113
Total Pages
61
Linux-Friendly Pages
52
Pages with Bias
46.0%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

281 issues found
Showing 76-100 of 281 flagged pages
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/expressroute-prerequisites.md ...in/articles/expressroute/expressroute-prerequisites.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by referencing Azure PowerShell commands as a prerequisite for ExpressRoute Direct enrollment, without mentioning or providing alternatives for Linux users (such as Azure CLI or REST API). There are no Linux-specific examples or guidance, and the only automation tool referenced is PowerShell, which is primarily associated with Windows environments.
Recommendations
  • Include Azure CLI examples or instructions alongside PowerShell, especially for tasks like enrolling a subscription for ExpressRoute Direct.
  • Explicitly mention that tasks can be performed from Linux, macOS, or Windows, and provide cross-platform command examples where automation is required.
  • Reference REST API or portal-based alternatives where possible, to ensure users on any platform can follow the prerequisites.
  • Add a note clarifying that PowerShell is available cross-platform, or provide installation links for non-Windows environments if PowerShell usage is unavoidable.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/expressroute-troubleshooting-expressroute-overview.md ...https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/expressroute-troubleshooting-expressroute-overview.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page exhibits a strong Windows bias. All command-line examples for ExpressRoute verification and troubleshooting use Azure PowerShell, with no mention of Azure CLI or Linux-native tools. The only traffic testing tool referenced is PsPing, a Windows-only Sysinternals utility, and there are no Linux alternatives or cross-platform instructions. The structure and flow of the guide present Windows-centric methods first and exclusively, omitting equivalent Linux workflows throughout.
Recommendations
  • Provide Azure CLI examples alongside PowerShell for all command-line operations, as Azure CLI is cross-platform and widely used on Linux and macOS.
  • Include Linux-native tools for connectivity testing, such as 'ping', 'traceroute', or 'hping', and explain how to interpret their results in the context of ExpressRoute troubleshooting.
  • Mention PsPing as a Windows option, but also suggest cross-platform alternatives (e.g., 'nping' from Nmap, 'iperf', or 'hping') for packet counting and connectivity tests.
  • Add explicit instructions and sample commands for Linux environments wherever PowerShell or Windows tools are referenced.
  • Review the troubleshooting steps to ensure parity between Windows and Linux, including portal navigation and diagnostic workflows.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/expressroute-troubleshooting-network-performance.md ...te/expressroute-troubleshooting-network-performance.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a strong Windows bias. All example commands use PowerShell, and the Azure Connectivity Toolkit (AzureCT) is presented as a PowerShell module with installation and usage instructions tailored exclusively for Windows environments. The toolkit installs supporting applications (iPerf, PSPing) into Windows-specific directories and configures Windows Firewall rules. Linux is mentioned only in passing (as a possible remote host), with no equivalent Linux command-line examples, installation instructions, or troubleshooting guidance. The references and test setups are also Windows-centric, and there is no guidance for Linux users on how to achieve parity in testing or tool usage.
Recommendations
  • Provide equivalent Linux command-line examples for installing and running iPerf and PSPing (or suitable alternatives) on Linux hosts.
  • Include instructions for configuring Linux firewalls (e.g., ufw, firewalld, iptables) to allow necessary ports for testing.
  • Document how to run performance tests from a Linux host, including sample bash scripts or command-line invocations.
  • Clarify whether AzureCT or similar toolkits are available for Linux, or recommend open-source alternatives for Linux users.
  • Ensure troubleshooting steps and diagrams explicitly address both Windows and Linux environments, including OS-specific nuances.
  • Present examples for both platforms side-by-side or in parallel, rather than defaulting to Windows/PowerShell.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/gateway-migration.md ...s/blob/main/articles/expressroute/gateway-migration.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools Windows First
Summary
The documentation page exhibits a Windows bias by exclusively referencing PowerShell for command-line migration and subnet management tasks, with no mention of Linux-native tools or Azure CLI. All procedural examples and guidance for scripting or automation are given in PowerShell, which is traditionally a Windows tool, and there is no parity for Linux users or those using Bash/Azure CLI. The order of presentation also places PowerShell before any mention of cross-platform alternatives, and no Linux-specific instructions are provided.
Recommendations
  • Add Azure CLI (az) examples for all migration and subnet management steps alongside PowerShell instructions.
  • Explicitly mention that PowerShell Core is cross-platform, but also provide Bash/Azure CLI commands for Linux users.
  • Include guidance for Linux environments, such as using Azure CLI in Bash or Cloud Shell, and clarify any differences in experience.
  • Ensure that all procedural documentation presents both Windows and Linux options in parallel, or at least does not prioritize Windows tools.
  • Review FAQ and troubleshooting sections to include Linux/Azure CLI equivalents for all PowerShell-based solutions.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/how-to-custom-route-alert.md ...ain/articles/expressroute/how-to-custom-route-alert.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation is heavily focused on Azure PowerShell and Windows-centric automation patterns. All scripting and automation examples use PowerShell, with no mention of Bash, Azure CLI, or Linux-native alternatives. The workflow assumes familiarity with PowerShell and Windows tools, and does not provide Linux or cross-platform guidance. The use of PowerShell is presented as a requirement, and no parity is offered for users who prefer or require Linux-based automation.
Recommendations
  • Provide equivalent examples using Azure CLI and Bash scripts for Linux users.
  • Clarify whether Azure Automation runbooks can use Python or other cross-platform languages, and provide sample scripts.
  • Explicitly mention Linux support and provide instructions for setting up automation from Linux environments.
  • Add notes or links to documentation for cross-platform tooling, such as Azure CLI, and how to achieve similar monitoring and alerting workflows.
  • Rephrase prerequisites to include both Windows/PowerShell and Linux/Azure CLI options, so users know all supported approaches.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/gateway-migration-error-messaging.md ...cles/expressroute/gateway-migration-error-messaging.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 references PowerShell as the only command-line migration method, with no mention of Linux-native tools (such as Azure CLI or Bash). The 'Next steps' section lists PowerShell migration before any Linux-equivalent, and does not provide direct guidance for Linux users. No examples or troubleshooting steps reference Linux or cross-platform tooling, suggesting a Windows-centric approach.
Recommendations
  • Add explicit instructions and examples for Azure CLI (az) commands for gateway migration, troubleshooting, and resource management.
  • Include Bash shell examples for common operations, ensuring parity with PowerShell instructions.
  • In the 'Next steps' section, provide links to both PowerShell and Azure CLI migration guides, and avoid listing Windows tools first unless justified by usage statistics.
  • Where troubleshooting steps mention GET/SET operations, clarify how these can be performed using Azure CLI or REST API, not just PowerShell.
  • Review referenced articles to ensure Linux and cross-platform tooling are covered equally.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/how-to-configure-connection-monitor.md ...es/expressroute/how-to-configure-connection-monitor.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits a Windows bias in several ways: PowerShell is the only scripting example provided for configuring the monitoring solution, and Windows-specific tools and workflows (such as the EnableRules.ps1 script and references to Control Panel) are described in detail. Instructions for Linux users are less comprehensive, often requiring manual configuration and lacking equivalent automation or troubleshooting guidance. Windows steps and tools are consistently presented before Linux alternatives, and some sections (e.g., agent installation verification) only reference Windows interfaces.
Recommendations
  • Provide equivalent Bash or shell script examples for Linux users, especially for automating agent configuration and firewall rule setup.
  • Offer step-by-step Linux troubleshooting guidance, similar to the Windows Control Panel and agent connectivity verification instructions.
  • Present Linux and Windows instructions in parallel, rather than listing Windows first or in more detail.
  • Include links to Linux agent management and configuration documentation wherever Windows-specific links are provided.
  • Develop and reference Linux-friendly automation tools (e.g., scripts for opening firewall ports and configuring registry/files) to match the PowerShell experience on Windows.
  • Ensure parity in screenshots and UI walkthroughs for Linux environments where applicable.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/how-to-configure-custom-bgp-communities.md ...xpressroute/how-to-configure-custom-bgp-communities.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools Windows First
Summary
The documentation exclusively uses Azure PowerShell for all configuration steps, with no mention of Azure CLI, Bash, or Linux-native tools. All code examples are PowerShell-based, which is most familiar to Windows users. There is no guidance or parity for Linux users, nor any indication of how to perform these tasks outside of PowerShell or Windows environments.
Recommendations
  • Add equivalent Azure CLI examples for all configuration steps, as Azure CLI is cross-platform and widely used on Linux and macOS.
  • Explicitly mention that Azure PowerShell can be used on Linux and macOS, but provide Bash/CLI syntax for users who prefer native Linux tools.
  • Include a section comparing PowerShell and CLI approaches, and link to relevant Azure CLI documentation.
  • Ensure that prerequisites and troubleshooting steps reference Linux-compatible tools and workflows where applicable.
  • Avoid implying PowerShell is the only or preferred method by using more neutral language and ordering (e.g., present CLI and PowerShell side-by-side or in parallel sections).
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/how-to-expressroute-direct-portal.md ...cles/expressroute/how-to-expressroute-direct-portal.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 demonstrates a Windows bias in several ways. PowerShell is presented as a primary automation method alongside the Azure Portal and Azure CLI, with detailed PowerShell examples and outputs. In multiple sections, Windows file paths (e.g., C:\Users\SampleUser\Downloads) are used in examples before or instead of Linux/Unix equivalents. The Azure CLI examples are present, but PowerShell instructions and outputs are often more detailed, and Windows-centric patterns (such as file paths and terminology) are used by default. There is minimal mention of Linux/Unix shell environments, and Linux-specific considerations (such as file paths, shell syntax, or platform differences) are not addressed.
Recommendations
  • Provide Linux/Unix file path examples (e.g., /home/sampleuser/Downloads/LOA.pdf) alongside Windows paths in all relevant CLI and PowerShell commands.
  • Explicitly mention that Azure CLI commands work cross-platform and provide sample commands for Bash/zsh environments, including variable syntax differences.
  • Add notes or tabs for Linux/macOS users where file system or shell differences may affect command usage or outputs.
  • Balance PowerShell and CLI coverage by ensuring CLI examples are as detailed as PowerShell, including sample outputs and edge cases.
  • Avoid defaulting to Windows-centric terminology and paths; use neutral or dual-platform examples wherever possible.
  • Consider including Cloud Shell examples (which are Linux-based) more prominently, and clarify when commands are platform-agnostic.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/reset-circuit.md ...-docs/blob/main/articles/expressroute/reset-circuit.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation provides detailed instructions for resetting an ExpressRoute circuit using the Azure portal and Azure PowerShell, with all command-line examples exclusively in PowerShell. There are no examples or guidance for Linux users, such as using Azure CLI or Bash, and PowerShell is presented as the primary scripting tool, which is most commonly used on Windows.
Recommendations
  • Add equivalent Azure CLI (az) examples for Linux/macOS users alongside PowerShell commands.
  • Explicitly mention that Azure CLI can be used on Windows, Linux, and macOS, and provide installation links.
  • Present both PowerShell and CLI options in parallel, or alternate the order to avoid Windows-first bias.
  • Include notes or troubleshooting steps relevant to Linux environments where applicable.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/planned-maintenance.md ...blob/main/articles/expressroute/planned-maintenance.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates Windows bias by exclusively referencing the PowerShell command 'Get-AzExpressRouteCircuitStats' for traffic monitoring, without mentioning Linux or cross-platform alternatives. There are no CLI (az), REST API, or Linux-native tool examples provided for monitoring or validation tasks. The guidance assumes familiarity with Windows tooling and does not offer parity for Linux users.
Recommendations
  • Provide equivalent Azure CLI (az) commands for monitoring ExpressRoute circuit statistics, as the Azure CLI is cross-platform and widely used on Linux.
  • Include REST API examples for ExpressRoute monitoring and failover validation to support automation and platform neutrality.
  • Mention Linux-native networking tools (e.g., tcpdump, netstat, bird, FRRouting) for BGP session monitoring and traffic validation.
  • Ensure all code samples and troubleshooting steps are available for both Windows (PowerShell) and Linux (CLI, shell scripts) environments.
  • Add explicit guidance for Linux users on how to subscribe to Azure Service Health notifications and monitor ExpressRoute circuits.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/site-to-site-vpn-over-microsoft-peering.md ...xpressroute/site-to-site-vpn-over-microsoft-peering.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page exhibits a Windows bias by providing only Azure PowerShell examples for Azure-side operations, referencing the Azure portal (which is most commonly used on Windows), and omitting any CLI or Linux-native commands. All verification and management examples for Azure resources use PowerShell, with no Bash, Azure CLI, or Linux shell alternatives. The only on-premises device example is for Cisco CSR1000 running on Hyper-V (a Windows virtualization platform), with no mention of Linux-based VPN appliances or configuration examples for Linux-native tools. This prioritizes Windows tools and patterns, making it harder for Linux users to follow or replicate the steps.
Recommendations
  • Add Azure CLI (az) command examples alongside PowerShell for all Azure-side operations, including resource creation, status verification, and BGP route inspection.
  • Include Linux-based VPN device configuration examples (e.g., strongSwan, libreswan, or OpenVPN) for on-premises tunnel setup and BGP configuration.
