IoT

41
Total Pages
26
Linux-Friendly Pages
15
Pages with Bias
36.6%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues (39)

https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/tutorial-use-mqtt.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Windows Tools
Summary:
The documentation shows some Windows bias, particularly in the ordering and detail of prerequisites. Windows instructions (Visual Studio, CMake, Mosquitto installer) are listed first and in more detail, while Linux instructions are more concise. The repository cloning example uses Windows command prompt syntax (git clone in a code block labeled 'cmd'), and there is no explicit Linux shell example for this step. The build output locations are described for both platforms, but Windows is mentioned second. There are no PowerShell-specific commands, but the overall structure and tool recommendations (Visual Studio, CMake installer) lean toward Windows development patterns.
Recommendations:
  • Alternate the order of Windows and Linux instructions or present them side-by-side to avoid always listing Windows first.
  • Provide equivalent detail for Linux prerequisites (e.g., mention recommended IDEs or editors, clarify where binaries are located after build).
  • Include Linux shell examples for repository cloning and other steps, not just Windows command prompt.
  • Where possible, use cross-platform instructions (e.g., 'git clone' in a generic shell block) or show both Windows and Linux command syntax.
  • Mention Linux-native tools or workflows (such as using VS Code, Makefiles, or GCC directly) alongside Windows tools like Visual Studio.
  • Ensure parity in troubleshooting tips and notes for both platforms.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/howto-use-iot-explorer.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation demonstrates a mild Windows bias by specifically mentioning Windows (e.g., launching from the Start menu) when describing how to run Azure IoT explorer, while not providing equivalent details or examples for Linux users. There are no Linux-specific instructions or examples, and the only platform-specific launch method mentioned is for Windows.
Recommendations:
  • Add explicit instructions for launching Azure IoT explorer on Linux (e.g., using AppImage, .deb, or .tar.gz, and how to run from terminal or create desktop shortcuts).
  • Mention Linux alongside Windows when describing installation and launch procedures, ensuring parity in the level of detail.
  • Include troubleshooting tips or known issues relevant to Linux users if applicable.
  • Where platform-specific behavior is described, provide parallel guidance for both Windows and Linux users.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/howto-iot-industrial-dataspaces.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Missing Linux Example Windows Tools
Summary:
The documentation demonstrates a Windows bias by repeatedly instructing users to use a Windows command prompt and the Windows Subsystem for Linux (WSL) to execute Linux commands. There are no native Linux or macOS instructions, and the workflow assumes a Windows environment. This excludes users on Linux or macOS from following the steps directly, and Windows-specific tools and patterns are mentioned without Linux equivalents.
Recommendations:
  • Provide native Linux and macOS instructions alongside Windows instructions, especially for command-line steps.
  • Avoid assuming the use of WSL; instead, show how to run commands directly in a Linux or macOS terminal.
  • When referencing command prompts, clarify which OS is being used and offer alternatives for other platforms.
  • If using online tools or Azure Portal steps, ensure that any OS-specific instructions are clearly marked and alternatives are provided.
  • Consider restructuring the step order so that no platform is prioritized over another (e.g., 'On Windows, do X. On Linux/macOS, do Y.').
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/concepts-using-c-sdk-and-embedded-c-sdk.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Windows Tools Missing Linux Example
Summary:
The documentation shows a mild Windows bias by consistently listing Windows before Linux in recommendations and descriptions, and by mentioning Windows-specific tools (e.g., Schannel, Win32 sockets) alongside but before or more prominently than Linux equivalents (e.g., OpenSSL, Berkeley sockets). There are no code examples for either platform, but references to Windows tools and APIs are more explicit. Linux is mentioned, but often after Windows, and there are no Linux-specific tools or patterns highlighted.
Recommendations:
  • List Linux and Windows in a neutral or alternating order (e.g., 'Linux and Windows' or 'Windows and Linux') to avoid implicit prioritization.
  • When mentioning platform-specific tools (e.g., Schannel for Windows, OpenSSL for Linux), ensure both are described with equal detail and prominence.
  • Include explicit Linux examples or references to Linux-specific tools (e.g., GnuTLS, epoll) where appropriate.
  • Highlight Linux as a first-class supported platform, not just as an alternative to Windows.
  • If mentioning Windows-specific APIs (e.g., Win32 sockets), also mention and describe Linux equivalents (e.g., POSIX/Berkeley sockets) in the same context.
  • Consider adding sample commands or code snippets for both Windows and Linux environments where relevant.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/howto-connect-on-premises-sap-to-azure.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation page demonstrates a Windows bias by exclusively referencing Windows environments for the SAP system (e.g., 'Sign in to the SAP Windows virtual machine'), providing only Windows-based installation paths and instructions (such as copying DLLs from 'C:\Program Files'), and mentioning only the SAP Connector for Microsoft .NET (Windows-only). There are no examples or guidance for Linux-based SAP systems or cross-platform alternatives.
Recommendations:
  • Include parallel instructions for configuring SAP systems running on Linux, including relevant screenshots and SAP GUI steps.
  • Mention and provide guidance for Linux-compatible SAP connectors (e.g., SAP Java Connector or other cross-platform options) where applicable.
  • When referencing file paths or installation procedures, provide both Windows and Linux equivalents.
  • Clarify in prerequisites or relevant sections whether the solution is limited to Windows-based SAP systems, or expand support to Linux-based SAP deployments.
  • If certain features (such as the .NET connector) are Windows-only, suggest Linux alternatives or note the limitation explicitly.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/iot-sdks.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows Tools Windows First
Summary:
The documentation mentions PowerShell as an alternative to the Azure CLI and REST API for management tasks, listing it before REST API and alongside Azure CLI. This subtly prioritizes Windows tooling by explicitly naming PowerShell, which is primarily a Windows-centric tool, and by listing it before REST API. There are no explicit Linux examples or Linux-specific tools mentioned, and no indication of parity in examples or instructions for Linux users.
Recommendations:
  • Explicitly mention Bash or shell scripting as an alternative alongside PowerShell and Azure CLI, to acknowledge Linux users.
  • Ensure that any referenced guides (such as those for Azure CLI or PowerShell) provide both Windows and Linux usage examples.
  • Where PowerShell is mentioned, clarify that Azure CLI is cross-platform and provide links or notes for Linux/macOS usage.
  • Consider listing Azure CLI before PowerShell, as it is the more cross-platform tool.
  • Add a note or section highlighting cross-platform compatibility and where to find Linux/macOS-specific instructions.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/concepts-model-discovery.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Missing Linux Example Windows Tools
Summary:
The documentation page provides only C#/.NET (NuGet) code samples and references to Windows-centric tooling (NuGet, AzureEventSourceListener), with no mention of Linux, cross-platform, or non-Windows development environments. There are no examples or guidance for Linux users, such as using Python, Node.js, or command-line tools commonly available on Linux.
Recommendations:
  • Add code samples in additional languages that are popular on Linux (e.g., Python, Node.js, Java).
  • Reference cross-platform SDKs and tools, not just .NET/NuGet.
  • Explicitly mention that the APIs and tools are cross-platform if applicable, and provide Linux-specific installation or usage notes where relevant.
  • Include instructions or examples for retrieving models using curl, wget, or other command-line tools available on Linux.
  • Provide guidance for setting up the development environment on Linux, including package installation and dependencies.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/troubleshoot-embedded-device-tutorials.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Windows Tools Missing Linux Example
Summary:
The documentation page demonstrates a Windows bias by referencing Windows-specific tools and solutions (such as Windows Device Manager and the Windows maximum path length limitation) without providing equivalent guidance for Linux users. Troubleshooting steps and error messages are often framed in a Windows context, and there are no Linux-specific examples or instructions for common cross-platform tasks like identifying serial ports or handling path length issues.
Recommendations:
  • For every Windows-specific troubleshooting step (e.g., using Device Manager to find COM ports), provide equivalent instructions for Linux (e.g., using 'ls /dev/tty*' or 'dmesg | grep tty').
  • When referencing Windows path length limitations, mention that Linux does not typically have this issue, but suggest checking for other filesystem limitations if relevant.
  • Include Linux-specific error messages or terminal output where applicable, or note differences in expected output.
  • Ensure that all steps and resolutions are presented in a cross-platform manner, or clearly separate instructions for Windows and Linux users.
  • Add a section or note at the beginning clarifying that the tutorials are cross-platform and that Linux users should refer to provided Linux-specific instructions.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/tutorial-devkit-mxchip-az3166-iot-hub.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools Powershell Heavy
Summary:
The documentation page demonstrates a strong Windows bias. It explicitly requires a Windows 10 or 11 PC as a prerequisite, provides only Windows-specific setup scripts (*.bat files), and references Windows tools (such as Termite and File Explorer) without offering Linux alternatives. Instructions for tasks like flashing the device, running setup scripts, and monitoring serial output are all tailored to Windows, with no mention of Linux or cross-platform equivalents. While the Azure CLI is cross-platform, the overall workflow and tooling assume a Windows environment.
Recommendations:
  • Add explicit support and instructions for Linux (and macOS) users, including prerequisites and alternative tools.
  • Provide Linux-compatible setup scripts (e.g., get-toolchain.sh) and update instructions to reference them.
  • Suggest cross-platform serial monitoring tools (e.g., minicom, screen, PuTTY) alongside or instead of Termite.
  • Replace or supplement File Explorer instructions with command-line equivalents (e.g., cp command) for Linux/macOS.
  • Clarify which steps are Windows-specific and provide parallel steps for Linux/macOS where applicable.
  • Test the workflow on Linux and document any differences or additional requirements.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/concepts-iot-device-development.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Windows Tools Missing Linux Example
Summary:
The documentation page demonstrates a moderate Windows bias. In the 'Tools to connect and manage devices' section, Windows-specific tools like Azure PowerShell are listed alongside cross-platform tools, but there is no mention of Linux-specific tools or workflows. PowerShell is highlighted as a primary interface, and there are no explicit Linux shell/bash examples or references to Linux-native tools. Additionally, the ordering of tools often places Windows-centric options (PowerShell) before more universally cross-platform options, and there are no Linux-specific instructions or parity notes.
Recommendations:
  • Add explicit examples or references for Linux users, such as bash shell commands or Linux package installation steps for the Azure CLI.
  • Balance the tool listing by including Linux-native tools or workflows (e.g., bash scripts, systemd integration, or references to Linux package managers).
  • When listing tools, avoid putting Windows-centric tools (like PowerShell) before cross-platform options unless there is a clear reason; consider grouping by platform or indicating cross-platform compatibility.
  • Include a note or section clarifying which tools are cross-platform and which are Windows-only, and provide equivalent Linux instructions where possible.
  • Add links to Linux-specific getting started guides or tutorials for Azure IoT device development.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/howto-iot-industrial-dataspaces.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Missing Linux Example Windows Tools
Summary:
The documentation demonstrates a Windows bias by repeatedly instructing users to use a Windows command prompt and the Windows Subsystem for Linux (WSL) to execute Linux commands, rather than providing native Linux or macOS instructions. All command-line steps are framed from a Windows perspective, with no direct guidance for users on Linux or macOS systems. There are also references to Windows-specific installation steps (e.g., 'wsl --install'), and no mention of equivalent Linux-native environments or tools.
Recommendations:
  • Provide parallel instructions for Linux and macOS users, including native shell commands and environment setup steps.
  • Avoid assuming the user is on Windows; structure command-line instructions with tabs or sections for each major OS (Windows, Linux, macOS).
  • Replace or supplement WSL-specific instructions with native Linux and macOS alternatives (e.g., running curl directly in a terminal).
  • Explicitly mention required tools (curl, etc.) and how to install them on all supported platforms.
  • Review all references to Windows tools and ensure Linux/macOS equivalents are given equal prominence and detail.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/concepts-using-c-sdk-and-embedded-c-sdk.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Windows Tools Missing Linux Example
Summary:
The documentation demonstrates a mild Windows bias, primarily by listing Windows before Linux in several places ("Windows or Linux devices"), mentioning Windows-specific technologies (Schannel, Win32 sockets) before or alongside cross-platform or Linux equivalents (OpenSSL, Berkeley sockets), and omitting concrete Linux-specific examples or tools. There are no code samples, but the pattern of mentioning Windows first and referencing Windows-specific stack components without equal Linux detail suggests a subtle prioritization of Windows.
Recommendations:
  • When listing supported platforms, alternate the order (e.g., 'Linux and Windows' as often as 'Windows and Linux'), or use alphabetical order.
  • When mentioning platform-specific technologies (e.g., Schannel, Win32 sockets), ensure Linux equivalents (OpenSSL, Berkeley sockets) are given equal prominence and explanation.
  • Add explicit Linux-focused examples, such as sample commands, build instructions, or references to Linux distributions and tools.
  • Where possible, provide parity in platform-specific guidance, such as linking to Linux-specific setup guides or troubleshooting resources.
  • Consider including a table or section that clearly outlines platform-specific requirements and differences for both Windows and Linux, rather than focusing on Windows-specific details.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/howto-connect-on-premises-sap-to-azure.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation demonstrates a Windows bias by exclusively referencing Windows environments and tools when configuring the on-premises SAP system and the Microsoft on-premises data gateway. All SAP configuration steps assume use of a Windows virtual machine, and installation instructions for the SAP Connector for Microsoft .NET are Windows-specific. There are no examples or guidance for Linux-based SAP servers or for using cross-platform alternatives.
Recommendations:
  • Include parallel instructions for configuring SAP on Linux-based servers, acknowledging that many SAP installations run on Linux.
  • Provide examples or references for using the SAP Java Connector (JCo) or other cross-platform connectors, not just the .NET Connector for Windows.
  • Clarify whether the on-premises data gateway and SAP Logic Apps integration can be achieved from non-Windows environments, and if not, explicitly state this limitation.
  • If possible, offer guidance for Linux-based deployment of the required connectors and data gateway, or link to relevant Microsoft or SAP documentation.
  • Ensure screenshots and step-by-step instructions are not solely based on Windows desktops, or supplement them with Linux equivalents where applicable.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/concepts-model-discovery.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Missing Linux Example Windows Tools
Summary:
The documentation provides only C#/.NET (NuGet) code samples and references to Windows-centric tools (NuGet, AzureEventSourceListener), with no equivalent examples or guidance for Linux users or alternative languages/platforms. There are no CLI, Python, or REST API examples, and no mention of Linux-specific considerations or parity.
Recommendations:
  • Add equivalent code samples in other popular languages/platforms such as Python (using Azure SDK for Python), JavaScript/Node.js, and Java.
  • Include examples using cross-platform tools such as Azure CLI, curl, or REST API calls to retrieve model definitions and interact with the Models Repository.
  • Reference package managers and tools available on Linux (e.g., pip for Python, npm for Node.js) alongside NuGet.
  • Clarify that the APIs and repositories are accessible from any OS, and provide explicit instructions or troubleshooting tips for Linux users.
  • Provide sample commands for retrieving models using command-line tools available on Linux (e.g., wget, curl).
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/howto-use-iot-explorer.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation page exhibits mild Windows bias. While it generally describes Azure IoT Explorer as cross-platform, the only platform-specific example given is for Windows (launching from the Start menu). There are no explicit Linux (or macOS) installation or usage instructions, nor are Linux-specific launch patterns or troubleshooting tips mentioned.
Recommendations:
  • Add explicit instructions or examples for installing and launching Azure IoT Explorer on Linux (e.g., AppImage, .deb, .rpm, or manual launch from terminal).
  • Mention Linux and macOS alongside Windows when describing platform-specific behaviors (e.g., how to launch the application after installation).
  • Provide troubleshooting tips or known issues relevant to Linux users, if any.
  • Ensure screenshots or UI references are not Windows-specific, or provide equivalents for Linux/macOS if the UI differs.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/iot-overview-security.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows Tools Windows First Missing Linux Example
Summary:
The documentation demonstrates a mild Windows bias. While most guidance is platform-neutral and focuses on Azure services, there are several instances where Windows tools or patterns are mentioned explicitly or before Linux equivalents. For example, BitLocker is named as the OS-level encryption tool for data at rest, with no mention of Linux alternatives (such as LUKS/dm-crypt). The section on protecting against malicious activity refers to 'install the latest antivirus and anti-malware capabilities on each device operating system' but does not provide Linux-specific recommendations or examples. The only explicit OS-level tool mentioned is BitLocker (Windows), and there are no Linux command-line or configuration examples provided anywhere in the document.
Recommendations:
  • When recommending OS-level encryption, mention both BitLocker (Windows) and LUKS/dm-crypt (Linux) to provide parity.
  • If suggesting antivirus/anti-malware, provide examples or references for both Windows (e.g., Microsoft Defender) and Linux (e.g., ClamAV, Sophos, etc.).
  • Where device or edge runtime updates are discussed, include references to both Windows Update and Linux package management (e.g., apt, yum) or OS update mechanisms.
  • If providing examples or naming tools, ensure both Windows and Linux equivalents are mentioned, or use platform-neutral language.
  • Consider adding a table or section summarizing common security tools and practices for both Windows and Linux IoT devices.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/tutorial-devkit-espressif-esp32-freertos-iot-hub.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation demonstrates a clear Windows bias: it specifies Windows 10/11 as a prerequisite, uses Windows-specific tools and instructions (e.g., ESP-IDF CMD, Windows Device Manager), and provides file paths and commands in Windows format. There are no instructions or examples for Linux or macOS users, and Linux equivalents for steps like finding the serial port or running the ESP-IDF environment are missing.
Recommendations:
  • Add a section in prerequisites listing supported Linux and macOS versions, or clarify if only Windows is supported.
  • Provide parallel instructions for Linux/macOS, including how to install ESP-IDF, launch the build environment, and run commands in a terminal.
  • Include Linux/macOS equivalents for finding the serial port (e.g., using 'ls /dev/tty*' or 'dmesg | grep tty').
  • Use cross-platform file paths in examples, or show both Windows and Unix-style paths.
  • Mention how to run ESP-IDF tools from a standard terminal (bash/zsh) on Linux/macOS.
  • Reference cross-platform tools (e.g., Visual Studio Code) for debugging, and provide any necessary setup steps for non-Windows systems.
  • Ensure all steps that reference Windows-specific UI (e.g., Device Manager) have Linux/macOS alternatives (e.g., using 'udevadm', 'lsusb', or system settings).
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/iot-overview-solution-management.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Windows Tools Missing Linux Example
Summary:
The documentation demonstrates a moderate Windows bias. PowerShell is mentioned as a primary automation tool alongside Azure CLI, and in some cases, PowerShell examples or links are provided before or more prominently than Azure CLI equivalents. There are references to Windows-specific tools (e.g., 'PowerShell functions for IoT Edge for Linux on Windows'), and the use of PowerShell is highlighted in the cloud-based solution section before Azure CLI. There is also a lack of explicit Linux/Bash examples or references to Linux-native tooling, which may make the documentation less approachable for Linux users.
Recommendations:
  • Ensure that Azure CLI (cross-platform) examples are always presented before or alongside PowerShell examples, especially in introductory or summary sections.
  • Add explicit Bash/Linux shell examples where automation or scripting is discussed, or clarify that Azure CLI commands work identically on Linux, macOS, and Windows.
  • Avoid referencing Windows-specific tools (such as 'PowerShell functions for IoT Edge for Linux on Windows') without providing Linux-native alternatives or clarifying cross-platform support.
  • Where PowerShell is mentioned, also mention Bash or other Linux-native scripting environments to ensure parity.
  • Consider a dedicated section or callout for Linux users, highlighting any differences or additional steps required on Linux platforms.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/tutorial-devkit-mxchip-az3166-iot-hub.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools Powershell Heavy
Summary:
The documentation demonstrates a strong Windows bias. It explicitly requires a Windows 10/11 PC as a prerequisite, provides only Windows-specific scripts (e.g., .bat files), and references Windows tools and workflows (such as File Explorer, Device Manager, and Termite, which is Windows-only). There are no instructions or alternatives for Linux or macOS users, and no mention of equivalent tools or scripts for non-Windows environments.
Recommendations:
  • Provide equivalent setup scripts for Linux and macOS (e.g., shell scripts like get-toolchain.sh).
  • Include instructions for installing and using cross-platform or Linux-native serial terminal tools (e.g., minicom, screen, or picocom) as alternatives to Termite.
  • Replace or supplement references to Windows File Explorer and Device Manager with cross-platform alternatives or command-line instructions.
  • Update prerequisites to clarify support for Linux/macOS, or explicitly state if only Windows is supported (and why).
  • Ensure all command-line examples and workflow steps are demonstrated for both Windows and Linux/macOS environments.
  • If certain tools are Windows-only, suggest open-source or cross-platform alternatives and provide usage instructions.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/iot-sdks.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First
Summary:
The documentation lists both Azure CLI and PowerShell as alternatives to the management SDKs, but mentions Azure CLI first, followed by PowerShell and REST API. There are no explicit examples or instructions that are Windows- or PowerShell-specific, and no exclusive mention of Windows tools or patterns. However, the inclusion of PowerShell as a primary alternative (alongside CLI) may subtly prioritize Windows users, as PowerShell is more commonly associated with Windows environments.
Recommendations:
  • Ensure that all command-line examples and tool references are provided for both Azure CLI and PowerShell, with equal prominence.
  • Where possible, clarify that Azure CLI is cross-platform and suitable for Linux, macOS, and Windows.
  • If including PowerShell, also mention that PowerShell Core is available cross-platform, or provide Bash/Shell alternatives for Linux users.
  • Consider providing explicit Linux/Bash examples or links, especially in sections discussing management or automation.
  • Review included markdown files (e.g., iot-hub-sdks-management.md) to ensure they do not contain Windows- or PowerShell-only instructions.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/troubleshoot-embedded-device-tutorials.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Windows Tools Missing Linux Example
Summary:
The documentation demonstrates a Windows bias by referencing Windows-specific limitations (such as maximum path length), linking to Windows documentation, and suggesting the use of Windows Device Manager for troubleshooting. There are no equivalent instructions or examples for Linux or macOS users, and Linux tools or patterns are not mentioned.
Recommendations:
  • For path length issues, add Linux/macOS context (e.g., note that Linux filesystems typically do not have the same path length limitation, but mention any relevant caveats).
  • When referencing Windows Device Manager to find COM ports, also describe how to identify serial ports on Linux (e.g., using 'ls /dev/tty*' or 'dmesg | grep tty') and macOS.
  • If terminal software settings are discussed, mention popular cross-platform tools (e.g., PuTTY, minicom, screen) and provide example commands for Linux/macOS.
  • Where Windows-specific links are provided, add parallel notes or links for Linux/macOS users.
  • Review all troubleshooting steps to ensure parity for Linux/macOS users, including USB troubleshooting and flashing utilities.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/tutorial-devkit-stm-b-l475e-iot-hub.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools Powershell Heavy
Summary:
The documentation exhibits a strong Windows bias. It explicitly requires Windows 10 or 11 as a prerequisite, provides only Windows batch scripts for tool installation and build steps, and references Windows-specific tools (e.g., Termite, File Explorer, Device Manager). There are no instructions or examples for Linux (or macOS) users, and alternative cross-platform tools are not mentioned. Even when Azure CLI is discussed, the local installation context is implicitly Windows, and the use of Windows command shells is assumed.
Recommendations:
  • Provide equivalent instructions and scripts for Linux (and optionally macOS), including shell (.sh) scripts for toolchain setup and build steps.
  • List cross-platform alternatives to Windows-only tools such as Termite (e.g., minicom, screen, PuTTY) and provide usage examples.
  • Update the prerequisites to include Linux (and macOS) as supported development environments, or clearly state if they are unsupported.
  • When referencing file navigation, include Linux command-line equivalents (e.g., using terminal and file paths with forward slashes).
  • For serial port identification, describe how to find device ports on Linux (e.g., using dmesg, ls /dev/tty*), not just Windows Device Manager.
  • If Azure CLI is used, clarify that it is cross-platform and provide any OS-specific notes as needed.
  • Consider restructuring the documentation so that instructions for different operating systems are presented in parallel or as tabs/sections.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/tutorial-iot-industrial-solution-architecture.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation demonstrates a Windows-first bias by exclusively deploying the simulation and edge infrastructure on a Windows 11 Enterprise VM, instructing users to use RDP, Windows command prompt, and Windows Subsystem for Linux (WSL) to access Linux tools. There are no instructions or examples for deploying or running the solution natively on Linux hosts, nor for using Linux-native tools or environments. The documentation assumes a Windows-centric workflow, with Linux capabilities only available via WSL, and omits guidance for users who may want to use Linux VMs or physical machines directly.
Recommendations:
  • Provide parallel instructions for deploying the simulation and edge infrastructure on a native Linux VM (e.g., Ubuntu, CentOS) in Azure, including SSH access and Linux-native command-line usage.
  • Include Linux-native installation steps for K3S and the simulation, without requiring WSL or Windows command prompt.
  • Offer guidance for users who wish to use Docker and Kubernetes directly on Linux, including any necessary prerequisites and troubleshooting tips.
  • Clarify which steps are platform-agnostic and which are Windows-specific, and ensure Linux users are not required to use Windows tools or environments.
  • Where possible, present Linux and Windows instructions side by side, or clearly indicate both options, to ensure parity and inclusivity for cross-platform users.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/tutorial-use-mqtt.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Missing Linux Example
Summary:
The documentation shows some Windows bias in the ordering and detail of examples. Windows prerequisites are listed before Linux, and the Windows section is more detailed (e.g., specifying Visual Studio and CMake installation options). The repository cloning example uses Windows command prompt syntax (git clone in a code block labeled 'cmd'), and there are no explicit Linux shell equivalents. Output folder locations are described for both OSes, but the Windows path is emphasized. There are no PowerShell-specific commands, but the overall structure and example ordering favor Windows users. Some Linux-specific details (like package manager alternatives for non-Ubuntu distros) are missing.
Recommendations:
  • Alternate the order of Windows and Linux instructions or present them side-by-side to avoid implicit prioritization.
  • Provide equivalent Linux shell commands and examples wherever Windows commands are shown, including repository cloning and file path references.
  • Expand Linux prerequisites to mention common distributions and alternatives to apt (e.g., yum, dnf, zypper).
  • Ensure all code snippets and file path references are shown for both Windows and Linux, using appropriate syntax and conventions.
  • Where possible, use cross-platform tools and commands (e.g., generic git, cmake, make) and clarify any OS-specific steps.
  • Add troubleshooting tips or notes for common Linux issues (e.g., permissions, library paths) to match the detail given for Windows.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/concepts-iot-device-development.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Windows Tools Missing Linux Example
Summary:
The documentation page demonstrates a subtle Windows bias in several areas. In the 'Tools to connect and manage devices' section, Windows-centric tools such as Azure PowerShell are listed alongside cross-platform options, but there is no mention of Linux-specific tools or guidance. The order of tool presentation often puts Windows-first tools (PowerShell) before Linux-native alternatives. There are no explicit Linux command-line examples or references to Linux package managers or shell environments. The documentation does not provide parity in examples or tool recommendations for Linux users, and the language and tool choices may implicitly favor Windows development environments.
Recommendations:
  • Explicitly mention Linux compatibility for all tools, especially Azure CLI and VS Code extensions.
  • Include Linux-specific instructions or examples (e.g., bash commands, package installation via apt/yum, using Azure CLI in Linux shells).
  • Add references to Linux-native tools or workflows for IoT device management, if available.
  • Reorder tool listings to alternate or balance Windows and Linux options, or group cross-platform tools first.
  • Clarify that PowerShell Core is cross-platform, if relevant, and provide examples for both Windows PowerShell and bash/zsh.
  • Ensure that all tutorials and next steps include Linux as a first-class development environment.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/concepts-model-discovery.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Windows Tools Missing Linux Example Windows First
Summary:
The documentation page demonstrates a bias towards Windows environments and tooling. It references only .NET/NuGet-based tools (ModelsRepositoryClient in C#), provides code samples exclusively in C#, and does not mention or provide examples for Linux-native tools, cross-platform SDKs, or command-line alternatives. There are no Linux shell, Python, or REST API examples, and no mention of how to use these features on Linux or macOS. The focus on NuGet and C# implicitly prioritizes Windows development environments.
Recommendations:
  • Add equivalent code samples in cross-platform languages such as Python, JavaScript, or Java, using their respective Azure SDKs.
  • Provide REST API usage examples (e.g., using curl or HTTPie) to demonstrate platform-agnostic access.
  • Mention and demonstrate how to install and use the Azure CLI or Azure SDKs on Linux/macOS, including package installation instructions.
  • Include shell script examples for retrieving models or interacting with IoT Hub, where applicable.
  • Reorganize sections to present cross-platform or platform-neutral approaches before Windows/.NET-specific ones.
  • Reference package managers and tools common on Linux (e.g., pip for Python, npm for Node.js) alongside NuGet.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/concepts-using-c-sdk-and-embedded-c-sdk.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Windows First Windows Tools Missing Linux Example
Summary:
The documentation generally treats Windows and Linux as equivalent in most places, but there is a subtle Windows bias. In scenario 1, 'Windows' is consistently mentioned before 'Linux' ("for Linux and Windows", "Windows or Linux devices"), and Windows-specific technologies (e.g., Schannel, Win32 sockets) are called out alongside cross-platform ones, but Linux-specific equivalents (e.g., GnuTLS, epoll) are not. There are no explicit Linux command-line or tool examples, and no Linux-specific integration details are provided. The documentation also lists Windows as a recommended platform for the C SDK, but does not provide Linux-specific guidance or examples.
Recommendations:
  • Alternate the order of 'Windows' and 'Linux' mentions, or use 'Windows and Linux' consistently to avoid perceived prioritization.
  • Include Linux-specific details where Windows-specific technologies are mentioned (e.g., mention GnuTLS or other common Linux TLS stacks alongside Schannel).
  • Provide Linux-specific examples, such as command-line usage, build instructions, or integration tips, to ensure parity with Windows.
  • Highlight any Linux-specific considerations or optimizations, especially in areas where Windows-specific tools (like Schannel or Win32 sockets) are discussed.
  • Ensure that tables and recommendations do not list Windows before Linux unless there is a technical reason to do so.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/howto-connect-on-premises-sap-to-azure.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation demonstrates a Windows bias by exclusively referencing Windows environments and tools for the on-premises SAP system configuration. All SAP system steps assume a Windows virtual machine, and the SAP Connector for Microsoft .NET is only described for Windows x64. File paths and instructions are Windows-specific, with no mention of Linux alternatives or parity. There are no examples or guidance for Linux-based SAP deployments.
Recommendations:
  • Add parallel instructions and screenshots for configuring SAP systems running on Linux, including using SAP GUI for Java or web-based SAP interfaces.
  • Document the use of SAP connectors and gateways on Linux, such as SAP NetWeaver RFC SDK or Java connectors, and provide installation and configuration steps for Linux environments.
  • Include Linux file paths and command-line examples where relevant, or clarify any platform limitations.
  • Explicitly state platform requirements and, if Windows is required for certain components, provide rationale and suggest workarounds or alternatives for Linux users.
  • Ensure that all references to tools (e.g., SAP Connector for Microsoft .NET) are accompanied by Linux equivalents or a note about their availability.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/howto-iot-industrial-dataspaces.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Missing Linux Example Windows Tools
Summary:
The documentation demonstrates a Windows bias by consistently referencing Windows-specific workflows, such as instructing users to use the Windows command prompt and Windows Subsystem for Linux (WSL) to access Linux tools. There are no native Linux or macOS instructions or examples, and the use of WSL is presented as the default way to run Linux commands. This approach assumes a Windows environment and omits guidance for users on Linux or macOS systems.
Recommendations:
  • Provide native Linux and macOS instructions alongside Windows instructions, especially for command-line operations.
  • Replace or supplement WSL-based steps with direct Linux/macOS shell commands and clarify any differences in environment setup.
  • Avoid assuming the user is on Windows; use neutral language such as 'In your terminal' instead of 'From a Windows command prompt'.
  • Where Windows-specific tools or portals are referenced, include equivalent steps for Linux/macOS users (e.g., accessing Azure portal, setting environment variables, etc.).
  • Add a prerequisites section that clearly states supported platforms and any platform-specific requirements or alternatives.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/howto-use-iot-explorer.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation page for Azure IoT explorer subtly favors Windows by mentioning Windows-specific launch instructions (e.g., launching from the Start menu) without providing equivalent details for Linux or macOS. There are no explicit Linux or macOS installation or usage examples, nor are there references to platform-specific behaviors or troubleshooting for non-Windows users.
Recommendations:
  • Add explicit installation and launch instructions for Linux and macOS platforms, including how to run the application from the terminal or application menu.
  • Include screenshots or examples from Linux and macOS environments to demonstrate parity.
  • Mention any platform-specific prerequisites or troubleshooting steps for Linux/macOS users.
  • Ensure that all steps and features described are clearly applicable to all supported platforms, or note any differences.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/iot-overview-security.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Windows Tools Windows First Missing Linux Example
Summary:
The documentation exhibits a mild Windows bias. While it is generally cross-platform and focuses on Azure-native and Kubernetes-based solutions, there are specific instances where Windows tools (e.g., BitLocker) are mentioned for encryption, and Windows is referenced before Linux in some cases (e.g., 'IoT Edge for Linux on Windows'). There are no explicit Linux command-line or tool examples, and Linux-native encryption solutions are not mentioned alongside Windows ones. No PowerShell-specific commands or Windows-only patterns dominate, but Linux parity could be improved.
Recommendations:
  • When recommending OS-level encryption (e.g., 'Encrypt data at rest'), mention Linux-native solutions such as LUKS/dm-crypt alongside BitLocker.
  • Where Windows is referenced (e.g., 'IoT Edge for Linux on Windows security'), also mention standard Linux deployments and link to their security guidance.
  • Provide examples or references for both Windows and Linux where OS-level or device-level security tools are discussed.
  • Audit for any other implicit Windows-first language and ensure Linux equivalents are given equal prominence.
  • Consider including a table or section summarizing security tool recommendations for both Windows and Linux environments.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/iot-overview-solution-management.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Windows First Windows Tools Missing Linux Example
Summary:
The documentation demonstrates a moderate Windows bias, particularly in the CLI section for cloud-based solutions, where PowerShell is presented before Azure CLI and receives a dedicated section with multiple examples and links. There is also a reference to 'PowerShell functions for IoT Edge for Linux on Windows,' which is a Windows-specific scenario. While Azure CLI is covered, the prominence and ordering of PowerShell, as well as the lack of explicit Linux/Bash examples or mention of native Linux tools, indicate a bias toward Windows environments.
Recommendations:
  • Present Azure CLI examples before PowerShell in CLI sections, as Azure CLI is cross-platform and more commonly used on Linux.
  • Ensure parity in example depth and coverage between Azure CLI and PowerShell, especially for cloud-based scenarios.
  • Add explicit Bash/Linux shell examples or references where appropriate, especially for automation and scripting.
  • Avoid referencing Windows-specific tools (such as 'PowerShell functions for IoT Edge for Linux on Windows') without providing native Linux alternatives or clarifying their applicability.
  • Where possible, clarify that all Azure CLI commands work natively on Linux, macOS, and Windows, and provide guidance for Linux users.
  • Consider adding a section or callout for Linux users, highlighting any differences or additional steps required.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/troubleshoot-embedded-device-tutorials.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Windows First Windows Tools Missing Linux Example
Summary:
The documentation demonstrates a Windows bias by referencing Windows-specific limitations (such as maximum path length), linking to Windows documentation, and suggesting the use of Windows Device Manager for troubleshooting. There are no equivalent instructions or references for Linux or macOS users, and no examples or troubleshooting steps tailored to non-Windows environments.
Recommendations:
  • For path length issues, mention that this is a Windows-specific problem and clarify that Linux/macOS users are not affected. Optionally, provide guidance for long path handling on those platforms if relevant.
  • When suggesting the use of Windows Device Manager to identify COM ports, also provide instructions for Linux (e.g., using `dmesg`, `ls /dev/tty*`, or `lsusb`) and macOS (e.g., `ls /dev/tty.*`).
  • Wherever Windows-specific tools or settings are mentioned, add parallel instructions for Linux and macOS users.
  • Include examples and troubleshooting steps that are platform-agnostic or explicitly cover all major operating systems.
  • Review all links and references to ensure that they are not exclusively Windows-focused, or provide equivalent references for other platforms.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/iot-sdks.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Windows First
Summary:
The documentation references both Azure CLI and PowerShell as alternatives to the management SDKs, but lists Azure CLI first, followed by PowerShell and REST API. There are no explicit examples or instructions that are Windows-specific, nor is there an absence of Linux alternatives. However, the mention of PowerShell (a Windows-native tool, though now cross-platform) alongside Azure CLI (which is cross-platform and more commonly used on Linux) could suggest a slight Windows-first bias in tool listing order.
Recommendations:
  • Ensure that when listing management tools, cross-platform options like Azure CLI are always mentioned first, and clarify their cross-platform compatibility.
  • Explicitly state that both Azure CLI and PowerShell are available on Windows, Linux, and macOS, to avoid the perception that PowerShell is Windows-only.
  • Where possible, provide example commands for both Azure CLI and PowerShell, or clarify that instructions apply equally across platforms.
  • Consider adding a short note or table summarizing tool availability and platform compatibility for new users.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/tutorial-devkit-espressif-esp32-freertos-iot-hub.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation exhibits a strong Windows bias. It specifies Windows 10/11 as a prerequisite, uses Windows-specific tools and commands (e.g., ESP-IDF CMD, Windows Device Manager), and provides file paths and instructions only for Windows environments. There are no instructions or examples for Linux or macOS users, and Linux equivalents for key steps (such as finding the serial port or running the ESP-IDF environment) are missing.
Recommendations:
  • Add a section in prerequisites listing supported Linux distributions (e.g., Ubuntu) and macOS, or clarify if only Windows is supported.
  • For each step involving Windows-specific tools (e.g., ESP-IDF CMD, Device Manager), provide equivalent instructions for Linux (e.g., using terminal, lsusb, dmesg, or /dev/ttyUSB*) and macOS.
