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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows and Microsoft-centric bias by referencing Windows-specific security development lifecycles, tools, and authentication mechanisms without providing Linux or cross-platform equivalents. Examples and tool recommendations are almost exclusively Microsoft/Azure-focused, and there are no Linux-specific or cross-platform command-line examples, tools, or patterns mentioned. The documentation assumes the use of Microsoft identity and security platforms, and references to PowerShell and Windows security models are implicit in the context of Azure management.
Recommendations
  • Include Linux and cross-platform security tooling and patterns alongside Microsoft/Azure tools (e.g., mention open-source alternatives for threat modeling, key management, and logging).
  • Provide explicit Linux command-line examples (e.g., using Bash, CLI tools) where management or configuration is discussed, especially for Azure services.
  • Reference cross-platform authentication and identity solutions (such as OAuth2, SAML, or open-source identity providers) in addition to Microsoft Entra ID.
  • When discussing SDKs, frameworks, and development environments, highlight popular Linux-compatible options (e.g., VS Code, JetBrains IDEs, CLI-based workflows) and not just Microsoft-centric tools.
  • Balance references to Windows-specific security models (like the Security Development Lifecycle) with mentions of widely adopted, platform-agnostic security frameworks (e.g., NIST, CIS Benchmarks, OWASP SAMM).
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
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