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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by prioritizing Active Directory (a Windows-centric technology) in both order and detail, providing Windows-style username formats (DOMAIN\user), and referencing Windows authentication patterns without equivalent Linux-focused examples. While LDAP and Entra ID are mentioned, there is a lack of explicit Linux authentication scenarios, examples, or command-line instructions (e.g., for Linux PAM, SSH integration, or Linux user mapping). The only mention of Linux is in the context of SSH keys for cluster nodes, but this is not given the same prominence or step-by-step detail as the Windows/AD sections.
Recommendations
  • Add explicit Linux authentication examples, such as integrating with Linux PAM, local /etc/passwd, or SSSD.
  • Provide step-by-step instructions for configuring LDAP authentication from a Linux client perspective, including sample Linux user formats and command-line tools.
  • Include Linux username formats (e.g., user@domain.com, uid-based logins) alongside Windows formats in all relevant sections.
  • Balance the order of presentation so that Linux/LDAP authentication is described with equal prominence and detail as Active Directory.
  • Reference Linux tools (e.g., ldapsearch, kinit, ssh) and provide troubleshooting steps for Linux environments.
  • Clarify that CycleCloud supports both Windows and Linux authentication scenarios equally, and provide parity in screenshots and configuration walkthroughs.
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Scan History

Date Scan Status Result
2026-01-27 00:00 #306 completed Biased Biased
2026-01-26 00:00 #302 completed Biased Biased
2026-01-24 00:00 #294 completed Biased Biased
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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-29 00:01 #64 completed Clean Clean
2025-07-28 00:00 #63 completed Clean Clean
2025-07-27 00:00 #62 completed Clean Clean
2025-07-26 00:01 #61 completed Clean Clean
2025-07-25 00:00 #60 completed Clean Clean
2025-07-24 00:00 #59 completed Clean Clean
2025-07-23 00:00 #58 completed Clean Clean
2025-07-22 00:01 #57 completed Clean Clean
2025-07-21 00:00 #56 completed Clean Clean
2025-07-19 13:51 #54 completed Clean Clean
2025-07-17 00:00 #53 completed Biased Biased
2025-07-13 21:37 #48 completed Biased Biased