14
Total Pages
5
Linux-Friendly Pages
9
Pages with Bias
64.3%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

46 issues found
Showing 1-25 of 46 flagged pages
Firmware Analysis What's new in firmware analysis .../blob/main/articles/firmware-analysis/release-notes.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by consistently mentioning Azure PowerShell before or alongside Azure CLI, with no explicit Linux shell or Bash examples provided. The references to PowerShell and CLI are generic, but PowerShell is a Windows-centric tool, and there is no parity in showing Linux-specific usage or examples. There are no mentions of Linux-native tools or workflows, and the documentation does not provide examples for Linux users, such as Bash scripts or Linux command-line patterns.
Recommendations
  • Provide explicit Linux/Bash examples alongside PowerShell and Azure CLI, especially for command-line automation.
  • Clarify that Azure CLI is cross-platform and provide sample commands run in Bash or zsh.
  • Add documentation sections or quickstarts specifically for Linux users, including screenshots from Linux environments.
  • Mention Linux-native tools and workflows where relevant, and ensure that instructions do not assume a Windows environment.
  • Review and update all command references to ensure Linux parity and avoid Windows-first ordering.
Firmware Analysis Frequently asked questions about firmware analysis ...in/articles/firmware-analysis/firmware-analysis-faq.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by listing Azure PowerShell (a Windows-centric tool) alongside Azure CLI, mentioning PowerShell before Linux alternatives, and not providing any explicit Linux shell (bash) or native Linux tool examples for interacting with firmware analysis. The links and quickstarts prioritize Windows/PowerShell usage, and there is no mention of Linux-specific workflows or parity in command-line usage.
Recommendations
  • Add explicit bash or Linux shell examples for firmware analysis commands, especially for Azure CLI usage.
  • Include links to Linux-specific quickstart guides or documentation, such as 'Quickstart: Upload firmware using bash on Linux'.
  • Ensure that CLI examples are shown before or alongside PowerShell examples, not after.
  • Mention Linux-native tools and workflows where relevant, and clarify cross-platform compatibility for all command-line instructions.
  • Add a section addressing Linux users, with troubleshooting tips or environment setup instructions for Linux.
Firmware Analysis Create a firmware analysis workspace using Azure Resource Manager .../firmware-analysis/quickstart-firmware-analysis-arm.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for all steps, but PowerShell is a Windows-centric tool and is presented as an equal alternative to Azure CLI. There is no mention of Linux-specific shell patterns (e.g., Bash), nor are there any explicit Linux-oriented instructions or troubleshooting notes. PowerShell installation and usage is highlighted in prerequisites, which may suggest a bias toward Windows users. The CLI examples are generic, but the presence and parity of PowerShell throughout implies a Windows-first mindset.
Recommendations
  • Add explicit Bash shell examples for Linux/macOS users, especially for variable assignment and file paths.
  • Clarify that Azure CLI works natively on Linux/macOS and provide installation instructions for those platforms.
  • De-emphasize PowerShell as a primary tool, or note that it is mainly for Windows users.
  • Include troubleshooting notes for common Linux/macOS issues (e.g., file permissions, path formats).
  • Where file paths are shown, use POSIX-style paths (./azuredeploy.json) in CLI examples and clarify Windows-style (\.\azuredeploy.json) in PowerShell.
Firmware Analysis Create a firmware analysis workspace using Terraform ...are-analysis/quickstart-firmware-analysis-terraform.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides verification steps using both Azure CLI and Azure PowerShell, but the PowerShell example is given equal prominence and detail, which may suggest a Windows-centric approach. There are no explicit Linux shell examples (e.g., bash) for resource verification, nor is there mention of Linux-specific tools or patterns. The instructions for setting environment variables use generic syntax, but the verification and cleanup steps do not show Linux-specific alternatives or considerations.
Recommendations
  • Add explicit bash/Linux shell examples for verification and resource management, such as using 'export' for environment variables and bash scripting for output parsing.
  • Clarify that Azure CLI commands work cross-platform and provide examples of running them in bash or other Linux shells.
  • If PowerShell is shown, also show equivalent bash commands for parity, especially for resource verification.
  • Mention Linux-specific considerations for Terraform usage, such as file permissions or common troubleshooting steps on Linux.
  • Ensure that any references to environment variables include both Windows (set) and Linux (export) syntax.
Firmware Analysis Use service principals to automate workflows in firmware analysis ...lysis/automate-firmware-analysis-service-principals.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by referencing Azure PowerShell as a primary scripting option, listing it before Python, and not mentioning Linux-specific tools or shell environments. The examples and instructions are generic but implicitly favor Windows by highlighting PowerShell and omitting Bash or Linux shell equivalents. There is no explicit Linux example or mention of Linux-specific considerations.
Recommendations
  • Include explicit Bash or Linux shell examples alongside Azure CLI and PowerShell instructions.
  • Mention that Azure CLI works cross-platform and provide guidance for Linux users (e.g., installation, environment setup).
  • List scripting options in a neutral order (e.g., CLI, Bash, PowerShell, Python) or highlight cross-platform compatibility.
  • Add links to Linux-specific quickstarts or documentation, if available.
  • Clarify that service principal authentication and firmware analysis workflows can be performed on Linux, macOS, and Windows.
Firmware Analysis Create a firmware analysis workspace using Bicep ...irmware-analysis/quickstart-firmware-analysis-bicep.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for all steps, but PowerShell is a Windows-centric tool and is listed alongside CLI throughout. There is no mention of Linux-specific shell environments (e.g., Bash), nor are there any examples tailored for Linux users (such as using Bash variables or shell idioms). The instructions for saving the Bicep file and running commands are generic, but the presence of PowerShell examples and terminology may imply a Windows-first perspective. No explicit Linux bias or parity issues in the CLI examples, but the overall pattern leans toward Windows tooling.
Recommendations
  • Add explicit Bash examples for Linux/macOS users, using Bash syntax for variables and commands.
  • Clarify that Azure CLI works cross-platform and provide guidance for running CLI commands in Bash, zsh, or other Linux shells.
  • Mention that PowerShell Core is available on Linux/macOS, if relevant, and clarify differences if any.
  • Consider reordering examples to present CLI/Bash first, then PowerShell, to avoid implicit Windows-first bias.
  • Include notes or links to Linux-specific installation instructions for Azure CLI and PowerShell.
Firmware Analysis Analyze a firmware image with the firmware analysis service. ...rticles/firmware-analysis/tutorial-analyze-firmware.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias primarily through its ordering and emphasis on Windows-centric tools and patterns. Azure PowerShell is mentioned before Linux-friendly alternatives, and there is a general assumption of Azure Portal usage, which is most commonly accessed from Windows environments. While the page does mention Azure CLI and Python SDK options, these are listed after PowerShell, and there are no explicit Linux shell or command-line examples. The documentation does not provide parity in examples or instructions for Linux users, nor does it mention Linux-specific tools or workflows, despite the firmware images being Linux-based.
Recommendations
  • Provide Linux shell (bash) examples alongside or before PowerShell examples, especially in quickstart and upload instructions.
  • Explicitly mention that Azure CLI is cross-platform and show usage from Linux terminals.
  • Include screenshots or instructions for accessing the Azure Portal from Linux browsers.
  • Add a section or callout for Linux users, highlighting any differences or tips for using the service from Linux environments.
  • Ensure the ordering of CLI and PowerShell instructions does not imply Windows is the primary or preferred platform.
Firmware Analysis Frequently asked questions about firmware analysis ...in/articles/firmware-analysis/firmware-analysis-faq.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates Windows bias by listing Azure PowerShell (a Windows-centric tool) alongside Azure CLI, mentioning PowerShell before Linux-native alternatives, and providing links to PowerShell quickstarts without equivalent Bash or Linux shell examples. There is no mention of Linux-specific command-line patterns or tools, nor are there examples using Bash or Linux shell environments, despite the firmware analysis focusing on Linux-based images.