  • Include Linux/macOS file path examples alongside Windows paths (e.g., ~/espbuild instead of C:\espbuild).
  • When referencing enabling long paths or other Windows-specific settings, provide analogous guidance for Linux/macOS if relevant, or state if not needed.
  • Mention and show how to launch the ESP-IDF environment on Linux/macOS (e.g., source export.sh, use terminal).
  • For flashing and monitoring, show how to identify the serial port on Linux/macOS and provide example commands.
  • If Azure IoT Explorer is Windows-only, suggest cross-platform alternatives or clarify platform limitations.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/tutorial-devkit-mxchip-az3166-iot-hub.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools Powershell Heavy
Summary:
The documentation page demonstrates a strong Windows bias. It explicitly lists Windows 10/11 as a prerequisite, only provides instructions and scripts for Windows (e.g., .bat files), and references Windows-specific tools and workflows (e.g., File Explorer, Device Manager, Termite, and Windows CMD/PowerShell). There are no equivalent instructions, scripts, or tool recommendations for Linux (or macOS) users, and Linux alternatives for serial monitoring or flashing are not mentioned.
Recommendations:
  • Add Linux (and optionally macOS) as supported platforms in the prerequisites, or clearly state if they are unsupported.
  • Provide equivalent setup scripts for Linux (e.g., get-toolchain.sh) and include instructions for running them.
  • List Linux-compatible tools for serial port monitoring (e.g., minicom, screen, picocom) alongside or instead of Termite, and provide configuration steps for these tools.
  • Replace or supplement Windows-specific instructions (e.g., File Explorer, Device Manager) with cross-platform or Linux-specific alternatives (e.g., using the terminal, lsusb, dmesg, or /dev/tty* devices).
  • Ensure all command-line examples are cross-platform or provide both Windows and Linux variants.
  • If certain steps are only possible on Windows, clearly indicate this and suggest workarounds or alternatives for Linux users.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/tutorial-iot-industrial-solution-architecture.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools Powershell Heavy
Summary:
The documentation demonstrates a clear Windows bias: deployment instructions exclusively use a Windows 11 Enterprise VM, require RDP for access, and reference Windows-specific tools (e.g., Windows Subsystem for Linux, Windows command prompt). There are no instructions or examples for deploying or running the solution natively on Linux or macOS systems, nor are there alternatives to Windows-specific steps. Linux is only mentioned as a subsystem within Windows, not as a first-class platform.
Recommendations:
  • Provide parallel instructions for deploying and running the production line simulation and edge infrastructure on native Linux VMs (e.g., Ubuntu Server) and/or macOS, including setup steps for Docker, Kubernetes (K3s), and related tools.
  • Include Linux-native commands and shell script examples outside of WSL context, and clarify any OS-specific differences.
  • Offer guidance for connecting to Linux VMs (e.g., via SSH) instead of only RDP/Windows.
  • Mention and support Linux-based Azure VM images as deployment targets.
  • Ensure all scripts and tools referenced are cross-platform or provide alternatives for Linux/macOS users.
  • Reorder sections or provide tabs so that Linux and Windows instructions are presented with equal prominence.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/tutorial-devkit-stm-b-l475e-iot-hub.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools Powershell Heavy
Summary:
The documentation demonstrates a strong Windows bias. It explicitly requires Windows 10 or 11 as a prerequisite, provides only Windows batch scripts (e.g., .bat files) for toolchain setup and build, and references Windows-specific tools (Termite, File Explorer, Device Manager). There are no equivalent instructions, scripts, or tool recommendations for Linux users, nor are Linux terminal commands or alternatives provided. The use of Windows CMD, PowerShell, and Git Bash for Windows is mentioned, but no mention is made of native Linux shells or workflows.
Recommendations:
  • Add Linux as a supported platform in the prerequisites, or clarify if it is unsupported.
  • Provide equivalent shell scripts (e.g., get-toolchain.sh, rebuild.sh) for Linux users, and document their usage.
  • List Linux alternatives for Windows-only tools such as Termite (e.g., minicom, screen, picocom) and provide setup instructions.
  • Replace or supplement File Explorer and Device Manager steps with Linux equivalents (e.g., using the terminal, lsusb, dmesg, or /dev/tty* for serial ports).
  • Include Linux command-line examples alongside Windows commands throughout the tutorial.
  • Explicitly state any platform limitations or differences in the workflow.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/iot/tutorial-use-mqtt.md [View Details]
Scanned: 2025-07-08 04:23 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Windows Tools
Summary:
The documentation demonstrates some Windows bias, primarily by listing Windows prerequisites and tools (such as Visual Studio) before Linux equivalents, and by providing more detailed setup steps for Windows. The use of Windows-specific tools (Visual Studio) and the ordering of instructions (Windows first, then Linux) reinforce this bias. However, the tutorial does provide Linux instructions and examples, and the main sample build and run commands are cross-platform.
Recommendations:
  • Alternate the order of Windows and Linux instructions or present them in parallel tabs to avoid always listing Windows first.
  • Provide equivalent detail for Linux as for Windows, e.g., mention recommended Linux IDEs or editors (such as VS Code, CLion, or gedit) and any relevant Linux-specific setup tips.
  • Avoid assuming Visual Studio is the default C++ development environment; mention cross-platform alternatives.
  • Ensure all command-line examples are provided for both Windows (cmd or PowerShell) and Linux (bash), especially for git clone and build steps.
  • Where possible, use neutral, cross-platform language and tools in explanations and code snippets.
  • Explicitly state that all steps are supported on both Windows and Linux, and ensure parity in troubleshooting or notes sections.