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 provides both Ubuntu and Windows instructions for installing CA certificates, but Windows instructions are generally more detailed, include multiple methods (PowerShell, certlm GUI, .NET API), and mention Windows-specific tools (Schannel, certlm, Import-Certificate) before or in greater depth than Linux equivalents. The .NET section emphasizes Windows parity, and Windows-specific TLS stack (Schannel) is discussed in detail, while Linux alternatives are mentioned only briefly. There is no explicit Linux bias, but the Windows ecosystem receives more attention and tool coverage.
Recommendations
  • Ensure Linux (and macOS, if relevant) instructions are as detailed as Windows, including multiple methods (e.g., using update-ca-certificates, trust, or keytool for Java).
  • Provide parity in troubleshooting and tool references: mention Linux TLS stack details (e.g., OpenSSL, GnuTLS) and how to verify certificate installation on Linux.
  • In .NET and C SDK sections, clarify Linux-specific behaviors and provide Linux-oriented code/configuration examples where appropriate.
  • When listing tools or methods, alternate the order or present Linux and Windows approaches side by side to avoid 'Windows first' bias.
  • Expand on Linux-specific certificate management (e.g., using update-ca-certificates, trust anchors, or Java's cacerts) and provide links to official documentation.
  • Where Windows tools like certlm or Schannel are mentioned, provide equivalent Linux commands or references (e.g., update-ca-certificates, openssl, or system trust store locations).
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-09-05 00:00 #102 completed Clean Clean
2025-09-04 00:00 #101 completed Clean Clean
2025-09-03 00:00 #100 completed Clean Clean
2025-08-29 00:01 #95 completed Clean Clean
2025-08-27 00:01 #93 cancelled Clean Clean
2025-08-26 00:00 #92 cancelled Clean Clean
2025-08-22 00:01 #88 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets

import-certificate  <file path>\azure-iot-test-only.root.ca.cert.pem -certstorelocation cert:\LocalMachine\root