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
⚠️ powershell_heavy
⚠️ windows_tools
⚠️ missing_linux_example
Summary:
The documentation demonstrates a Windows bias by consistently mentioning Windows tools (WinRM, PowerShell) before Linux equivalents, providing detailed Windows-specific instructions (such as running 'winrm qc'), and referencing Windows authentication and permissions patterns. Linux instructions are present but less detailed, and Linux-specific tooling or command examples are largely absent. There are also references to using PowerShell for Azure tasks without equivalent Linux/CLI alternatives.
Recommendations:
  • Provide Linux/Unix command examples (e.g., SSH configuration, firewall rules) with equal detail and prominence as Windows examples.
  • When referencing Azure service principal creation, include Azure CLI and Bash examples alongside PowerShell and portal instructions.
  • Avoid always listing Windows steps first; alternate or present both OS instructions in parallel where possible.
  • Clarify Linux authentication and permissions requirements with concrete examples (e.g., sudo usage, SSH key setup).
  • Include troubleshooting steps and error messages specific to Linux environments, not just Windows/WinRM.
  • Mention and link to Linux-specific documentation or tools where relevant, ensuring parity in guidance.
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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 ✅ Clean
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