Recommendations
  • Add explicit Bash/Linux shell examples for Azure CLI usage, including step-by-step instructions and screenshots where appropriate.
  • Mention Linux-native tools and workflows (e.g., Bash, zsh, terminal emulators) alongside or before PowerShell, especially when discussing CLI usage.
  • Provide parity in quickstart documentation: create and link to a 'Quickstart: Upload firmware using Bash/Linux shell' guide.
  • Clarify that Azure CLI is cross-platform and can be used natively on Linux and macOS, not just Windows.
  • Avoid listing PowerShell before CLI or Linux-native tools unless contextually justified; strive for neutral or Linux-first ordering when the subject matter is Linux-centric.
Firmware Analysis Use service principals to automate workflows in firmware analysis ...lysis/automate-firmware-analysis-service-principals.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by prominently mentioning Azure PowerShell as a primary automation method and listing it before Python. There are no explicit Linux-specific examples, tools, or instructions, and the workflow assumes familiarity with Windows-centric tools and patterns (e.g., PowerShell). The absence of Linux shell (bash/zsh) or cross-platform scripting examples further reinforces the bias.
Recommendations
  • Add explicit Linux/bash examples for interacting with Azure and the firmware analysis service.
  • Include instructions for using the Azure CLI in Linux environments, such as authentication and environment setup.
  • Mention cross-platform scripting options (e.g., bash, zsh, Python) before or alongside PowerShell.
  • Clarify that Azure CLI is available on Linux, macOS, and Windows, and provide platform-specific notes where relevant.
  • Provide parity in quickstart links: add or highlight Linux/bash quickstarts if available.
Firmware Analysis Create a firmware analysis workspace using Azure Resource Manager .../firmware-analysis/quickstart-firmware-analysis-arm.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation provides both Azure CLI and Azure PowerShell instructions for all steps, but PowerShell is a Windows-centric tool and is featured equally alongside the cross-platform Azure CLI. The prerequisites section lists PowerShell immediately after CLI, and PowerShell examples are given for every operation. There is no explicit mention of Linux-specific patterns, shell environments, or alternative tools (e.g., Bash scripting, Linux terminal conventions). The documentation assumes familiarity with PowerShell, which is primarily used on Windows, and does not clarify that Azure CLI commands are cross-platform or provide Linux-specific context.
Recommendations
  • Clarify that Azure CLI is fully cross-platform and can be used on Linux, macOS, and Windows.
  • Explicitly mention that PowerShell Core is available on Linux and macOS, or link to installation instructions for non-Windows platforms.
  • Add Linux-specific notes or examples, such as using Bash variables (e.g., export rgName=...) and file path conventions (./ instead of .\).
  • Consider listing Azure CLI examples first, as it is the most cross-platform tool.
  • Include troubleshooting or environment setup tips for Linux users (e.g., permissions, shell compatibility).
Firmware Analysis Create a firmware analysis workspace using Terraform ...are-analysis/quickstart-firmware-analysis-terraform.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for verifying the workspace, but PowerShell is given equal prominence despite being Windows-centric. There are no explicit Linux shell examples (e.g., bash scripting for resource verification), and PowerShell is featured as a primary method, which may disadvantage Linux users. The use of environment variables is mentioned, but no Linux-specific instructions (such as export syntax) are provided.
Recommendations
  • Add explicit Linux shell (bash) examples for resource verification, including commands using Azure CLI in a bash environment.
  • Clarify environment variable setting for both Windows (set) and Linux (export) shells.
  • Consider listing Azure CLI (cross-platform) examples before PowerShell examples to avoid Windows-first bias.
  • Include troubleshooting steps or notes relevant to Linux users (e.g., common issues with bash, shell compatibility).
Firmware Analysis Analyze a firmware image with the firmware analysis service. ...rticles/firmware-analysis/tutorial-analyze-firmware.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page demonstrates a mild Windows bias. While the main tutorial is platform-neutral and focused on the Azure Portal UI, the 'Next steps' section lists Azure CLI, Azure PowerShell, and Python quickstarts, mentioning PowerShell (a Windows-centric tool) before Python. There is no explicit mention of Linux shell examples (e.g., Bash), nor are Linux-specific tools or workflows highlighted. The documentation references PowerShell and Windows tools before their Linux equivalents, and does not provide parity in example ordering or tool recommendations.
Recommendations
  • Add explicit Bash/Linux shell examples and quickstarts alongside PowerShell and Python.
  • Mention Linux CLI tools (e.g., Bash, curl, wget) in the 'Next steps' section, ideally before or alongside PowerShell.
  • Ensure ordering of example links alternates or starts with Linux-friendly options (e.g., Azure CLI, Bash) before Windows-centric tools.
  • Clarify that Azure CLI is cross-platform and provide usage examples for both Windows (PowerShell) and Linux (Bash).
  • Where possible, add screenshots or instructions for Linux desktop environments to match Windows UI references.
Firmware Analysis Create a firmware analysis workspace using Bicep ...irmware-analysis/quickstart-firmware-analysis-bicep.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for all operations, but PowerShell is a Windows-centric tool and is presented as an equal alternative throughout. There is no mention of Linux-specific shell patterns (e.g., bash, zsh), nor are Linux-specific considerations (such as file permissions, environment differences, or package managers) discussed. The PowerShell installation and usage instructions may imply a Windows-first approach, and the lack of explicit Linux shell examples or troubleshooting tips for Linux users further reinforces this bias.
Recommendations
  • Add explicit bash/zsh examples for Linux users, especially for variable assignment and command usage.
  • Clarify that Azure CLI works cross-platform and provide Linux/macOS installation instructions and troubleshooting tips.
  • Note that PowerShell Core is available on Linux/macOS, but most Linux users will prefer bash/zsh.
  • Include Linux-specific guidance for saving files, running commands, and handling permissions.
  • Order examples so that CLI/bash comes before PowerShell, or clearly indicate platform applicability for each example.
  • Add a section or callout for Linux/macOS users to address any platform-specific differences.
Firmware Analysis What's new in firmware analysis .../blob/main/articles/firmware-analysis/release-notes.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by referencing PowerShell and Azure CLI commands together, but does not provide explicit Linux shell (bash) examples or mention Linux-specific tools. PowerShell is mentioned before alternatives, and there is no parity in examples for Linux users. The documentation also refers to Azure portal and Azure Monitor, which are platform-agnostic, but the command-line automation section lacks Linux shell coverage.
Recommendations
  • Add explicit bash/Linux shell examples alongside PowerShell and Azure CLI commands for firmware analysis workflows.
  • Ensure that references to command-line automation include both Windows (PowerShell) and Linux (bash) usage patterns.
  • Mention Linux-native tools or workflows where appropriate, and clarify cross-platform compatibility for SDKs and CLI tools.
  • Where PowerShell is referenced, provide equivalent bash commands or scripts to ensure Linux users have clear guidance.
  • Review documentation for other areas where Windows tools or terminology are used first, and balance with Linux equivalents.
Firmware Analysis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/firmware-analysis/quickstart-firmware-analysis-terraform.md ...are-analysis/quickstart-firmware-analysis-terraform.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for verifying the workspace, but the PowerShell example is given equal prominence despite being Windows-specific. There are no explicit Linux shell examples (e.g., Bash), and the verification steps focus on Azure CLI (cross-platform) and PowerShell (Windows-centric), with no mention of Linux-specific tools or patterns. The PowerShell example uses syntax and commands that are not applicable on Linux or macOS, and there is no guidance for users on non-Windows platforms beyond Azure CLI.
Recommendations
  • Add explicit Bash/Linux shell examples for verification steps, especially for users running Terraform and Azure CLI on Linux or macOS.
  • Clearly indicate which examples are cross-platform and which are Windows-specific, possibly by labeling tabs as 'Windows (PowerShell)' and 'Linux/macOS (Bash)'.
  • Where PowerShell is used, provide equivalent Bash commands for Linux/macOS users.
  • Mention that Azure CLI is cross-platform and recommend it as the primary verification method for non-Windows users.
  • If any troubleshooting or cleanup steps involve PowerShell, provide Linux/macOS alternatives.
Firmware Analysis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/firmware-analysis/firmware-analysis-faq.md ...in/articles/firmware-analysis/firmware-analysis-faq.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits Windows bias by prioritizing Azure PowerShell references and examples, mentioning PowerShell before CLI, and omitting explicit Linux shell (bash) examples or guidance. The links and quickstarts focus on Azure CLI and PowerShell, with no mention of Linux-specific usage patterns or tools. There is also no guidance for Linux users on how to use the CLI in bash or other Linux environments.
Recommendations
  • Add explicit Linux shell (bash) examples for Azure CLI usage, showing commands as run in a Linux terminal.
  • Include guidance for Linux users on installing and using Azure CLI in Linux environments.
  • Mention Linux equivalents (e.g., bash scripts) alongside PowerShell examples, and provide parity in quickstart documentation.
  • Reorder references so that cross-platform tools (Azure CLI) are mentioned before Windows-specific ones (PowerShell).
  • Add troubleshooting or FAQ entries relevant to Linux users, such as common issues with CLI on Linux.
Firmware Analysis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/firmware-analysis/quickstart-firmware-analysis-bicep.md ...irmware-analysis/quickstart-firmware-analysis-bicep.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for all steps, but PowerShell is a Windows-centric tool and is presented as an equal alternative to Azure CLI. There is no explicit mention of Linux shell environments (e.g., Bash), nor are there any Linux-specific notes or examples. The use of PowerShell and references to its installation may implicitly favor Windows users, and the documentation does not clarify cross-platform compatibility for PowerShell or CLI commands.
Recommendations
  • Explicitly state that Azure CLI commands work natively on Linux, macOS, and Windows, and provide Bash-specific notes if needed.
  • Clarify that Azure PowerShell is available cross-platform (via PowerShell Core), or add a note about installation on Linux/macOS.
  • Add example shell commands using Bash (with export, etc.) for variable assignment, to demonstrate Linux parity.
  • Consider listing Azure CLI (which is cross-platform) before PowerShell in all sections to reduce Windows-first impression.
  • Add troubleshooting notes for Linux users (e.g., file permissions, path differences) where relevant.
Firmware Analysis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/firmware-analysis/release-notes.md .../blob/main/articles/firmware-analysis/release-notes.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a Windows bias primarily by listing PowerShell and Azure CLI as automation options, with PowerShell mentioned explicitly and no Linux shell (bash) or cross-platform CLI examples provided. Windows tools and patterns (PowerShell, Azure portal navigation) are referenced before or instead of Linux-native equivalents. There are no Linux-specific command-line examples, nor is there mention of using bash, zsh, or Linux desktop tools for automation or interaction with the service.
Recommendations
  • Add Linux shell (bash) examples alongside PowerShell for automation tasks.
  • Explicitly mention cross-platform compatibility of Azure CLI and provide sample commands for Linux/macOS terminals.
  • Include references to Linux-native tools or workflows where relevant (e.g., wget/curl for downloads, tar for extraction).
  • Ensure that documentation for SDKs, CLI, and automation covers both Windows and Linux environments equally.
  • Where portal navigation is described, clarify that the experience is similar on Linux browsers and highlight any differences if present.
