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linux-scripts/windows-rdp-session-exporter.ps1
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PowerShell

<#
.SYNOPSIS
Windows RDP Session Prometheus Metrics Exporter
.DESCRIPTION
Prometheus exporter for per-session RDP protocol metrics - active, disconnected,
and console sessions, per-session info, protocol performance (input/output frames,
bytes, round-trip time, bandwidth), graphics quality, encoding time, skipped
frames, and per-session resource usage. Works on any Windows machine with RDP
enabled (does not require the full RDS role). Exports metrics as Prometheus-
compatible text format.
.PARAMETER Mode
Output mode: 'stdout' (default), 'textfile', or 'http'
.PARAMETER Port
HTTP port for http mode (default: 9398)
.PARAMETER TextfileDir
Directory for textfile collector output (default: C:\ProgramData\node_exporter)
.PARAMETER InstallScheduledTask
Switch to create a scheduled task for auto-start on system boot
.PARAMETER TaskIntervalMinutes
Interval in minutes for the scheduled task (default: 2)
.NOTES
Author: Phil Connor
Contact: contact@mylinux.work
Website: https://mylinux.work
License: MIT
Version: 1.0
Metrics Exported:
Core Status:
- rdp_session_up
- rdp_session_exporter_info{version}
Sessions:
- rdp_sessions_active_total
- rdp_sessions_disconnected_total
- rdp_sessions_console_total
- rdp_session_info{user,session_id,state,client_name,client_ip}
Protocol Performance:
- rdp_session_input_frames{session_name}
- rdp_session_output_frames{session_name}
- rdp_session_input_bytes_total{session_name}
- rdp_session_output_bytes_total{session_name}
- rdp_session_round_trip_time_ms{session_name}
- rdp_session_bandwidth_kbps{session_name}
Graphics:
- rdp_session_frame_quality{session_name}
- rdp_session_graphics_source_frames{session_name}
- rdp_session_graphics_skipped_frames{session_name}
- rdp_session_graphics_encoding_time_ms{session_name}
Resources:
- rdp_session_working_set_bytes{session_name}
- rdp_session_handles{session_name}
- rdp_session_threads{session_name}
Exporter:
- rdp_session_exporter_duration_seconds
- rdp_session_exporter_last_run_timestamp
#>
param(
[ValidateSet('stdout', 'textfile', 'http')]
[string]$Mode = 'stdout',
[int]$Port = 9398,
[string]$TextfileDir = 'C:\ProgramData\node_exporter',
[switch]$InstallScheduledTask,
[int]$TaskIntervalMinutes = 2
)
# Create a scheduled task to run this script every $TaskIntervalMinutes minutes
if ($InstallScheduledTask) {
$taskName = "RdpSessionMetricsExporter"
$existingTask = Get-ScheduledTask -TaskName $taskName -ErrorAction SilentlyContinue
if (-not $existingTask) {
$taskAction = New-ScheduledTaskAction -Execute "powershell.exe" -Argument "-NoProfile -ExecutionPolicy Bypass -File `"$($MyInvocation.MyCommand.Path)`" -Mode textfile"
if (-not $TaskIntervalMinutes -or $TaskIntervalMinutes -le 0) {
throw "TaskIntervalMinutes must be a positive integer"
}
$taskTrigger = New-ScheduledTaskTrigger -Once -At (Get-Date).AddMinutes(1) -RepetitionInterval (New-TimeSpan -Minutes $TaskIntervalMinutes) -RepetitionDuration (New-TimeSpan -Days 365)
$taskPrincipal = New-ScheduledTaskPrincipal -UserId "SYSTEM" -LogonType ServiceAccount -RunLevel Highest
try {
Write-Host "Creating scheduled task: $taskName"
Register-ScheduledTask -TaskName $taskName -Action $taskAction -Trigger $taskTrigger -Principal $taskPrincipal -Description "Exports RDP session metrics for Prometheus every $TaskIntervalMinutes minutes"
$createdTask = Get-ScheduledTask -TaskName $taskName -ErrorAction SilentlyContinue
if (-not $createdTask) {
throw "Failed to verify scheduled task creation"
}
Write-Host "Successfully created scheduled task: $taskName" -ForegroundColor Green
} catch {
Write-Error "Failed to create scheduled task: $($_.Exception.Message)"
throw
}
} else {
Write-Host "Scheduled task '$taskName' already exists, skipping creation"
}
}
$ErrorActionPreference = 'SilentlyContinue'
# ============================================================================
# HELPER FUNCTIONS
# ============================================================================
function Get-UnixTimestamp {
[int][double]::Parse((Get-Date -UFormat '%s'))
}
function Format-MetricValue {
param([double]$Value, [int]$Decimals = 2)
[math]::Round($Value, $Decimals)
}
function Sanitize-Label {
param([string]$Value)
if (-not $Value) { return '' }
$Value -replace '[\\"]', '' -replace '\s+$', ''
}
function Get-QwinstaOutput {
try {
$raw = & qwinsta /server:localhost 2>$null
if (-not $raw -or $raw.Count -lt 2) { return @() }
$sessions = @()
foreach ($line in $raw[1..($raw.Count - 1)]) {
if ($line.Length -lt 20) { continue }
$sessionName = $line.Substring(1, 18).Trim()
$userName = $line.Substring(19, 22).Trim()
$sessionId = $line.Substring(41, 7).Trim()
$state = $line.Substring(48, 8).Trim()
if (-not $sessionId -or $sessionId -notmatch '^\d+$') { continue }
$sessions += [PSCustomObject]@{
SessionName = $sessionName
UserName = $userName
SessionId = [int]$sessionId
State = $state
}
}
return $sessions
} catch {
return @()
}
}
# ============================================================================
# SESSION COUNT METRICS
# ============================================================================
function Get-SessionCountMetrics {
param($Sessions)
$sb = [System.Text.StringBuilder]::new()
# --- Active Sessions ---
[void]$sb.AppendLine('# HELP rdp_sessions_active_total Total active RDP sessions')
[void]$sb.AppendLine('# TYPE rdp_sessions_active_total gauge')
try {
$active = @($Sessions | Where-Object { $_.State -eq 'Active' -and $_.SessionName -ne 'console' -and $_.SessionName -match '^rdp-' }).Count
[void]$sb.AppendLine("rdp_sessions_active_total $active")
} catch {
[void]$sb.AppendLine("rdp_sessions_active_total 0")
}
[void]$sb.AppendLine('')
# --- Disconnected Sessions ---
[void]$sb.AppendLine('# HELP rdp_sessions_disconnected_total Total disconnected RDP sessions')
[void]$sb.AppendLine('# TYPE rdp_sessions_disconnected_total gauge')
try {
$disc = @($Sessions | Where-Object { $_.State -eq 'Disc' }).Count
[void]$sb.AppendLine("rdp_sessions_disconnected_total $disc")
} catch {
[void]$sb.AppendLine("rdp_sessions_disconnected_total 0")
}
[void]$sb.AppendLine('')
# --- Console Sessions ---
[void]$sb.AppendLine('# HELP rdp_sessions_console_total Total console sessions')
[void]$sb.AppendLine('# TYPE rdp_sessions_console_total gauge')
try {
$console = @($Sessions | Where-Object { $_.SessionName -eq 'console' -and $_.State -eq 'Active' }).Count
[void]$sb.AppendLine("rdp_sessions_console_total $console")
} catch {
[void]$sb.AppendLine("rdp_sessions_console_total 0")
}
[void]$sb.AppendLine('')
$sb.ToString()
}
# ============================================================================
# PER-SESSION INFO METRICS
# ============================================================================
function Get-SessionInfoMetrics {
param($Sessions)
$sb = [System.Text.StringBuilder]::new()
[void]$sb.AppendLine('# HELP rdp_session_info Per-session information')
[void]$sb.AppendLine('# TYPE rdp_session_info gauge')
try {
$tsSessions = Get-CimInstance -Namespace 'root\cimv2\TerminalServices' -ClassName 'Win32_TS_Session' -ErrorAction SilentlyContinue
$tsLookup = @{}
if ($tsSessions) {
foreach ($ts in $tsSessions) {
$tsLookup[$ts.SessionId] = $ts
}
}
foreach ($s in $Sessions) {
if (-not $s.UserName) { continue }
$user = Sanitize-Label $s.UserName
$sessionId = $s.SessionId
$state = Sanitize-Label $s.State
$clientName = ''
$clientIp = ''
if ($tsLookup.ContainsKey($sessionId)) {
$clientName = Sanitize-Label $tsLookup[$sessionId].ClientName
$clientIp = Sanitize-Label $tsLookup[$sessionId].ClientIPAddress
}
[void]$sb.AppendLine("rdp_session_info{user=`"$user`",session_id=`"$sessionId`",state=`"$state`",client_name=`"$clientName`",client_ip=`"$clientIp`"} 1")
}
} catch { }
[void]$sb.AppendLine('')
$sb.ToString()
}
# ============================================================================
# PROTOCOL PERFORMANCE METRICS
# ============================================================================
function Get-ProtocolMetrics {
param($Sessions)
$sb = [System.Text.StringBuilder]::new()
# --- Input Frames ---
[void]$sb.AppendLine('# HELP rdp_session_input_frames Input frames per second')
[void]$sb.AppendLine('# TYPE rdp_session_input_frames gauge')
try {
$counters = Get-Counter '\Terminal Services Session(*)\Input Frames/Second' -ErrorAction Stop
foreach ($sample in $counters.CounterSamples) {
$instance = Sanitize-Label $sample.InstanceName
if ($instance -eq '_total') { continue }
$val = Format-MetricValue $sample.CookedValue
[void]$sb.AppendLine("rdp_session_input_frames{session_name=`"$instance`"} $val")
}
} catch { }
[void]$sb.AppendLine('')
# --- Output Frames ---
[void]$sb.AppendLine('# HELP rdp_session_output_frames Output frames per second')
[void]$sb.AppendLine('# TYPE rdp_session_output_frames gauge')
try {
$counters = Get-Counter '\Terminal Services Session(*)\Output Frames/Second' -ErrorAction Stop
foreach ($sample in $counters.CounterSamples) {
$instance = Sanitize-Label $sample.InstanceName
if ($instance -eq '_total') { continue }
$val = Format-MetricValue $sample.CookedValue
[void]$sb.AppendLine("rdp_session_output_frames{session_name=`"$instance`"} $val")
}
} catch { }
[void]$sb.AppendLine('')
# --- Input Bytes Total ---
[void]$sb.AppendLine('# HELP rdp_session_input_bytes_total Total input bytes')
[void]$sb.AppendLine('# TYPE rdp_session_input_bytes_total counter')
try {
$counters = Get-Counter '\Terminal Services Session(*)\Total Bytes Received' -ErrorAction Stop
foreach ($sample in $counters.CounterSamples) {
$instance = Sanitize-Label $sample.InstanceName
if ($instance -eq '_total') { continue }
$val = [math]::Round($sample.CookedValue)
[void]$sb.AppendLine("rdp_session_input_bytes_total{session_name=`"$instance`"} $val")
}
} catch { }
[void]$sb.AppendLine('')
# --- Output Bytes Total ---
[void]$sb.AppendLine('# HELP rdp_session_output_bytes_total Total output bytes')
[void]$sb.AppendLine('# TYPE rdp_session_output_bytes_total counter')
try {
$counters = Get-Counter '\Terminal Services Session(*)\Total Bytes Sent' -ErrorAction Stop
foreach ($sample in $counters.CounterSamples) {
$instance = Sanitize-Label $sample.InstanceName
if ($instance -eq '_total') { continue }
$val = [math]::Round($sample.CookedValue)
[void]$sb.AppendLine("rdp_session_output_bytes_total{session_name=`"$instance`"} $val")
}
} catch { }
[void]$sb.AppendLine('')
# --- Round Trip Time ---
[void]$sb.AppendLine('# HELP rdp_session_round_trip_time_ms Current round-trip time in milliseconds')
[void]$sb.AppendLine('# TYPE rdp_session_round_trip_time_ms gauge')
try {
$wmiSessions = Get-CimInstance -ClassName 'Win32_PerfFormattedData_TermService_TerminalServicesSession' -ErrorAction Stop
foreach ($w in $wmiSessions) {
$instance = Sanitize-Label $w.Name
if ($instance -eq '_total' -or -not $instance) { continue }
$val = $w.CurrentRoundTripTime
[void]$sb.AppendLine("rdp_session_round_trip_time_ms{session_name=`"$instance`"} $val")
}
} catch { }
[void]$sb.AppendLine('')
# --- Bandwidth ---
[void]$sb.AppendLine('# HELP rdp_session_bandwidth_kbps Session bandwidth in kbps')
[void]$sb.AppendLine('# TYPE rdp_session_bandwidth_kbps gauge')
try {
$wmiSessions = Get-CimInstance -ClassName 'Win32_PerfFormattedData_TermService_TerminalServicesSession' -ErrorAction Stop
foreach ($w in $wmiSessions) {
$instance = Sanitize-Label $w.Name
if ($instance -eq '_total' -or -not $instance) { continue }
$val = Format-MetricValue $w.CurrentBandwidth
[void]$sb.AppendLine("rdp_session_bandwidth_kbps{session_name=`"$instance`"} $val")
}
} catch { }
[void]$sb.AppendLine('')
$sb.ToString()
}
# ============================================================================
# GRAPHICS METRICS
# ============================================================================
function Get-GraphicsMetrics {
$sb = [System.Text.StringBuilder]::new()
# --- Frame Quality ---
[void]$sb.AppendLine('# HELP rdp_session_frame_quality Frame quality percentage')
[void]$sb.AppendLine('# TYPE rdp_session_frame_quality gauge')
try {
$counters = Get-Counter '\RemoteFX Graphics(*)\Frame Quality' -ErrorAction Stop
foreach ($sample in $counters.CounterSamples) {
$instance = Sanitize-Label $sample.InstanceName
if ($instance -eq '_total') { continue }
$val = Format-MetricValue $sample.CookedValue
[void]$sb.AppendLine("rdp_session_frame_quality{session_name=`"$instance`"} $val")
}
} catch { }
[void]$sb.AppendLine('')
# --- Source Frames Per Second ---
[void]$sb.AppendLine('# HELP rdp_session_graphics_source_frames Source frames per second')
[void]$sb.AppendLine('# TYPE rdp_session_graphics_source_frames gauge')
try {
$counters = Get-Counter '\RemoteFX Graphics(*)\Source Frames/Second' -ErrorAction Stop
foreach ($sample in $counters.CounterSamples) {
$instance = Sanitize-Label $sample.InstanceName
if ($instance -eq '_total') { continue }
$val = Format-MetricValue $sample.CookedValue
[void]$sb.AppendLine("rdp_session_graphics_source_frames{session_name=`"$instance`"} $val")
}
} catch { }
[void]$sb.AppendLine('')
# --- Skipped Frames ---
[void]$sb.AppendLine('# HELP rdp_session_graphics_skipped_frames Skipped frames per second')
[void]$sb.AppendLine('# TYPE rdp_session_graphics_skipped_frames gauge')
try {
$counters = Get-Counter '\RemoteFX Graphics(*)\Skipped Frames/Second' -ErrorAction Stop
foreach ($sample in $counters.CounterSamples) {
$instance = Sanitize-Label $sample.InstanceName
if ($instance -eq '_total') { continue }
$val = Format-MetricValue $sample.CookedValue
[void]$sb.AppendLine("rdp_session_graphics_skipped_frames{session_name=`"$instance`"} $val")
}
} catch { }
[void]$sb.AppendLine('')
# --- Average Encoding Time ---
[void]$sb.AppendLine('# HELP rdp_session_graphics_encoding_time_ms Average encoding time in milliseconds')
[void]$sb.AppendLine('# TYPE rdp_session_graphics_encoding_time_ms gauge')
try {
$counters = Get-Counter '\RemoteFX Graphics(*)\Average Encoding Time' -ErrorAction Stop
foreach ($sample in $counters.CounterSamples) {
$instance = Sanitize-Label $sample.InstanceName
if ($instance -eq '_total') { continue }
$val = Format-MetricValue $sample.CookedValue
[void]$sb.AppendLine("rdp_session_graphics_encoding_time_ms{session_name=`"$instance`"} $val")
}
} catch { }
[void]$sb.AppendLine('')
$sb.ToString()
}
# ============================================================================
# RESOURCE METRICS
# ============================================================================
function Get-ResourceMetrics {
$sb = [System.Text.StringBuilder]::new()
# --- Working Set (Memory) ---
[void]$sb.AppendLine('# HELP rdp_session_working_set_bytes Session working set memory in bytes')
[void]$sb.AppendLine('# TYPE rdp_session_working_set_bytes gauge')
try {
$counters = Get-Counter '\Terminal Services Session(*)\Working Set' -ErrorAction Stop
foreach ($sample in $counters.CounterSamples) {
$instance = Sanitize-Label $sample.InstanceName
if ($instance -eq '_total') { continue }
$val = [math]::Round($sample.CookedValue)
[void]$sb.AppendLine("rdp_session_working_set_bytes{session_name=`"$instance`"} $val")
}
} catch { }
[void]$sb.AppendLine('')
# --- Handle Count ---
[void]$sb.AppendLine('# HELP rdp_session_handles Session handle count')
[void]$sb.AppendLine('# TYPE rdp_session_handles gauge')
try {
$counters = Get-Counter '\Terminal Services Session(*)\Handle Count' -ErrorAction Stop
foreach ($sample in $counters.CounterSamples) {
$instance = Sanitize-Label $sample.InstanceName
if ($instance -eq '_total') { continue }
$val = [math]::Round($sample.CookedValue)
[void]$sb.AppendLine("rdp_session_handles{session_name=`"$instance`"} $val")
}
} catch { }
[void]$sb.AppendLine('')
# --- Thread Count ---
[void]$sb.AppendLine('# HELP rdp_session_threads Session thread count')
[void]$sb.AppendLine('# TYPE rdp_session_threads gauge')
try {
$counters = Get-Counter '\Terminal Services Session(*)\Thread Count' -ErrorAction Stop
foreach ($sample in $counters.CounterSamples) {
$instance = Sanitize-Label $sample.InstanceName
if ($instance -eq '_total') { continue }
$val = [math]::Round($sample.CookedValue)
[void]$sb.AppendLine("rdp_session_threads{session_name=`"$instance`"} $val")
}
} catch { }
[void]$sb.AppendLine('')
$sb.ToString()
}
# ============================================================================
# COLLECT ALL METRICS
# ============================================================================
function Get-AllMetrics {
$scriptStart = Get-Date
$sb = [System.Text.StringBuilder]::new()
# Exporter up - test RDP service availability
[void]$sb.AppendLine('# HELP rdp_session_up RDP session exporter status (1=up, 0=down)')
[void]$sb.AppendLine('# TYPE rdp_session_up gauge')
try {
$termService = Get-Service -Name 'TermService' -ErrorAction Stop
$upVal = if ($termService.Status -eq 'Running') { 1 } else { 0 }
[void]$sb.AppendLine("rdp_session_up $upVal")
} catch {
[void]$sb.AppendLine("rdp_session_up 0")
$scriptEnd = Get-Date
$duration = Format-MetricValue ($scriptEnd - $scriptStart).TotalSeconds
[void]$sb.AppendLine('')
[void]$sb.AppendLine('# HELP rdp_session_exporter_duration_seconds Time to generate all metrics')
[void]$sb.AppendLine('# TYPE rdp_session_exporter_duration_seconds gauge')
[void]$sb.AppendLine("rdp_session_exporter_duration_seconds $duration")
[void]$sb.AppendLine('')
[void]$sb.AppendLine('# HELP rdp_session_exporter_last_run_timestamp Unix timestamp of last run')
[void]$sb.AppendLine('# TYPE rdp_session_exporter_last_run_timestamp gauge')
[void]$sb.AppendLine("rdp_session_exporter_last_run_timestamp $(Get-UnixTimestamp)")
return $sb.ToString()
}
[void]$sb.AppendLine('')
# Exporter info
[void]$sb.AppendLine('# HELP rdp_session_exporter_info Exporter version information')
[void]$sb.AppendLine('# TYPE rdp_session_exporter_info gauge')
[void]$sb.AppendLine('rdp_session_exporter_info{version="1.0"} 1')
[void]$sb.AppendLine('')
# Gather session list from qwinsta
$sessions = Get-QwinstaOutput
# Collect session count metrics
[void]$sb.Append((Get-SessionCountMetrics -Sessions $sessions))
# Collect per-session info
[void]$sb.Append((Get-SessionInfoMetrics -Sessions $sessions))
# Collect protocol performance metrics
[void]$sb.Append((Get-ProtocolMetrics -Sessions $sessions))
# Collect graphics metrics
[void]$sb.Append((Get-GraphicsMetrics))
# Collect resource metrics
[void]$sb.Append((Get-ResourceMetrics))
# Exporter runtime
$scriptEnd = Get-Date
$duration = Format-MetricValue ($scriptEnd - $scriptStart).TotalSeconds
$timestamp = Get-UnixTimestamp
[void]$sb.AppendLine('# HELP rdp_session_exporter_duration_seconds Time to generate all metrics')
[void]$sb.AppendLine('# TYPE rdp_session_exporter_duration_seconds gauge')
[void]$sb.AppendLine("rdp_session_exporter_duration_seconds $duration")
[void]$sb.AppendLine('')
[void]$sb.AppendLine('# HELP rdp_session_exporter_last_run_timestamp Unix timestamp of last successful run')
[void]$sb.AppendLine('# TYPE rdp_session_exporter_last_run_timestamp gauge')
[void]$sb.AppendLine("rdp_session_exporter_last_run_timestamp $timestamp")
[void]$sb.AppendLine('')
$sb.ToString()
}
# ============================================================================
# HTTP SERVER MODE
# ============================================================================
function Start-HttpServer {
param([int]$ListenPort)
$prefix = "http://+:$ListenPort/"
$listener = [System.Net.HttpListener]::new()
$listener.Prefixes.Add($prefix)
try {
$listener.Start()
Write-Host "Starting RDP session metrics exporter on port $ListenPort..." -ForegroundColor Green
Write-Host "Metrics available at http://localhost:$ListenPort/metrics"
while ($listener.IsListening) {
$context = $listener.GetContext()
$request = $context.Request
$response = $context.Response
if ($request.Url.AbsolutePath -eq '/metrics') {
$metrics = Get-AllMetrics
$buffer = [System.Text.Encoding]::UTF8.GetBytes($metrics)
$response.ContentType = 'text/plain; version=0.0.4; charset=utf-8'
}
else {
$html = @"
<!DOCTYPE html>
<html>
<head><title>RDP Session Metrics Exporter v1.0</title></head>
<body>
<h1>RDP Session Metrics Exporter v1.0</h1>
<p><a href="/metrics">Metrics</a></p>
<h2>Metrics</h2>
<ul>
<li>Active, disconnected, and console session counts</li>
<li>Per-session info (user, client name, client IP, state)</li>
<li>Protocol performance (frames, bytes, RTT, bandwidth)</li>
<li>Graphics quality, source/skipped frames, encoding time</li>
<li>Per-session resource usage (memory, handles, threads)</li>
</ul>
</body>
</html>
"@
$buffer = [System.Text.Encoding]::UTF8.GetBytes($html)
$response.ContentType = 'text/html; charset=utf-8'
}
$response.ContentLength64 = $buffer.Length
$response.OutputStream.Write($buffer, 0, $buffer.Length)
$response.OutputStream.Close()
}
}
catch {
Write-Error "HTTP server error: $_"
Write-Error "If access denied, run: netsh http add urlacl url=http://+:$ListenPort/ user=Everyone"
}
finally {
if ($listener.IsListening) {
$listener.Stop()
}
}
}
# ============================================================================
# MAIN EXECUTION
# ============================================================================
switch ($Mode) {
'http' {
Start-HttpServer -ListenPort $Port
}
'textfile' {
$OutputFile = Join-Path $TextfileDir 'rdp_session_metrics.prom'
$outputDir = Split-Path $OutputFile -Parent
if (-not (Test-Path $outputDir)) {
New-Item -Path $outputDir -ItemType Directory -Force | Out-Null
}
$tempFile = Join-Path $outputDir ".rdp_session_metrics.$PID.tmp"
try {
$metrics = Get-AllMetrics
$metrics | Out-File -FilePath $tempFile -Encoding utf8 -NoNewline
$lineCount = ($metrics -split "`n").Count
if ($lineCount -lt 10) {
Remove-Item -Path $tempFile -Force -ErrorAction SilentlyContinue
Write-Error "Metrics file too small ($lineCount lines), keeping previous"
exit 1
}
Move-Item -Path $tempFile -Destination $OutputFile -Force
Write-Host "Metrics written to $OutputFile ($lineCount lines)" -ForegroundColor Green
}
catch {
Remove-Item -Path $tempFile -Force -ErrorAction SilentlyContinue
Write-Error "Failed to generate metrics: $_"
exit 1
}
}
default {
Get-AllMetrics | Write-Output
}
}