C# SDKs, with no equivalent examples for Linux/macOS users (e.g., Azure CLI, Bash, or Python SDK). The only mention of Python is for runbook authoring, not for parameter assignment or invocation. There are no Linux-native shell or cross-platform CLI examples for starting or managing runbooks, and PowerShell is always presented first and in detail.
Recommendations
  • Add Azure CLI examples for starting runbooks and passing parameters, as Azure CLI is cross-platform and widely used on Linux/macOS.
  • Include Bash or shell script examples for invoking runbooks via the REST API, demonstrating how Linux users can automate these tasks.
  • Provide parity in SDK examples by including Python or JavaScript/TypeScript code snippets for starting runbooks and passing parameters.
  • Clarify in each section whether the instructions are cross-platform or Windows-specific, and link to cross-platform alternatives where possible.
  • Highlight any platform-specific limitations or differences explicitly, so users know what is or isn't supported on their OS.
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Scan History

Date Scan Status Result
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