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
missing_linux_example
windows_tools
Summary
The documentation page exclusively provides PowerShell-based instructions and examples for sending email via SMTP with Azure Communication Services. It references Windows-specific tools (Send-MailMessage, PSCredential) and does not mention or provide any equivalent Linux or cross-platform methods (such as using 'sendmail', 'mailx', 'swaks', or Python scripts). This creates a clear bias towards Windows environments and leaves Linux users without guidance.
Recommendations
  • Add Linux-compatible examples using common command-line tools (e.g., 'sendmail', 'mailx', 'swaks') or scripting languages (e.g., Python's smtplib).
  • Explicitly mention cross-platform alternatives and provide step-by-step instructions for both Windows and Linux users.
  • Include a note clarifying that PowerShell is available on Linux, but also provide native Linux tool examples for users who prefer them.
  • Structure the documentation so that Windows and Linux instructions are presented in parallel, or at least make it clear that both platforms are supported.
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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
2026-01-12 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

Flagged Code Snippets