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
missing_linux_example
Summary
The documentation page demonstrates Windows bias by exclusively referencing the Azure portal (a web UI most commonly used on Windows), and by providing only C# (.NET) and JavaScript SDK code examples for sending SMS via Messaging Connect. There are no Linux-specific instructions, CLI examples, or references to Linux-native tools (e.g., Bash, curl, Azure CLI). The SDK tutorial omits Python and Java, which are more commonly used in Linux environments, and does not mention or show how to use Messaging Connect from Linux shells or automation scripts.
Recommendations
  • Add examples using Azure CLI and Bash/curl for provisioning and sending SMS, demonstrating how Messaging Connect can be used from Linux environments.
  • Include Python and Java SDK examples as soon as they are available, and update the documentation to highlight cross-platform support.
  • Explicitly mention that all features are accessible from Linux, macOS, and Windows, and provide guidance for developers working outside the Azure portal (e.g., via REST API calls).
  • Add troubleshooting and setup notes for Linux users, such as authentication via service principals, environment variable configuration, and package installation.
  • Where screenshots or step-by-step instructions reference the Azure portal, clarify that the portal is web-based and accessible from any OS, and provide alternative instructions for headless or automated environments.
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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
2026-01-12 00:00 #243 cancelled 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
2025-08-28 00:01 #94 cancelled Clean Clean
2025-08-27 00:01 #93 cancelled Clean Clean
2025-08-26 00:00 #92 cancelled Clean Clean
2025-08-25 00:01 #91 cancelled Biased Biased
2025-08-24 00:00 #90 cancelled Biased Biased
2025-08-22 00:01 #88 completed Clean Clean
2025-08-21 00:01 #87 cancelled Biased Biased
2025-08-20 00:01 #86 completed Biased Biased
2025-08-19 00:01 #85 completed Clean Clean
2025-08-18 00:00 #84 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled 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
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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
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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

Flagged Code Snippets