event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8
values | source stringclasses 20
values | severity stringclasses 6
values | raw_log stringlengths 91 282 | advanced_metadata dict | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
39141805-7cef-400e-9102-99811d9c94ea | 2025-05-24T15:21:52 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth locked for zavalakathleen via OAuth from 15.121.94.171 No additional info | {
"geo_location": "Peru",
"device_hash": "9044c862a7d97a74be1b2099dc636557",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_3_5 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/16.3t1642.0 Mobile/82O483 Safari/532.0",
"session_id": "a7f030c3-cf6c-4cae-9116-5a3963c01219",
"risk_score": 51.73,
... | zavalakathleen | locked | null | null | null | No additional info | Auth locked for zavalakathleen via OAuth from 15.121.94.171 No additional info | null | null | null | null | 15.121.94.171 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 35:8e:5a:bc:93:3f |
55323edd-3f86-40a3-9f86-dc76151fbbc2 | 2025-03-25T04:52:16 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop UDP traffic from 79.223.54.77:839 to 100.176.176.21:25628 No additional info | {
"geo_location": "Indonesia",
"device_hash": "c47b6563408cd29fa284bef7db54f94b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_8 rv:5.0; hr-HR) AppleWebKit/533.32.6 (KHTML, like Gecko) Version/4.0.3 Safari/533.32.6",
"session_id": "24cd6178-379c-49d1-b379-b9aa8435646a",
"risk_score": 66.36,
"co... | null | drop | null | null | null | No additional info | Firewall drop UDP traffic from 79.223.54.77:839 to 100.176.176.21:25628 No additional info | null | null | null | null | 79.223.54.77 | 100.176.176.21 | null | null | null | null | null | null | null | null | 839 | 25,628 | UDP | 983,726 | 1,257 | null | null |
a1f09169-2488-4754-bde5-d282c9ca24fe | 2025-04-05T17:57:16 | ids_alert | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Zeek Alert: DDoS detected from 101.177.114.42 targeting 114.48.153.104 No additional info noise=writer|within|design | {
"geo_location": "Armenia",
"device_hash": "0aeb27788a80efbfa524637c0150f2670018c0d6",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/23.0.885.0 Safari/535.1",
"session_id": "c3ee05e3-478c-4cbe-82c7-d07cfd971e0e",
"risk_score": 48.9,
"confidence": 0.93
} | null | null | null | null | null | No additional info | Zeek Alert: DDoS detected from 101.177.114.42 targeting 114.48.153.104 No additional info | {
"baseline_deviation": 1.09,
"entropy": 7.16,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 101.177.114.42 | 114.48.153.104 | DDoS | SIG-3779 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
fc840388-49d6-4369-a773-5fbf2fd1e941 | 2025-01-19T15:11:46 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change /side/direction.csv by hollandcaleb No additional info noise=marriage|budget|leader | {
"geo_location": "Cape Verde",
"device_hash": "ab5cf5cdcdfb8ebcd1018ae4fe4a423bdd675b18",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_1 rv:3.0; niu-NZ) AppleWebKit/532.17.1 (KHTML, like Gecko) Version/5.0.1 Safari/532.17.1",
"session_id": "1bb0f4e9-0eb2-40e7-abb8-3fb990f176e8",
"risk_score": 68... | hollandcaleb | registry_change | /side/direction.csv | 6,415 | explorer.exe | No additional info | Endpoint registry_change /side/direction.csv by hollandcaleb No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4cbea7f8-402f-4f65-80e6-d3390c922884 | 2025-05-04T23:26:19 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for pattylove via key from 181.173.223.165 No additional info noise=search/categories | {
"geo_location": "Bermuda",
"device_hash": "8395df769308b575170284f28b84fc7b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/3.1)",
"session_id": "54ff9a71-bfc0-40eb-8f5a-b3fcb443217c",
"risk_score": 72.93,
"confidence": 0.1
} | pattylove | failed | null | null | null | No additional info | Auth failed for pattylove via key from 181.173.223.165 No additional info | null | null | null | null | 181.173.223.165 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 47:10:5e:60:4a:ca |
43a99e1a-47f2-4a6d-a5d7-550a5ad7e286 | 2025-02-15T04:14:58 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth success for diamondavila via password from 119.52.139.203 No additional info | {
"geo_location": "Botswana",
"device_hash": "39bf00d72edc088b1ee50ab9e4d76228",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/29.0.872.0 Mobile/64D593 Safari/535.2",
"session_id": "e02e624f-50f8-4b8b-8bf8-d5da919d2908",
"risk_score": 43.98... | diamondavila | success | null | null | null | No additional info | Auth success for diamondavila via password from 119.52.139.203 No additional info | null | null | null | null | 119.52.139.203 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | ea:b8:64:b1:cb:d0 |
0c9fa168-db08-4be8-8111-10c6a3fa4c15 | 2025-01-20T05:41:38 | network | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|medium| desc=Network connection from 176.182.31.15 to 172.164.29.133 MITRE Technique: T1053.005 noise=edge|style|economic | {
"geo_location": "Gabon",
"device_hash": "56aa3506ab9e0f02e55fae981d0766b9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.0)",
"session_id": "1d1f301f-a717-4ac7-a3dd-af10d635ca2e",
"risk_score": 95.15,
"confidence": 0.45
} | null | connection | null | null | null | MITRE Technique: T1053.005 | Network connection from 176.182.31.15 to 172.164.29.133 MITRE Technique: T1053.005 | null | null | null | null | 176.182.31.15 | 172.164.29.133 | null | null | null | null | null | null | null | null | null | null | HTTPS | 476,009 | null | null | null |
e45536f3-b347-4d9c-bf89-bc1cbc23edf2 | 2025-01-22T14:41:47 | network | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 4.146.112.15 to 91.110.111.93 No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "b4569b60c616cc942fbdd7fe28b94b500c3297e5",
"user_agent": "Mozilla/5.0 (Android 7.0; Mobile; rv:47.0) Gecko/47.0 Firefox/47.0",
"session_id": "30dcb908-e0b3-4dfe-9266-dc092a78a6c4",
"risk_score": 73.75,
"confidence": 0.73
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 4.146.112.15 to 91.110.111.93 No additional info | null | null | null | null | 4.146.112.15 | 91.110.111.93 | null | null | null | null | null | null | null | null | null | null | TCP | 236,536 | null | null | null |
cf8af1a2-59aa-4fa8-aaef-20bc93beec2e | 2025-04-23T08:20:24 | endpoint | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec concern by jasongonzalez MITRE Technique: T1574.002 | {
"geo_location": "Uzbekistan",
"device_hash": "7fcd0ac03c914848bbfd42233da6774a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/533.43.4 (KHTML, like Gecko) Version/4.0.3 Safari/533.43.4",
"session_id": "f54ad416-5707-40ff-9530-dd7d3d23dd8c",
"risk_score": 40.39,
"confidence": 0
} | jasongonzalez | wmi_exec | concern | 1,892 | powershell.exe | MITRE Technique: T1574.002 | Endpoint wmi_exec concern by jasongonzalez MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
df00caf3-257b-4b93-bfd4-40b2abfcde2e | 2025-01-31T09:09:13 | ai | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by ndoyle No additional info noise=list/category | {
"geo_location": "Sudan",
"device_hash": "de5065a6b37b514981529fc3cb744884",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.1)",
"session_id": "b53429c7-0acc-48cb-b73e-1d8290f55c30",
"risk_score": 71.56,
"confidence": 0.92
} | ndoyle | model_inversion | null | null | null | No additional info | AI system model_inversion by ndoyle No additional info | {
"baseline_deviation": 1.5,
"entropy": 7.47,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-315a896b | 28097f35f4624c7b2c450d00d01d4c8560eace12 | 4f9c884f27c4c9e321e97743618f17f26f3c9fecd930cba632db1a1fe0785326 | null | null | null | null | null | null | null |
c7bbfb09-db43-46b3-b9c6-c036af87eb7e | 2025-03-25T06:08:05 | ai | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by alyssa95 No additional info | {
"geo_location": "Sudan",
"device_hash": "35d2701bff6a1b638d610f632096ec02160c845a",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/32.0.818.0 Safari/531.2",
"session_id": "488d7dd5-6e5c-4dc1-bea9-bb0006a5bd2e",
"risk_score": 37.92,
"confidence": 0.37
} | alyssa95 | prompt_injection | null | null | null | No additional info | AI system prompt_injection by alyssa95 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-0c1156c8 | 2e1c5e43c1e3532348aeaa7a759cc87d | 3ef1f3e0f16cac830f6a54726b73ccf78d67342eda54960f3fd89f87b6952832 | null | null | null | null | null | null | null |
1223f7f3-cfb7-4d29-a9b1-b6915728b1ff | 2025-06-25T15:12:57 | cloud | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in GCP by anthony31 No additional info | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "f85b91789a0652b5f2698585b309dd4b13f7a102",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.0)",
"session_id": "bf8cee47-351a-464f-893b-86064fa6c3c3",
"risk_score": 58.01,
"confidence": 0.81
} | anthony31 | instance_creation | null | null | null | No additional info | Cloud instance_creation in GCP by anthony31 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-9bac0012 | null | null | null | null | null | null | null | null | null | null |
3456e90d-1c70-443c-a81e-18390584a78a | 2025-05-25T00:49:06 | iot | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat firmware_update MITRE Technique: T1547.001 | {
"geo_location": "Zimbabwe",
"device_hash": "c6dccd2c27e99d40cbf14c54f349b5b2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/535.50.6 (KHTML, like Gecko) Version/5.0.5 Safari/535.50.6",
"session_id": "4524db28-e87a-4d53-8ed7-f716f1a6e976",
"risk_score": 32.27,
"confidence": 0.15
} | null | firmware_update | null | null | null | MITRE Technique: T1547.001 | IoT device Thermostat firmware_update MITRE Technique: T1547.001 | null | Thermostat | iot-65864891 | 2.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9546962a-0705-4087-9153-35193b426d7f | 2025-06-11T20:49:05 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by wmason No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "07e51f5005239cab3b28e863bf58c9afd51aca215c093418d89b9b2800469546",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ml-IN) AppleWebKit/533.4.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6533.4.5",
"session_id": "a6a29d9e-8b74-4023-9... | wmason | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by wmason No additional info | null | null | null | null | null | null | null | null | null | null | null | model-12826efd | 0a6265288f5e935bc093d4fd17656e27b8535001 | 567b9130cbefd6b45980764ce1e40968f377384e2784dbfe3a4148e32d755a12 | null | null | null | null | null | null | null |
e4981e61-227a-4713-9c7b-1bb28a939f25 | 2025-02-21T11:41:22 | ai | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by jthomas No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "878e51a759b683751e00588419a9239c18af444d5fab401decc24ddf1720d0a8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/531.20.5 (KHTML, like Gecko) Version/5.0.4 Safari/531.20.5",
"session_id": "f51e89bc-7d09-499f-8a41-e15fd6290e4b",
"risk_score": 87... | jthomas | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by jthomas No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8be2ef35 | e156e4ec1bbf259766f25fb91406fecc | 55304b4c939a29d818a6875f4087b11c950a4986f3efc9e588ce7944c13bb48c | null | null | null | null | null | null | null |
b11c1489-a9f6-484d-99be-ee25d42f577a | 2025-02-21T17:58:51 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in OCI by sanchezjoshua No additional info | {
"geo_location": "Montenegro",
"device_hash": "169bef1603c736ff95462b2c3c806841274d267742d53bed4e1ae1ef4c5345b1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/4.1)",
"session_id": "819f209c-8343-4ff0-b4f2-37d194b26e4b",
"risk_score": 59.44,
"confidence": 0.36
} | sanchezjoshua | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in OCI by sanchezjoshua No additional info | null | null | null | null | null | null | null | null | null | OCI | res-2abe5b87 | null | null | null | null | null | null | null | null | null | null |
d8c0c565-34b3-47c9-ab30-6a4f2db25b77 | 2025-05-14T20:22:44 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Azure by millerjenna No additional info | {
"geo_location": "Guam",
"device_hash": "eb849138b70ecde5b180600fe0523af9794aa230",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/14.2t1768.0 Mobile/83I311 Safari/535.1",
"session_id": "59052c5d-4fa1-48f2-b208-ab210c568b78",
"risk_score": ... | millerjenna | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by millerjenna No additional info | {
"baseline_deviation": 1.07,
"entropy": 5.78,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Azure | res-579ab2b9 | null | null | null | null | null | null | null | null | null | null |
5d0857b2-06c5-4b4f-88a9-0624aeaa1dc4 | 2025-06-08T17:46:19 | firewall | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|low| desc=Firewall drop TCP traffic from 212.103.239.247:527 to 83.163.171.14:171 No additional info | {
"geo_location": "Uruguay",
"device_hash": "b159653c8cced35fb35211bd5c1ac6a1e88112feee2b10c5c93913eb79e2ae90",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; fi-FI) AppleWebKit/531.19.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6531.19.4",
"session_id": "7ea862f3-7dc5-465a-8e... | null | drop | null | null | null | No additional info | Firewall drop TCP traffic from 212.103.239.247:527 to 83.163.171.14:171 No additional info | null | null | null | null | 212.103.239.247 | 83.163.171.14 | null | null | null | null | null | null | null | null | 527 | 171 | TCP | 425,971 | 252 | null | null |
6679dc8c-eb77-4ea8-9e17-5913b759bbf9 | 2025-04-10T11:44:13 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: Port Scan detected from 8.254.184.30 targeting 90.230.64.84 No additional info | {
"geo_location": "Philippines",
"device_hash": "c0e5d4810c2cb673395c9c94d2064401a020aa85ec22d6d8653975736544d59e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ak-GH) AppleWebKit/535.28.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6535.28.5",
"session_id": "8db73383-cf44-48b... | null | null | null | null | null | No additional info | AlienVault Alert: Port Scan detected from 8.254.184.30 targeting 90.230.64.84 No additional info | null | null | null | null | 8.254.184.30 | 90.230.64.84 | Port Scan | SIG-5402 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
ae967146-c42d-4413-b13e-9ab1dc1c6adb | 2025-05-27T20:28:50 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by clinejulia MITRE Technique: T1134.001 | {
"geo_location": "Ireland",
"device_hash": "92fd48018d8a9a0fa517452ca1bd95e6e4460b87",
"user_agent": "Opera/8.12.(Windows 98; rw-RW) Presto/2.9.179 Version/11.00",
"session_id": "e74e5b09-aebd-4df4-aaf2-6c3547f2809f",
"risk_score": 36.18,
"confidence": 0.31
} | clinejulia | model_access | null | null | null | MITRE Technique: T1134.001 | AI system model_access by clinejulia MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | model-4be990f8 | c4bcba56550081ca4d87c95437a73478 | a4ea901c7f56db0df8fab93cbdcbb4145f2b5e59 | null | null | null | null | null | null | null |
90ed750c-9e2b-4b36-9c21-5fd42526e588 | 2025-03-22T04:53:43 | iot | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor protocol_violation MITRE Technique: T1059.005 | {
"geo_location": "Madagascar",
"device_hash": "6e17f83fa2e63bd826f5d11f7de0c9d3",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_7 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/47.0.816.0 Mobile/41H946 Safari/531.1",
"session_id": "8bcef09f-36a2-4440-8920-f9357dd7c382",
"risk_score": 44.12... | null | protocol_violation | null | null | null | MITRE Technique: T1059.005 | IoT device Sensor protocol_violation MITRE Technique: T1059.005 | {
"baseline_deviation": 0.81,
"entropy": 4.11,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Sensor | iot-0f988ae8 | 10.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
387cdf16-caf1-4b72-9bf0-1c6442a373cb | 2025-05-12T18:38:04 | ai | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by jonesmatthew No additional info | {
"geo_location": "Fiji",
"device_hash": "ac0132ae12c50a09d27c62b0577062661b0b1375bcbb21bb219bd7ed9642d414",
"user_agent": "Opera/8.93.(X11; Linux i686; gl-ES) Presto/2.9.161 Version/12.00",
"session_id": "cfb87a73-ef32-401f-8491-6c40d67ca446",
"risk_score": 11.76,
"confidence": 0.94
} | jonesmatthew | adversarial_input | null | null | null | No additional info | AI system adversarial_input by jonesmatthew No additional info | null | null | null | null | null | null | null | null | null | null | null | model-f1a80beb | 45200b033b03d2df966cd33a732a22f1 | d10bf2e578e7950860badbd5581978ead285bc23 | null | null | null | null | null | null | null |
68bef1d7-9fe2-4ecf-a067-10c4276012e7 | 2025-02-01T20:11:43 | auth | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|info| desc=Auth bypass for shannon88 via biometric from 196.211.136.212 MITRE Technique: T1218.011 | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "5c493f73d828b8d9e940a10b473eed3d",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/22.0.897.0 Safari/536.2",
"session_id": "1f48ce01-c7c1-416c-b4e3-45531b5a048f",
"risk_score": 36... | shannon88 | bypass | null | null | null | MITRE Technique: T1218.011 | Auth bypass for shannon88 via biometric from 196.211.136.212 MITRE Technique: T1218.011 | null | null | null | null | 196.211.136.212 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | ea:f1:c1:31:23:fe |
ffdfd510-2333-4615-9c43-e0b46481a1ed | 2025-05-29T17:48:22 | cloud | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in Azure by qjones No additional info noise=2D24F55D | {
"geo_location": "Trinidad and Tobago",
"device_hash": "e346a9648be046d41fbc97bb958d77a0",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/50.0.870.0 Safari/535.0",
"session_id": "dc89247d-303c-405a-a257-c2cb4a145701",
"risk_score": 40.99,
"confidence": 0.52
} | qjones | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Azure by qjones No additional info | null | null | null | null | null | null | null | null | null | Azure | res-4f2daf04 | null | null | null | null | null | null | null | null | null | null |
47ab23b9-f9e9-4a3a-b51b-abd3c09e848d | 2025-04-13T12:57:49 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 63.106.24.15 to 1.25.6.187 No additional info noise=language|drug|whom | {
"geo_location": "United States of America",
"device_hash": "b567b733288bc21049d3e4aa876f6aeb41ffb25f08fba16b3a95f6427a0b6c3d",
"user_agent": "Opera/9.58.(Windows CE; ss-ZA) Presto/2.9.176 Version/12.00",
"session_id": "7cd0d948-8f27-4aba-bc2c-2bb59df14829",
"risk_score": 42.25,
"confidence": 0.83
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 63.106.24.15 to 1.25.6.187 No additional info | null | null | null | null | 63.106.24.15 | 1.25.6.187 | null | null | null | null | null | null | null | null | null | null | UDP | 351,654 | null | null | null |
12a4f7a7-81d9-4010-8978-cdf71349d3ae | 2025-07-11T00:28:35 | iot | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|high| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Guinea",
"device_hash": "3969ff6632064fa03e04fbaed04f6518",
"user_agent": "Opera/9.34.(X11; Linux i686; ig-NG) Presto/2.9.163 Version/12.00",
"session_id": "76b749e6-e8ae-410f-9cd3-e28146179278",
"risk_score": 39.37,
"confidence": 0.57
} | null | protocol_violation | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | null | Medical | iot-8fbab358 | 7.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a575d42b-055f-4485-a0a7-caf79713046a | 2025-05-04T18:26:27 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection /three/coach.png by allenheather No additional info noise=6FFDAC2F | {
"geo_location": "Christmas Island",
"device_hash": "f3501f7506b6e9bfceef1b4f9585bafa312acd90",
"user_agent": "Opera/9.33.(Windows 98; Win 9x 4.90; wo-SN) Presto/2.9.166 Version/12.00",
"session_id": "37eb8537-996d-4185-892d-4656e7526f0e",
"risk_score": 60.21,
"confidence": 0.1
} | allenheather | memory_injection | /three/coach.png | 9,637 | powershell.exe | No additional info | Endpoint memory_injection /three/coach.png by allenheather No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
19da07e3-61d5-472a-8c0f-84997594b424 | 2025-06-30T18:49:09 | cloud | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Azure by hollyblevins Associated Threat Actor: Leafminer | {
"geo_location": "Taiwan",
"device_hash": "871b40912ba4d2affe7b9d6bfe05dcf42bf3fc0e",
"user_agent": "Opera/8.15.(X11; Linux x86_64; bhb-IN) Presto/2.9.172 Version/10.00",
"session_id": "85bb9bb8-6134-4fc7-90d4-78081c90f5f6",
"risk_score": 38.66,
"confidence": 0.29
} | hollyblevins | instance_creation | null | null | null | Associated Threat Actor: Leafminer | Cloud instance_creation in Azure by hollyblevins Associated Threat Actor: Leafminer | null | null | null | null | null | null | null | null | null | Azure | res-419409bd | null | null | null | null | null | null | null | null | null | null |
06b03c9b-da87-4b5b-a67d-ab1e6f672397 | 2025-02-23T08:16:41 | cloud | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in Alibaba by jweaver No additional info | {
"geo_location": "Croatia",
"device_hash": "7eb9c4acc0695b6e168ad78448632518239acf30",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/5.0)",
"session_id": "0fdf37d9-40a2-4f20-92c2-a64ba776b0ad",
"risk_score": 12.48,
"confidence": 0.06
} | jweaver | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Alibaba by jweaver No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-129ed312 | null | null | null | null | null | null | null | null | null | null |
696a4846-547c-4d3e-9ad3-3bff50e056a6 | 2025-06-06T14:30:20 | iot | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "Turkey",
"device_hash": "bae02300bb6ea3a6ad09d0ddb9df5b2f",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_3 rv:4.0; ig-NG) AppleWebKit/535.45.6 (KHTML, like Gecko) Version/5.0.3 Safari/535.45.6",
"session_id": "3878979b-7a12-4edb-a052-a8e260181364",
"risk_score": 55.9,
"confi... | null | sensor_spoofing | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | null | Thermostat | iot-9d6a5604 | 7.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f1f9f582-248d-404d-814b-9474fede5cfd | 2025-05-09T15:42:05 | cloud | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in OCI by latoyapierce No additional info noise=R2lybCBhbmQu | {
"geo_location": "Guyana",
"device_hash": "e4b1a0c87527b0e4ef36b3bd2b81a4be",
"user_agent": "Opera/9.33.(X11; Linux i686; ha-NG) Presto/2.9.184 Version/12.00",
"session_id": "b18bc5b7-125f-4b73-8292-49aaab160f84",
"risk_score": 45.54,
"confidence": 0.94
} | latoyapierce | config_change | null | null | null | No additional info | Cloud config_change in OCI by latoyapierce No additional info | null | null | null | null | null | null | null | null | null | OCI | res-135b59db | null | null | null | null | null | null | null | null | null | null |
a705289d-6190-4adc-b9e8-141c6c9a611f | 2025-04-29T05:01:20 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection Mr by bramirez MITRE Technique: T1574.002 | {
"geo_location": "Ethiopia",
"device_hash": "2b8d010c6b66b8b307f5dfea5dc0b0c0",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_4 rv:4.0; ne-NP) AppleWebKit/533.8.4 (KHTML, like Gecko) Version/5.1 Safari/533.8.4",
"session_id": "cf6cfc54-e5e1-4890-84d6-7edba28bc2cd",
"risk_score": 57.53,
"confi... | bramirez | memory_injection | Mr | 9,042 | explorer.exe | MITRE Technique: T1574.002 | Endpoint memory_injection Mr by bramirez MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
05eb116e-bba0-4be2-af8b-db177d588d76 | 2025-02-23T23:54:56 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 1.26.204.126 to 29.151.232.106 No additional info | {
"geo_location": "Uzbekistan",
"device_hash": "0769b959ccb1853cbb23ef250699b190cb09e245",
"user_agent": "Opera/9.73.(X11; Linux x86_64; wa-BE) Presto/2.9.188 Version/10.00",
"session_id": "d9b046c8-151b-4184-aa50-7ba2eb086dbc",
"risk_score": 79.08,
"confidence": 0.22
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 1.26.204.126 to 29.151.232.106 No additional info | null | null | null | null | 1.26.204.126 | 29.151.232.106 | null | null | null | null | null | null | null | null | null | null | HTTPS | 867,252 | null | null | null |
0f84a607-0220-4059-88e6-578702b439c2 | 2025-02-15T18:38:41 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device HVAC sensor_spoofing MITRE Technique: T1218.011 | Unconventional IOC: TPM attestation failures | {
"geo_location": "Guinea-Bissau",
"device_hash": "ac54450d417b6f83e2818e4c13abdd2fbfff362be376bd0bfd0572bc20e6b2fe",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/3.1)",
"session_id": "c37142fd-7e64-4f19-9730-a1d3a9de48f2",
"risk_score": 55.92,
"confidence": 0.39
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1218.011 | Unconventional IOC: TPM attestation failures | IoT device HVAC sensor_spoofing MITRE Technique: T1218.011 | Unconventional IOC: TPM attestation failures | null | HVAC | iot-4fcbbeba | 9.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
97cd12bb-af64-4e6b-af3c-3d999bda84b6 | 2025-05-05T16:56:00 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: Credential Stuffing detected from 172.76.21.198 targeting 171.44.124.27 MITRE Technique: T1071.001 | {
"geo_location": "Vietnam",
"device_hash": "9d7356f3c16a001283b1f65730d1dbc60c7673ba",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_1_3 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/44.0.842.0 Mobile/94G177 Safari/532.1",
"session_id": "1eb11bd6-0c57-4b47-b0b8-daf448c95f71",
"risk_score": 67.... | null | null | null | null | null | MITRE Technique: T1071.001 | Trellix Alert: Credential Stuffing detected from 172.76.21.198 targeting 171.44.124.27 MITRE Technique: T1071.001 | null | null | null | null | 172.76.21.198 | 171.44.124.27 | Credential Stuffing | SIG-1098 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
09aab51a-0dda-4071-a9b2-96ebdfeacebe | 2025-07-01T03:43:33 | firewall | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|high| desc=Firewall drop HTTP traffic from 116.151.122.133:61 to 170.103.194.125:653 No additional info | {
"geo_location": "Myanmar",
"device_hash": "5a7121236ea8994e102ccd47aada6a9189ade41f7e7b53a2c4d5d34a5d7fdd86",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_8 rv:3.0; ha-NG) AppleWebKit/532.2.2 (KHTML, like Gecko) Version/5.1 Safari/532.2.2",
"session_id": "8e95fe01-cb38-4fcc-98e3-6c88dbf76999",
... | null | drop | null | null | null | No additional info | Firewall drop HTTP traffic from 116.151.122.133:61 to 170.103.194.125:653 No additional info | null | null | null | null | 116.151.122.133 | 170.103.194.125 | null | null | null | null | null | null | null | null | 61 | 653 | HTTP | 353,192 | 893 | null | null |
bce59b44-9e20-40c9-b6bd-d7ffa41c9ba0 | 2025-04-13T20:42:10 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network connection from 15.193.213.132 to 154.240.108.181 No additional info | {
"geo_location": "Malta",
"device_hash": "eaab6578b010f81eb0ace1f405a5f9a3",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/11.7i9088.0 Mobile/60Q681 Safari/534.2",
"session_id": "ef7c0dd3-08c2-470b-b95e-fe5d70d0d843",
"risk_score": 54.02,
... | null | connection | null | null | null | No additional info | Network connection from 15.193.213.132 to 154.240.108.181 No additional info | null | null | null | null | 15.193.213.132 | 154.240.108.181 | null | null | null | null | null | null | null | null | null | null | HTTP | 899,073 | null | null | null |
619dd97b-64b5-4e5b-9390-f07a29958892 | 2025-04-22T22:40:21 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth challenge for michaeljohnson via key from 112.33.21.163 No additional info | {
"geo_location": "Israel",
"device_hash": "7c33ee4a745eb6c5bc07d1a2b1aa690d",
"user_agent": "Opera/8.72.(X11; Linux i686; ckb-IQ) Presto/2.9.183 Version/11.00",
"session_id": "2e073f79-8746-4a0d-bbb8-97a05f5de7da",
"risk_score": 51.32,
"confidence": 0.41
} | michaeljohnson | challenge | null | null | null | No additional info | Auth challenge for michaeljohnson via key from 112.33.21.163 No additional info | null | null | null | null | 112.33.21.163 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 21:7c:23:c1:72:23 |
ff513b75-4bbd-4318-bae4-4eba7a8806e6 | 2025-07-04T13:17:32 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network connection from 185.231.197.91 to 10.2.231.41 MITRE Technique: T1110.003 | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "58e24aa5df9644203546b4a03dec0a52",
"user_agent": "Opera/9.64.(X11; Linux x86_64; pap-AW) Presto/2.9.166 Version/10.00",
"session_id": "8157c73c-42c5-4b96-9a3f-29f936ea983a",
"risk_score": 59.46,
"confidence": 0.35
} | null | connection | null | null | null | MITRE Technique: T1110.003 | Network connection from 185.231.197.91 to 10.2.231.41 MITRE Technique: T1110.003 | null | null | null | null | 185.231.197.91 | 10.2.231.41 | null | null | null | null | null | null | null | null | null | null | UDP | 827,451 | null | null | null |
24ba613c-7013-4272-8e3a-972d537ed133 | 2025-07-07T06:32:55 | endpoint | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism carry by jennifer67 No additional info | {
"geo_location": "Congo",
"device_hash": "f26c52088c9759a3a2622282b0cc7551a46eb636",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/3.1)",
"session_id": "97cffa8d-fa89-4502-b5b1-1c19eb53a682",
"risk_score": 86.98,
"confidence": 0.64
} | jennifer67 | persistence_mechanism | carry | 7,452 | explorer.exe | No additional info | Endpoint persistence_mechanism carry by jennifer67 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
da02f14c-66d4-486f-8784-77db68529c8b | 2025-02-13T12:55:39 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by lowejonathan No additional info noise=73ACC4AE | {
"geo_location": "Pitcairn Islands",
"device_hash": "f28caa4d04466413a55e94493f5a0e97",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/4.0)",
"session_id": "ccd47b2e-b087-4872-af00-69d13e2ea8b7",
"risk_score": 41.59,
"confidence": 0.5
} | lowejonathan | model_inversion | null | null | null | No additional info | AI system model_inversion by lowejonathan No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7b24724a | 1ce29f9f8bfc8424065aeab3fcf5e1a025a49aefad2c795ea2bd997f6043a79e | 347d9ad80033dc994f7b7c17deff20b3 | null | null | null | null | null | null | null |
56140b76-d3a4-4efb-bd6d-83793344f3d8 | 2025-03-28T03:24:42 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "2a73d85c8854bb2d67902d1c79d326b1b70131d1a64129d706dca04426474075",
"user_agent": "Opera/8.13.(Windows NT 5.1; lb-LU) Presto/2.9.166 Version/12.00",
"session_id": "b650a999-c332-41d7-b0b0-b19e1396d393",
"risk_score": 68.33,
"confidence": 0.84
} | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | null | Medical | iot-3ed97b9f | 8.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
90d8119b-3801-4bc2-9a98-235d423a7448 | 2025-03-06T23:21:23 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec after by mallory85 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Tajikistan",
"device_hash": "c9a134dd8b813ed73836c5a47cb868478d073bf672e5056c50e9b26cb5fd5e38",
"user_agent": "Opera/9.49.(Windows NT 5.2; ayc-PE) Presto/2.9.165 Version/11.00",
"session_id": "40921911-5da3-4a7e-965a-ceed6b98653e",
"risk_score": 43.11,
"confidence": 0.56
} | mallory85 | powershell_exec | after | 7,824 | cmd.exe | Unconventional IOC: Quantum random number deviations | Endpoint powershell_exec after by mallory85 Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
86508b08-a001-4db4-8506-16c08636dc40 | 2025-03-08T10:51:20 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for omarbrown via biometric from 106.138.109.120 Associated Threat Actor: Lazarus Group | {
"geo_location": "Thailand",
"device_hash": "bf8385e72b177e67e66575ddccc2a0d5",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_2 rv:3.0; ur-PK) AppleWebKit/532.3.3 (KHTML, like Gecko) Version/4.0.5 Safari/532.3.3",
"session_id": "8a8f6953-6817-476b-9603-08dfb1d45cda",
"risk_score": 77.33,
"co... | omarbrown | challenge | null | null | null | Associated Threat Actor: Lazarus Group | Auth challenge for omarbrown via biometric from 106.138.109.120 Associated Threat Actor: Lazarus Group | {
"baseline_deviation": 0.52,
"entropy": 4.93,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 106.138.109.120 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 03:73:75:69:76:5f |
9450c3fc-2ec8-4257-941f-546a7ae722fb | 2025-03-10T06:34:47 | ids_alert | Darktrace v6.0.0 | emergency | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Darktrace Alert: Living-off-the-Land detected from 195.80.37.21 targeting 10.119.219.11 No additional info | {
"geo_location": "Saint Lucia",
"device_hash": "2909b77a33e7d150e7021fa09452690eddde9fa0b356ebb49f179ffca2df15f2",
"user_agent": "Opera/9.35.(Windows NT 5.0; ht-HT) Presto/2.9.179 Version/11.00",
"session_id": "d34d3e34-7df3-4558-a99f-4f16d6d24818",
"risk_score": 48.52,
"confidence": 0.71
} | null | null | null | null | null | No additional info | Darktrace Alert: Living-off-the-Land detected from 195.80.37.21 targeting 10.119.219.11 No additional info | null | null | null | null | 195.80.37.21 | 10.119.219.11 | Living-off-the-Land | SIG-9885 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
6f8086e5-81bb-481a-9ec0-4cae4b1086c9 | 2027-07-12T02:39:36 | iot | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update MITRE Technique: T1543.003 | {
"geo_location": "Russia",
"device_hash": "a2160b73309df89e2cbf3c096cb2230227047b15",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/4.1)",
"session_id": "9e6c73d1-41f5-4369-a41a-d6101c2e9393",
"risk_score": 74.17,
"confidence": 0.07
} | null | firmware_update | null | null | null | MITRE Technique: T1543.003 | IoT device Camera firmware_update MITRE Technique: T1543.003 | null | Camera | iot-e3ac2c9b | 6.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
536ecffd-3a9f-43c8-9d06-03ed38c5025d | 2021-08-26T05:54:18 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by vthompson No additional info noise=02515E10 | {
"geo_location": "Angola",
"device_hash": "08226b695162cf275bbcd19bd27f6d72",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_8_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/42.0.883.0 Mobile/44Y095 Safari/532.1",
"session_id": "1979ad97-ad47-4e2f-b0a7-7e036eeed188",
"risk_score": 86.91,
"c... | vthompson | membership_inference | null | null | null | No additional info | AI system membership_inference by vthompson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d3de476c | d55bfde8185f4096eaf5329952d431f94f47ef77 | e17e61fd1080e87548a5852da21ace66238de399 | null | null | null | null | null | null | null |
1f77efa1-9241-4375-9b0b-76274e2a20c1 | 2025-05-04T16:35:02 | ids_alert | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|low| desc=AlienVault Alert: Brute Force detected from 144.130.87.173 targeting N/A Associated Threat Actor: Kimsuky | {
"geo_location": "Ecuador",
"device_hash": "40b0d231b0e467c1de4d658bbd6aa9cb",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/5657-03-10 18:29:19 Firefox/3.6.3",
"session_id": "60abf65f-e668-4940-8ada-ca902554ea94",
"risk_score": 49.04,
"confidence": 0.18
} | null | null | null | null | null | Associated Threat Actor: Kimsuky | AlienVault Alert: Brute Force detected from 144.130.87.173 targeting N/A Associated Threat Actor: Kimsuky | null | null | null | null | 144.130.87.173 | N/A | Brute Force | SIG-5476 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
69e6be6d-829c-4bb7-9396-d7874ed78079 | 2025-07-10T15:18:10 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth locked for ronald86 via passwordless from 194.21.212.91 No additional info | {
"geo_location": "Ecuador",
"device_hash": "31679049e6983feab0e5e7b7751344de",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ln-CD) AppleWebKit/535.27.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6535.27.1",
"session_id": "2096bef0-4d5d-4743-8fd3-5bb3ec34800a",
"risk_score"... | ronald86 | locked | null | null | null | No additional info | Auth locked for ronald86 via passwordless from 194.21.212.91 No additional info | null | null | null | null | 194.21.212.91 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 82:da:19:93:89:0f |
fcfb9d06-8788-4071-87d5-e6105a82e33c | 2025-06-24T07:35:46 | network | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 105.162.98.10 to 215.146.154.84 No additional info | {
"geo_location": "Niger",
"device_hash": "5c2d901dcf568e60f9f0cf77da997e843b76e24d",
"user_agent": "Opera/9.43.(Windows NT 10.0; bo-IN) Presto/2.9.170 Version/11.00",
"session_id": "dda628c3-5405-431d-8845-bc9c55ac25d0",
"risk_score": 12.89,
"confidence": 0.44
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 105.162.98.10 to 215.146.154.84 No additional info | null | null | null | null | 105.162.98.10 | 215.146.154.84 | null | null | null | null | null | null | null | null | null | null | HTTPS | 960,548 | null | null | null |
2792af7e-6540-4fdd-87b1-f5b8b2fcd2a4 | 2025-06-20T23:11:55 | endpoint | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install story by angela54 MITRE Technique: T1574.002 | {
"geo_location": "Sweden",
"device_hash": "c3959e011ddc667617ecbcef0213c039",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/54.0.852.0 Safari/535.1",
"session_id": "bd7cb02c-0df4-4ba3-8120-7a4de133b1b2",
"risk_score": 30.37,
"confidence": 0.85
} | angela54 | service_install | story | 9,895 | cmd.exe | MITRE Technique: T1574.002 | Endpoint service_install story by angela54 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5352c321-be5d-4025-8f2c-eca9e488432f | 2030-04-30T13:00:46 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by tyler00 MITRE Technique: T1134.001 noise=visit|plan|water | {
"geo_location": "Albania",
"device_hash": "379af04659bd38d151311e3224f70789b0564ac78486cce3e6cf3d4404dea6b5",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/54.0.897.0 Safari/533.0",
"session_id": "8e5415c5-92c8-411f-9791-d52c45df342a",
"risk_score": 70.12,
"conf... | tyler00 | model_access | null | null | null | MITRE Technique: T1134.001 | AI system model_access by tyler00 MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | model-14b95281 | d1960d088584d45ba58d6d571bdf06e469b41620b42fa2d5f0fa6419045e77af | e91b6881d2b094d33dd93118b9031da1577a1e4e | null | null | null | null | null | null | null |
a7c63560-0016-41fd-bcbd-8f8ecd160810 | 2025-04-21T23:46:17 | ai | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by denise05 MITRE Technique: T1566.001 | {
"geo_location": "Tonga",
"device_hash": "1ef696ec9f4a45c89a8868ddb4a21db02942e27e",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/24.0.875.0 Safari/536.2",
"session_id": "1f96d58c-3abc-41cc-9d21-f5e59e86c170",
"risk_score": 60.15,
"confidence": 0.16
} | denise05 | fine_tuning | null | null | null | MITRE Technique: T1566.001 | AI system fine_tuning by denise05 MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-010491c8 | 0989d98461b1de2ebbc8fde5252d8124 | 8b040aa5af2a57b9d56b114785bdeaa68626bc0b | null | null | null | null | null | null | null |
00f00a0d-ef09-4370-95cb-de3eeaadc850 | 2025-06-10T19:35:24 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth bypass for nobrien via MFA from 22.125.120.142 No additional info | {
"geo_location": "Puerto Rico",
"device_hash": "1146ad562ead864763cd9774306de1be936c9d82263472cc19e08c1897ca1667",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/5.1)",
"session_id": "c09e6d45-12bd-456e-b4ca-1bef67466385",
"risk_score": 80.53,
"confidence": 0.46
} | nobrien | bypass | null | null | null | No additional info | Auth bypass for nobrien via MFA from 22.125.120.142 No additional info | null | null | null | null | 22.125.120.142 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 6c:4c:4d:55:2b:87 |
556663ee-d703-4b8e-a8a8-a3ad38ff752e | 2025-06-25T09:34:01 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only UDP traffic from 135.35.253.50:511 to 118.47.47.92:470 Geo anomaly: Impossible travel detected | {
"geo_location": "Spain",
"device_hash": "a8f9f7d73d7e24b28e0e518728768d4e",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; sw-TZ; rv:1.9.1.20) Gecko/8010-03-26 08:41:30 Firefox/12.0",
"session_id": "c09ba7d6-1219-48e8-9c0e-901bd1286554",
"risk_score": 29.98,
"confidence": 0.88
} | null | log-only | null | null | null | Geo anomaly: Impossible travel detected | Firewall log-only UDP traffic from 135.35.253.50:511 to 118.47.47.92:470 Geo anomaly: Impossible travel detected | null | null | null | null | 135.35.253.50 | 118.47.47.92 | null | null | null | null | null | null | null | null | 511 | 470 | UDP | 143,164 | 1,494 | null | null |
c4556a56-a63c-4a1e-abb6-ae9b86e7dafb | 2025-01-18T09:18:11 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth success for simmonskayla via key from 120.147.46.31 No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "d4f0f183394ff660a779bf538e87254add43917ec18f5ce4dc286a83fe6828d7",
"user_agent": "Opera/9.66.(Windows NT 5.2; sd-PK) Presto/2.9.162 Version/10.00",
"session_id": "7a381e61-5977-44c4-a19d-6ba7eca43943",
"risk_score": 23.52... | simmonskayla | success | null | null | null | No additional info | Auth success for simmonskayla via key from 120.147.46.31 No additional info | null | null | null | null | 120.147.46.31 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | c4:b2:28:09:7e:a5 |
520cf060-8476-45ab-9767-f918969453ed | 2025-03-16T03:39:26 | ids_alert | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|low| desc=FireEye HX Alert: Credential Stuffing detected from 210.68.25.176 targeting 170.147.199.165 No additional info noise=9464D10C | {
"geo_location": "Kiribati",
"device_hash": "45b683f0870925dbf9438459ac024ec045c40b529034af3a2d362dc8072ec014",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_6 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/15.8g3362.0 Mobile/09Z927 Safari/535.0",
"session_id": "743b76de-3450-4e5f-bbfc-cf3871ae... | null | null | null | null | null | No additional info | FireEye HX Alert: Credential Stuffing detected from 210.68.25.176 targeting 170.147.199.165 No additional info | {
"baseline_deviation": 1.06,
"entropy": 7.58,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 210.68.25.176 | 170.147.199.165 | Credential Stuffing | SIG-8148 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
0408530f-f20e-4f06-92e3-48ee915adffb | 2025-02-15T22:04:51 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: Zero-Day Exploit detected from 10.18.94.206 targeting 77.204.189.182 No additional info | {
"geo_location": "San Marino",
"device_hash": "0cf4881c5f6e79d90c8c9e92853e74ea",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "92546cf1-f873-4234-8b3e-7d4f55eba644",
"risk_score": 31.85,
"confidence": 0.56
} | null | null | null | null | null | No additional info | Snort Alert: Zero-Day Exploit detected from 10.18.94.206 targeting 77.204.189.182 No additional info | null | null | null | null | 10.18.94.206 | 77.204.189.182 | Zero-Day Exploit | SIG-9281 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
5999921d-30e2-4e6b-aa2c-7bbacf808e46 | 2025-06-05T23:42:36 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access reflect by zachary96 No additional info noise=7684463E | {
"geo_location": "Madagascar",
"device_hash": "3fe7b51a0766e5c2c4488eedd0342703",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_9 rv:3.0; mr-IN) AppleWebKit/534.41.5 (KHTML, like Gecko) Version/4.0 Safari/534.41.5",
"session_id": "17124171-f0eb-4d23-ad24-60d58c31da81",
"risk_score": 47.65,
"c... | zachary96 | file_access | reflect | 903 | cmd.exe | No additional info | Endpoint file_access reflect by zachary96 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d252b8bd-5524-493b-ad7f-5b21f3a51981 | 2025-02-10T13:23:28 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow HTTP traffic from 10.55.121.150:690 to 29.1.92.4:718 No additional info | {
"geo_location": "Spain",
"device_hash": "801bf4db4273eb271dd859cd83ed5e15",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/38.0.863.0 Safari/536.1",
"session_id": "a156a153-3cdb-4c45-9e41-be4b8fc82497",
"risk_score": 51.37,
"confidence": 0.42
} | null | allow | null | null | null | No additional info | Firewall allow HTTP traffic from 10.55.121.150:690 to 29.1.92.4:718 No additional info | {
"baseline_deviation": 1.62,
"entropy": 2.17,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 10.55.121.150 | 29.1.92.4 | null | null | null | null | null | null | null | null | 690 | 718 | HTTP | 929,887 | 3,204 | null | null |
3d3d63c3-3b04-487e-99e4-195c24ef86df | 2025-05-13T07:52:00 | auth | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth locked for ohanna via MFA from 28.221.215.249 No additional info | {
"geo_location": "Tokelau",
"device_hash": "b136cd9bbca48cbd182fa49399e60350",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.1)",
"session_id": "5f98fc31-807f-4a46-b0ce-2dae151263be",
"risk_score": 31.7,
"confidence": 0.78
} | ohanna | locked | null | null | null | No additional info | Auth locked for ohanna via MFA from 28.221.215.249 No additional info | null | null | null | null | 28.221.215.249 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 75:e6:ed:a7:b5:18 |
817b6c68-17c5-4d24-9ad9-9e2b499a9f19 | 2025-06-16T02:11:54 | cloud | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Alibaba by charlesbrown No additional info noise=wp-content | {
"geo_location": "New Zealand",
"device_hash": "d5381bd53c7236cf7be0d155646f9594",
"user_agent": "Opera/8.45.(Windows NT 6.1; vi-VN) Presto/2.9.183 Version/11.00",
"session_id": "e10de1f6-30a5-4fe5-957e-af3040a4d686",
"risk_score": 48.91,
"confidence": 0.01
} | charlesbrown | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by charlesbrown No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-fffb5026 | null | null | null | null | null | null | null | null | null | null |
10a004f7-a6f8-41ab-b274-90f1e71bd7ae | 2025-02-05T05:48:36 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: MFA Bypass detected from 160.5.245.201 targeting 208.61.29.161 MITRE Technique: T1078.004 noise=science|nearly|guess | {
"geo_location": "Ethiopia",
"device_hash": "9cc3005fddfaca48fd0e45d7f31a6032c64989b823476e2775482ad327bb2e8f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/535.6.4 (KHTML, like Gecko) Version/4.0.4 Safari/535.6.4",
"session_id": "778c7464-08e7-48fa-b954-b0bcfa5b7d2b",
"risk_score": 59.78,... | null | null | null | null | null | MITRE Technique: T1078.004 | CrowdStrike Alert: MFA Bypass detected from 160.5.245.201 targeting 208.61.29.161 MITRE Technique: T1078.004 | null | null | null | null | 160.5.245.201 | 208.61.29.161 | MFA Bypass | SIG-6862 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
059764e2-949d-476e-9e9b-8560d156bff5 | 2025-01-31T14:09:05 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device Medical protocol_violation No additional info noise=VFYgdGhpbmsu | {
"geo_location": "Georgia",
"device_hash": "d26cac4eda64190e314d180fb057761d365919fd",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; is-IS; rv:1.9.1.20) Gecko/5174-02-08 06:25:14 Firefox/3.6.3",
"session_id": "c2595c04-e75e-4e96-b35a-1dae6a077945",
"risk_score": 48.5,
"confidence": 0.28
} | null | protocol_violation | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | null | Medical | iot-a84c3153 | 5.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b7aa4968-9b1d-4590-9b03-2a868db53b21 | 2025-04-16T09:31:51 | endpoint | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access possible by timothy39 Associated Threat Actor: REvil noise=B4CC0AC8 | {
"geo_location": "Djibouti",
"device_hash": "130268c6f42876a402606bbb50486cf4",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/28.0.876.0 Safari/535.2",
"session_id": "84e1e816-368e-4686-a22a-53d11aab6c93",
"risk_score": 54.14,
"confidence": 0.89
} | timothy39 | file_access | possible | 1,738 | explorer.exe | Associated Threat Actor: REvil | Endpoint file_access possible by timothy39 Associated Threat Actor: REvil | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
93d203ff-1abc-45ee-98fb-ec9e38d4176e | 2025-05-16T07:42:21 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: Supply Chain Compromise detected from 201.2.92.239 targeting N/A No additional info | {
"geo_location": "Netherlands",
"device_hash": "8a46fde64ce5271ed0ac25d7b434c051",
"user_agent": "Mozilla/5.0 (Linux; Android 12) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/40.0.876.0 Safari/535.2",
"session_id": "c157e20b-8d24-4b3b-9551-ac149b57a23c",
"risk_score": 53.94,
"confidence": 0.4
} | null | null | null | null | null | No additional info | Splunk Alert: Supply Chain Compromise detected from 201.2.92.239 targeting N/A No additional info | null | null | null | null | 201.2.92.239 | N/A | Supply Chain Compromise | SIG-7473 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
ac1510d9-12fb-4fa5-91f7-562a263fb4a5 | 2025-06-21T09:26:14 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in Alibaba by gregorychase Associated Threat Actor: BlueNoroff | {
"geo_location": "South Africa",
"device_hash": "3faa5dd277d69f752c3dfc0b32011da2",
"user_agent": "Opera/9.14.(Windows NT 6.0; sc-IT) Presto/2.9.170 Version/12.00",
"session_id": "47457605-4872-44f6-a70d-f5899e178c91",
"risk_score": 81.28,
"confidence": 0.19
} | gregorychase | api_abuse | null | null | null | Associated Threat Actor: BlueNoroff | Cloud api_abuse in Alibaba by gregorychase Associated Threat Actor: BlueNoroff | null | null | null | null | null | null | null | null | null | Alibaba | res-4be33e80 | null | null | null | null | null | null | null | null | null | null |
6bda8501-6b4a-45eb-8e2b-39f2e165c84e | 2025-05-20T03:47:49 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 121.243.239.86 to 146.128.73.183 No additional info | {
"geo_location": "Japan",
"device_hash": "88d1435f1a87f5b3b5ed8b171b6083e67173bd41",
"user_agent": "Opera/8.52.(Windows 98; hr-HR) Presto/2.9.166 Version/12.00",
"session_id": "be15131f-5c50-4de0-b077-9a7d9256818f",
"risk_score": 74.75,
"confidence": 0.99
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 121.243.239.86 to 146.128.73.183 No additional info | null | null | null | null | 121.243.239.86 | 146.128.73.183 | null | null | null | null | null | null | null | null | null | null | HTTP | 425,995 | null | null | null |
d9813d59-e9dd-4440-9ab8-a059391f84fc | 2025-05-11T09:37:26 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 30.13.225.44 to 33.98.42.123 No additional info | {
"geo_location": "Cape Verde",
"device_hash": "a5b76685d91148fe7128c8d1810082556cabff91",
"user_agent": "Opera/9.30.(X11; Linux i686; csb-PL) Presto/2.9.180 Version/12.00",
"session_id": "725e3b5b-0556-4f72-b0d1-6f79edd42647",
"risk_score": 37.81,
"confidence": 0.93
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 30.13.225.44 to 33.98.42.123 No additional info | null | null | null | null | 30.13.225.44 | 33.98.42.123 | null | null | null | null | null | null | null | null | null | null | ICMP | 112,493 | null | null | null |
9f95bd8b-2c4c-4000-8c4b-0bc25bee7ea9 | 2025-01-24T11:47:51 | endpoint | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change billion by shawn82 No additional info | {
"geo_location": "Djibouti",
"device_hash": "c638a1db54b2071cfff9b9f8de156b21",
"user_agent": "Opera/8.72.(X11; Linux i686; wo-SN) Presto/2.9.173 Version/12.00",
"session_id": "f457c8d6-44ad-4b0c-8fac-9a2ae9fef928",
"risk_score": 72.33,
"confidence": 0.33
} | shawn82 | registry_change | billion | 2,260 | powershell.exe | No additional info | Endpoint registry_change billion by shawn82 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6a5907f6-a56a-4de0-95bb-0207c135b97f | 2025-06-22T16:47:26 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 172.28.36.17 to 81.187.224.170 No additional info | {
"geo_location": "Maldives",
"device_hash": "cb81d16ad4b754acceebfebf5c02e20c27308cae",
"user_agent": "Opera/8.99.(X11; Linux x86_64; ia-FR) Presto/2.9.170 Version/10.00",
"session_id": "33c0dc55-c2c9-40e0-82a2-c9be2dc96a52",
"risk_score": 72.56,
"confidence": 0.98
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 172.28.36.17 to 81.187.224.170 No additional info | null | null | null | null | 172.28.36.17 | 81.187.224.170 | null | null | null | null | null | null | null | null | null | null | UDP | 624,995 | null | null | null |
43363830-f7e7-4e66-9b84-c7158af993cc | 2025-04-19T16:14:25 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Azure by caguirre MITRE Technique: T1190 noise=5C446214 | {
"geo_location": "Kyrgyz Republic",
"device_hash": "3d07962e81525b684f34a974cb9943b1e239d6226fb8c50ef5e84c5865f48cf0",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; so-DJ; rv:1.9.0.20) Gecko/6707-09-25 17:19:55 Firefox/3.8",
"session_id": "75f16047-b735-4d60-b26c-502be065179b",
"risk_score": 72.94,
"confide... | caguirre | lambda_execution | null | null | null | MITRE Technique: T1190 | Cloud lambda_execution in Azure by caguirre MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | Azure | res-7c710a0b | null | null | null | null | null | null | null | null | null | null |
2e32bed6-4e98-477a-9595-753c0672ae71 | 2025-04-17T17:41:11 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: Zero-Day Exploit detected from 186.247.225.30 targeting 137.93.97.148 Associated Threat Actor: TA505 | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "538520c63c2207d3528ba7233c7a6e4bf3ddf18122a03da7260469b216efc879",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_8 rv:6.0; nb-NO) AppleWebKit/535.25.3 (KHTML, like Gecko) Version/4.0 Safari/535.25.3",
"session_id": "688cd377-6842-492... | null | null | null | null | null | Associated Threat Actor: TA505 | Palo Alto Cortex Alert: Zero-Day Exploit detected from 186.247.225.30 targeting 137.93.97.148 Associated Threat Actor: TA505 | null | null | null | null | 186.247.225.30 | 137.93.97.148 | Zero-Day Exploit | SIG-2936 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
6b2d39bd-1923-4e3d-a681-e755120f12e3 | 2025-06-09T13:36:36 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access admit by wattsgail No additional info | {
"geo_location": "New Caledonia",
"device_hash": "6a64e4c35f83170590c6da839e23b3ef9cd811582445f3a6af8b028aa2f88f5f",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/61.0.801.0 Safari/535.1",
"session_id": "c058a75b-0feb-4ef7-b8a0-ad89dd673e83",
"risk_score": 50.35... | wattsgail | file_access | admit | 1,732 | cmd.exe | No additional info | Endpoint file_access admit by wattsgail No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
beb92e3a-89b3-4b4f-b958-05746c3c2e0a | 2025-04-03T12:11:47 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Living-off-the-Land detected from 7.198.91.7 targeting 171.38.75.215 No additional info | {
"geo_location": "Zambia",
"device_hash": "051c49ebd2af684e0f092ef86de04ab1a32df5c0e457f25a88f4bb0594123422",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/535.5.4 (KHTML, like Gecko) Version/5.1 Safari/535.5.4",
"session_id": "dd593997-eb08-45dd-a09d-7e27655dfe67",
"risk_score": 67.79,... | null | null | null | null | null | No additional info | QRadar Alert: Living-off-the-Land detected from 7.198.91.7 targeting 171.38.75.215 No additional info | null | null | null | null | 7.198.91.7 | 171.38.75.215 | Living-off-the-Land | SIG-4381 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
640183bc-7144-47ad-8621-6850e8468511 | 2025-04-03T16:37:40 | network | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|high| desc=Network disconnection from 93.1.77.56 to 115.59.210.192 MITRE Technique: T1110.003 | {
"geo_location": "Puerto Rico",
"device_hash": "83748a161b71e3da937c012ab41873351c3cb8a0835b0913d0b561329be9c879",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/4.1)",
"session_id": "83d7b9cc-fd42-45b8-9973-b147efbd066b",
"risk_score": 51.59,
"confidence": 0.26
} | null | disconnection | null | null | null | MITRE Technique: T1110.003 | Network disconnection from 93.1.77.56 to 115.59.210.192 MITRE Technique: T1110.003 | null | null | null | null | 93.1.77.56 | 115.59.210.192 | null | null | null | null | null | null | null | null | null | null | HTTP | 37,966 | null | null | null |
f5ab7115-3715-4d24-86d1-214ed75aaddd | 2025-07-03T23:13:40 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: SQL Injection detected from 187.170.86.8 targeting 199.124.34.130 No additional info noise=D1C783FD | {
"geo_location": "Chad",
"device_hash": "f5d127552b7421d8321c184742a7a4ee8df09f74",
"user_agent": "Mozilla/5.0 (Android 7.0; Mobile; rv:32.0) Gecko/32.0 Firefox/32.0",
"session_id": "07d08d25-2ad4-49d9-aa11-54dae3011377",
"risk_score": 49.48,
"confidence": 0.04
} | null | null | null | null | null | No additional info | Zeek Alert: SQL Injection detected from 187.170.86.8 targeting 199.124.34.130 No additional info | null | null | null | null | 187.170.86.8 | 199.124.34.130 | SQL Injection | SIG-2157 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
80ead059-a87d-405a-ba15-d15781de940a | 2025-03-08T19:01:26 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by lopezvictoria No additional info | {
"geo_location": "Eritrea",
"device_hash": "ab28829e919bd328e79ea75ca473ed234896644259cb9cc7b9c5033fc26b92ec",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_5 rv:5.0; hsb-DE) AppleWebKit/532.9.5 (KHTML, like Gecko) Version/5.1 Safari/532.9.5",
"session_id": "1741e04d-6c76-47cd-836a-b55d11c4ab2c",... | lopezvictoria | model_inversion | null | null | null | No additional info | AI system model_inversion by lopezvictoria No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e82a1ae7 | cf0da56e88b1138dd6b03b95a78174b205157beb5fa3ca37098d0ccea2a2e95e | f7a7645094091af50b24ecdb582260aa | null | null | null | null | null | null | null |
8ca3a2ca-5b1c-4d87-b112-359d1c94aba8 | 2025-01-16T03:56:05 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in OCI by nortiz No additional info noise=56715575 | {
"geo_location": "South Africa",
"device_hash": "c918632aeb29407b53b7479ac77cb330bbd8396816300176507329199edbe1de",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_5) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/49.0.835.0 Safari/533.0",
"session_id": "e507f782-d74d-465d-ae4d-9e173f5fedd0",
"risk... | nortiz | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in OCI by nortiz No additional info | {
"baseline_deviation": 2.87,
"entropy": 4.09,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | OCI | res-4d59ce70 | null | null | null | null | null | null | null | null | null | null |
6e376fd3-853c-4b33-8c8f-30c519a6cf91 | 2025-05-31T00:09:18 | firewall | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall deny DNS traffic from 54.193.224.254:51780 to 24.34.18.141:3396 MITRE Technique: T1547.001 | {
"geo_location": "Andorra",
"device_hash": "306f5524bf2dddd193d0d3efa7ac0cfa",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/2238-02-03 12:02:35 Firefox/3.8",
"session_id": "f6f5925b-869c-499a-a28a-35112894866b",
"risk_score": 55.36,
"confidence": 0.15
} | null | deny | null | null | null | MITRE Technique: T1547.001 | Firewall deny DNS traffic from 54.193.224.254:51780 to 24.34.18.141:3396 MITRE Technique: T1547.001 | {
"baseline_deviation": 2.65,
"entropy": 2.28,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 54.193.224.254 | 24.34.18.141 | null | null | null | null | null | null | null | null | 51,780 | 3,396 | DNS | 51,714 | 745 | null | null |
7bd50427-94a5-47a7-8fb4-a05bdd079473 | 2025-03-13T06:42:29 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine ICMP traffic from 10.170.102.222:271 to 184.100.148.219:49154 MITRE Technique: T1543.003 | {
"geo_location": "Guinea-Bissau",
"device_hash": "2567cb19639aace833b9bf734ac24fc05c62d00a",
"user_agent": "Opera/9.48.(Windows NT 5.01; lzh-TW) Presto/2.9.183 Version/12.00",
"session_id": "43f0548a-29c6-4a5e-9874-963bc4e26095",
"risk_score": 47.54,
"confidence": 0.21
} | null | quarantine | null | null | null | MITRE Technique: T1543.003 | Firewall quarantine ICMP traffic from 10.170.102.222:271 to 184.100.148.219:49154 MITRE Technique: T1543.003 | null | null | null | null | 10.170.102.222 | 184.100.148.219 | null | null | null | null | null | null | null | null | 271 | 49,154 | ICMP | 433,643 | 1,974 | null | null |
cd2711e7-bbce-4431-bec8-bbd6c61706f3 | 2025-06-21T04:04:29 | ai | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by michele71 No additional info | {
"geo_location": "Angola",
"device_hash": "b79ac2def659ee730f0c806f4dff55daaa955a11e2e58fe1f4552c3ad5ff7244",
"user_agent": "Opera/9.12.(Windows NT 5.2; mr-IN) Presto/2.9.178 Version/12.00",
"session_id": "84f4804e-14e8-4a49-a2bf-92f386b68535",
"risk_score": 57.74,
"confidence": 0.28
} | michele71 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by michele71 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-c1f4e2fa | 4f720c5cad9983d4815f99980ac87422291e111aacff8205e4dc3d2eda3afdd0 | f9484643daa77bb08f98a8416ea4dd2b | null | null | null | null | null | null | null |
26b00526-5df4-46dc-9620-ad3b42b9ae24 | 2025-06-06T07:07:39 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth bypass for rarmstrong via SAML from 11.71.143.130 No additional info | {
"geo_location": "Lebanon",
"device_hash": "fdb66991b4d64535d52e2d6f4266dec21c1110ebb9fd9911734cd4e106b5b45a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_4) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/21.0.853.0 Safari/536.1",
"session_id": "91dccaed-ac44-4bd5-83ac-7341b618af4c",
"risk_scor... | rarmstrong | bypass | null | null | null | No additional info | Auth bypass for rarmstrong via SAML from 11.71.143.130 No additional info | null | null | null | null | 11.71.143.130 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 6f:a3:5a:f4:7c:bb |
1e9b4342-a221-4f9f-8be6-58bec3f4e126 | 2025-02-12T00:00:51 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by santiagoemma MITRE Technique: T1204.002 | {
"geo_location": "Portugal",
"device_hash": "faddcbf92233d098e28c32cdf773736536d698769c3a5a6444afa7e112bca8d9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; crh-UA) AppleWebKit/532.33.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6532.33.6",
"session_id": "c29b392e-e9c8-4327-... | santiagoemma | prompt_injection | null | null | null | MITRE Technique: T1204.002 | AI system prompt_injection by santiagoemma MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-8b73fb66 | abf6881a8551e8683c45ce5d982ae33e66c2f5f1 | a42af8b6d912c58af566b78fb0a1a40c7f03259e | null | null | null | null | null | null | null |
3d83e193-b17a-40b6-b46e-43543999130e | 2025-03-28T16:24:30 | network | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 23.241.46.18 to 182.225.40.53 MITRE Technique: T1059.001 | Unconventional IOC: GPU memory artifacts noise=half|green|what | {
"geo_location": "Barbados",
"device_hash": "bbd9a1d5af5f059498a48bcbaba4262651068f1d",
"user_agent": "Opera/8.94.(X11; Linux i686; quz-PE) Presto/2.9.163 Version/10.00",
"session_id": "2250a0f2-c78a-4ad4-a0a3-acd0e9f759bd",
"risk_score": 64.95,
"confidence": 0.06
} | null | covert_channel | null | null | null | MITRE Technique: T1059.001 | Unconventional IOC: GPU memory artifacts | Network covert_channel from 23.241.46.18 to 182.225.40.53 MITRE Technique: T1059.001 | Unconventional IOC: GPU memory artifacts | null | null | null | null | 23.241.46.18 | 182.225.40.53 | null | null | null | null | null | null | null | null | null | null | ICMP | 237,562 | null | null | null |
70253424-a575-4b23-97ac-65d57b31c026 | 2025-02-23T04:23:08 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: XSS detected from 87.188.109.73 targeting 119.147.59.54 MITRE Technique: T1059.001 | Associated Threat Actor: Leafminer | {
"geo_location": "Tuvalu",
"device_hash": "d73b523ca2e232f594f239b3c2cf6ed35279e25217c4c85a7e0162aabe3b3106",
"user_agent": "Opera/9.77.(X11; Linux x86_64; cv-RU) Presto/2.9.185 Version/11.00",
"session_id": "c9ecb950-05d4-46f2-83d4-86ac21bd84b9",
"risk_score": 38.63,
"confidence": 0.16
} | null | null | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: Leafminer | Snort Alert: XSS detected from 87.188.109.73 targeting 119.147.59.54 MITRE Technique: T1059.001 | Associated Threat Actor: Leafminer | null | null | null | null | 87.188.109.73 | 119.147.59.54 | XSS | SIG-9563 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
f7717663-6c94-43a2-bd91-00ba95e7fb8d | 2020-08-26T21:27:52 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect NTP traffic from 31.140.194.31:107 to 155.80.58.223:137 No additional info | {
"geo_location": "Myanmar",
"device_hash": "36209be3cc07123c66b1b66afe327d47",
"user_agent": "Mozilla/5.0 (Windows 98; the-NP; rv:1.9.1.20) Gecko/5642-11-29 12:51:16 Firefox/3.8",
"session_id": "d1738d1d-56fb-47d8-a961-27a056584245",
"risk_score": 91.1,
"confidence": 0.23
} | null | inspect | null | null | null | No additional info | Firewall inspect NTP traffic from 31.140.194.31:107 to 155.80.58.223:137 No additional info | null | null | null | null | 31.140.194.31 | 155.80.58.223 | null | null | null | null | null | null | null | null | 107 | 137 | NTP | 62,680 | 3,315 | null | null |
66cf5195-7228-4094-9a6a-b4b85a584a42 | 2025-03-31T02:10:26 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change /environment/level.xls by georgewiggins Associated Threat Actor: APT37 | Unconventional IOC: Unusual DNS TXT records noise=Tm90ZSBiZWQu | {
"geo_location": "Kyrgyz Republic",
"device_hash": "6ff190ccea8490884c0a78e8259a3ec57865173b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; et-EE) AppleWebKit/533.41.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6533.41.7",
"session_id": "47907880-722d-430f-b4f8-c33a6159e3f0"... | georgewiggins | registry_change | /environment/level.xls | 5,960 | cmd.exe | Associated Threat Actor: APT37 | Unconventional IOC: Unusual DNS TXT records | Endpoint registry_change /environment/level.xls by georgewiggins Associated Threat Actor: APT37 | Unconventional IOC: Unusual DNS TXT records | {
"baseline_deviation": 0.68,
"entropy": 6.55,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
32d9a214-60b4-4cac-8661-fc643883e4be | 2025-05-12T11:13:14 | iot | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|high| desc=IoT device Camera protocol_violation No additional info noise=search/wp-content | {
"geo_location": "Wallis and Futuna",
"device_hash": "0ff7873d5fee2491dd1134b93f862c28a91f5ab85978ff0dc29d1bc4b88cb2aa",
"user_agent": "Opera/8.51.(Windows CE; iu-CA) Presto/2.9.166 Version/10.00",
"session_id": "f81bab24-16f9-499b-a1cb-f4a95748dddd",
"risk_score": 26.74,
"confidence": 0.61
} | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-a95b7cc7 | 9.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c37324ff-7e53-453c-9fb7-8ee6d3a52226 | 2025-06-12T18:26:34 | network | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 181.140.115.19 to 20.118.145.173 MITRE Technique: T1218.011 | {
"geo_location": "Paraguay",
"device_hash": "ecf0a9e6ed0a98c01d56f497d234f5ad8c88d242682b3c1f83a12e7913864544",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/7621-06-16 03:47:07 Firefox/3.6.1",
"session_id": "0611479a-8682-4651-b57c-b1f50952693c",
"risk_score": 36.75,
"confidence": 0.71
} | null | covert_channel | null | null | null | MITRE Technique: T1218.011 | Network covert_channel from 181.140.115.19 to 20.118.145.173 MITRE Technique: T1218.011 | null | null | null | null | 181.140.115.19 | 20.118.145.173 | null | null | null | null | null | null | null | null | null | null | HTTPS | 1,699 | null | null | null |
74b1b0e5-d240-4d38-b5f6-a06798ed5cf2 | 2025-07-07T15:21:04 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by johnsonryan MITRE Technique: T1218.011 | {
"geo_location": "Nicaragua",
"device_hash": "bc1273bc01c4c78a81dbd7115cee7025",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/5.0)",
"session_id": "b490d999-e91d-45c7-9926-f087debec57d",
"risk_score": 46.62,
"confidence": 0.54
} | johnsonryan | api_abuse | null | null | null | MITRE Technique: T1218.011 | AI system api_abuse by johnsonryan MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | model-3680c255 | 17dba758f68533f1731574be3d2da34cfb8cdacdd996d484dde59f3c52d0e373 | 407f4f8a91c883e5e5be196938305fd2 | null | null | null | null | null | null | null |
23de5e70-ac9c-4666-b8fa-5cfea92ab36a | 2025-04-21T09:33:43 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device Camera battery_drain No additional info noise=356E7075 | {
"geo_location": "Morocco",
"device_hash": "d2ec8cbccade1852ba9cbb5bb3e1029c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; nan-TW) AppleWebKit/532.24.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6532.24.4",
"session_id": "94350249-5efe-438c-9d73-1e33674fcb95",
"risk_score... | null | battery_drain | null | null | null | No additional info | IoT device Camera battery_drain No additional info | null | Camera | iot-2a032a15 | 9.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3608581b-b889-4596-8cda-6bec325aadd3 | 2025-04-06T06:13:48 | iot | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical battery_drain No additional info noise=wp-content | {
"geo_location": "Oman",
"device_hash": "c71d8d87a62309639ba9c219bdb2c5f674da7e25d77c911f597cf078904cca9a",
"user_agent": "Opera/9.47.(Windows NT 5.2; hne-IN) Presto/2.9.160 Version/11.00",
"session_id": "46841977-2a35-4f8b-8b2f-b2c006defef4",
"risk_score": 95.92,
"confidence": 0.08
} | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | null | Medical | iot-6c4af47d | 5.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2468b181-747b-4e8b-b927-325937c8e1c7 | 2025-05-20T05:25:12 | ids_alert | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|critical| desc=OSSEC Alert: MFA Bypass detected from 138.50.100.170 targeting 166.128.78.35 No additional info | {
"geo_location": "Norway",
"device_hash": "679316ea3f74415603d9deaa1d5065d117b89e90",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/5.0)",
"session_id": "7145bde1-2b9f-4e1f-a2fc-7784149e3efc",
"risk_score": 37.55,
"confidence": 0.57
} | null | null | null | null | null | No additional info | OSSEC Alert: MFA Bypass detected from 138.50.100.170 targeting 166.128.78.35 No additional info | null | null | null | null | 138.50.100.170 | 166.128.78.35 | MFA Bypass | SIG-2420 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
79faf6ea-4731-42e4-ba37-b7a2c3002c16 | 2025-05-02T07:28:39 | ids_alert | FireEye HX v4.5.0 | emergency | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=FireEye HX Alert: Living-off-the-Land detected from 10.101.94.97 targeting 194.77.179.10 No additional info | {
"geo_location": "Anguilla",
"device_hash": "e61848b471d6f38c9007146b9ced051d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/5.0)",
"session_id": "0ac5c5d8-8a6e-451f-96a8-727fb8f9121f",
"risk_score": 52.37,
"confidence": 0.62
} | null | null | null | null | null | No additional info | FireEye HX Alert: Living-off-the-Land detected from 10.101.94.97 targeting 194.77.179.10 No additional info | null | null | null | null | 10.101.94.97 | 194.77.179.10 | Living-off-the-Land | SIG-8432 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
3e260773-59a5-426c-8442-73a3192a6d47 | 2029-12-11T11:21:18 | iot | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "554ecd0011f60f69d40b46434421438a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.31.5 (KHTML, like Gecko) Version/4.0.5 Safari/531.31.5",
"session_id": "c21bba5e-da18-408c-86c3-56a96c91ac03",
"risk_score": 37.1,
"confidence... | null | protocol_violation | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | {
"baseline_deviation": 1.96,
"entropy": 4.34,
"frequency_anomaly": true,
"sequence_anomaly": true
} | HVAC | iot-180af079 | 7.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7307100a-c549-4894-953f-4747fd481f38 | 2025-04-10T23:14:28 | ai | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by john61 Associated Threat Actor: Scattered Spider | {
"geo_location": "United States Virgin Islands",
"device_hash": "5450810b62e42daf3cc56a15d0c6548a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/4.0)",
"session_id": "edcb292d-1e24-4aa3-b8c6-9120c25430f6",
"risk_score": 31.66,
"confidence": 0.2
} | john61 | api_abuse | null | null | null | Associated Threat Actor: Scattered Spider | AI system api_abuse by john61 Associated Threat Actor: Scattered Spider | null | null | null | null | null | null | null | null | null | null | null | model-eefb2cd7 | 054d5d35ef0d93777045e3a9dfef319e4aa4ce57 | e609e5d617f5cc67f2852e6cc6e2e75f | null | null | null | null | null | null | null |
a1832593-ec5a-4a10-9409-62df2ca33a04 | 2025-04-14T22:12:10 | ids_alert | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|low| desc=Carbon Black Alert: DDoS detected from 141.107.155.17 targeting 148.251.51.167 No additional info noise=8DD44507 | {
"geo_location": "Chile",
"device_hash": "8377cb541565918e0ee3c5d15bd1a305",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_9; rv:1.9.4.20) Gecko/8580-07-22 17:14:38 Firefox/3.6.17",
"session_id": "d6d98aae-e361-48fe-babc-6bb69f330c4f",
"risk_score": 46.16,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Carbon Black Alert: DDoS detected from 141.107.155.17 targeting 148.251.51.167 No additional info | null | null | null | null | 141.107.155.17 | 148.251.51.167 | DDoS | SIG-6677 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
b7c41cba-77a4-432c-9e0a-d1f7fcf5537d | 2025-07-02T05:41:55 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat protocol_violation MITRE Technique: T1547.001 | {
"geo_location": "Liechtenstein",
"device_hash": "2c3dc78f66fb8685a6da5ef27fd89f46",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/4.0)",
"session_id": "2686ac87-cf4c-4f0a-bf99-2ce73c526bcc",
"risk_score": 45.21,
"confidence": 0.81
} | null | protocol_violation | null | null | null | MITRE Technique: T1547.001 | IoT device Thermostat protocol_violation MITRE Technique: T1547.001 | null | Thermostat | iot-8a121023 | 4.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3f21cf86-14cf-4145-9f25-5388dd6712c4 | 2025-07-09T05:40:33 | ids_alert | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=Wazuh Alert: Container Escape detected from 86.83.183.49 targeting 209.41.0.89 No additional info noise=posts | {
"geo_location": "Aruba",
"device_hash": "10851aff7d2761d6bac4b97fffce5c8f",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_5) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/13.0.833.0 Safari/532.0",
"session_id": "896e7caf-158c-4cfc-8e85-7971f1715842",
"risk_score": 61.78,
"confidence": 0.6
} | null | null | null | null | null | No additional info | Wazuh Alert: Container Escape detected from 86.83.183.49 targeting 209.41.0.89 No additional info | null | null | null | null | 86.83.183.49 | 209.41.0.89 | Container Escape | SIG-7868 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
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