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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a strong Windows/PowerShell bias. All code examples and workflows are centered around PowerShell, PowerShell Workflow, and graphical runbooks that use PowerShell cmdlets. Windows-specific tools and patterns (such as PowerShell cmdlets, .NET types, and C# SDK examples) are used exclusively, with no equivalent Bash, Linux shell, or cross-platform CLI examples. The Python section is minimal and lacks parity in detail or examples. There are no references to Linux-native tools, and PowerShell is always presented first and in the most detail.
Recommendations
  • Add equivalent examples for starting and managing runbooks using Azure CLI (az), which is cross-platform and widely used on Linux.
  • Provide Bash or shell script examples for interacting with Azure Automation via REST API or Azure CLI.
  • Expand the Python section to include detailed parameter handling, example scripts, and parity with PowerShell examples.
  • Mention and demonstrate how to use Linux/macOS environments for authoring and running runbooks, including any differences or considerations.
  • Where PowerShell-specific types or patterns are discussed, note their Linux/Python/CLI equivalents or limitations.
  • Ensure that references to tools and workflows are not Windows-first; present Azure CLI or REST API approaches before or alongside PowerShell.
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Scan History

Date Scan Status Result
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

   $RBParams = @{
        AutomationAccountName = 'AATest'
        ResourceGroupName = 'RGTest'
        Name = 'Test-Json'
        Parameters = $JsonParams
   }
   
   $job = Start-AzAutomationRunbook @RBParams
   
   $json =  (Get-content -path 'JsonPath\test.json' -Raw) | Out-string
   
     $params = @{"VMName"="WSVMClassic"; "ServiceName"="WSVMClassicSG"}
  
     Start-AzureAutomationRunbook -AutomationAccountName "TestAutomation" -Name "Get-AzureVMGraphical" -Parameters $params
   
   $RBParams = @{
        AutomationAccountName = 'AATest'
        ResourceGroupName = 'RGTest'
        Name = 'Test-Json'
        Parameters = $JsonParams
   }