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
missing_linux_example
Summary
The documentation is heavily oriented towards Windows and Microsoft technologies, with all code samples and configuration references using ASP.NET, Web.config, ADFS, and related Windows-only tools. Powershell is used for administrative tasks, and there are no examples or guidance for Linux-based frameworks or cross-platform equivalents. Linux tools, patterns, and configuration files are not mentioned, and all examples are specific to Windows environments.
Recommendations
  • Add equivalent examples for popular Linux web frameworks (e.g., Django, Flask, Node.js/Express) demonstrating session management, CSRF protection, and secure cookie configuration.
  • Include guidance for configuring session and cookie security in Nginx/Apache, and using environment variables or .env files for settings on Linux.
  • Provide examples of logout/session termination for OAuth2/OpenID Connect implementations using cross-platform libraries (e.g., Python, Java, Node.js).
  • Mention Linux command-line tools and scripts for administrative tasks, such as using bash or systemd timers for session expiration.
  • Reference cross-platform identity providers and authentication middleware (e.g., Auth0, Keycloak) and show how to configure session management in those environments.
  • Balance documentation by presenting Windows and Linux solutions side-by-side, or clearly indicating when a solution is Windows-specific.
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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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets