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Citrus Ransomware + LLM-Automated Post-Exploitation: OTX Pulse Analysis — Enterprise Detection Pack for Sn00py, VLESS Tunnels & AD Recon Tooling

SA
Security Arsenal Team
November 11, 2026
8 min read

AlienVault OTX pulse data published 2026-11-11 exposes the operational playbook of Citrus Ransomware, a hybrid intrusion set that fuses classic hands-on-keyboard tradecraft with AI-augmented post-exploitation. The campaign begins with compromised contractor accounts — stolen VPN and RDP credentials are the primary initial access vector, a hallmark of credential markets and infostealer-fed access brokers operating in dark web ecosystems.

Once inside, Citrus operators deploy an unusually broad tooling stack: Sn00py implants for access, Meterpreter for interactive control, fscan for internal network reconnaissance, SharpHound and ADRecon for Active Directory mapping, Snaffler for credential and sensitive-file discovery in network shares, mimikatz and peeping-tom for credential extraction and surveillance, and Xray for network proxying. Command and control is obfuscated through VLESS tunnels disguised as HTTPS traffic, blending with legitimate TLS flows to evade egress inspection.

The most operationally significant finding: the group leverages large language models to generate commands during intrusions, dramatically compressing the time between initial access and ransomware deployment. Combined with the reference to CVE-2020-1337 (Windows Print Spooler privilege escalation) and a newer CVE identifier, the chain spans credential theft → privilege escalation → AD enumeration → mass encryption. The objective is enterprise-wide ransomware detonation with maximum leverage, executed faster than human-paced operations.

Threat Actor / Malware Profile

Citrus Ransomware (linked in reporting to the "Toy Ghouls" cluster) operates as a ransomware intrusion set with access-broker-style entry patterns.

  • Distribution / Initial Access: Stolen contractor credentials purchased or harvested via infostealer logs, replayed against exposed VPN and RDP gateways. No phishing reliance — this is pure credential replay, making identity telemetry the primary early-warning layer.
  • Payload Behavior: Post-access, operators stage Sn00py and Meterpreter payloads (the SHA256 7b9efc7ef8957411cdd22582ce4bfb3a5f76d9c91cdb7e36bf85c9785a2480e9 and associated MD5s in the pulse correspond to staged tooling). Snaffler is executed against file shares to locate documents containing credentials, keys, and secrets; SharpHound/ADRecon output feeds BloodHound path analysis to identify shortest routes to Domain Admin.
  • C2 Communication: VLESS protocol tunnels masquerading as HTTPS — Xray-core proxies encapsulate Meterpreter and Sn00py traffic inside legitimate-looking TLS sessions to external relay infrastructure. JA3/JA4 anomalies and long-lived TLS sessions to low-reputation hosts are the tell.
  • Persistence: Service creation, run-key installation, and scheduled tasks for Sn00py; exploitation of CVE-2020-1337 (Print Spooler) for SYSTEM-level privilege escalation where unpatched endpoints exist.
  • Anti-Analysis & Evasion: LLM-generated one-off commands reduce signature overlap across intrusions (each victim sees unique command syntax); VLESS tunneling defeats SNI-based egress filtering; living-off-the-land binaries are interleaved with the offensive toolkit to dilute detection.

IOC Analysis

The pulse provides 8 indicators across two types:

  • File hashes (MD5, SHA1, SHA256): cf903e4a1629aa0582fd0363b5786676, bd5f3da317e449334b5c059a2d65c1fa945cf408, 7b9efc7ef8957411cdd22582ce4bfb3a5f76d9c91cdb7e36bf85c9785a2480e9, d631627131b90d576d77f4bf530e1abe, 7107fb029e7c63523e3aca5fc8e56b38, e251df2d0b7c3682965efb4d2009a2f4 — staged tooling and implant samples.
  • CVEs: CVE-2020-1337 (Print Spooler LPE — patch verification target) and CVE-2026-54121 (newer referenced vulnerability — validate against your asset inventory immediately).

Operationalization guidance:

  • Push all hashes to EDR block lists and run retro-hunts across 90 days of telemetry. Hash-only intel decays fast with LLM-generated tooling, so pair hash blocks with behavioral detections below.
  • Confirm CVE-2020-1337 patch state across all Windows hosts; treat any unpatched Print Spooler as an active escalation path.
  • Because C2 uses VLESS-over-TLS with rotating infrastructure, prioritize protocol-behavior analytics (JA4 fingerprinting, TLS session duration, byte-ratio asymmetry) over static IP/domain blocking.
  • Tooling: OTX pulses ingest natively via TAXII into MISP/Sentinel/Splunk; use unfetter or the OTX DirectConnect SDK for hash enrichment; validate hashes against VirusTotal and Hybrid-Analysis before blocking to avoid false positives on legitimate fscan forks.

Detection Engineering

YAML
---
title: Citrus Ransomware - AD Enumeration and Credential Discovery Tooling Execution
id: 7a1f3c2e-9b4d-4e8f-a1c3-5d6e7f8a9b0c
status: experimental
description: Detects execution of SharpHound, ADRecon, Snaffler, fscan, or mimikatz consistent with Citrus Ransomware post-exploitation tooling
author: Security Arsenal Threat Intel
date: 2026/11/11
references:
    - https://securelist.com/citrus-ransomware/121879
logsource:
    category: process_creation
    product: windows
detection:
    selection_img:
        Image|endswith:
            - '\SharpHound.exe'
            - '\Snaffler.exe'
            - '\fscan.exe'
            - '\mimikatz.exe'
            - '\peeping-tom.exe'
    selection_cmd:
        CommandLine|contains:
            - 'Invoke-BloodHound'
            - 'Invoke-ADRecon'
            - '-CollectionMethod All'
            - 'sekurlsa::logonpasswords'
            - 'snaffler'
    condition: 1 of selection_*
falsepositives:
    - Authorized penetration testing and red team exercises
level: high
tags:
    - attack.discovery
    - attack.credential_access
    - attack.t1003
    - attack.t1087
---
title: Citrus Ransomware - VLESS Tunnel C2 Over TLS via Xray
id: 8b2e4d3f-0c5e-5f9a-b2d4-6e7f8a9b0c1d
status: experimental
description: Detects Xray/VLESS proxy process execution and anomalous outbound TLS patterns associated with Citrus Ransomware C2 tunneling disguised as HTTPS
author: Security Arsenal Threat Intel
date: 2026/11/11
logsource:
    category: process_creation
    product: windows
detection:
    selection_img:
        Image|endswith:
            - '\xray.exe'
            - '\xray-core.exe'
    selection_cmd:
        CommandLine|contains:
            - 'vless://'
            - 'xtls'
            - '-config' 
    condition: selection_img or (selection_cmd and 1 of selection_cmd)
falsepositives:
    - Legitimate Xray proxy usage in restricted geographies (rare in enterprise)
level: critical
tags:
    - attack.command_and_control
    - attack.t1573
    - attack.t1090
---
title: Citrus Ransomware - Contractor Account Anomalous VPN/RDP Access
id: 9c3f5e4a-1d6f-6a0b-c3e5-7f8a9b0c1d2e
status: experimental
description: Detects interactive logons via RDP or VPN attributed to contractor/vendor accounts from unusual sources, matching Citrus initial access via stolen contractor credentials
author: Security Arsenal Threat Intel
date: 2026/11/11
logsource:
    product: windows
    service: security
detection:
    selection:
        EventID: 4624
        LogonType:
            - 10
            - 3
    filter_contractor:
        TargetUserName|contains:
            - 'ctr_'
            - 'vendor'
            - 'consult'
            - '-ext'
    condition: selection and filter_contractor
falsepositives:
    - Legitimate contractor remote access during business hours
level: medium
tags:
    - attack.initial_access
    - attack.persistence
    - attack.t1078
    - attack.t1133
KQL — Microsoft Sentinel / Defender
// Citrus Ransomware Hunt - VLESS C2, AD Recon Tooling, and Hash IOCs
let KnownHashes = dynamic([
    "cf903e4a1629aa0582fd0363b5786676",
    "d631627131b90d576d77f4bf530e1abe",
    "7107fb029e7c63523e3aca5fc8e56b38",
    "e251df2d0b7c3682965efb4d2009a2f4",
    "bd5f3da317e449334b5c059a2d65c1fa945cf408",
    "7b9efc7ef8957411cdd22582ce4bfb3a5f76d9c91cdb7e36bf85c9785a2480e9"
]);
let ReconTools = dynamic(["sharphound", "snaffler", "fscan", "mimikatz", "adrecon", "xray", "sn00py", "peeping-tom"]);
let HashHits = DeviceProcessEvents
    | where TimeGenerated > ago(90d)
    | where MD5 in~ (KnownHashes) or SHA1 in~ (KnownHashes) or SHA256 in~ (KnownHashes)
    | project HashHit_Time=TimeGenerated, HashHit_Device=DeviceName, HashHit_Process=FileName, HashHit_Cmd=ProcessCommandLine;
let ToolExec = DeviceProcessEvents
    | where TimeGenerated > ago(90d)
    | extend ProcLower = tolower(ProcessCommandLine)
    | where ProcLower has_any (ReconTools) or tolower(FileName) has_any (ReconTools)
    | project Tool_Time=TimeGenerated, Tool_Device=DeviceName, Tool_Process=FileName, Tool_Cmd=ProcessCommandLine, InitiatingProcessAccountName;
let TLSTunnels = DeviceNetworkEvents
    | where TimeGenerated > ago(30d)
    | where RemotePort == 443
    | summarize ConnectionCount=count(), DistinctRemotes=dcount(RemoteIP), FirstSeen=min(TimeGenerated), LastSeen=max(TimeGenerated) by DeviceName, InitiatingProcessFileName, RemoteIP
    | where ConnectionCount > 500 and InitiatingProcessFileName !in~ ("chrome.exe", "msedge.exe", "svchost.exe", "ms-teams.exe", "outlook.exe")
    | project Tunnel_Device=DeviceName, Tunnel_Process=InitiatingProcessFileName, Tunnel_Remote=RemoteIP, Tunnel_Count=ConnectionCount, Tunnel_LastSeen=LastSeen;
HashHits
| join kind=fullouter ToolExec on $left.HashHit_Device == $right.Tool_Device
| join kind=fullouter TLSTunnels on $left.HashHit_Device == $right.Tunnel_Device
| project-away *_Device1, *_Device2
| order by HashHit_Time desc
PowerShell
# Citrus Ransomware IOC Hunt - Run elevated on endpoints or via remote sweep
# Checks for staged tooling hashes, persistence artifacts, and VLESS tunnel processes

$KnownHashes = @(
    "cf903e4a1629aa0582fd0363b5786676",
    "d631627131b90d576d77f4bf530e1abe",
    "7107fb029e7c63523e3aca5fc8e56b38",
    "e251df2d0b7c3682965efb4d2009a2f4",
    "7b9efc7ef8957411cdd22582ce4bfb3a5f76d9c91cdb7e36bf85c9785a2480e9"
)

Write-Output "=== [1/4] Running Xray/VLESS tunnel processes ==="
Get-Process | Where-Object { $_.Name -match 'xray|sn00py|fscan' } |
    Select-Object Name, Id, Path, StartTime | Format-Table -AutoSize

Write-Output "=== [2/4] Persistence: Run keys and suspicious services ==="
$RunKeys = @(
    "HKLM:\SOFTWARE\Microsoft\Windows\CurrentVersion\Run",
    "HKCU:\SOFTWARE\Microsoft\Windows\CurrentVersion\Run",
    "HKLM:\SOFTWARE\WOW6432Node\Microsoft\Windows\CurrentVersion\Run"
)
foreach ($Key in $RunKeys) {
    if (Test-Path $Key) {
        Get-ItemProperty $Key | ForEach-Object {
            $_.PSObject.Properties | Where-Object {
                $_.Value -match 'xray|sn00py|sharphound|snaffler|fscan|temp|appdata.*\.exe'
            } | ForEach-Object { Write-Output "SUSPICIOUS [$Key] $($_.Name) = $($_.Value)" }
        }
    }
}
Get-Service | Where-Object { $_.DisplayName -match 'sn00py|xray|tunnel' } |
    Select-Object Name, DisplayName, Status, StartType | Format-Table -AutoSize

Write-Output "=== [3/4] Scheduled tasks with suspicious actions ==="
Get-ScheduledTask | Where-Object {
    ($_.Actions.Execute -match 'temp|appdata|programdata') -and
    ($_.Actions.Execute -match '\.exe$') -and
    ($_.TaskName -notmatch 'Microsoft|Adobe|Google')
} | Select-Object TaskName, State, @{N='Action';E={$_.Actions.Execute}} | Format-Table -AutoSize

Write-Output "=== [4/4] Hash sweep of common staging directories ==="
$StagingDirs = @("$env:TEMP", "$env:APPDATA", "$env:PROGRAMDATA", "C:\Users\Public")
foreach ($Dir in $StagingDirs) {
    Get-ChildItem $Dir -Recurse -Include *.exe,*.dll -ErrorAction SilentlyContinue | ForEach-Object {
        $md5 = (Get-FileHash $_.FullName -Algorithm MD5 -ErrorAction SilentlyContinue).Hash
        if ($md5 -and ($KnownHashes -contains $md5.ToLower())) {
            Write-Output "!!! IOC MATCH: $($_.FullName) MD5=$md5"
        }
    }
}

Write-Output "=== Bonus: Outbound TLS sessions from non-browser processes ==="
Get-NetTCPConnection -State Established -RemotePort 443 -ErrorAction SilentlyContinue |
    ForEach-Object {
        $proc = Get-Process -Id $_.OwningProcess -ErrorAction SilentlyContinue
        if ($proc.Name -notmatch 'chrome|msedge|firefox|svchost|teams|outlook') {
            [PSCustomObject]@{ Process=$proc.Name; PID=$_.OwningProcess; RemoteIP=$_.RemoteAddress; Path=$proc.Path }
        }
    } | Format-Table -AutoSize
Write-Output "=== Hunt complete ==="

Response Priorities

Immediate (0-4 hours):

  • Push all 6 file-hash IOCs to EDR block policies and execute retro-hunts across 90 days of process telemetry.
  • Alert on any execution of SharpHound, Snaffler, fscan, ADRecon, or Xray — these tools have near-zero legitimate enterprise presence outside sanctioned red teams.
  • Flag and isolate any endpoint with non-browser processes holding long-lived outbound 443 sessions (VLESS tunnel signature).
  • Verify CVE-2020-1337 patch status on all Windows hosts; disable Print Spooler on servers that do not require printing.

24 hours:

  • Credential theft is the entry vector — force password resets for all contractor/vendor accounts and any account with VPN or RDP access in the last 90 days.
  • Revoke and re-issue session tokens; invalidate cached Kerberos tickets (krbtgt reset ×2 if ADRecon/SharpHound execution is confirmed).
  • Audit VPN/RDP logs for contractor logins from anomalous geographies, impossible travel, or off-hours sessions.
  • Rotate any credentials, API keys, or secrets stored in network shares — Snaffler's presence means share-resident secrets must be assumed compromised.

1 week:

  • Enforce phishing-resistant MFA (FIDO2) on all remote access; eliminate password-only VPN/RDP authentication.
  • Implement tiered administration and gMSA to shrink the value of dumped credentials.
  • Deploy TLS fingerprinting (JA4) and beaconing analytics at the egress layer to detect VLESS-style tunnels; restrict outbound 443 to approved proxy infrastructure.
  • Establish a contractor identity lifecycle program: JIT access, expiry, and dedicated conditional-access policies for third-party accounts.

Related Resources

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