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
missing_linux_example
windows_tools
Summary
The documentation page does not provide explicit Windows-only examples or mention Windows-specific tools directly. However, there is a subtle bias in the examples and tooling recommendations: all code samples and GitHub references use C#/.NET (e.g., ASP.NET, Swashbuckle, TRex), which are traditionally more common in Windows environments. There are no Linux-specific examples, nor are there references to Linux-native frameworks, deployment patterns, or tools. The focus on Azure App Service and .NET-centric tools may implicitly favor Windows developers, even though cross-platform support exists.
Recommendations
  • Include example implementations using popular Linux-first stacks (e.g., Flask for Python, Express for Node.js, Spring Boot for Java) alongside .NET examples.
  • Reference Linux-native tools for OpenAPI/Swagger generation (e.g., Swagger CLI, openapi-generator) in addition to Swashbuckle and TRex.
  • Add deployment guidance for Linux-based hosting environments (e.g., Azure App Service for Linux, Docker containers, or Azure Functions on Linux).
  • Ensure that code samples and GitHub references include at least one non-.NET, non-Windows-centric example.
  • Explicitly state that all patterns and recommendations apply equally to Linux-hosted APIs and provide links to relevant Linux documentation where appropriate.
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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 Clean Clean
2026-01-11 00:00 #240 completed Clean Clean
2026-01-10 00:00 #237 completed Clean Clean
2026-01-09 00:34 #234 completed Clean Clean
2026-01-08 00:53 #231 completed Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-19 00:01 #85 completed Clean Clean
2025-07-19 13:51 #54 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased