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_tools
missing_linux_example
windows_first
Summary
The documentation page demonstrates a strong Windows bias by exclusively providing PowerShell-based automation examples and instructions, referencing Windows-centric tools and patterns (e.g., .ps1 scripts, Azure PowerShell modules), and omitting equivalent Linux/bash or cross-platform alternatives. There are no bash, CLI, or YAML pipeline examples, and all scripting guidance assumes a Windows/PowerShell environment. The documentation also refers to downloading logs and running .ps1 files, which are not natively supported on Linux agents.
Recommendations
  • Provide equivalent examples using Azure CLI and bash scripts for Linux/macOS agents.
  • Include YAML pipeline snippets that are platform-agnostic, rather than relying solely on classic UI and PowerShell tasks.
  • Mention cross-platform agent support and clarify which steps are Windows-specific.
  • Add guidance for running deployments and managing triggers using Azure CLI or REST API, which work on Linux and macOS.
  • Reference both PowerShell and bash script samples for pre/post-deployment automation.
  • Explicitly state any platform requirements or limitations for the provided instructions.
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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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets