PowerShell-PowerShell AI assistant
AI-powered PowerShell scripting and automation.

🟣 Highly sophisticated PowerShell scripting copilot, with a focus on efficient, scalable and high-quality production code.
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🔁 Script for a secure system upgrade
⚙️ Script for automated disk space monitoring
🤖 Script to automate folder backups
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PowerShell at a Glance
PowerShell is a cross-platform (Windows, Linux, macOS) shell, scripting language, and automation framework built on .NET. It was designed to unify administration and automation across operating systems, applications, and cloud services by working with structured data (objects), not plain text. That design choice makes pipelines composable and reliable: each stage passes rich .NET objects that preserve properties and types. Core ideas: • Object pipeline: Commands (cmdlets) emit/consume objects, so filtering, sorting, and formatting are precise and lossless. • Discoverability: Consistent Verb-Noun naming (Get-Process), plus built-in help (Get-Help), discovery (Get-Command), and introspection (Get-Member). • Extensibility: Add modules (PowerShell Gallery, vendor SDKs), write your own cmdlets/functions, and call any .NET API or native CLI. • Remoting & scale: Orchestrate many machines via WinRM/WSMan or SSH, with jobs, parallelism, and robust error handling. • Safety & governance: Execution policy, code signing, Just Enough Administration (JEA), constrained language mode, logging. Quick illustrations: 1) Object pipeline (query top CPU processes and emit JSONPowerShell overview and functions) Get-Process | Where-Object CPU -gt 200 | Sort-Object CPU -Descending | Select-Object -First 5 Name,CPU | ConvertTo-Json 2) Discoverability Get-Command -Noun Service Get-Help Restart-Service -Detailed Get-Service | Get-Member 3) Cross-platform parity (same verbs across OSes) Windows: Get-Service Spooler | Restart-Service Linux: Get-Service ssh | Restart-Service Design purpose in practice: move teams from click-ops to repeatable, testable, and auditable automation where scripts are source-controlled, CI/CD-friendly, and easy to share as modules.
Main Functions and Real-World Applications
Task Automation & Orchestration
Example
$servers = Get-Content .\servers.txt $results = Invoke-Command -ComputerName $servers -ScriptBlock { Get-Volume | Where-Object { $_.DriveLetter -and ($_.SizeRemaining / $_.Size -lt 0.10) } | Select-Object @{n='ComputerName';e={$env:COMPUTERNAME}}, DriveLetter, Size, SizeRemaining } $results | Sort-Object SizeRemaining | Export-Csv .\low-disk.csv -NoTypeInformation
Scenario
Operations teams automate repetitive fleet tasks (e.g., disk space checks, service restarts, certificate renewal) across hundreds of servers. The example fans out to many machines, collects structured results, and exports a clean CSV for a ticketing system—no fragile text scraping.
Configuration Management & Compliance (DSC, Idempotence)
Example
configuration WebServer { Import-DscResource -ModuleName PSDesiredStateConfiguration Node 'WEB01' { WindowsFeature 'IIS' { Name = 'Web-Server'; Ensure = 'Present' } Service 'W3SVC' { Name = 'W3SVC'; State = 'Running'; DependsOn = '[WindowsFeature]IIS' } File 'Homepage' { DestinationPath = 'C:\\inetpub\\wwwroot\\index.html'; Contents = 'Hello, world'; Ensure = 'Present' } } } WebServer Start-DscConfiguration -Path .\WebServer -Wait -Verbose
Scenario
Platform teams declare the desired state of servers (features installed, services running, files present). Desired State Configuration (DSC) continuously enforces and reports drift. This underpins gold images, CIS-hardening baselines, and audit evidence for compliance frameworks.
Integration & Interoperability (APIs, Cloud, Data, CI/CD)
Example
$resp = Invoke-RestMethod -Method Get -Uri 'https://api.contoso.com/v1/users' -Headers @{ Authorization = "Bearer $token" } $active = $resp.users | Where-Object { $_.status -eq 'active' } $active | ConvertTo-Csv -NoTypeInformation | Set-Content .\active-users.csv
Scenario
PowerShell glues systems together: call REST APIs, reshape JSON/YAML/CSV, and feed results to pipelines. Common patterns include syncing HR -> Identity systems, mass-tagging cloud resources (Az/AWS modules), generating release notes in CI, or auto-opening Jira/ServiceNow tickets based on monitoring events.
Who Benefits Most from PowerShell
IT Administrators & SREs
Operate Windows, Linux, and mixed estates; manage AD/M365/Exchange; handle patching, configuration, and incident response. They benefit from the object pipeline for precise querying, remoting for scale, DSC for drift control, and JEA for least-privilege maintenance. Typical wins: bulk user lifecycle changes, scheduled maintenance tasks, service health remediation, and generating audit-ready evidence from logs and inventories.
DevOps, Platform & Cloud Engineers
Build and run CI/CD pipelines, platform tooling, and cloud automation on Azure/AWS/GCP. They value cross-platform 'pwsh' runners, rich SDK modules, easy JSON handling for APIs, and packaging/testing via PowerShellGet and Pester. Typical wins: environment provisioning, release orchestration, secrets rotation, policy enforcement (e.g., tag hygiene), and developer self-service CLIs that wrap complex workflows in clean functions and modules.
How to use PowerShell (quick guide)
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Install PowerShell & editor
Use PowerShell 7+ on Windows/macOS/Linux. Install via winget/Homebrew/apt or from GitHub. Add VS Code + PowerShell extension for IntelliSense, debugging, and formatting. Optional: Git, Pester, and PSScriptAnalyzer.
Learn core concepts
Everything is an object: pipe objects, not text (e.g., Get-Process | Where-Object CPU -gt 1). Use modules (Find/Install/Import), help (Get-Help -Online), and profiles ($PROFILE) to customize your shell.
Practice common tasks
Automate: files (Get-ChildItem, Copy-Item), services (Get-Service), registry, scheduled tasks, REST (Invoke-RestMethod), cloud (Az), AD (ActiveDirectory). Start with one-liners, then refactor into functions/modules.
Optimize & secure
Use Try/Catch, -ErrorAction Stop, Set-StrictMode -Version Latest, and PSScriptAnalyzer. Prefer PowerShell 7PowerShell usage guide+ for cross-platform/SSH remoting. Sign scripts and store secrets in a vault (SecretManagement).
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- Automation
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- Scripting
PowerShell Q&A (deep dive)
How do I structure a production-grade PowerShell function?
Use advanced functions with CmdletBinding, parameter validation, WhatIf/Confirm, robust error handling, and pipeline support. ```powershell function Get-DiskFree { [CmdletBinding(SupportsShouldProcess=$true)] param( [Parameter(Mandatory,ValueFromPipelineByPropertyName)] [string[]]$ComputerName, [ValidateRange(1,60)][int]$TimeoutSec = 5 ) begin { $results = @() } process { foreach($c in $ComputerName){ if($PSCmdlet.ShouldProcess($c,'Query disk free space')){ try { $r = Invoke-Command -ComputerName $c -ScriptBlock { Get-CimInstance -ClassName Win32_LogicalDisk -Filter 'DriveType=3' | Select-Object PSComputerName,DeviceID, @{n='SizeGB';e={[math]::Round($_.Size/1GB,2)}}, @{n='FreeGB';e={[math]::Round($_.FreeSpace/1GB,2)}} } -ErrorAction Stop $results += $r } catch { $results += [pscustomobject]@{ PSComputerName=$c; DeviceID='*'; SizeGB=$null; FreeGB=$null; Error=$_.Exception.Message } } } } } end { $results | Sort-Object PSComputerName,DeviceID } } # Usage: # Get-DiskFree -ComputerName 'srv1','srv2' -WhatIf ``` Best practices: comment-based help, tests with Pester, lint with PSScriptAnalyzer, and semantic versioning if packaging as a module.
How do I manage modules and versions cleanly?
Discover/install with PowerShellGet (v2) or PSResourceGet (newer). Pin versions and prefer CurrentUser scope. ```powershell # PowerShellGet (v2) Find-Module Pester Install-Module Pester -Scope CurrentUser -Force Update-Module Pester Get-InstalledModule Uninstall-Module Pester -AllVersions Save-Module Pester -Path ./offline-repo # PSResourceGet (newer) Install-PSResource PSScriptAnalyzer -Scope CurrentUser Find-PSResource PSScriptAnalyzer Update-PSResource PSScriptAnalyzer Register-PSResourceRepository -Name Internal -Uri 'https://myfeed.example.com' ``` Tip: lock dependencies with RequiredVersion in your module manifest; mirror critical modules to an internal repository for reproducibility.
What are the key differences between Windows PowerShell 5.1 and PowerShell 7+?
Runtime: 5.1 runs on .NET Framework (Windows-only); 7+ runs on .NET (Core) cross-platform. Performance: 7+ has improved pipeline throughput and ForEach-Object -Parallel. Compatibility: some Windows-only modules target 5.1; in 7+, use the WindowsCompatibility layer (importing via a 5.1 process) when needed. Remoting: 7+ supports SSH remoting in addition to WinRM. New features: Get-Error, ternary operator, null-coalescing (-??), and improved error views.
How do I run commands on remote machines securely?
On Windows, enable PS Remoting and use WinRM; on cross-platform, prefer SSH-based remoting. ```powershell # Windows (WinRM) Enable-PSRemoting -Force Invoke-Command -ComputerName 'srv1','srv2' -ScriptBlock { hostname; whoami } Enter-PSSession -ComputerName 'srv1' # Cross-platform (SSH) Enter-PSSession -HostName server.example.com -UserName admin Invoke-Command -HostName server.example.com -UserName admin -ScriptBlock { uname -a } ``` Security tips: use least-privileged accounts, constrain endpoints, avoid CredSSP unless required, and prefer certificate/SSH key auth over passwords.
How do I handle errors and produce useful logs?
Promote terminating errors and capture rich context; log in structured JSON. ```powershell $ErrorActionPreference = 'Stop' try { Invoke-RestMethod 'https://api.example.com/data' -TimeoutSec 20 } catch { $err = Get-Error -Newest 1 [pscustomobject]@{ Timestamp = (Get-Date).ToString('o') Message = $err.Exception.Message Category = $err.CategoryInfo.Category Target = $err.TargetObject Script = $err.InvocationInfo.ScriptName Line = $err.InvocationInfo.ScriptLineNumber } | ConvertTo-Json -Depth 5 | Out-File ./app.log -Append throw } Start-Transcript -Path ./session.txt ``` Use PSScriptAnalyzer to catch issues: `Install-Module PSScriptAnalyzer; Invoke-ScriptAnalyzer -Path . -Recurse -Fix`.