  • Reference Linux-compatible virtualization platforms (e.g., KVM, VMware) when discussing on-premises device deployment, not just Hyper-V.
  • Explicitly mention that all steps can be performed from Linux or macOS environments using Azure CLI and REST APIs, not just PowerShell or the Azure portal.
  • Provide troubleshooting and validation commands for Linux-based VPN appliances, such as ipsec status, swanctl, or systemctl commands.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/use-s2s-vpn-as-backup-for-expressroute-privatepeering.md ...ps://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/use-s2s-vpn-as-backup-for-expressroute-privatepeering.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 by providing command-line examples and operational instructions primarily using Windows tools (tracert) and PowerShell cmdlets (Get-AzVirtualNetworkGatewayLearnedRoute, Set-AzExpressRouteCircuit, etc.) for Azure resource management and network validation. There are no equivalent Linux or cross-platform CLI examples (e.g., Bash, Azure CLI, Linux traceroute), and Windows tools are mentioned and shown first or exclusively in relevant sections.
Recommendations
  • Provide equivalent Azure CLI (az) commands for all PowerShell examples, as Azure CLI is cross-platform and widely used on Linux and macOS.
  • Include Linux traceroute examples alongside Windows tracert, and clarify any differences in output or usage.
  • Explicitly mention that the procedures can be performed from Linux or macOS systems, and provide sample commands for those platforms.
  • Where possible, use generic networking commands (e.g., 'traceroute' instead of 'tracert') and avoid assuming the reader is on Windows.
  • Add notes or tables comparing Windows and Linux command syntax for key operational steps.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/about-fastpath.md ...docs/blob/main/articles/expressroute/about-fastpath.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page for Azure ExpressRoute FastPath demonstrates Windows bias by exclusively referencing Azure PowerShell for configuration steps and omitting Linux-focused tools or CLI examples. The 'Next steps' section lists Azure PowerShell before any other method and does not mention Azure CLI or provide Bash/Linux shell instructions, which are commonly used by Linux administrators. There are no examples or guidance for configuring FastPath from Linux environments.
Recommendations
  • Add Azure CLI (az) configuration steps and examples alongside or before PowerShell instructions.
  • Include Bash shell command examples for Linux users where relevant.
  • Ensure parity in tool references by mentioning both PowerShell and CLI options in all configuration sections.
  • Explicitly state platform compatibility for each configuration method.
  • Consider adding a table comparing configuration steps across Windows and Linux environments.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/expressroute-about-virtual-network-gateways.md ...ssroute/expressroute-about-virtual-network-gateways.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools Windows First
Summary
The documentation page exhibits Windows bias by providing only Azure PowerShell examples for gateway subnet creation, referencing PowerShell and REST APIs exclusively in the technical resources section, and omitting equivalent Azure CLI (cross-platform) or Linux shell examples. The use of PowerShell cmdlets and terminology is prevalent, and Windows-oriented tools are mentioned before or instead of Linux alternatives.
Recommendations
  • Add Azure CLI examples alongside PowerShell for all configuration steps, especially for gateway subnet creation.
  • Include Bash or Linux shell command equivalents where applicable.
  • Reference Azure CLI documentation and resources in parallel with PowerShell and REST API links.
  • Explicitly state that all operations can be performed on Linux, macOS, and Windows, and provide platform-agnostic guidance.
  • Review all technical resource sections to ensure Linux and cross-platform tooling is represented equally or first.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/how-to-configure-connection-monitor.md ...es/expressroute/how-to-configure-connection-monitor.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation demonstrates a Windows bias in several ways: PowerShell scripts are provided for key configuration steps, with Linux alternatives described only briefly and less conveniently (manual file editing). Windows instructions and tools (such as PowerShell scripts and Control Panel references) are mentioned first and in more detail, while Linux guidance is less prominent and lacks equivalent automation. There are missing Linux script examples for firewall configuration, and troubleshooting links are Windows-centric.
Recommendations
  • Provide equivalent Linux shell script examples for agent configuration and firewall rule setup, rather than requiring manual file edits.
  • Present Linux and Windows instructions in parallel, giving equal prominence and detail to both platforms.
  • Include troubleshooting links and guidance for Linux agents, not just Windows.
  • Avoid referencing Windows-specific tools (e.g., Control Panel) without Linux equivalents.
  • Where PowerShell is used for Windows, offer Bash or other Linux-native script options for Linux users.
  • Explicitly state platform parity goals and ensure all steps are covered for both operating systems.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/expressroute-howto-macsec.md ...ain/articles/expressroute/expressroute-howto-macsec.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation is heavily biased towards Windows and PowerShell. All configuration steps and code examples use Azure PowerShell cmdlets, with no mention of Linux CLI equivalents (such as Azure CLI or Bash scripting). The prerequisites and instructions assume the use of PowerShell, and there is no guidance for users on Linux or macOS platforms. Windows tools and patterns are referenced exclusively and presented first, with no parity for Linux users.
Recommendations
  • Provide equivalent Azure CLI (az) commands for all PowerShell examples, suitable for Linux/macOS users.
  • Include instructions for installing and using Azure CLI on Linux and macOS.
  • Add notes or sections that clarify cross-platform compatibility and highlight any differences in workflow between Windows and Linux.
  • Reference Bash scripting or Linux-native tools where appropriate, especially for secret management and automation.
  • Ensure that examples and guidance are not exclusively tied to Windows or PowerShell, and present Linux options alongside Windows ones.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/expressroute-troubleshooting-arp-resource-manager.md ...e/expressroute-troubleshooting-arp-resource-manager.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page exclusively uses PowerShell cmdlets and references the Azure PowerShell module for all example commands and troubleshooting steps. There are no examples or instructions for Linux users (e.g., Azure CLI, Bash, or REST API), and Windows/PowerShell tooling is presented as the default and only method. This creates a strong Windows bias and excludes Linux and cross-platform users from parity in troubleshooting ExpressRoute ARP tables.
Recommendations
  • Add equivalent instructions and examples using Azure CLI commands, which are cross-platform and work on Linux, macOS, and Windows.
  • Include REST API references or examples for retrieving ARP tables, enabling automation and platform independence.
  • Clearly indicate that PowerShell is one of several options, and provide links or sections for Linux/macOS users.
  • Where possible, provide troubleshooting steps or sample outputs using Bash or other common Linux tools.
  • Update prerequisites to mention both PowerShell and Azure CLI, and clarify installation steps for each.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/reset-circuit.md ...-docs/blob/main/articles/expressroute/reset-circuit.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation provides detailed instructions for resetting an ExpressRoute circuit using the Azure portal and Azure PowerShell, with all command-line examples given in PowerShell. There are no examples or guidance for Linux users (e.g., using Azure CLI or Bash), and PowerShell is presented as the sole scripting option, which may disadvantage users on non-Windows platforms.
Recommendations
  • Add equivalent Azure CLI (az) examples for resetting an ExpressRoute circuit, suitable for Linux and macOS users.
  • Explicitly mention cross-platform options and clarify that Azure CLI can be used on Windows, Linux, and macOS.
  • Provide Bash shell examples alongside PowerShell where appropriate.
  • Consider restructuring the documentation so that platform-neutral or cross-platform tools (like Azure CLI) are presented before or alongside Windows-specific tools.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/expressroute-howto-add-gateway-portal-resource-manager.md ...expressroute-howto-add-gateway-portal-resource-manager.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 by prioritizing Azure portal and PowerShell instructions, with explicit references to PowerShell for advanced scenarios (e.g., IPv6-based private peering). There are no CLI examples using cross-platform tools such as Azure CLI (az), nor are Linux-specific instructions or screenshots provided. The navigation selector and advanced configuration steps mention only PowerShell, which is primarily a Windows tool, and do not offer parity for Linux users.
Recommendations
  • Add Azure CLI (az) examples for all major tasks, including gateway creation, configuration, and SKU upgrades.
  • Include explicit instructions and screenshots for Linux/macOS environments where applicable.
  • Ensure advanced scenarios (such as creating a gateway with a Standard, Static public IP address) have both PowerShell and Azure CLI instructions.
  • Update navigation selectors to include cross-platform options (e.g., 'Resource Manager - Azure CLI').
  • Review all references to PowerShell and provide equivalent steps for Linux users using Azure CLI or REST API.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/expressroute-troubleshooting-expressroute-overview.md ...https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/expressroute-troubleshooting-expressroute-overview.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates a strong Windows bias by exclusively providing Azure PowerShell command examples for all verification and troubleshooting steps, without any mention of Linux equivalents (such as Azure CLI or Bash). Additionally, the recommended diagnostic tool for connectivity testing is PsPing, a Windows-only utility. There are no Linux-specific instructions, tools, or command-line examples, and Windows-centric tools and patterns are presented first and exclusively.
Recommendations
  • Provide equivalent Azure CLI (az) command examples for all PowerShell commands, with syntax and sample outputs.
  • Include instructions and examples for running connectivity tests from Linux systems, such as using 'ping', 'nping', or 'hping3' instead of PsPing.
  • Mention cross-platform tools and troubleshooting patterns where possible, and clarify which steps are OS-agnostic.
  • Add notes or sections highlighting any differences in workflow or output between Windows and Linux environments.
  • Where screenshots or UI instructions are given, clarify that the steps apply equally to users on any OS accessing the Azure portal.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/gateway-migration.md ...s/blob/main/articles/expressroute/gateway-migration.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a bias toward Windows by exclusively referencing PowerShell for command-line migration steps and subnet management, with no mention of Linux-native tools (such as Azure CLI or Bash). All automation and scripting examples are PowerShell-centric, and there are no instructions or examples for Linux users, nor is Azure CLI mentioned as an alternative. This may hinder Linux administrators or those using non-Windows environments from easily following migration procedures.
Recommendations
  • Add equivalent Azure CLI (az) commands and examples for all PowerShell instructions, especially for migration and subnet management.
  • Explicitly mention Linux and macOS support for migration steps, including any platform-specific considerations.
  • Provide Bash script examples or cross-platform command snippets where applicable.
  • Clarify whether all migration tooling is available via Azure CLI, and if not, document limitations and workarounds for non-Windows users.
  • Reorder guidance so that cross-platform tools (Azure portal, Azure CLI) are presented before or alongside PowerShell to avoid Windows-first perception.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/expressroute-erdirect-about.md ...n/articles/expressroute/expressroute-erdirect-about.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation page for Azure ExpressRoute Direct shows a Windows bias in the onboarding section, where only Azure PowerShell commands are provided for subscription enrollment and feature registration. No equivalent Azure CLI or Bash examples are given, which are preferred on Linux and macOS. The use of PowerShell as the sole automation tool and the lack of cross-platform command examples may hinder Linux users.
Recommendations
  • Add Azure CLI examples alongside PowerShell for all onboarding and configuration steps.
  • Explicitly mention that both PowerShell and Azure CLI can be used, and provide links to cross-platform installation guides.
  • Where possible, include Bash script examples or note any platform-specific differences.
  • Review other sections for implicit Windows-centric language or tool references and ensure Linux parity.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/expressroute-workflows.md ...b/main/articles/expressroute/expressroute-workflows.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 Windows bias by referencing PowerShell and the Azure portal as primary verification and configuration tools, without mentioning or providing examples for Linux-specific tools or workflows (such as Azure CLI on Linux, Bash scripts, or cross-platform automation). The phrase 'Verify provisioning using PowerShell, the Azure portal, or CLI' lists PowerShell first, which is a Windows-centric tool, and does not clarify Linux parity. No explicit Linux or Bash examples are given throughout the workflow steps.
Recommendations
  • Add explicit Azure CLI (cross-platform) and Bash script examples for each step where PowerShell is mentioned.
  • Rephrase tool lists to avoid Windows-first ordering (e.g., 'Verify provisioning using Azure CLI, PowerShell, or the Azure portal').
  • Include notes or sections highlighting Linux and macOS compatibility for all command-line instructions.
  • Provide links to Linux-specific guidance or troubleshooting for ExpressRoute circuit configuration.
  • Ensure parity in screenshots and UI references for both Windows and Linux environments where applicable.
Expressroute https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/expressroute/how-to-custom-route-alert.md ...ain/articles/expressroute/how-to-custom-route-alert.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates a strong Windows bias by exclusively using PowerShell scripts and cmdlets for automation and data collection, with no mention of Bash, Azure CLI, or Linux-compatible alternatives. All examples and instructions are centered around PowerShell and its modules, which are traditionally associated with Windows environments. The prerequisites and workflow steps assume familiarity with Azure PowerShell, and there is no guidance for users who prefer or require Linux-native tools or scripting languages. This approach may hinder accessibility for Linux users and those who prefer cross-platform solutions.
Recommendations
  • Provide equivalent examples using Azure CLI and Bash scripts, which are natively supported on Linux and macOS.
  • Explicitly mention that Azure Automation supports Python runbooks and show how to implement the workflow using Python.
  • Add a section comparing PowerShell and Azure CLI approaches, including pros and cons for each platform.
  • Ensure that prerequisites and setup instructions include guidance for Linux users, such as installing Azure CLI and using Bash.
  • Where PowerShell modules are referenced, include links or instructions for installing and using Azure CLI extensions.
  • Clarify that Azure Automation and Logic Apps are cross-platform and provide links to documentation for non-Windows environments.