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

Bias Types:
⚠️ windows_first
⚠️ windows_tools
Summary:
The documentation page is generally cross-platform in its Python code examples, but it exhibits subtle Windows bias by mentioning Azure PowerShell and Az.LabServices cmdlets as next steps, without referencing equivalent CLI or Linux-native tools. Additionally, the default connection profile in the example enables RDP (a Windows protocol) and disables SSH (a Linux/Unix protocol), which may suggest a Windows-centric usage pattern.
Recommendations:
  • In the 'Next steps' section, include references to Azure CLI and relevant az labservices commands, not just PowerShell modules.
  • When discussing connection profiles, provide balanced examples that enable both SSH and RDP, or explain how to configure for Linux (SSH) and Windows (RDP) environments.
  • Explicitly state that the Python SDK and examples work on all platforms (Windows, Linux, macOS), and provide any platform-specific notes if needed.
  • If mentioning PowerShell, also mention Bash or shell scripting alternatives for Linux users.
  • Consider adding a short section or note about using the Azure Cloud Shell, which is cross-platform and accessible from any OS.
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Scan History

Date Scan ID Status Bias Status
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-07-13 21:37 #48 completed ❌ Biased
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ❌ Biased

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