Question Analysis

An attacker on a Linux host may try to enumerate installed shells by reading the system file that lists valid shells. Using process or syslog data, determine which command was executed to perform this enumeration.

bf23c7dc-1004-4949-8262-4c1d1ef87702
Question ID
16/23
Models Correct
1
Valid Answer
70%
Success Rate
Reference Answer

Human-validated correct answer for this question

cat /etc/shells
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
No answer provided
No query generated
Correct
5
0.00s
0.0363
gpt-35-turbo
cat
DeviceProcessEvents | where ProcessCommandLine contains 'cat /etc/shells' or ProcessCommandLine contains 'less /etc/shells' or ProcessCommandLine contains 'more /etc/shells'
Incorrect
1
3.47s
0.0042
gpt-4-turbo-2024-04-09
No answer provided
No query generated
Incorrect
5
0.00s
0.2278
gpt-4.1
cat /etc/shells
DeviceProcessEvents | where ProcessCommandLine has "/etc/shells" | project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine, InitiatingProcessAccountName, InitiatingProcessCommandLine
Correct
1
7.90s
0.0115
gpt-4.1-finetuned
cat /etc/shells
DeviceProcessEvents | where AccountDomain != "" | where AccountName != "" //Detect direct `/bin/sh /etc/shells` and similar, or indirect `/etc/shells |awk -F: '/bin/{print $1}'` and similar | where (ProcessCommandLine in~ ("cat /etc/shells", "more /etc/shells", "less /etc/shells", "tail /etc/shells", "head /etc/shells", "awk -F: '/bin/{print $1}' /etc/shells", "/etc/shells |awk -F: '/bin/{print $1}'", "/etc/shells |awk -F:' '{print $1}'", "/bin/{print ", "|awk -F: '/bin/'") and ProcessCommandLine contains "/etc/shells") or (ProcessCommandLine has "/etc/shells" and InitiatingProcessFileName == "/bin/sh" ) //Raise if OS identified as Linux. | summarize count() by bin(TimeGenerated, 1h), AccountName, InitiatingProcessAccountSid, InitiatingProcessCommandLine, InitiatingProcessFileName, DeviceName, InitiatingProcessId, ProcessCommandLine,ProcessId, Type, InitiatingProcessParentFileName | extend timestamp = bin(TimeGenerated, 1h) | extend Account_0_Name = AccountName | extend Account_0_Sid = InitiatingProcessAccountSid | extend Host_0_HostName = DeviceName | extend Process_0_ProcessId = ProcessId | extend Process_0_CommandLine = InitiatingProcessCommandLine | extend Process_1_ProcessId = InitiatingProcessId | extend Process_1_ProcessId = ProcessId | extend Process_1_CommandLine = ProcessCommandLine | extend Process_0_FileName = InitiatingProcessParentFileName | extend Type = strcat(Type, "_" , InitiatingProcessParentFileName)
Correct
2
25.41s
0.0258
gpt-4.1-mini
cat /etc/shells
DeviceProcessEvents | where ProcessCommandLine contains "/etc/shells" or FileName contains "etc/shells" | project DeviceName, AccountName, ProcessCommandLine, TimeGenerated | sort by TimeGenerated desc
Correct
1
28.28s
0.0022
gpt-4.1-nano
cat /etc/shells
DeviceProcessEvents | where ProcessCommandLine has_any ('cat', 'less', 'more', 'head') | where ProcessCommandLine contains '/etc/shells' | project TimeGenerated, DeviceName, ProcessCommandLine
Correct
2
5.52s
0.0010
gpt-4o
cat /etc/shells
let suspicious_file="/etc/shells"; DeviceProcessEvents | where ProcessCommandLine has suspicious_file or InitiatingProcessCommandLine has suspicious_file | project TimeGenerated, DeviceId, DeviceName, AccountName, InitiatingProcessCommandLine, InitiatingProcessCreationTime
Correct
2
28.09s
0.0289
gpt-5-high
cat
let di = DeviceInfo | summarize arg_max(TimeGenerated, OSPlatform) by DeviceId | project DeviceId, OSPlatform; union isfuzzy=true ( DeviceProcessEvents | where ActionType == "ProcessCreated" | where ProcessCommandLine contains "/etc/shells" or ProcessCommandLine contains "getent shells" or InitiatingProcessCommandLine contains "/etc/shells" or InitiatingProcessCommandLine contains "getent shells" | extend SourceTable = "DeviceProcessEvents" ), ( DeviceEvents | where ProcessCommandLine contains "/etc/shells" or ProcessCommandLine contains "getent shells" or InitiatingProcessCommandLine contains "/etc/shells" or InitiatingProcessCommandLine contains "getent shells" | extend SourceTable = "DeviceEvents" ) | join kind=inner di on DeviceId | where OSPlatform =~ "Linux" | extend EnumerationMethod = case( ProcessCommandLine contains "/etc/shells" or InitiatingProcessCommandLine contains "/etc/shells", "Direct read of /etc/shells", ProcessCommandLine contains "getent shells" or InitiatingProcessCommandLine contains "getent shells", "getent shells via NSS", "Other" ) | project TimeGenerated, DeviceName, AccountName, SourceTable, ActionType, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessParentFileName, InitiatingProcessParentId, ProcessId, DeviceId, MachineGroup, EnumerationMethod | order by TimeGenerated desc
Incorrect
1
95.13s
0.0539
gpt-5-mini-high
cat /etc/shells
let toolsPattern = "(?i)\b(cat|less|more|tail|head|awk|sed|grep|strings|cut|xargs|stat|ls|getent|python|perl|ruby|sh|bash)\b"; // normalize candidate command field from both tables let proc = DeviceProcessEvents | extend Cmd = coalesce(ProcessCommandLine, InitiatingProcessCommandLine, tostring(AdditionalFields.CommandLine), tostring(AdditionalFields.command), tostring(AdditionalFields)) | where isnotempty(Cmd) | where tolower(Cmd) contains "/etc/shells" or tolower(Cmd) contains "etc/shells" or (Cmd matches regex toolsPattern and tolower(Cmd) contains "/etc/") | extend Tool = tolower(extract(toolsPattern, 1, Cmd)) | project TimeGenerated, DeviceName, DeviceId, AccountName, InitiatingProcessFileName, FileName, ProcessId, Tool, Cmd; let dev = DeviceEvents | extend Cmd = coalesce(ProcessCommandLine, InitiatingProcessCommandLine, tostring(AdditionalFields.CommandLine), tostring(AdditionalFields.command), tostring(AdditionalFields)) | where isnotempty(Cmd) | where tolower(Cmd) contains "/etc/shells" or tolower(Cmd) contains "etc/shells" or (Cmd matches regex toolsPattern and tolower(Cmd) contains "/etc/") | extend Tool = tolower(extract(toolsPattern, 1, Cmd)) | project TimeGenerated, DeviceName, DeviceId, AccountName, InitiatingProcessFileName, FileName, ProcessId, Tool, Cmd; (proc | union dev) // restrict to Linux machines to reduce noise and volume (adjust/remove as needed) | join kind=inner ( DeviceInfo | where isnotempty(OSPlatform) and tolower(OSPlatform) contains "linux" | project DeviceId ) on DeviceId | summarize Count = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated) by DeviceName, DeviceId, AccountName, Tool, Cmd | order by LastSeen desc | top 200 by LastSeen | project DeviceName, DeviceId, AccountName, Tool=coalesce(Tool, "(not-extracted)"), CommandLine=Cmd, Count, FirstSeen, LastSeen
Correct
5
93.99s
0.0250
gpt-5-mini-low
cat /etc/shells
// Search for enumeration of the shells file (/etc/shells) across process and file/device events // Process events: commands that reference /etc/shells or use common read utilities let proc_hits = DeviceProcessEvents | where isnotempty(ProcessCommandLine) | where ProcessCommandLine has "/etc/shells" or (ProcessCommandLine has "cat" and ProcessCommandLine has "shells") or (ProcessCommandLine has "grep" and ProcessCommandLine has "shells") or (ProcessCommandLine has "less" and ProcessCommandLine has "shells") or (ProcessCommandLine has "more" and ProcessCommandLine has "shells") or (ProcessCommandLine has "awk" and ProcessCommandLine has "shells") or (ProcessCommandLine has "sed" and ProcessCommandLine has "shells") or (ProcessCommandLine has "head" and ProcessCommandLine has "shells") or (ProcessCommandLine has "tail" and ProcessCommandLine has "shells") or (ProcessCommandLine has "strings" and ProcessCommandLine has "shells") or (ProcessCommandLine has "python" and ProcessCommandLine has "shells") or (ProcessCommandLine has "perl" and ProcessCommandLine has "shells") | project TimeGenerated, DeviceName, Account = InitiatingProcessAccountName, ProcessId, ParentProcessId = InitiatingProcessParentId, ProcessCommandLine, ProcessFileName = InitiatingProcessFileName, SourceTable = "DeviceProcessEvents"; // File events: file reads or references to /etc/shells let file_hits = DeviceFileEvents | where (isnotempty(FileName) and FileName has "shells") or (isnotempty(FolderPath) and FolderPath has "/etc/shells") or (isnotempty(PreviousFileName) and PreviousFileName has "shells") or (isnotempty(AdditionalFields) and tostring(AdditionalFields) has "/etc/shells") | project TimeGenerated, DeviceName, Account = InitiatingProcessAccountName, ProcessId = InitiatingProcessId, ParentProcessId = InitiatingProcessParentId, ProcessCommandLine = InitiatingProcessCommandLine, FileName, FolderPath, ActionType, SourceTable = "DeviceFileEvents"; // Generic device events (syslog-like) that may reference /etc/shells in AdditionalFields or file fields let evt_hits = DeviceEvents | where (isnotempty(FileName) and FileName has "shells") or (isnotempty(FolderPath) and FolderPath has "/etc/shells") or (isnotempty(AdditionalFields) and tostring(AdditionalFields) has "/etc/shells") | project TimeGenerated, DeviceName, Account = AccountName, ProcessId = InitiatingProcessId, ParentProcessId = InitiatingProcessParentId, ProcessCommandLine = InitiatingProcessCommandLine, FileName, FolderPath, ActionType, SourceTable = "DeviceEvents"; // Combine, normalize and summarize for investigation proc_hits | union file_hits | union evt_hits | extend ProcessCommandLine = coalesce(ProcessCommandLine, strcat(FileName, " ", FolderPath, " ", tostring(ActionType))) | summarize FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated), Count = count(), ExampleDevices = make_set(DeviceName, 5), ExampleCommands = make_set(ProcessCommandLine, 10), ExampleFiles = make_set(FileName, 5) by Account = coalesce(Account, "<unknown>"), SourceTable, ProcessId, ParentProcessId | order by LastSeen desc | limit 500
Correct
3
60.37s
0.0143
gpt-5-mini-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0160
gpt-5-nano-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0073
gpt-5-nano-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0080
grok-3-beta
cat /etc/shells
DeviceProcessEvents | where ProcessCommandLine has '/etc/shells' or ProcessCommandLine has 'cat /etc/shells' or ProcessCommandLine has 'more /etc/shells' or ProcessCommandLine has 'less /etc/shells' or ProcessCommandLine has 'nano /etc/shells' or ProcessCommandLine has 'vim /etc/shells' or ProcessCommandLine has 'vi /etc/shells' | join kind=inner ( DeviceInfo | where OSPlatform has 'Linux' or OSDistribution has 'Linux' ) on DeviceId | project TimeGenerated, DeviceName, ProcessCommandLine, AccountName, InitiatingProcessAccountName, InitiatingProcessCommandLine | order by TimeGenerated desc
Correct
3
40.73s
0.0617
grok-3-mini-beta
cat /etc/shells
DeviceProcessEvents | where ProcessCommandLine contains '/etc/shells' | project TimeGenerated, DeviceName, AccountName, ProcessCommandLine | order by TimeGenerated desc
Correct
1
15.66s
0.0016
o1-high
cat
DeviceProcessEvents | join kind=inner ( DeviceInfo | where OSPlatform == "Linux" ) on DeviceId | where ProcessCommandLine has "/etc/shells" | project TimeGenerated, DeviceName, AccountName, ProcessCommandLine
Correct
2
73.09s
0.3824
o1-low
cat
DeviceInfo | where OSPlatform == "Linux" | join ( DeviceProcessEvents | where ProcessCommandLine has "/etc/shells" ) on DeviceId | project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, InitiatingProcessCommandLine | order by TimeGenerated desc
Correct
1
30.13s
0.2281
o3-high
cat
// Detect enumeration of interactive shells on Linux hosts let lookback = 7d; // will be overwritten by portal / function-caller let shell_viewers = dynamic(["cat","less","more","head","tail","awk","sed","grep","cut","strings"]); DeviceProcessEvents | where TimeGenerated >= ago(lookback) // ---- Step 1 : narrow down to commands that reference the shells file ---- | where ProcessCommandLine has "/etc/shells" or (FileName =~ "getent" and ProcessCommandLine has "shells") or (FileName in~ (shell_viewers) and ProcessCommandLine has "shells") // ---- Step 2 : Pick the interesting fields for triage ---- | project TimeGenerated, DeviceName, DeviceId, AccountName, AccountDomain, FileName, ProcessCommandLine, ParentProcessName = InitiatingProcessFileName, ParentProcessCommandLine = InitiatingProcessCommandLine, ParentAccount = strcat(InitiatingProcessAccountDomain, "\\", InitiatingProcessAccountName), RemoteSession = iff(IsInitiatingProcessRemoteSession, "Yes", "No"), ReportId // ---- Step 3 : Optional grouping to reduce noise ---- | summarize FirstSeen=min(TimeGenerated), LastSeen=max(TimeGenerated), EventCount=count() by DeviceId, DeviceName, AccountName, FileName, ProcessCommandLine, ParentProcessName, ParentProcessCommandLine, ParentAccount, RemoteSession, ReportId | order by LastSeen desc
Incorrect
1
47.06s
0.0275
o3-mini-high
cat
union DeviceProcessEvents, DeviceEvents | where tolower(InitiatingProcessCommandLine) has "/etc/shells" | project TimeGenerated, DeviceName, InitiatingProcessFileName, InitiatingProcessCommandLine, ActionType, DeviceId | sort by TimeGenerated desc
Correct
1
11.48s
0.0113
o3-mini-low
cat
DeviceProcessEvents | where InitiatingProcessCommandLine contains "/etc/shells" | project TimeGenerated, DeviceName, InitiatingProcessCommandLine, FileName, FolderPath | sort by TimeGenerated desc
Correct
1
31.35s
0.0113
o4-mini-high
cat /etc/shells
let ShellProcessEvents = DeviceProcessEvents | where ProcessCommandLine matches regex @"\b(cat|grep|awk|sed|less|more|tail|head)\b.*\/etc\/shells" | project TimeGenerated, DeviceName, AccountName=InitiatingProcessAccountName, CommandLine=ProcessCommandLine; // If syslog data is available, look for raw slash etc shells reads in logs let ShellSyslogEvents = Syslog | where SyslogMessage has "/etc/shells" | project TimeGenerated, DeviceName=HostName, AccountName="(unknown)", CommandLine=SyslogMessage; // Combine both sources for a full view ShellProcessEvents | union ShellSyslogEvents | sort by TimeGenerated desc
Correct
1
44.35s
0.0155
o4-mini-low
cat /etc/shells
let ShellFilePath = "/etc/shells"; // 1) Find any processes that reference /etc/shells in their command line let ProcHits = DeviceProcessEvents | where ProcessCommandLine contains ShellFilePath | project TimeGenerated, DeviceName, AccountName, CommandLine = ProcessCommandLine; // 2) Find any file‐access events reading the /etc/shells file let FileHits = DeviceFileEvents | where FileName == "shells" and FolderPath endswith "/etc" | where ActionType has "Read" | project TimeGenerated, DeviceName, AccountName = InitiatingProcessAccountName, CommandLine = InitiatingProcessCommandLine; // Combine and sort union ProcHits, FileHits | sort by TimeGenerated desc
Correct
1
31.60s
0.0097