Firmware Analysis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/firmware-analysis/automate-firmware-analysis-service-principals.md ...lysis/automate-firmware-analysis-service-principals.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by referencing Azure PowerShell and the Azure CLI without clarifying cross-platform compatibility. PowerShell is traditionally associated with Windows, and its mention alongside CLI and Python suggests a Windows-first approach. There is no explicit mention of Linux or macOS environments, nor are there examples or instructions tailored for those platforms. The steps assume users are familiar with Windows-centric tools and patterns, and do not address Linux-specific considerations (e.g., shell differences, credential storage, or environment setup).
Recommendations
  • Explicitly state that Azure CLI is cross-platform and provide instructions for installing and using it on Linux and macOS.
  • Include Linux/macOS-specific examples, such as using Bash or zsh for scripting, and mention any differences in environment setup.
  • Clarify that Azure PowerShell is available on Linux and macOS, and provide installation instructions for those platforms.
  • Add notes about secure credential storage practices on Linux (e.g., using environment variables, keyrings, or .env files).
  • Consider providing a table or section comparing usage on Windows, Linux, and macOS, highlighting any differences or caveats.
Firmware Analysis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/firmware-analysis/quickstart-firmware-analysis-arm.md .../firmware-analysis/quickstart-firmware-analysis-arm.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for all operations, but PowerShell (a Windows-centric tool) is given equal prominence throughout. There is no mention of Linux-specific shell patterns (e.g., bash, zsh), nor are there any explicit Linux terminal instructions or notes about cross-platform differences. PowerShell is traditionally a Windows-first tool, and its inclusion alongside CLI may suggest a bias toward Windows users. Additionally, file path examples use Windows-style backslashes in PowerShell commands, reinforcing the Windows context.
Recommendations
  • Add explicit notes clarifying that Azure CLI commands work natively on Linux/macOS and Windows.
  • Include bash/zsh shell examples or clarify that CLI commands are intended for bash-style shells on Linux/macOS.
  • Mention installation and usage of Azure CLI on Linux/macOS, including package manager instructions (e.g., apt, yum, brew).
  • For PowerShell, clarify cross-platform availability and provide guidance for Linux/macOS users if relevant.
  • Use platform-neutral file paths in examples, or provide both Windows and Linux/macOS path formats where applicable.
  • Consider ordering examples with Azure CLI (cross-platform) first, and PowerShell second, to reduce Windows-first perception.
Firmware Analysis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/firmware-analysis/tutorial-analyze-firmware.md ...rticles/firmware-analysis/tutorial-analyze-firmware.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias primarily in its references to Azure PowerShell and the ordering of quickstart links, which mention Azure CLI (cross-platform), Azure PowerShell (Windows-centric), and Python SDK. PowerShell is traditionally a Windows tool, and its mention before Linux-specific shell examples or tools suggests a Windows-first approach. There are no explicit Linux shell (bash) or macOS Terminal examples, and no mention of Linux-native tools or patterns for interacting with Azure. The main workflow is described via the Azure Portal, which is cross-platform, but command-line examples and tool references favor Windows environments.
Recommendations
  • Add explicit bash or shell examples for Linux users alongside PowerShell examples.
  • Ensure that Azure CLI examples are presented before PowerShell, as CLI is cross-platform.
  • Include notes or sections on using Linux-native tools (e.g., curl, scp) for firmware upload and management.
  • Clarify that PowerShell is available on Linux and macOS, or provide links to installation instructions for non-Windows platforms.
  • Add screenshots or instructions showing the process on Linux desktops, not just Windows.
  • Review and update quickstart links to prioritize cross-platform solutions and highlight Linux parity.
Firmware Analysis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/firmware-analysis/release-notes.md .../blob/main/articles/firmware-analysis/release-notes.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a Windows bias primarily by referencing Azure CLI and PowerShell commands for automation, with no mention of Linux shell equivalents (e.g., Bash, shell scripts). PowerShell is highlighted alongside Azure CLI, and Windows-centric tools and patterns (such as PowerShell modules) are mentioned before any Linux alternatives. There are no explicit Linux command-line examples or instructions, and the documentation does not provide parity for Linux users in terms of automation or scripting guidance.
Recommendations
  • Add Linux/Bash shell command examples for firmware analysis automation, alongside Azure CLI and PowerShell.
  • Explicitly mention that Azure CLI is cross-platform and provide usage examples on Linux/macOS terminals.
  • Include references to Linux-native tools or scripting patterns where relevant (e.g., curl, wget, bash scripts).
  • Ensure that instructions for downloading, extracting, and analyzing firmware are not Windows-centric and provide Linux equivalents.
  • Review and update quickstarts and tutorials to include Linux workflows and screenshots where appropriate.
Firmware Analysis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/firmware-analysis/firmware-analysis-faq.md ...in/articles/firmware-analysis/firmware-analysis-faq.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page displays a Windows bias by listing Azure PowerShell (a Windows-centric tool) alongside Azure CLI, and by providing direct links to PowerShell documentation and quickstarts before mentioning Python SDK usage. There are no explicit Linux shell (bash) examples or references to Linux-native tools for interacting with the firmware analysis service, despite the service's focus on Linux-based firmware images.
Recommendations
  • Add explicit bash or Linux shell examples for interacting with the firmware analysis service using Azure CLI.
  • Include links to Linux-specific quickstarts or documentation for uploading and analyzing firmware images.
  • Ensure that CLI examples are shown in both Windows (PowerShell) and Linux (bash) formats, or clarify cross-platform usage.
  • Mention Linux and macOS compatibility for the Azure CLI and SDK tools where appropriate.
  • Avoid listing PowerShell before CLI or Python when the service is primarily Linux-focused.
Firmware Analysis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/firmware-analysis/quickstart-firmware-analysis-terraform.md ...are-analysis/quickstart-firmware-analysis-terraform.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for verifying the workspace, but the PowerShell example is given equal prominence despite Azure CLI being cross-platform. There are no explicit Linux shell (bash) examples, and the verification steps focus on Windows-centric tools (PowerShell) alongside CLI, with no mention of Linux-specific patterns or troubleshooting. The use of PowerShell and Windows-style variable assignment may be confusing for Linux users.
Recommendations
  • Add explicit bash shell examples for verification steps, using standard Linux shell syntax.
  • Clarify that Azure CLI commands work on Linux, macOS, and Windows, and provide OS-specific instructions if needed.
  • If PowerShell is shown, also show equivalent bash commands for Linux users.
  • Mention Linux troubleshooting patterns or tools where relevant.
  • Ensure variable assignment examples use syntax compatible with both bash and PowerShell, or provide both versions.
Firmware Analysis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/firmware-analysis/tutorial-analyze-firmware.md ...rticles/firmware-analysis/tutorial-analyze-firmware.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by referencing Azure PowerShell and Azure CLI quickstarts before mentioning Python, and by listing PowerShell as a primary method for interacting with the service. There is no explicit mention of Linux-specific tools, shell commands, or examples, nor is there guidance for Linux users on how to perform common tasks (e.g., uploading firmware) using native Linux tools or workflows. The documentation assumes familiarity with Windows-centric patterns and does not provide parity for Linux users.
Recommendations
  • Add explicit Linux shell (bash) examples for uploading and managing firmware images, using Azure CLI on Linux.
  • Provide instructions for installing and using Azure CLI and PowerShell on Linux, including any platform-specific caveats.
  • Include screenshots or terminal output from Linux environments alongside Windows examples.
  • Mention Linux-native tools (e.g., curl, scp, rsync) for interacting with Azure storage or APIs where relevant.
  • Ensure that Linux instructions are presented with equal prominence and clarity as Windows/PowerShell examples.
  • Clarify that Azure CLI and PowerShell are cross-platform, and provide guidance for both Windows and Linux users in all quickstart and tutorial links.
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