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
Summary
The documentation page primarily describes Service Fabric application and service manifests, which are cross-platform concepts. However, there are signs of Windows bias: the only tooling example given for validating XML schema is Visual Studio with a Windows file path, and the only explicit mention of command-line tooling for service creation is PowerShell. No Linux/macOS equivalents (such as VS Code, xmllint, or Azure CLI) are mentioned, nor are cross-platform file paths or tools provided. Windows-specific tools and patterns are referenced first and exclusively.
Recommendations
  • Add examples and instructions for validating XML manifests using cross-platform tools (e.g., VS Code, xmllint, or other editors) and reference Linux/macOS file paths.
  • Include Azure CLI or REST API examples for service creation and management, not just PowerShell.
  • Mention cross-platform approaches for editing and validating manifests, such as using VS Code extensions or command-line utilities.
  • Clarify that Service Fabric can be used on Linux and provide links or notes for Linux-specific guidance where relevant.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #400 in_progress Biased Biased
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased
2026-02-13 00:00 #376 in_progress Biased Biased
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Clean Clean
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets