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
windows_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation is heavily oriented towards Windows environments, specifically Hyper-V. All examples and instructions use Windows tools (Hyper-V Manager, PowerShell, CertUtil, Local Group Policy Editor), and commands are shown only for Windows. Linux equivalents for verification, credential delegation, or appliance setup are not mentioned, and Windows-specific patterns (e.g., NTLM, Group Policy) are referenced without Linux alternatives. Even when Linux credentials are mentioned, no Linux-specific setup or troubleshooting guidance is provided.
Recommendations
  • Add Linux-specific instructions for verifying downloaded files (e.g., using sha256sum or openssl).
  • Include guidance for deploying and configuring the appliance on Linux hosts, if supported.
  • Provide Linux command-line alternatives for credential delegation and appliance management, or clarify if these steps are not applicable to Linux.
  • Explicitly state platform limitations and offer parity where possible, such as agentless discovery for Linux VMs.
  • Reorder examples to avoid always presenting Windows tools first, or provide parallel Linux/macOS instructions.
  • Clarify which steps are Windows-only and provide links to Linux/macOS documentation for similar tasks.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed 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
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets