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 | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
db9035b1-dc56-4236-adfa-5c081a427271 | 2025-06-02T06:05:16 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device Thermostat physical_tamper No additional info | {
"geo_location": "Central African Republic",
"device_hash": "f1c60cfb27ae41063fc120516dd1a146fe9d4b84",
"user_agent": "Opera/8.94.(Windows NT 5.01; gez-ET) Presto/2.9.167 Version/11.00",
"session_id": "a6f0cbe7-aa7f-4b48-9f7e-58b4d538a00e",
"risk_score": 38.15,
"confidence": 0.95
} | null | null | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Thermostat | iot-3093f99c | 10.4 | null | null | null | null | null | null | null | null | null | null |
245df5fc-2c00-45d2-88f6-001e66c021b9 | 2025-06-25T07:09:39 | ai | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by freemanerik No additional info noise=DDA1AEF6 | {
"geo_location": "Brunei Darussalam",
"device_hash": "0ca8746cb8278ae9a81a537960ddee5b",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/8513-09-20 13:08:22 Firefox/4.0",
"session_id": "240c4223-55ad-4570-ad72-fad39cc1835e",
"risk_score": 46.17,
"confidence": 0.61
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by freemanerik No additional info | training_data_poisoning | null | null | freemanerik | null | null | null | null | null | null | null | null | null | null | null | null | model-12953a5f | f087a7c9aef55498a657cf42d6545a6fa670b4705e498e2abc96d1b5742184e5 | 1f91cebadd1704ad37365ac79e9152db | null | null |
f55e3e04-bf1e-4724-886e-2587827d1b4e | 2025-02-11T16:00:25 | cloud | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in Alibaba by victoria06 Associated Threat Actor: APT35 | {
"geo_location": "Pitcairn Islands",
"device_hash": "2aa51ebae4f992c2eabaffc1ecf12bc5d2e7b31f2aa394f7842acdf299658cc8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/3.1)",
"session_id": "a3701e1e-3a10-4ea7-be1a-1c02ffbf30a3",
"risk_score": 96.06,
"confidence": 0.89
} | null | null | null | null | null | Associated Threat Actor: APT35 | Cloud crypto_mining in Alibaba by victoria06 Associated Threat Actor: APT35 | crypto_mining | null | null | victoria06 | null | null | null | {
"baseline_deviation": 1.46,
"entropy": 3.39,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-945b8620 |
0dbcae16-c187-4bb4-a4f4-3e3b8bb4dde2 | 2025-02-23T10:16:03 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera physical_tamper MITRE Technique: T1190 | {
"geo_location": "Guatemala",
"device_hash": "c3c6c2a97634e5be9f2873357e3daa78ad97d3f92c235b561f78038b90734a03",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 6_1_6 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/54.0.803.0 Mobile/42L206 Safari/533.1",
"session_id": "e297e450-6859-4cf2-bb7d-e55c7a6e06d6",
"risk_score": 46.85,
"confidence": 0.49
} | null | null | null | null | null | MITRE Technique: T1190 | IoT device Camera physical_tamper MITRE Technique: T1190 | physical_tamper | null | null | null | null | null | null | {
"baseline_deviation": 1.63,
"entropy": 5.19,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Camera | iot-4b01cedc | 6.6 | null | null | null | null | null | null | null | null | null | null |
85085174-15db-49ab-9fba-97694e20f1cf | 2025-02-23T08:58:24 | cloud | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in AWS by mark04 No additional info | {
"geo_location": "Togo",
"device_hash": "9ee74f97a2a57002366f660250a09d92",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/3.1)",
"session_id": "f343985c-73c7-4800-a96c-26350157317b",
"risk_score": 39.62,
"confidence": 0.73
} | null | null | null | null | null | No additional info | Cloud lambda_execution in AWS by mark04 No additional info | lambda_execution | null | null | mark04 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-442087d6 |
46945caf-e820-441f-940e-bb8e292a4043 | 2025-01-17T02:02:31 | ai | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by richard41 MITRE Technique: T1053.005 noise=U2VjdXJpdHku | {
"geo_location": "Greenland",
"device_hash": "3f9656edcaa48be4471b4ec00a0521f1299895c5b2fb2db674c95426a56f60f0",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_5; rv:1.9.5.20) Gecko/2589-04-05 13:00:53 Firefox/3.6.3",
"session_id": "51eb7b58-2ad5-4a8f-8406-6b64a01a9f11",
"risk_score": 73.35,
"confidence": 0.99
} | null | null | null | null | null | MITRE Technique: T1053.005 | AI system adversarial_input by richard41 MITRE Technique: T1053.005 | adversarial_input | null | null | richard41 | null | null | null | null | null | null | null | null | null | null | null | null | model-063fda3c | fda7b06d9ea388ae6b2646aa2bb7346a03fed2c036fca15f15ac9622a1b31c4b | 49e2e3ce50e750e38b459ddf36d5b6b8 | null | null |
c911400c-204d-4504-98af-0300f085f9ab | 2025-05-31T16:21:45 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Camera battery_drain MITRE Technique: T1134.001 noise=RW50aXJlLg== | {
"geo_location": "Ghana",
"device_hash": "50a3a085eb74e2da4dd063ab5feac7b0",
"user_agent": "Opera/8.13.(Windows NT 11.0; quz-PE) Presto/2.9.178 Version/10.00",
"session_id": "38ae7436-62da-45a1-ba51-699c313341fd",
"risk_score": 34.27,
"confidence": 0.28
} | null | null | null | null | null | MITRE Technique: T1134.001 | IoT device Camera battery_drain MITRE Technique: T1134.001 | battery_drain | null | null | null | null | null | null | null | Camera | iot-0e693fff | 7.5 | null | null | null | null | null | null | null | null | null | null |
de916d8c-216d-4567-b6df-6467d999315a | 2025-03-24T11:15:44 | firewall | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|low| desc=Firewall drop SMB traffic from 172.200.81.173:335 to 198.254.118.217:345 MITRE Technique: T1543.003 | {
"geo_location": "Jersey",
"device_hash": "29fd7370924e90932ce896cdc4475bfba2147e9b58e9df20c2be2e40739d4652",
"user_agent": "Mozilla/5.0 (Android 3.2.5; Mobile; rv:20.0) Gecko/20.0 Firefox/20.0",
"session_id": "ce955ede-f14f-491e-bc61-1550542e5f08",
"risk_score": 28.94,
"confidence": 0.74
} | 172.200.81.173 | 198.254.118.217 | null | null | null | MITRE Technique: T1543.003 | Firewall drop SMB traffic from 172.200.81.173:335 to 198.254.118.217:345 MITRE Technique: T1543.003 | drop | 78,788 | SMB | null | null | null | null | null | null | null | null | 335 | 345 | 733 | null | null | null | null | null | null | null |
4d6a5872-0c38-45a4-95a2-c0eaaa89ad8c | 2025-05-09T10:45:16 | firewall | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|info| desc=Firewall quarantine TCP traffic from 10.122.97.172:173 to 94.151.97.68:804 No additional info | {
"geo_location": "Estonia",
"device_hash": "a974f14fc879e298c305ff85d6876ddfc217e9325c1809c041d1a1c2994f9542",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_8; rv:1.9.4.20) Gecko/4828-10-23 01:53:08 Firefox/7.0",
"session_id": "473a5a22-5db1-4cd3-9c13-a747da5d6e66",
"risk_score": 17.05,
"confidence": 0.24
} | 10.122.97.172 | 94.151.97.68 | null | null | null | No additional info | Firewall quarantine TCP traffic from 10.122.97.172:173 to 94.151.97.68:804 No additional info | quarantine | 867,863 | TCP | null | null | null | null | null | null | null | null | 173 | 804 | 3,259 | null | null | null | null | null | null | null |
9441e559-b2a9-4dcd-a7e8-e24af450d4fc | 2025-03-26T12:16:32 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in GCP by morantimothy No additional info | {
"geo_location": "Georgia",
"device_hash": "313b1bf86e8436008bf0205b4a5606cbd91b6161",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; lb-LU; rv:1.9.1.20) Gecko/4793-09-03 14:15:37 Firefox/3.8",
"session_id": "e73dbbd7-11e8-47fb-9b13-4ec875c8ef19",
"risk_score": 47.57,
"confidence": 0.16
} | null | null | null | null | null | No additional info | Cloud container_escape in GCP by morantimothy No additional info | container_escape | null | null | morantimothy | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-0d3126ca |
cef381e7-1ed4-47f4-9fca-ada21e88ad9c | 2025-05-29T11:21:24 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by greenenicholas No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "bf3f259498cedd850326aa3ff85d1e9d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.1)",
"session_id": "f9ca9024-796f-4e21-82d8-34de2f931cb3",
"risk_score": 62.38,
"confidence": 0.85
} | null | null | null | null | null | No additional info | AI system api_abuse by greenenicholas No additional info | api_abuse | null | null | greenenicholas | null | null | null | null | null | null | null | null | null | null | null | null | model-63a2ea99 | 4214ff373106c6805a7474dd4dbbbca60d6553fd83f9f6b5661e7c533aeeb90e | e9907dcdbfa17b73a35dc1c8e5d2f8fe | null | null |
ccba8aae-ebe9-4b08-bcee-04232517e3d8 | 2025-05-24T17:44:00 | network | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|medium| desc=Network latency_spike from 200.213.164.43 to 69.154.230.159 Unconventional IOC: ACPI table modifications noise=26CC2BCB | {
"geo_location": "Jamaica",
"device_hash": "d41b0f5c7744bc2c99acac7f8d698993",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/4.1)",
"session_id": "c21806e1-0b4a-4e15-9bd5-76f2dd294c31",
"risk_score": 18.48,
"confidence": 0.11
} | 200.213.164.43 | 69.154.230.159 | null | null | null | Unconventional IOC: ACPI table modifications | Network latency_spike from 200.213.164.43 to 69.154.230.159 Unconventional IOC: ACPI table modifications | latency_spike | 720,026 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e4f472ef-ec8f-4594-be23-d217cca4b971 | 2025-06-13T15:27:56 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in Azure by morgan28 MITRE Technique: T1218.011 noise=search | {
"geo_location": "Armenia",
"device_hash": "8e8b4bd29600a6d17c18bad112ccc941",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_7) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/45.0.867.0 Safari/534.1",
"session_id": "6c2d3fa3-3116-4549-bc16-3fe10fb08ec5",
"risk_score": 49.96,
"confidence": 0.15
} | null | null | null | null | null | MITRE Technique: T1218.011 | Cloud container_escape in Azure by morgan28 MITRE Technique: T1218.011 | container_escape | null | null | morgan28 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-a614c477 |
3ff305b4-487e-49b3-9d3c-d3425cd712ab | 2025-06-28T13:29:00 | cloud | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in AWS by megan52 No additional info | {
"geo_location": "Netherlands",
"device_hash": "f62ffd18a367b3dff1877b6725ac83a9",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/42.0.807.0 Mobile/08Y270 Safari/532.0",
"session_id": "28af3148-a0e5-4efa-88da-6c1f3c2d85a2",
"risk_score": 8.5,
"confidence": 0.92
} | null | null | null | null | null | No additional info | Cloud container_escape in AWS by megan52 No additional info | container_escape | null | null | megan52 | null | null | null | {
"baseline_deviation": 1.07,
"entropy": 5.82,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | AWS | res-68d72f1c |
6226e622-9245-4c49-a16d-a3159634a110 | 2025-04-22T09:20:25 | endpoint | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load /consider/strategy.jpg by davislori No additional info | {
"geo_location": "French Guiana",
"device_hash": "451d051e67557ae030742ccae45f7030",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/2580-04-08 22:56:09 Firefox/3.8",
"session_id": "b359936f-f436-4f7a-a416-ca9c09bd12c4",
"risk_score": 42.68,
"confidence": 0.8
} | null | null | null | null | null | No additional info | Endpoint driver_load /consider/strategy.jpg by davislori No additional info | driver_load | null | null | davislori | /consider/strategy.jpg | 2,293 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
416eca4f-1276-41c9-b0e5-962fe72e99aa | 2025-03-15T05:30:31 | ids_alert | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|high| desc=Wazuh Alert: Living-off-the-Land detected from 60.134.244.35 targeting 206.3.1.89 MITRE Technique: T1110.003 | {
"geo_location": "Barbados",
"device_hash": "d5bf6ff34489e17afbc3cb89248b068a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "7aee38ef-7e06-47ec-b329-045f7cbeb48d",
"risk_score": 47.74,
"confidence": 0.48
} | 60.134.244.35 | 206.3.1.89 | Living-off-the-Land | SIG-4278 | Exploit | MITRE Technique: T1110.003 | Wazuh Alert: Living-off-the-Land detected from 60.134.244.35 targeting 206.3.1.89 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c45212e4-da89-4ffc-be1d-b4082d9917dc | 2025-07-09T13:50:38 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by zachary99 No additional info | {
"geo_location": "Jamaica",
"device_hash": "c3a807c75b45934c2dac2358c8aab0b06aec1ebf498c5f5ae788d0aea3f19578",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_9) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/37.0.872.0 Safari/532.2",
"session_id": "02d19bb2-3916-409d-97bf-89ea35a07fd7",
"risk_score": 18.23,
"confidence": 0.86
} | null | null | null | null | null | No additional info | AI system model_access by zachary99 No additional info | model_access | null | null | zachary99 | null | null | null | null | null | null | null | null | null | null | null | null | model-167bc331 | f1c3d4a8d982cae499fd32899adab43710f9a8bc3259ed168a6053a43695fbb9 | 40fd9d9bb22340d45e0ba6cfe3c88d3f | null | null |
a7fd0648-0802-4075-a681-8bebe14828dd | 2025-02-08T17:40:38 | ai | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by bmarshall No additional info | {
"geo_location": "Tunisia",
"device_hash": "ec55cca4c9e741f47326348e3b7621c533171de7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; unm-US) AppleWebKit/534.31.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6534.31.3",
"session_id": "a15a29dd-3eda-4bcd-9a3d-f16f152c5cb1",
"risk_score": 68.41,
"confidence": 0.03
} | null | null | null | null | null | No additional info | AI system api_abuse by bmarshall No additional info | api_abuse | null | null | bmarshall | null | null | null | null | null | null | null | null | null | null | null | null | model-208b4064 | 25fc597867c805a81af1903d440d447884ec19c9 | bf5c7c761ef3ac764957d44890abb00ab0074f6cb0adee9c98624ec7a0411bb8 | null | null |
6add5512-0c49-4a77-b562-73dd007ed34e | 2025-07-08T22:51:11 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network latency_spike from 56.140.84.32 to 10.74.137.211 MITRE Technique: T1134.001 | Associated Threat Actor: Conti | {
"geo_location": "Norfolk Island",
"device_hash": "237bc97e227946aa8d9a610451b5bb7c7f8f4553a625fa17a22e7201b4ef0e83",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_3) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/33.0.898.0 Safari/535.1",
"session_id": "0aeabfeb-2e8f-44de-8efd-36dcff1c0696",
"risk_score": 37.03,
"confidence": 0.67
} | 56.140.84.32 | 10.74.137.211 | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: Conti | Network latency_spike from 56.140.84.32 to 10.74.137.211 MITRE Technique: T1134.001 | Associated Threat Actor: Conti | latency_spike | 410,227 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
249af75c-e907-4865-9142-bf58d4d153b3 | 2025-04-07T14:40:45 | ids_alert | LogRhythm v7.5.0 | emergency | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=LogRhythm Alert: Living-off-the-Land detected from 10.168.102.88 targeting 178.190.177.32 No additional info | {
"geo_location": "Greece",
"device_hash": "319aca26ef48a39665a020639e4e89dd9e7a26d137639a32b136bd12af3b7a4b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_2 rv:5.0; ne-NP) AppleWebKit/534.46.3 (KHTML, like Gecko) Version/5.0 Safari/534.46.3",
"session_id": "fe2cc572-5f6d-42c9-9029-10294863d025",
"risk_score": 59.05,
"confidence": 0.86
} | 10.168.102.88 | 178.190.177.32 | Living-off-the-Land | SIG-3769 | Recon | No additional info | LogRhythm Alert: Living-off-the-Land detected from 10.168.102.88 targeting 178.190.177.32 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 1.83,
"entropy": 3.54,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
b7cee21d-102e-4bbf-938b-e553c412faaa | 2025-03-29T23:24:44 | network | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 70.24.68.71 to 212.124.241.235 No additional info noise=7F7EAE4B | {
"geo_location": "Congo",
"device_hash": "be90ca86925a896cf9f8abf6d62f6cbbf6d56468d6c7642e9bee9133f06dcd93",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/4.1)",
"session_id": "faf81569-9b1f-4e80-97ce-ed164771d7d4",
"risk_score": 82.63,
"confidence": 0.9
} | 70.24.68.71 | 212.124.241.235 | null | null | null | No additional info | Network beaconing from 70.24.68.71 to 212.124.241.235 No additional info | beaconing | 807,650 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dad12bc1-59db-44bd-aa65-47821182f5a1 | 2025-03-22T17:39:11 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection /control/all.ods by agreen No additional info | {
"geo_location": "Liberia",
"device_hash": "e2d91f9b690f5acdc647436e6194c322ddd3d245",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/534.12.4 (KHTML, like Gecko) Version/5.0.5 Safari/534.12.4",
"session_id": "c9c98ac8-5f2a-4e77-9a29-a839c8410293",
"risk_score": 89.91,
"confidence": 0.04
} | null | null | null | null | null | No additional info | Endpoint memory_injection /control/all.ods by agreen No additional info | memory_injection | null | null | agreen | /control/all.ods | 8,562 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fae79022-a602-43ea-9b8a-664c5ecc64ba | 2025-04-09T14:19:26 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install /financial/career.wav by elaine37 No additional info | {
"geo_location": "China",
"device_hash": "50b75a35958ab26b9bc444ddbcbe116875200da3",
"user_agent": "Opera/8.84.(X11; Linux x86_64; te-IN) Presto/2.9.177 Version/10.00",
"session_id": "24e8e971-dcc5-4be8-a142-15140b72ee5f",
"risk_score": 64.55,
"confidence": 0.67
} | null | null | null | null | null | No additional info | Endpoint service_install /financial/career.wav by elaine37 No additional info | service_install | null | null | elaine37 | /financial/career.wav | 1,285 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
65845d2e-fde3-42ad-9adb-4552d9db8cac | 2025-01-24T03:57:20 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /others/party.odt by hfuller No additional info | {
"geo_location": "Algeria",
"device_hash": "6c35316755553a5dfd4cdac36db9238e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/4.1)",
"session_id": "0c6dbb0d-6874-4473-82f9-79908ae68beb",
"risk_score": 46.61,
"confidence": 0.34
} | null | null | null | null | null | No additional info | Endpoint process_stop /others/party.odt by hfuller No additional info | process_stop | null | null | hfuller | /others/party.odt | 6,626 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
951307ad-9e0b-4aae-84af-6c5aef004b0d | 2025-02-18T20:29:49 | ai | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by sherryhines No additional info noise=A64CAE99 | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "7879d0fed770e899b51a862df29e2db5c86ef992",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_0 rv:4.0; bs-BA) AppleWebKit/531.29.5 (KHTML, like Gecko) Version/5.0.2 Safari/531.29.5",
"session_id": "a48f997a-7ce5-46b5-93fb-5ecde6e0b1e6",
"risk_score": 68.26,
"confidence": 0
} | null | null | null | null | null | No additional info | AI system model_inversion by sherryhines No additional info | model_inversion | null | null | sherryhines | null | null | null | null | null | null | null | null | null | null | null | null | model-acb55e22 | a266e125d37779b6b51ac59684830c80 | bfdb424d8c2175f9ce347c93af09876856534f1ff36ae696aee90f4d6c832df7 | null | null |
85c65bc7-94ab-448a-84b6-284d5fee38fa | 2025-02-26T02:32:16 | iot | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor command_injection No additional info | {
"geo_location": "Comoros",
"device_hash": "5fe8dcf70cdb1c834768c62431d0317a3479b2f4076b428c1bc59c6c5d1ff540",
"user_agent": "Mozilla/5.0 (Linux; Android 2.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/23.0.875.0 Safari/536.2",
"session_id": "39c32281-2b76-402f-8b8f-fca89cafb14b",
"risk_score": 38.37,
"confidence": 0.59
} | null | null | null | null | null | No additional info | IoT device Sensor command_injection No additional info | command_injection | null | null | null | null | null | null | null | Sensor | iot-87cb22aa | 9.1 | null | null | null | null | null | null | null | null | null | null |
4669915c-8c79-4a2d-be91-74cfdc0bb2b4 | 2025-03-21T14:09:57 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 65.222.215.181 to 44.57.71.110 No additional info noise=key|identify|impact | {
"geo_location": "Vietnam",
"device_hash": "6b05ec118f9bd5b1391f68abbb355a31",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ss-ZA) AppleWebKit/532.12.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6532.12.2",
"session_id": "2ab368cb-57b1-49ff-b2e1-f00c6ea87002",
"risk_score": 51.49,
"confidence": 0.59
} | 65.222.215.181 | 44.57.71.110 | null | null | null | No additional info | Network protocol_anomaly from 65.222.215.181 to 44.57.71.110 No additional info | protocol_anomaly | 89,561 | ICMP | null | null | null | null | {
"baseline_deviation": 2.2,
"entropy": 2.89,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
92fab29b-7cf0-4b88-a9ed-be3b440723fb | 2025-01-21T13:15:25 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth locked for davisallen via MFA from 13.127.240.125 MITRE Technique: T1078.004 | {
"geo_location": "Chad",
"device_hash": "f355a6121142266c03975bbd00e6398e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.0)",
"session_id": "0cb6459d-c02c-47eb-b89e-6cb0d73fcdf3",
"risk_score": 38.23,
"confidence": 0.14
} | 13.127.240.125 | null | null | null | null | MITRE Technique: T1078.004 | Auth locked for davisallen via MFA from 13.127.240.125 MITRE Technique: T1078.004 | locked | null | null | davisallen | null | null | null | null | null | null | null | null | null | null | MFA | ed:f8:be:59:84:15 | null | null | null | null | null |
16c1bf60-28a9-4bae-b475-33674e3ba508 | 2025-04-21T03:26:42 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine NTP traffic from 207.93.203.112:141 to 205.60.3.8:445 No additional info | {
"geo_location": "Korea",
"device_hash": "09947bb57876d3d8902fdbd21ddf5a92fb9b161d8d6e8eaed233b59ca5f63da4",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_6) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/16.0.861.0 Safari/534.2",
"session_id": "c6749f70-28cf-4958-8ae4-87aa48be5fe1",
"risk_score": 77.46,
"confidence": 0.13
} | 207.93.203.112 | 205.60.3.8 | null | null | null | No additional info | Firewall quarantine NTP traffic from 207.93.203.112:141 to 205.60.3.8:445 No additional info | quarantine | 791,638 | NTP | null | null | null | null | null | null | null | null | 141 | 445 | 1,318 | null | null | null | null | null | null | null |
0cf06b56-32d2-466d-90a6-8da066e98d72 | 2025-04-14T19:28:31 | ids_alert | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|high| desc=CrowdStrike Alert: AI Model Poisoning detected from 56.222.197.254 targeting N/A MITRE Technique: T1547.001 | {
"geo_location": "Hong Kong",
"device_hash": "10756975c7693e5e2b77c99af8a313e1733aac4b",
"user_agent": "Opera/9.70.(X11; Linux i686; yo-NG) Presto/2.9.163 Version/11.00",
"session_id": "26d4a9c0-8bf0-4d4f-801f-bca61128d657",
"risk_score": 18.7,
"confidence": 0.84
} | 56.222.197.254 | N/A | AI Model Poisoning | SIG-5230 | Recon | MITRE Technique: T1547.001 | CrowdStrike Alert: AI Model Poisoning detected from 56.222.197.254 targeting N/A MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2de7b2b8-a214-4821-a61e-2d1d09c3650f | 2025-04-08T13:55:54 | ids_alert | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|high| desc=Palo Alto Cortex Alert: DDoS detected from 191.38.142.96 targeting 151.48.198.164 No additional info noise=main/posts | {
"geo_location": "Romania",
"device_hash": "fb19789bd42ddfa5db4e99bb7e89f3dad619edf12cceaac8bd6282bfd2cd112d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/3.1)",
"session_id": "b065caf7-c3a9-4077-9527-23c34616e437",
"risk_score": 65.32,
"confidence": 0.15
} | 191.38.142.96 | 151.48.198.164 | DDoS | SIG-8511 | Recon | No additional info | Palo Alto Cortex Alert: DDoS detected from 191.38.142.96 targeting 151.48.198.164 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9279c0e9-ed00-4efa-aa98-58b735fba511 | 2025-03-05T03:32:18 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 11.168.245.120 to 35.22.102.237 MITRE Technique: T1053.005 | {
"geo_location": "Maldives",
"device_hash": "65fdd1713056fecda4a1d198f30b010c38e27724",
"user_agent": "Opera/9.56.(Windows NT 10.0; mag-IN) Presto/2.9.178 Version/11.00",
"session_id": "f936edf5-6f37-4924-afef-af2ef0604ed2",
"risk_score": 13.95,
"confidence": 0.78
} | 11.168.245.120 | 35.22.102.237 | null | null | null | MITRE Technique: T1053.005 | Network covert_channel from 11.168.245.120 to 35.22.102.237 MITRE Technique: T1053.005 | covert_channel | 249,833 | TCP | null | null | null | null | {
"baseline_deviation": 1.47,
"entropy": 5.18,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
8e554c50-013e-445c-b9bf-295a8c02f51b | 2025-05-25T14:02:21 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat unusual_activity No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "b1633537fb04be253ff47232bfa1718d",
"user_agent": "Opera/8.42.(Windows NT 6.1; am-ET) Presto/2.9.161 Version/11.00",
"session_id": "07887486-56a2-423d-882a-b340df01ef3b",
"risk_score": 6.91,
"confidence": 0.68
} | null | null | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Thermostat | iot-1fa03077 | 10.9 | null | null | null | null | null | null | null | null | null | null |
2cc2aa11-31c3-4eaa-b860-6f4a99483897 | 2025-03-01T22:59:05 | auth | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|low| desc=Auth failed for donnathomas via passwordless from 128.155.142.98 MITRE Technique: T1204.002 | Associated Threat Actor: APT35 | {
"geo_location": "Switzerland",
"device_hash": "6b7cd2915aba37357490935ff8c429c5c9c40dbee0f53a5b4fda73451efe23d7",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/36.0.803.0 Safari/536.0",
"session_id": "459741a3-9664-4fbd-a910-e1fad22449d7",
"risk_score": 42.53,
"confidence": 0.19
} | 128.155.142.98 | null | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: APT35 | Auth failed for donnathomas via passwordless from 128.155.142.98 MITRE Technique: T1204.002 | Associated Threat Actor: APT35 | failed | null | null | donnathomas | null | null | null | null | null | null | null | null | null | null | passwordless | be:3e:61:25:44:7b | null | null | null | null | null |
0973bfc7-09b8-442b-8698-5a74ee9d7d66 | 2025-07-09T18:31:30 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 201.129.169.39 to 139.209.237.177 MITRE Technique: T1059.001 noise=categories | {
"geo_location": "Liechtenstein",
"device_hash": "860dfb07df1d7644b599967aee3549af7518cd3a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; bo-IN) AppleWebKit/534.42.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6534.42.6",
"session_id": "e7623009-e30d-4ed6-a416-b360d423b02f",
"risk_score": 70.87,
"confidence": 0.65
} | 201.129.169.39 | 139.209.237.177 | null | null | null | MITRE Technique: T1059.001 | Network latency_spike from 201.129.169.39 to 139.209.237.177 MITRE Technique: T1059.001 | latency_spike | 452,310 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d6a91b05-1d5a-4356-81cf-a03272a58f7e | 2025-01-24T11:27:25 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Camera side_channel No additional info noise=list/app/explore | {
"geo_location": "Jamaica",
"device_hash": "0886d375bb9d372d90e71d7a089b0fee687c777d75779af249d99a9c959a2de1",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; aa-ET; rv:1.9.0.20) Gecko/2200-05-11 10:47:34 Firefox/3.6.6",
"session_id": "9dd79616-11ef-4dca-b298-786245fb747b",
"risk_score": 50.09,
"confidence": 0.45
} | null | null | null | null | null | No additional info | IoT device Camera side_channel No additional info | side_channel | null | null | null | null | null | null | null | Camera | iot-890860a2 | 1.0 | null | null | null | null | null | null | null | null | null | null |
93eb14f3-350c-4293-bb97-00b06ec6fad6 | 2025-01-16T11:35:23 | endpoint | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec true by michael49 Living-off-the-land technique detected noise=find|ask|floor | {
"geo_location": "Tuvalu",
"device_hash": "dc115659b0f9dc895c63b3ae605b451a",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/26.0.813.0 Safari/535.0",
"session_id": "73aea6ea-cbbd-4f5c-8665-c5ce2780df50",
"risk_score": 34.41,
"confidence": 0.07
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint powershell_exec true by michael49 Living-off-the-land technique detected | powershell_exec | null | null | michael49 | true | 6,301 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f5304cae-db6c-4e79-8a69-e311f2b06d2e | 2025-01-28T19:06:24 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by barbara15 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Zimbabwe",
"device_hash": "d69cece6410bc7e8891fc9c495e836c65a0abc1485c2ca4a42cb3da9b4e6066d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_4 rv:4.0; fy-DE) AppleWebKit/532.2.1 (KHTML, like Gecko) Version/4.0.2 Safari/532.2.1",
"session_id": "181a67d1-aa5b-4c70-b27e-514c7c349129",
"risk_score": 29.43,
"confidence": 0.67
} | null | null | null | null | null | Unconventional IOC: Quantum random number deviations | AI system model_access by barbara15 Unconventional IOC: Quantum random number deviations | model_access | null | null | barbara15 | null | null | null | null | null | null | null | null | null | null | null | null | model-64d17afd | 151d165fa82404f7c6e0bb035f7fca2fb188b8aa | 22000d188445c514464b4e7d598c782b | null | null |
3e2ade30-ef15-406e-a7e8-91c8661eac54 | 2024-04-25T15:16:11 | firewall | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only SMB traffic from 172.230.66.236:127 to 151.103.162.37:8 No additional info noise=list/blog/category | {
"geo_location": "British Virgin Islands",
"device_hash": "4bd9aa9cc0d4ec75cece07d561808fe4e46fc06904519cee72928acfc775ae37",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.22.7 (KHTML, like Gecko) Version/5.0.5 Safari/535.22.7",
"session_id": "40c64d61-f0ac-4871-ba6c-0c9f3a61427e",
"risk_score": 47.98,
"confidence": 0.16
} | 172.230.66.236 | 151.103.162.37 | null | null | null | No additional info | Firewall log-only SMB traffic from 172.230.66.236:127 to 151.103.162.37:8 No additional info | log-only | 672,491 | SMB | null | null | null | null | null | null | null | null | 127 | 8 | 1,848 | null | null | null | null | null | null | null |
295892a5-2c38-4e4b-8b47-bc7789320e85 | 2025-06-23T16:26:10 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 59.236.48.3 to 133.232.196.186 MITRE Technique: T1574.002 | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "7676e21f8b56a102e96d3d9be34a1ad0",
"user_agent": "Opera/8.38.(Windows 98; zh-CN) Presto/2.9.175 Version/12.00",
"session_id": "8081385c-3979-4087-8511-de1529855bf8",
"risk_score": 37.96,
"confidence": 0.2
} | 59.236.48.3 | 133.232.196.186 | null | null | null | MITRE Technique: T1574.002 | Network data_exfiltration from 59.236.48.3 to 133.232.196.186 MITRE Technique: T1574.002 | data_exfiltration | 54,777 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2391d440-dfc1-4e82-9dba-35a5553b6104 | 2025-06-21T22:45:53 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical unusual_activity No additional info | {
"geo_location": "Turkey",
"device_hash": "b4dd54c16a9a940c0874410db8b64c4a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/36.0.863.0 Safari/536.1",
"session_id": "06fa1e81-05e3-41e4-b859-ff9374a2fa56",
"risk_score": 26.87,
"confidence": 0.81
} | null | null | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Medical | iot-2bcd804f | 6.4 | null | null | null | null | null | null | null | null | null | null |
21df189b-876e-48d4-9aec-7ab4c79a22fc | 2025-05-20T16:41:07 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec /resource/whole.mp3 by andrea77 No additional info | {
"geo_location": "Swaziland",
"device_hash": "33becec2375a42069d277b287839c0e53ec17f61",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/532.43.6 (KHTML, like Gecko) Version/4.0.2 Safari/532.43.6",
"session_id": "82c429ec-511b-4b65-9cb1-a84a26426401",
"risk_score": 46.37,
"confidence": 0.62
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /resource/whole.mp3 by andrea77 No additional info | wmi_exec | null | null | andrea77 | /resource/whole.mp3 | 4,354 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8a75ff76-481d-4660-9c5d-df331375f2ec | 2025-01-16T05:03:11 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in AWS by davidnelson No additional info | {
"geo_location": "Iran",
"device_hash": "e5dade87ab05c5f8eb94723b0f07a80c78f26731",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/12.5x8506.0 Mobile/96P979 Safari/534.2",
"session_id": "f6ad609b-13d3-4ea5-b9e5-c5a39350d4a1",
"risk_score": 53.41,
"confidence": 0.95
} | null | null | null | null | null | No additional info | Cloud instance_creation in AWS by davidnelson No additional info | instance_creation | null | null | davidnelson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-b9317596 |
7eb059c7-0ac8-435a-b08d-b4a40eaedd05 | 2025-06-25T06:06:05 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism letter by ypittman No additional info noise=RXhhbXBsZS4= | {
"geo_location": "Bolivia",
"device_hash": "618771a6b2a506c54f35e38016da4666215f889cc17111ff05f1779bdf8def97",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; mg-MG) AppleWebKit/534.19.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6534.19.2",
"session_id": "6673061f-5e42-4a53-a2c6-fc6d1268bc60",
"risk_score": 19.33,
"confidence": 0.96
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism letter by ypittman No additional info | persistence_mechanism | null | null | ypittman | letter | 8,541 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
98e7a585-c061-4cbf-b814-7c7324757e5f | 2025-06-24T05:49:18 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth timeout for jamesgriffin via biometric from 113.134.237.130 No additional info | {
"geo_location": "Bhutan",
"device_hash": "89bd2bafb21a5ac4510dcde0a61df94aaca3204d",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/43.0.889.0 Safari/531.0",
"session_id": "39c74924-d115-4e75-a22e-6a752388e493",
"risk_score": 34.16,
"confidence": 0.76
} | 113.134.237.130 | null | null | null | null | No additional info | Auth timeout for jamesgriffin via biometric from 113.134.237.130 No additional info | timeout | null | null | jamesgriffin | null | null | null | null | null | null | null | null | null | null | biometric | 4c:61:3c:df:6f:1c | null | null | null | null | null |
4d97a2e2-80f6-4adc-84ce-25efbacef180 | 2025-06-18T11:52:58 | ids_alert | Darktrace v6.0.0 | emergency | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Darktrace Alert: Zero-Day Exploit detected from 150.109.75.143 targeting N/A Associated Threat Actor: DarkSide | Unconventional IOC: TPM attestation failures | {
"geo_location": "Russia",
"device_hash": "f3715ce804ad3648f99b1e1bc8ea972451b92f377a3dd0285ad0a9b8de4045fa",
"user_agent": "Mozilla/5.0 (Android 1.6; Mobile; rv:12.0) Gecko/12.0 Firefox/12.0",
"session_id": "5ddf01e9-a316-4058-aa1a-5a6588d91941",
"risk_score": 47.09,
"confidence": 0.67
} | 150.109.75.143 | N/A | Zero-Day Exploit | SIG-5247 | Recon | Associated Threat Actor: DarkSide | Unconventional IOC: TPM attestation failures | Darktrace Alert: Zero-Day Exploit detected from 150.109.75.143 targeting N/A Associated Threat Actor: DarkSide | Unconventional IOC: TPM attestation failures | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2e9de7f2-cb70-4880-a0f6-bc05949796fa | 2025-04-11T22:33:36 | ids_alert | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=FireEye HX Alert: Brute Force detected from 30.35.246.206 targeting 8.97.239.84 Unconventional IOC: CPU microcode changes | {
"geo_location": "Cambodia",
"device_hash": "9a0ee66abc4bdc1c2820383a99174a15fea8e99e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/4.0)",
"session_id": "05a8262d-f146-46ec-b46f-35532ac818d6",
"risk_score": 40.76,
"confidence": 0.88
} | 30.35.246.206 | 8.97.239.84 | Brute Force | SIG-3576 | Policy | Unconventional IOC: CPU microcode changes | FireEye HX Alert: Brute Force detected from 30.35.246.206 targeting 8.97.239.84 Unconventional IOC: CPU microcode changes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0f7dc826-7583-400b-ba0b-c06b3f49b172 | 2025-03-03T00:36:29 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by daniel71 MITRE Technique: T1071.001 | {
"geo_location": "Sri Lanka",
"device_hash": "302b8c5d20c962674d9493eeddb57a01de308ea7cc171965e33ea5551249f016",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/57.0.877.0 Safari/536.2",
"session_id": "8894109b-ca8b-4c3a-86f4-2f0086ea9451",
"risk_score": 79.86,
"confidence": 0.53
} | null | null | null | null | null | MITRE Technique: T1071.001 | AI system fine_tuning by daniel71 MITRE Technique: T1071.001 | fine_tuning | null | null | daniel71 | null | null | null | null | null | null | null | null | null | null | null | null | model-1c21e301 | c974e6ff6159906bb85378d9d3aaff3e | ac478645ea0cde4b54b5fec9067299b7cbefb716 | null | null |
870891fb-7066-4b5e-8551-7f084804f4c8 | 2025-07-04T20:27:22 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth locked for danielwilliams via SAML from 60.255.28.45 No additional info noise=U2NpZW5jZS4= | {
"geo_location": "Liberia",
"device_hash": "0bde0e5d8f4a50492dec34e065b8594d",
"user_agent": "Opera/9.23.(Windows NT 5.01; sa-IN) Presto/2.9.189 Version/10.00",
"session_id": "b7c4f82c-f8f5-432a-9e58-2b965456fc42",
"risk_score": 72.57,
"confidence": 0.74
} | 60.255.28.45 | null | null | null | null | No additional info | Auth locked for danielwilliams via SAML from 60.255.28.45 No additional info | locked | null | null | danielwilliams | null | null | null | null | null | null | null | null | null | null | SAML | 4f:ae:2b:7f:e0:7c | null | null | null | null | null |
b3a0a092-1839-4dba-819e-5972665a780d | 2025-01-29T06:17:08 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start charge by samuel78 MITRE Technique: T1053.005 | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "d7df37115a206b5e2b036d600b478ee94eda4258",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_0 rv:5.0; ayc-PE) AppleWebKit/532.16.7 (KHTML, like Gecko) Version/5.0.3 Safari/532.16.7",
"session_id": "c2cddaca-9fe1-4036-8a01-6fc2f4222403",
"risk_score": 75.19,
"confidence": 0.93
} | null | null | null | null | null | MITRE Technique: T1053.005 | Endpoint process_start charge by samuel78 MITRE Technique: T1053.005 | process_start | null | null | samuel78 | charge | 2,217 | svchost.exe | {
"baseline_deviation": 1.09,
"entropy": 5.65,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
c7873db9-f8c7-4263-b24b-f56b3829fa77 | 2025-06-26T11:00:22 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by bwheeler MITRE Technique: T1059.001 | {
"geo_location": "Indonesia",
"device_hash": "8e5b8ec783ca482608fb25313f371c872f276da0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/3.0)",
"session_id": "b32a4db7-9cef-432b-8ab8-d5a3e209cebb",
"risk_score": 47.29,
"confidence": 0.31
} | null | null | null | null | null | MITRE Technique: T1059.001 | AI system fine_tuning by bwheeler MITRE Technique: T1059.001 | fine_tuning | null | null | bwheeler | null | null | null | null | null | null | null | null | null | null | null | null | model-4455cec1 | f0283a42e8ed8f4affb76999c48c4c2c | 93cf16abccbde27a13fde97aae939937 | null | null |
91555320-30b1-4ac6-b885-0aa4ef08e00d | 2025-02-01T01:50:41 | iot | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera command_injection MITRE Technique: T1053.005 noise=RXhwbGFpbi4= | {
"geo_location": "Tonga",
"device_hash": "aef943e4858382017d893cd10abc5291",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/5.1)",
"session_id": "8568782b-8a4e-41b3-a414-a01f99735fdb",
"risk_score": 67.64,
"confidence": 0.8
} | null | null | null | null | null | MITRE Technique: T1053.005 | IoT device Camera command_injection MITRE Technique: T1053.005 | command_injection | null | null | null | null | null | null | null | Camera | iot-68b702ad | 3.5 | null | null | null | null | null | null | null | null | null | null |
7c46d6ad-29b2-47c9-9ddf-0a679bf665a4 | 2025-04-21T22:02:53 | ai | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|low| desc=AI system model_access by charvey MITRE Technique: T1543.003 noise=posts | {
"geo_location": "Austria",
"device_hash": "69ba162bde175f854e6410a7101961147f101a6a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_1 rv:4.0; nl-NL) AppleWebKit/533.33.2 (KHTML, like Gecko) Version/5.0 Safari/533.33.2",
"session_id": "bea38e77-8cf4-46b6-8a4e-0a462fcd4780",
"risk_score": 73.66,
"confidence": 0.15
} | null | null | null | null | null | MITRE Technique: T1543.003 | AI system model_access by charvey MITRE Technique: T1543.003 | model_access | null | null | charvey | null | null | null | null | null | null | null | null | null | null | null | null | model-b1bebc75 | d31ae57382718cfe7e0c4737c915acdd9a67494bbcd8e1c6f90929edbc8975e5 | 835de77696bdd22167c6e512e1a94f3a4deed748 | null | null |
254147c0-2aa1-47db-a2f2-2151c7684e6f | 2025-03-30T01:58:16 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /seat/break.wav by nealalan No additional info | {
"geo_location": "Iceland",
"device_hash": "1248d0cc62f8aa160462a28c04cc0987",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/3564-12-20 01:45:45 Firefox/3.8",
"session_id": "366bf300-1dc6-4f64-aa48-2cef0e482e4e",
"risk_score": 46.18,
"confidence": 0.39
} | null | null | null | null | null | No additional info | Endpoint powershell_exec /seat/break.wav by nealalan No additional info | powershell_exec | null | null | nealalan | /seat/break.wav | 5,512 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e3a4cf81-8223-492a-836f-4658d5daa400 | 2025-07-11T09:01:52 | firewall | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall allow RDP traffic from 113.177.54.224:601 to 210.147.14.185:341 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "58af77fc1ee41624ba705cfa9706a34d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/4.0)",
"session_id": "7dc36424-476d-4842-a0cf-333d5234205c",
"risk_score": 58.2,
"confidence": 0.14
} | 113.177.54.224 | 210.147.14.185 | null | null | null | No additional info | Firewall allow RDP traffic from 113.177.54.224:601 to 210.147.14.185:341 No additional info | allow | 701,432 | RDP | null | null | null | null | null | null | null | null | 601 | 341 | 537 | null | null | null | null | null | null | null |
ed7a17ca-4397-40a5-b4fc-fec4b5da86dd | 2025-04-22T14:31:36 | network | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 32.81.120.197 to 123.251.66.97 No additional info noise=my|box|where | {
"geo_location": "Christmas Island",
"device_hash": "8693a997da0883ba8ebce66ac3c5c3ba",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.19.7 (KHTML, like Gecko) Version/4.1 Safari/534.19.7",
"session_id": "f7cb92d2-ae7f-4d28-a65f-267283e6f9c7",
"risk_score": 23.62,
"confidence": 0.54
} | 32.81.120.197 | 123.251.66.97 | null | null | null | No additional info | Network covert_channel from 32.81.120.197 to 123.251.66.97 No additional info | covert_channel | 859,239 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0c3339ed-bd1b-498d-859a-662c8eec69ef | 2025-03-12T13:32:46 | ai | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by edward88 No additional info | {
"geo_location": "Vietnam",
"device_hash": "7c2d2f6a75b1eaac04ca884d159c4981e877143f57a838165d092e8d6a3ed5e6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/5.1)",
"session_id": "0dc9f17f-a52a-4634-b3e8-2c2be552a7bb",
"risk_score": 20.85,
"confidence": 0.81
} | null | null | null | null | null | No additional info | AI system adversarial_input by edward88 No additional info | adversarial_input | null | null | edward88 | null | null | null | null | null | null | null | null | null | null | null | null | model-67af0e94 | 6f7bbe5c6095f61c658b428a0167047f | 224cb43b3030e60777c4c137ff01f6eb4a47a62a | null | null |
da2e00bd-5618-427b-95e1-deb4b63c3711 | 2025-06-11T08:50:54 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth bypass for fmoore via MFA from 56.21.57.232 MITRE Technique: T1574.002 | Associated Threat Actor: APT34 | {
"geo_location": "North Korea",
"device_hash": "0df0a48266c9da4e125186ec5c4ba3385b67ee11a11c624e6d7b153d602ed593",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/3.0)",
"session_id": "ce8dd725-0cae-47d2-9307-7a901060d58f",
"risk_score": 22.56,
"confidence": 0.93
} | 56.21.57.232 | null | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: APT34 | Auth bypass for fmoore via MFA from 56.21.57.232 MITRE Technique: T1574.002 | Associated Threat Actor: APT34 | bypass | null | null | fmoore | null | null | null | null | null | null | null | null | null | null | MFA | fc:9a:c7:f3:ac:0e | null | null | null | null | null |
dccbf262-6c09-462b-9b8f-139bb7890937 | 2025-05-20T09:44:08 | ai | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by hansenmichael MITRE Technique: T1110.003 | {
"geo_location": "Bahamas",
"device_hash": "973e641611c896adc2a6a26a2790c69f",
"user_agent": "Mozilla/5.0 (Android 1.0; Mobile; rv:56.0) Gecko/56.0 Firefox/56.0",
"session_id": "1f45e183-722a-486a-9b80-c56fe97ad1f4",
"risk_score": 24.83,
"confidence": 0.27
} | null | null | null | null | null | MITRE Technique: T1110.003 | AI system api_abuse by hansenmichael MITRE Technique: T1110.003 | api_abuse | null | null | hansenmichael | null | null | null | null | null | null | null | null | null | null | null | null | model-10bc8103 | a9337376a57be3f861eddeb619ca4d94 | 1dd22f5893aa28bcc5772115f89d393a35833e638adf4c3bbb2b63152aa55a54 | null | null |
0eecb8ff-238c-4dac-bc91-2629ab6e79f4 | 2021-08-20T21:09:25 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec provide by zgreen No additional info | {
"geo_location": "Grenada",
"device_hash": "5b15d07051c37fd37f458fd5b6e406367ac3ce0db837d6a26d7e26a7ae15ca6f",
"user_agent": "Opera/8.63.(Windows NT 6.2; or-IN) Presto/2.9.163 Version/10.00",
"session_id": "7c7fcadf-a05e-49e8-b002-e75eec7079dd",
"risk_score": 30.98,
"confidence": 0.96
} | null | null | null | null | null | No additional info | Endpoint wmi_exec provide by zgreen No additional info | wmi_exec | null | null | zgreen | provide | 1,081 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f4050034-f415-4bd9-bd47-8b28580ad4cb | 2025-02-05T01:44:57 | auth | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|high| desc=Auth locked for ehayes via key from 31.66.56.182 MITRE Technique: T1566.001 | {
"geo_location": "Somalia",
"device_hash": "979fb47c9bb902cb93707e48e1071e4ea78d290ad44b1de4a4e13656d639f31e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_8; rv:1.9.6.20) Gecko/2174-10-27 02:28:33 Firefox/3.6.1",
"session_id": "c44c95f5-c3da-4c94-a2f8-871a77244a0c",
"risk_score": 51.69,
"confidence": 0.63
} | 31.66.56.182 | null | null | null | null | MITRE Technique: T1566.001 | Auth locked for ehayes via key from 31.66.56.182 MITRE Technique: T1566.001 | locked | null | null | ehayes | null | null | null | null | null | null | null | null | null | null | key | 68:7d:55:32:84:eb | null | null | null | null | null |
3684df83-8244-4ca6-9862-6b99674fd124 | 2025-06-05T08:54:56 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 84.232.28.214 to 10.247.101.31 No additional info | {
"geo_location": "Mauritius",
"device_hash": "b35e59850c2dd347c86987567b9550e4",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_5_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/9.7j2335.0 Mobile/65O755 Safari/531.2",
"session_id": "4d4fb34e-22b5-4b0f-93b5-9241f2b4903a",
"risk_score": 20.3,
"confidence": 0.2
} | 84.232.28.214 | 10.247.101.31 | null | null | null | No additional info | Network protocol_anomaly from 84.232.28.214 to 10.247.101.31 No additional info | protocol_anomaly | 835,359 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
71bb07ad-ff74-4dc5-aa78-732dfc548b3d | 2025-05-22T06:42:04 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network beaconing from 203.90.235.95 to 26.94.106.102 No additional info | {
"geo_location": "Hungary",
"device_hash": "169bde143abdfa355728db4d9fb69bf6",
"user_agent": "Opera/9.40.(X11; Linux x86_64; eu-ES) Presto/2.9.175 Version/11.00",
"session_id": "7a560857-4595-40c5-9d16-dafb50c69a79",
"risk_score": 38.96,
"confidence": 0.4
} | 203.90.235.95 | 26.94.106.102 | null | null | null | No additional info | Network beaconing from 203.90.235.95 to 26.94.106.102 No additional info | beaconing | 370,092 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e31b0430-03a0-4e33-9177-d550a5231bc1 | 2025-05-26T16:18:11 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth failed for sfrey via OAuth from 10.192.119.151 No additional info | {
"geo_location": "Armenia",
"device_hash": "3c451e5f800f813c82b3ba5ccbdc0b17",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; lb-LU) AppleWebKit/531.36.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6531.36.2",
"session_id": "342b0939-2d84-4d08-a4fc-3e47d22601d9",
"risk_score": 50.4,
"confidence": 0.91
} | 10.192.119.151 | null | null | null | null | No additional info | Auth failed for sfrey via OAuth from 10.192.119.151 No additional info | failed | null | null | sfrey | null | null | null | null | null | null | null | null | null | null | OAuth | 08:aa:96:a1:73:7b | null | null | null | null | null |
abfc4296-6671-4bef-a047-f3fa2cac77be | 2025-05-05T13:23:41 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access bar by michael90 No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "c0bce42aa49b3ce079f1c9ad3ab3d65aedd9c2e3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/535.49.7 (KHTML, like Gecko) Version/5.0.2 Safari/535.49.7",
"session_id": "040f4754-a59d-4f48-97c7-eb7738d34e39",
"risk_score": 81.41,
"confidence": 0.56
} | null | null | null | null | null | No additional info | Endpoint file_access bar by michael90 No additional info | file_access | null | null | michael90 | bar | 4,931 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3d30652e-d943-429b-80c0-fc2e7b904f19 | 2025-05-31T17:28:25 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow ICMP traffic from 222.153.45.117:947 to 38.128.121.39:235 MITRE Technique: T1190 noise=52EAD7BB | {
"geo_location": "Pakistan",
"device_hash": "0cf7c7c7daa88a4180ae60231f155ccb858c25cc0b312ff03f7525349e168ef6",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/36.0.834.0 Safari/532.0",
"session_id": "4587b0e3-2f42-4a76-bbdc-7dadafdd9643",
"risk_score": 86.97,
"confidence": 0.75
} | 222.153.45.117 | 38.128.121.39 | null | null | null | MITRE Technique: T1190 | Firewall allow ICMP traffic from 222.153.45.117:947 to 38.128.121.39:235 MITRE Technique: T1190 | allow | 994,576 | ICMP | null | null | null | null | null | null | null | null | 947 | 235 | 1,156 | null | null | null | null | null | null | null |
56dc3454-def4-465d-907c-ff6fcf4bd98a | 2025-07-09T20:43:55 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth timeout for cpaul via MFA from 29.144.144.85 No additional info | {
"geo_location": "Finland",
"device_hash": "703d95f598979116d48d9d6747ff408d1459ca5d",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/26.0.825.0 Safari/532.2",
"session_id": "fa55f40d-4a87-41cf-b5b5-02314322437a",
"risk_score": 69.37,
"confidence": 0.8
} | 29.144.144.85 | null | null | null | null | No additional info | Auth timeout for cpaul via MFA from 29.144.144.85 No additional info | timeout | null | null | cpaul | null | null | null | null | null | null | null | null | null | null | MFA | 86:74:2e:ee:56:6e | null | null | null | null | null |
1bafc04e-5dd8-4497-a74b-824312ed7e2d | 2025-06-09T01:02:55 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Medical unusual_activity No additional info noise=categories/main | {
"geo_location": "Mozambique",
"device_hash": "8b11f104a76c962102b758b944359ce1d333a5eb029fbbf435dd9b4818b22b20",
"user_agent": "Opera/8.70.(Windows NT 5.0; ja-JP) Presto/2.9.167 Version/10.00",
"session_id": "01ce3418-90ec-4025-87fa-ea2391fb4d6e",
"risk_score": 50.7,
"confidence": 0.58
} | null | null | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Medical | iot-8237f080 | 6.5 | null | null | null | null | null | null | null | null | null | null |
bebc49ee-d34e-4aba-ad89-7e3939a8f02f | 2025-05-16T22:42:17 | endpoint | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection Mr by cynthia56 No additional info | {
"geo_location": "Guinea",
"device_hash": "80748287e749099a466f16fd0125b4ff448529dc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/3.0)",
"session_id": "d06fc912-7e1b-470f-bf70-1b1c914c4b66",
"risk_score": 42.67,
"confidence": 0.6
} | null | null | null | null | null | No additional info | Endpoint memory_injection Mr by cynthia56 No additional info | memory_injection | null | null | cynthia56 | Mr | 9,348 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f0557775-801b-4458-b437-7e8fb5bea4da | 2025-06-24T10:49:05 | endpoint | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install former by josephcarrie No additional info | {
"geo_location": "Bangladesh",
"device_hash": "47b5320f8751db608eaa9c797600337fa6f534db",
"user_agent": "Opera/9.23.(Windows 95; ts-ZA) Presto/2.9.185 Version/10.00",
"session_id": "9e4946b7-acd8-4800-b9aa-bb426d8f928d",
"risk_score": 39.78,
"confidence": 0.82
} | null | null | null | null | null | No additional info | Endpoint service_install former by josephcarrie No additional info | service_install | null | null | josephcarrie | former | 5,708 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1660664c-393d-4db4-aa40-a69bcdb0dad6 | 2025-05-18T05:16:26 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect HTTPS traffic from 117.159.158.194:363 to 201.18.223.180:26109 No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "5c51179c925fd692da9d0d8b1e711460",
"user_agent": "Opera/8.64.(X11; Linux x86_64; bo-IN) Presto/2.9.188 Version/12.00",
"session_id": "4fe03668-13ea-4491-97b7-8ae80d5a4df6",
"risk_score": 60.77,
"confidence": 0.26
} | 117.159.158.194 | 201.18.223.180 | null | null | null | No additional info | Firewall inspect HTTPS traffic from 117.159.158.194:363 to 201.18.223.180:26109 No additional info | inspect | 212,180 | HTTPS | null | null | null | null | null | null | null | null | 363 | 26,109 | 582 | null | null | null | null | null | null | null |
1b853c50-cbf5-4bed-9d35-a8c67a381942 | 2025-04-10T02:20:45 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth failed for awerner via OAuth from 29.100.74.147 No additional info | {
"geo_location": "Uruguay",
"device_hash": "aa1e922576566ab723fc0b5e1799b9cc395806943e06ab5e34f2baf746e03a18",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/50.0.890.0 Mobile/88X697 Safari/533.1",
"session_id": "7805db59-0ea3-4e95-bb60-fa8103f13ab1",
"risk_score": 68.17,
"confidence": 0.47
} | 29.100.74.147 | null | null | null | null | No additional info | Auth failed for awerner via OAuth from 29.100.74.147 No additional info | failed | null | null | awerner | null | null | null | null | null | null | null | null | null | null | OAuth | d2:e9:2e:80:61:f8 | null | null | null | null | null |
7a7d2159-62a6-4ec2-bc0b-ff5e492fd2c5 | 2025-02-05T10:46:20 | ids_alert | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|low| desc=Tanium Alert: Fileless Attack detected from 29.98.62.115 targeting N/A Associated Threat Actor: Scattered Spider noise=clearly|gas|Mr | {
"geo_location": "Suriname",
"device_hash": "0ab10dc15d08dc5b8eb0059e36ea10f2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/3.0)",
"session_id": "9ae8438b-56f3-4b41-bd1f-a0885e247139",
"risk_score": 10.45,
"confidence": 0.65
} | 29.98.62.115 | N/A | Fileless Attack | SIG-9799 | Policy | Associated Threat Actor: Scattered Spider | Tanium Alert: Fileless Attack detected from 29.98.62.115 targeting N/A Associated Threat Actor: Scattered Spider | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b7c6b20c-495c-4606-a66b-eb57547ae8b8 | 2025-04-05T00:27:35 | ids_alert | Wazuh v4.5.0 | emergency | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=Wazuh Alert: Container Escape detected from 30.171.75.22 targeting 156.176.13.51 No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "e4999a5ef98e21a15b7145065ee86952",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; nr-ZA; rv:1.9.2.20) Gecko/3152-07-21 06:08:33 Firefox/12.0",
"session_id": "cff3b653-3837-4bde-beaf-89c6a0fef2e9",
"risk_score": 74.7,
"confidence": 0.54
} | 30.171.75.22 | 156.176.13.51 | Container Escape | SIG-7828 | Evasion | No additional info | Wazuh Alert: Container Escape detected from 30.171.75.22 targeting 156.176.13.51 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
52eb1ee6-442b-438f-8d4f-47b936270201 | 2025-04-22T23:05:24 | firewall | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect SSH traffic from 124.41.57.115:559 to 179.237.82.244:974 Geo anomaly: Impossible travel detected noise=happen|mission|pull | {
"geo_location": "Indonesia",
"device_hash": "a098901f1432a975ba3a4f1f6f8a770c",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/46.0.834.0 Safari/532.2",
"session_id": "6524ef9e-5d9f-4ac6-af64-7975c1e56633",
"risk_score": 73.24,
"confidence": 0.29
} | 124.41.57.115 | 179.237.82.244 | null | null | null | Geo anomaly: Impossible travel detected | Firewall inspect SSH traffic from 124.41.57.115:559 to 179.237.82.244:974 Geo anomaly: Impossible travel detected | inspect | 154,302 | SSH | null | null | null | null | {
"baseline_deviation": 2.34,
"entropy": 6.6,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 559 | 974 | 1,445 | null | null | null | null | null | null | null |
e27b1bf6-2bd6-46ed-99da-98ae97d6fee1 | 2025-05-25T05:57:07 | endpoint | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism man by michael41 No additional info noise=search/tags/categories | {
"geo_location": "Western Sahara",
"device_hash": "3b890969a91d0744f387b079f5c36b1b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/4.1)",
"session_id": "fcb40297-5a3d-464d-bbcc-da23c9c8d695",
"risk_score": 29.01,
"confidence": 0.19
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism man by michael41 No additional info | persistence_mechanism | null | null | michael41 | man | 1,611 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
355bf1db-c935-44a5-bb61-04b260e78db6 | 2025-06-06T04:46:43 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task store by eali MITRE Technique: T1574.002 | Living-off-the-land technique detected | {
"geo_location": "Central African Republic",
"device_hash": "15c155d8fe0c5aa914bfbe171fe2efc893baf4a4f3bbd0362d02a00decd842c3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_7 rv:2.0; sk-SK) AppleWebKit/533.2.2 (KHTML, like Gecko) Version/4.1 Safari/533.2.2",
"session_id": "6c085ec8-c037-4674-9206-26d1a007d43b",
"risk_score": 25.43,
"confidence": 0.89
} | null | null | null | null | null | MITRE Technique: T1574.002 | Living-off-the-land technique detected | Endpoint scheduled_task store by eali MITRE Technique: T1574.002 | Living-off-the-land technique detected | scheduled_task | null | null | eali | store | 6,600 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
458ad2e7-1db2-4bbb-9da8-1028a427fe71 | 2025-05-27T19:44:23 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth challenge for matthew11 via passwordless from 168.62.106.191 Associated Threat Actor: Scattered Spider | {
"geo_location": "Montserrat",
"device_hash": "bafd9cbb3401ed8f09401593d3074e9fada98514",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_7 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/15.8z0676.0 Mobile/36X690 Safari/532.2",
"session_id": "2b6bccd0-cbff-4e67-a3c8-3fec451a5be4",
"risk_score": 25.63,
"confidence": 0.66
} | 168.62.106.191 | null | null | null | null | Associated Threat Actor: Scattered Spider | Auth challenge for matthew11 via passwordless from 168.62.106.191 Associated Threat Actor: Scattered Spider | challenge | null | null | matthew11 | null | null | null | null | null | null | null | null | null | null | passwordless | 10:bb:bc:7d:85:23 | null | null | null | null | null |
8b8c8bc0-e641-44a3-917e-c1dd478ff8e4 | 2025-05-06T09:54:56 | network | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 213.147.119.185 to 113.96.158.23 MITRE Technique: T1059.005 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "231377b56bfe787e7c0ae092bb3b236a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/532.44.5 (KHTML, like Gecko) Version/4.0.4 Safari/532.44.5",
"session_id": "7839de68-f6fe-4d65-a26e-ad347a884a1e",
"risk_score": 84.9,
"confidence": 0.95
} | 213.147.119.185 | 113.96.158.23 | null | null | null | MITRE Technique: T1059.005 | Network covert_channel from 213.147.119.185 to 113.96.158.23 MITRE Technique: T1059.005 | covert_channel | 657,609 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
697f8206-9089-42f7-9972-6742abf89996 | 2025-03-09T14:38:42 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by matthew38 MITRE Technique: T1574.002 noise=staff|arm|share | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "f4aff98a9ca637509ca4eaddbbb100ea64639c2e27bdc20baafce0707ceab1c2",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 1_1_5 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/28.0.882.0 Mobile/22U530 Safari/531.2",
"session_id": "84c62192-fbc1-4cf0-96bd-5e3543adb132",
"risk_score": 55.25,
"confidence": 0.93
} | null | null | null | null | null | MITRE Technique: T1574.002 | AI system prompt_injection by matthew38 MITRE Technique: T1574.002 | prompt_injection | null | null | matthew38 | null | null | null | null | null | null | null | null | null | null | null | null | model-5a092226 | 184451d0b40b56200081402c3e6a54a29629eeaf | 7b918b7c47ddaac349fa413bc3861c8f1219321c0e58622ea37baf474cfd3562 | null | null |
05533860-2aea-4dab-a971-617d9b02717a | 2025-04-29T05:35:45 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth bypass for christine32 via MFA from 200.201.100.99 No additional info noise=team|know|improve | {
"geo_location": "Senegal",
"device_hash": "82717ce6653d4854dd7a444ba82c0789c9f2ac5fefab7e4e954333a488436b0b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/531.22.2 (KHTML, like Gecko) Version/5.0.1 Safari/531.22.2",
"session_id": "8520e123-328e-4259-aa91-e8e288113262",
"risk_score": 69.54,
"confidence": 0.96
} | 200.201.100.99 | null | null | null | null | No additional info | Auth bypass for christine32 via MFA from 200.201.100.99 No additional info | bypass | null | null | christine32 | null | null | null | null | null | null | null | null | null | null | MFA | 3d:b4:8b:5c:e7:1a | null | null | null | null | null |
7cf0b445-c6c3-4539-984e-f9207c2041e5 | 2025-04-14T02:35:22 | cloud | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in Alibaba by tmanning No additional info | {
"geo_location": "Thailand",
"device_hash": "a75aa1f6cccd50f48191b9136e9b74526effdeec07be5836434f3404c29a928d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/531.38.7 (KHTML, like Gecko) Version/4.0 Safari/531.38.7",
"session_id": "91cc9815-530b-4fb7-b2cb-69518303af5b",
"risk_score": 27.93,
"confidence": 0.36
} | null | null | null | null | null | No additional info | Cloud container_escape in Alibaba by tmanning No additional info | container_escape | null | null | tmanning | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-3be32720 |
3658472e-b972-4be7-b908-520cc0c4aad1 | 2025-07-02T22:18:34 | network | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|high| desc=Network beaconing from 10.67.224.33 to 37.82.77.53 No additional info | {
"geo_location": "Madagascar",
"device_hash": "d03b336179cd1e5977bc59d24bce237489e2964b20e22643fe2c433430f571e5",
"user_agent": "Opera/8.29.(X11; Linux x86_64; yue-HK) Presto/2.9.161 Version/12.00",
"session_id": "e6a05695-d86a-4653-aae4-ca0cd7afd479",
"risk_score": 24.16,
"confidence": 0.11
} | 10.67.224.33 | 37.82.77.53 | null | null | null | No additional info | Network beaconing from 10.67.224.33 to 37.82.77.53 No additional info | beaconing | 689,481 | TCP | null | null | null | null | {
"baseline_deviation": 1.45,
"entropy": 5.73,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
e264e849-acfb-4814-b925-4c6611243175 | 2026-10-14T02:37:14 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 146.60.173.228 to 32.32.142.197 No additional info | {
"geo_location": "Honduras",
"device_hash": "853ec675b6e70c120412121adda31d72",
"user_agent": "Mozilla/5.0 (Android 4.1.2; Mobile; rv:23.0) Gecko/23.0 Firefox/23.0",
"session_id": "6405b04a-839d-4f68-b340-45ea0d878ec4",
"risk_score": 100,
"confidence": 0.56
} | 146.60.173.228 | 32.32.142.197 | null | null | null | No additional info | Network bandwidth_usage from 146.60.173.228 to 32.32.142.197 No additional info | bandwidth_usage | 438,997 | TCP | null | null | null | null | {
"baseline_deviation": 1.77,
"entropy": 4.75,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
16e6b3ae-384f-440d-917c-52af5923dd26 | 2025-05-22T14:51:41 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall inspect RDP traffic from 212.237.190.216:544 to 92.246.246.24:412 No additional info | {
"geo_location": "Pakistan",
"device_hash": "8ce69eb78c7c84779ad72eb51fad77ad7ba9b695",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_3 rv:3.0; is-IS) AppleWebKit/534.27.7 (KHTML, like Gecko) Version/5.0 Safari/534.27.7",
"session_id": "5d8fb2d1-7039-4df4-9ecf-e88d551cac20",
"risk_score": 85.49,
"confidence": 0.53
} | 212.237.190.216 | 92.246.246.24 | null | null | null | No additional info | Firewall inspect RDP traffic from 212.237.190.216:544 to 92.246.246.24:412 No additional info | inspect | 426,047 | RDP | null | null | null | null | null | null | null | null | 544 | 412 | 1,793 | null | null | null | null | null | null | null |
a7779ecf-c81e-49ff-9488-ab0acc8ec216 | 2025-01-24T07:34:06 | iot | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Tonga",
"device_hash": "c2e0c175b222f720187bf5df17355564fe9e76fb",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.4) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/29.0.820.0 Safari/534.2",
"session_id": "e38d74a4-ed4c-4e7b-9bae-8443afcecf91",
"risk_score": 80.66,
"confidence": 0.44
} | null | null | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Thermostat | iot-71893f43 | 7.2 | null | null | null | null | null | null | null | null | null | null |
0ac8d86e-1d98-413e-a05b-9217deddb22f | 2025-02-04T16:34:18 | iot | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor command_injection Sensor spoofing detected | {
"geo_location": "American Samoa",
"device_hash": "62f42af4cbba7a822faf7018928b7822036c91d9c0064e75dec64ffb49dda6e6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.43.7 (KHTML, like Gecko) Version/4.0.5 Safari/532.43.7",
"session_id": "2311767b-30cd-4d7b-ae5e-2fbb18a31933",
"risk_score": 64.47,
"confidence": 0.32
} | null | null | null | null | null | Sensor spoofing detected | IoT device Sensor command_injection Sensor spoofing detected | command_injection | null | null | null | null | null | null | null | Sensor | iot-163f4737 | 9.8 | null | null | null | null | null | null | null | null | null | null |
dcf8aa8d-8fe4-4034-a476-2db282ee6932 | 2025-05-28T02:55:27 | cloud | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Azure by nflores No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "94f169214313c5a3468402864958800f91344eb3",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_7; rv:1.9.6.20) Gecko/8579-10-06 14:11:08 Firefox/3.6.10",
"session_id": "59501bd7-3b25-42ae-aced-a3732e03518b",
"risk_score": 55.7,
"confidence": 0.57
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Azure by nflores No additional info | lambda_execution | null | null | nflores | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-820040b8 |
c672f4e0-59ff-4725-8a8b-a5a41d7569e9 | 2025-02-09T21:57:50 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by patrick66 MITRE Technique: T1566.001 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Malta",
"device_hash": "9d180a929cb280890e99d9d891077e7d2e93904f",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_8 rv:3.0; hy-AM) AppleWebKit/534.31.4 (KHTML, like Gecko) Version/4.0 Safari/534.31.4",
"session_id": "9b49aeee-acf2-450e-91c6-c4101661619e",
"risk_score": 34.53,
"confidence": 0.99
} | null | null | null | null | null | MITRE Technique: T1566.001 | Unconventional IOC: Unusual DNS TXT records | AI system membership_inference by patrick66 MITRE Technique: T1566.001 | Unconventional IOC: Unusual DNS TXT records | membership_inference | null | null | patrick66 | null | null | null | null | null | null | null | null | null | null | null | null | model-0ec8ec59 | 35e076cc8dcff208bdfd40c617e7c520 | bd3f9072aa3c5f36d95d9b487c983ed6eef9a2ea | null | null |
0b2ef924-66d3-49f4-870d-604c8701eceb | 2025-06-23T09:54:09 | iot | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|low| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Nigeria",
"device_hash": "068ac122db39c3ea6966fcc3d7404751da5307cd",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/9603-10-22 02:21:37 Firefox/14.0",
"session_id": "cf48d8da-9041-49c4-bfb0-08d0bff5d479",
"risk_score": 54.53,
"confidence": 0.32
} | null | null | null | null | null | No additional info | IoT device Medical battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Medical | iot-ecf993c8 | 3.7 | null | null | null | null | null | null | null | null | null | null |
56095ff4-ec73-4af1-b5f3-00869dc8ff40 | 2025-05-26T07:15:39 | cloud | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in AWS by jesselin No additional info noise=list/tag | {
"geo_location": "Montenegro",
"device_hash": "df059fe8b457eddb4c9d2854e375701fd6177cb4e860c121caac2051f21cb308",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; eu-FR; rv:1.9.2.20) Gecko/9400-01-19 19:20:46 Firefox/6.0",
"session_id": "84c62ac4-928b-40df-96de-f635b4f465fd",
"risk_score": 54.27,
"confidence": 0.67
} | null | null | null | null | null | No additional info | Cloud config_change in AWS by jesselin No additional info | config_change | null | null | jesselin | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-d0a7dbaf |
2d8663e3-129f-483a-a3e6-dec907d73677 | 2025-06-18T09:29:43 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Alibaba by danholt No additional info noise=WW91ciBhLg== | {
"geo_location": "Jersey",
"device_hash": "0bcf5663125abdcbabe95193655af40084de30c2d35a2a3007cc927d6bb2109c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.0)",
"session_id": "81844df4-66e6-4e61-b5b9-e5f9bf9aa490",
"risk_score": 18.78,
"confidence": 0.09
} | null | null | null | null | null | No additional info | Cloud storage_access in Alibaba by danholt No additional info | storage_access | null | null | danholt | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-2327ab3e |
1efb775d-4325-45a3-b4cf-ec7778d34a9a | 2025-06-05T13:51:49 | endpoint | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load continue by mrichards MITRE Technique: T1110.003 | {
"geo_location": "Guinea",
"device_hash": "f7127e683471297b263d721eddfb2a0465b21a3712063b7fb0c00614a6410b19",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.0)",
"session_id": "614077e6-ef75-4d08-83e9-bf61c025b182",
"risk_score": 60.73,
"confidence": 0.39
} | null | null | null | null | null | MITRE Technique: T1110.003 | Endpoint driver_load continue by mrichards MITRE Technique: T1110.003 | driver_load | null | null | mrichards | continue | 4,800 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a17a1685-2baa-4213-bbc0-7e5448ff17c9 | 2025-02-15T18:28:54 | endpoint | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change /several/forget.numbers by mary82 No additional info noise=categories | {
"geo_location": "North Korea",
"device_hash": "0eeadc4bf24fe894702bb50f33cecc918ae5a2c2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/5.0)",
"session_id": "574627d4-2236-43e2-9835-4e236d7351b3",
"risk_score": 45.28,
"confidence": 0.96
} | null | null | null | null | null | No additional info | Endpoint registry_change /several/forget.numbers by mary82 No additional info | registry_change | null | null | mary82 | /several/forget.numbers | 5,202 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7f63acff-997a-40ce-a89d-be92a8cf315c | 2025-04-20T11:28:42 | iot | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical unusual_activity No additional info | {
"geo_location": "Senegal",
"device_hash": "37c9e23f8eafc9814d7e1a7919dae7f43cc75e83",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; bs-BA; rv:1.9.0.20) Gecko/8588-11-09 10:30:16 Firefox/3.6.12",
"session_id": "beabc791-062c-428c-95d6-85ee51865a11",
"risk_score": 32.36,
"confidence": 0.32
} | null | null | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Medical | iot-a2f95713 | 5.0 | null | null | null | null | null | null | null | null | null | null |
1fdd9732-19d8-4bda-bd0f-1895890d24bd | 2025-07-10T04:50:41 | ids_alert | Splunk v9.0.2 | emergency | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|emergency| desc=Splunk Alert: DDoS detected from 59.54.234.65 targeting 67.132.255.68 MITRE Technique: T1059.005 | {
"geo_location": "China",
"device_hash": "20a7737a6f12cf8f6f282fcbc247e05ff218b74f",
"user_agent": "Opera/9.39.(X11; Linux x86_64; et-EE) Presto/2.9.164 Version/11.00",
"session_id": "fd1091e9-179d-4712-8226-61ed488c0fc6",
"risk_score": 63.65,
"confidence": 0.9
} | 59.54.234.65 | 67.132.255.68 | DDoS | SIG-2772 | Policy | MITRE Technique: T1059.005 | Splunk Alert: DDoS detected from 59.54.234.65 targeting 67.132.255.68 MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6639285a-501a-4339-b62a-dae5a7df0499 | 2025-05-03T09:28:15 | endpoint | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /red/color.gif by yjackson Associated Threat Actor: FIN7 | {
"geo_location": "Iran",
"device_hash": "67c95f6d68881f4cdb4fa72c963d53d7",
"user_agent": "Opera/8.66.(X11; Linux x86_64; bs-BA) Presto/2.9.177 Version/11.00",
"session_id": "9fcb9eb9-49d6-4ae4-ab8f-500a4ae9c49d",
"risk_score": 20.15,
"confidence": 0.66
} | null | null | null | null | null | Associated Threat Actor: FIN7 | Endpoint process_start /red/color.gif by yjackson Associated Threat Actor: FIN7 | process_start | null | null | yjackson | /red/color.gif | 5,245 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
aa4b5248-19be-4759-ad68-b2faf8390e50 | 2025-01-24T17:26:38 | ai | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by daniel29 No additional info | {
"geo_location": "Serbia",
"device_hash": "5946ae8ed2278c3ad79fb0389aeb6fc8a0d54e9e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/532.9.3 (KHTML, like Gecko) Version/5.0.1 Safari/532.9.3",
"session_id": "59c94444-8321-4a86-80a3-02dfcfad4e09",
"risk_score": 82.46,
"confidence": 0.87
} | null | null | null | null | null | No additional info | AI system prompt_injection by daniel29 No additional info | prompt_injection | null | null | daniel29 | null | null | null | null | null | null | null | null | null | null | null | null | model-51b0c090 | 016f9cb242a0961d345ccdf5e90657a3459ff7aac39d9b1ccac8d281bd96a929 | 32b9b54e8a634a182699887d46045cd6 | null | null |
5ded7229-5c9f-40b7-a94a-78cbf384be59 | 2025-06-27T08:30:42 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Christmas Island",
"device_hash": "12512446e461eaa759c68f186e80939fcefa2563e9e28d89795bcc85c8f3f567",
"user_agent": "Opera/9.46.(Windows NT 10.0; ik-CA) Presto/2.9.186 Version/11.00",
"session_id": "deb9444f-588e-42d9-a84e-cbc6b017fa0b",
"risk_score": 41.7,
"confidence": 0.45
} | null | null | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Camera | iot-e0e0f37d | 2.3 | null | null | null | null | null | null | null | null | null | null |
a324d58c-8ed7-4ca2-9f05-3c4b2ec61e05 | 2025-04-30T10:48:23 | cloud | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in GCP by sara70 No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "52dfdfe334910a7aca034e83f834187a46a0f79a",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; nan-TW; rv:1.9.1.20) Gecko/8601-03-24 03:23:45 Firefox/3.6.20",
"session_id": "6f61e533-3f3f-45da-9848-b843f4e11724",
"risk_score": 52.81,
"confidence": 0.02
} | null | null | null | null | null | No additional info | Cloud config_change in GCP by sara70 No additional info | config_change | null | null | sara70 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-cdd05511 |
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