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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
e2828b81-8aa5-4849-a4e2-37429b3d64b5 | 2025-01-19T09:15:26 | ids_alert | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|critical| desc=Suricata Alert: Fileless Attack detected from 73.60.149.159 targeting 206.243.7.106 No additional info | {
"geo_location": "Mexico",
"device_hash": "8733ae8e51823f524c8cc7230ef06f446e1a954942794e1131c5ba40d378fbda",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/22.0.870.0 Mobile/62N603 Safari/533.2",
"session_id": "88e5f8eb-3f6a-4176-b526-61f707f3649... | null | null | null | null | null | No additional info | Suricata Alert: Fileless Attack detected from 73.60.149.159 targeting 206.243.7.106 No additional info | null | null | null | null | 73.60.149.159 | 206.243.7.106 | Fileless Attack | SIG-1990 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
72416286-ead1-447a-b844-99fdb1dffda3 | 2025-04-23T03:16:48 | endpoint | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /smile/her.csv by janet63 No additional info | {
"geo_location": "Djibouti",
"device_hash": "2eead88c1478759a78c0e4a6b2422e514dd1da80",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ve-ZA) AppleWebKit/533.6.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6533.6.7",
"session_id": "0a77277f-c28a-4e73-9ae0-2e3351b9197d",
"risk... | janet63 | process_start | /smile/her.csv | 1,911 | svchost.exe | No additional info | Endpoint process_start /smile/her.csv by janet63 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d2c56bc5-f473-43f5-893f-a412317e094e | 2025-05-20T17:30:22 | ai | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by mark21 MITRE Technique: T1078.004 | {
"geo_location": "Vanuatu",
"device_hash": "24da238d8dcdae419f1d043bcbe8fb89b7d10cbf",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/41.0.802.0 Safari/532.2",
"session_id": "341f5583-97e2-4538-aaae-f3265987f88c",
"risk_score": 36.69,
"confidence": 0.72
} | mark21 | adversarial_input | null | null | null | MITRE Technique: T1078.004 | AI system adversarial_input by mark21 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-a9c2687c | aa3f077d2e496383857f87b863100e74 | a73ae6f1816ae73d1fc151551f7c07adf33a5a1f0aa1d614fa080feccd0e95cc | null | null | null | null | null | null | null |
74db455a-a996-4843-95aa-aa12328c5266 | 2025-06-29T00:31:05 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by angelicabrandt No additional info | {
"geo_location": "Austria",
"device_hash": "6f0db2c31c8e7ea1fdb36a989568b443c2d589cb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/3.1)",
"session_id": "dd371ee2-9742-4475-b581-b35bddafd6ce",
"risk_score": 73.06,
"confidence": 0.78
} | angelicabrandt | api_abuse | null | null | null | No additional info | AI system api_abuse by angelicabrandt No additional info | null | null | null | null | null | null | null | null | null | null | null | model-16930a82 | 3a4b9037831e719128083379058eef4c7c04786e | 378c5f7d4ef50004c3f7267678ec661c | null | null | null | null | null | null | null |
8b243721-d41b-41d5-b7be-3711be224034 | 2025-04-09T14:54:11 | ai | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by pjohnson MITRE Technique: T1110.003 | Unconventional IOC: Bios timestamp anomalies noise=posts/app | {
"geo_location": "Poland",
"device_hash": "acf214d849fa938643536f784338d63cb08d9786bc8b26c938b2c2726a81f6e1",
"user_agent": "Opera/8.16.(X11; Linux x86_64; ht-HT) Presto/2.9.173 Version/10.00",
"session_id": "416fa198-ed19-443d-8c8d-183837cc81f1",
"risk_score": 91.58,
"confidence": 0.87
} | pjohnson | training_data_poisoning | null | null | null | MITRE Technique: T1110.003 | Unconventional IOC: Bios timestamp anomalies | AI system training_data_poisoning by pjohnson MITRE Technique: T1110.003 | Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | null | null | model-26553a63 | efdf8d337102204ac6c7bce894aad3e1a246b771 | 70a9c3edf4e786eaff0f26b2ebd27099 | null | null | null | null | null | null | null |
e0bdf71e-3b98-4ed2-ba5d-e6df71089366 | 2025-05-01T23:19:58 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by kdaugherty No additional info noise=ED295995 | {
"geo_location": "Niger",
"device_hash": "4cd630a225a8b481aef0d3d88d11ab46f199caf15344e0b820afec430931066b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_6 rv:6.0; ayc-PE) AppleWebKit/535.35.5 (KHTML, like Gecko) Version/4.0.1 Safari/535.35.5",
"session_id": "72c74944-a9fa-48ec-a511-dc29445bf9... | kdaugherty | membership_inference | null | null | null | No additional info | AI system membership_inference by kdaugherty No additional info | null | null | null | null | null | null | null | null | null | null | null | model-a40f717d | 85c661e41b56f34a57b40f31a2cf8f76aabed67b | 17758e103a149cef9a95deb2cc42845c70d0cd5f | null | null | null | null | null | null | null |
1ffaab2e-44bf-4a32-bf1b-6cc16a77bdcc | 2025-05-06T08:44:30 | ai | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by fmckinney No additional info noise=T3BlbiBkcmF3Lg== | {
"geo_location": "Philippines",
"device_hash": "c6496a9ef875903a72bdeff330f936fc",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 1_1_5 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/27.0.813.0 Mobile/45U784 Safari/531.2",
"session_id": "9af4d43d-e89f-4577-8fc9-6b8625218710",
"risk_score": 53.85,
... | fmckinney | membership_inference | null | null | null | No additional info | AI system membership_inference by fmckinney No additional info | null | null | null | null | null | null | null | null | null | null | null | model-98714e7b | ca411f42f117f1b88119438191fd240528b55d96952024f409fa96ecbd1f1267 | f1d3c75d293ebdba0a0bb1fdca0924237bf958d8af6c17f22a80c80bbff5cc6e | null | null | null | null | null | null | null |
707e45bf-6d65-4356-b971-cfd30cd522c3 | 2025-05-16T21:24:36 | endpoint | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access weight by laura68 Fileless execution detected | {
"geo_location": "Bangladesh",
"device_hash": "43e68512d5ed051d08d8bef6c83f9ca8",
"user_agent": "Opera/8.51.(Windows NT 5.2; ht-HT) Presto/2.9.163 Version/11.00",
"session_id": "8fe98bef-d044-478e-a009-80660da08724",
"risk_score": 53.28,
"confidence": 0.69
} | laura68 | file_access | weight | 7,174 | svchost.exe | Fileless execution detected | Endpoint file_access weight by laura68 Fileless execution detected | {
"baseline_deviation": 1.49,
"entropy": 6.65,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dc97b61b-cb1b-4997-9cdd-aaec292aa796 | 2025-04-07T14:24:50 | cloud | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Azure by ostone No additional info | {
"geo_location": "Jamaica",
"device_hash": "b0ad0734507c2ad38c38c47f7785df1572dd9bb0",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_8) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/16.0.895.0 Safari/532.2",
"session_id": "bc608629-725f-469d-8e04-5cc06702e377",
"risk_score": 59.74,
"confidence"... | ostone | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by ostone No additional info | null | null | null | null | null | null | null | null | null | Azure | res-c16dda46 | null | null | null | null | null | null | null | null | null | null |
d73f494c-3fd6-4c1c-977b-75b4621ebaa4 | 2025-06-13T16:35:47 | ids_alert | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|critical| desc=CrowdStrike Alert: SQL Injection detected from 1.43.42.117 targeting 194.106.175.49 MITRE Technique: T1078.004 | Associated Threat Actor: Inception Framework | {
"geo_location": "Liberia",
"device_hash": "312584d4e0b4bcb4699ade466982aaba",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/3.1)",
"session_id": "0cdfb550-845f-4c88-97ce-fe4e8adeb4ed",
"risk_score": 58.21,
"confidence": 0.24
} | null | null | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: Inception Framework | CrowdStrike Alert: SQL Injection detected from 1.43.42.117 targeting 194.106.175.49 MITRE Technique: T1078.004 | Associated Threat Actor: Inception Framework | null | null | null | null | 1.43.42.117 | 194.106.175.49 | SQL Injection | SIG-6830 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
f3794a49-4a5e-4e95-97cc-712982a3c2c4 | 2025-03-26T00:12:02 | firewall | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|info| desc=Firewall allow HTTP traffic from 10.175.113.59:17 to 120.232.243.220:819 No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "a29f12694d2ffcd08132d45111ab0e4c3eba3b6a2aad92167658af778bc3079e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/531.45.3 (KHTML, like Gecko) Version/5.0 Safari/531.45.3",
"session_id": "9e1aff62-8b8a-4849-82fc-c7048ca5d... | null | allow | null | null | null | No additional info | Firewall allow HTTP traffic from 10.175.113.59:17 to 120.232.243.220:819 No additional info | null | null | null | null | 10.175.113.59 | 120.232.243.220 | null | null | null | null | null | null | null | null | 17 | 819 | HTTP | 564,306 | 2,331 | null | null |
2511b257-27ff-4b4b-bbc5-4ff2abbd8956 | 2025-01-27T17:41:16 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "482db08f3934fdc07d9a5b7c1de9b8f6f5bf7ebcc23dcea3e140796ada0a7fff",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/4.0)",
"session_id": "1cd5df19-9657-4e10-af96-1f843354c110",
"risk_score": 60.23,
"confidence": 0.69
} | null | physical_tamper | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | null | Medical | iot-e92a5f1f | 8.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bc771b01-7e4f-489d-ad8c-185fba8b7d38 | 2025-06-07T03:58:40 | iot | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat sensor_spoofing Associated Threat Actor: Cobalt Group | {
"geo_location": "Russia",
"device_hash": "9c8fd2dd1a90149f2cb799319faedeb9",
"user_agent": "Opera/9.47.(Windows 95; apn-IN) Presto/2.9.170 Version/11.00",
"session_id": "067796ef-db5e-49e6-aa86-9644c12dac0d",
"risk_score": 32.55,
"confidence": 0.59
} | null | sensor_spoofing | null | null | null | Associated Threat Actor: Cobalt Group | IoT device Thermostat sensor_spoofing Associated Threat Actor: Cobalt Group | null | Thermostat | iot-f87654df | 2.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e64d365f-65dc-4ecc-9420-47cc8f03477b | 2025-05-01T07:06:04 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth challenge for ymartin via MFA from 188.142.132.24 MITRE Technique: T1059.005 | {
"geo_location": "Romania",
"device_hash": "b11bced91101a9314876c1bf654c5d2a7d6ae8f1",
"user_agent": "Opera/8.53.(Windows NT 5.1; ber-MA) Presto/2.9.168 Version/10.00",
"session_id": "6790b033-fde8-4115-9763-46f91f3d9ef3",
"risk_score": 38.48,
"confidence": 0.78
} | ymartin | challenge | null | null | null | MITRE Technique: T1059.005 | Auth challenge for ymartin via MFA from 188.142.132.24 MITRE Technique: T1059.005 | null | null | null | null | 188.142.132.24 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 79:3c:50:f0:28:25 |
8b916ddc-485b-489f-a266-2b761647c688 | 2025-04-07T06:29:44 | endpoint | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start last by blewis Associated Threat Actor: Kimsuky | Living-off-the-land technique detected | {
"geo_location": "Romania",
"device_hash": "35fc8d065f2dbf6bc323bcdbee77f34acca4f8af",
"user_agent": "Opera/8.78.(Windows NT 6.0; xh-ZA) Presto/2.9.164 Version/12.00",
"session_id": "fa446718-4d43-4a14-b2cc-6acba7836c07",
"risk_score": 46.73,
"confidence": 0.91
} | blewis | process_start | last | 4,296 | svchost.exe | Associated Threat Actor: Kimsuky | Living-off-the-land technique detected | Endpoint process_start last by blewis Associated Threat Actor: Kimsuky | Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3e7cd330-3d12-4c9f-854b-8095be14d5c6 | 2023-04-25T16:58:27 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for wblair via passwordless from 160.163.209.129 No additional info noise=44FD8139 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "5ad2f92b0fc2db50d096730d4e794ba7ad316081cf7b85238e3d8bcd42856ad5",
"user_agent": "Opera/9.14.(Windows NT 11.0; brx-IN) Presto/2.9.167 Version/12.00",
"session_id": "ef79f706-0209-4090-8f1f-00fb99589618",
"risk_score": 47.71,
"confidence": 0.34
} | wblair | locked | null | null | null | No additional info | Auth locked for wblair via passwordless from 160.163.209.129 No additional info | null | null | null | null | 160.163.209.129 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 9a:58:88:a7:47:40 |
896ab9da-ada3-4a7b-8e68-d08cc685c215 | 2025-02-20T06:43:30 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by brownnorman No additional info noise=RXZlbmluZy4= | {
"geo_location": "Guadeloupe",
"device_hash": "8858a7633f0f8122edbdee2305edfe9a",
"user_agent": "Opera/8.12.(Windows 98; Win 9x 4.90; csb-PL) Presto/2.9.178 Version/10.00",
"session_id": "5a87b936-2a2c-4d2b-abe8-dc0911f6def3",
"risk_score": 34.7,
"confidence": 0.13
} | brownnorman | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by brownnorman No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6bf3871d | 0fbe9d01149c64e7de27fb2a7de421c3ecaa4c6c | e3d34d3834835fe93ce1dd2688eeb107efd043ff | null | null | null | null | null | null | null |
d3260a85-2dcf-4969-b212-63f0bdb7fe33 | 2025-06-02T09:07:12 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: Domain Fronting detected from 28.160.254.44 targeting 199.219.136.38 No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "57069ddb459dc86421ea6bad3063120218b1989059ca1ff6fd56242c038d9dc3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/535.41.1 (KHTML, like Gecko) Version/5.0 Safari/535.41.1",
"session_id": "05d8982f-5640-4ec2-9ac7-7cf97b41c29d",
"r... | null | null | null | null | null | No additional info | Wazuh Alert: Domain Fronting detected from 28.160.254.44 targeting 199.219.136.38 No additional info | {
"baseline_deviation": 1.51,
"entropy": 6.5,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 28.160.254.44 | 199.219.136.38 | Domain Fronting | SIG-2479 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
0db7161d-f375-4a50-94b6-13c25a6049ce | 2025-07-08T18:29:50 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 174.153.182.113 to 215.173.119.92 MITRE Technique: T1078.004 | {
"geo_location": "Wallis and Futuna",
"device_hash": "9caefdadf4a51f43047c39c5ffb7dbf7",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_9) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/55.0.856.0 Safari/533.2",
"session_id": "3ea69c2c-bd8b-4a40-8d83-d47389a6db89",
"risk_score": 51.1,
"confidence"... | null | bandwidth_usage | null | null | null | MITRE Technique: T1078.004 | Network bandwidth_usage from 174.153.182.113 to 215.173.119.92 MITRE Technique: T1078.004 | null | null | null | null | 174.153.182.113 | 215.173.119.92 | null | null | null | null | null | null | null | null | null | null | UDP | 813,218 | null | null | null |
2bfb5788-c607-4cda-a466-b294d3049623 | 2025-06-23T17:43:46 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: Domain Fronting detected from 134.87.217.1 targeting N/A No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "116ff5bef35c9e3c93689397f08e1df6",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; tr-CY; rv:1.9.2.20) Gecko/9368-05-31 12:32:02 Firefox/3.8",
"session_id": "aa5e615f-6119-401a-957e-720ec3bd3d1f",
"risk_score": 34.21,
"confidence": 0.05
} | null | null | null | null | null | No additional info | LogRhythm Alert: Domain Fronting detected from 134.87.217.1 targeting N/A No additional info | null | null | null | null | 134.87.217.1 | N/A | Domain Fronting | SIG-9862 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
f52729b8-e4f0-48c1-ba41-a81ba0a06422 | 2025-02-10T07:28:08 | iot | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC firmware_update MITRE Technique: T1547.001 | Associated Threat Actor: APT37 | {
"geo_location": "Vanuatu",
"device_hash": "2bcb56a2b4c32792e476f4b0fb43c9d3",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/8759-10-16 10:21:30 Firefox/3.8",
"session_id": "3d6b0418-9d68-4203-9c78-e60c5b95f1d2",
"risk_score": 37.1,
"confidence": 0.75
} | null | firmware_update | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: APT37 | IoT device HVAC firmware_update MITRE Technique: T1547.001 | Associated Threat Actor: APT37 | null | HVAC | iot-b8e64a5f | 9.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c870db22-7853-4138-a0ac-401fb410998b | 2029-09-24T20:56:36 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Azure by rsmith No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "ee6a073e1a4c961a912eba38b9e6439343fd8c7f",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_1; rv:1.9.4.20) Gecko/4800-03-04 08:34:51 Firefox/10.0",
"session_id": "b6318a4d-18fb-4478-a5d9-2e97ba1af7c2",
"risk_score": 71.45,
"confidence": 0.58
} | rsmith | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by rsmith No additional info | null | null | null | null | null | null | null | null | null | Azure | res-2a46895b | null | null | null | null | null | null | null | null | null | null |
e1bd2547-8eaf-4ad3-9c0f-997bf279c2bc | 2025-02-07T04:53:56 | 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: Cloud API Abuse detected from 143.223.149.83 targeting 32.249.247.239 No additional info | {
"geo_location": "Nigeria",
"device_hash": "182e7ad02ab77b699657a84172eb32dd70749978",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/6641-02-13 05:22:20 Firefox/3.6.12",
"session_id": "6f1a3f76-aa15-40cf-af61-179ab6e770b3",
"risk_score": 19.03,
"confidence": 0.15
} | null | null | null | null | null | No additional info | FireEye HX Alert: Cloud API Abuse detected from 143.223.149.83 targeting 32.249.247.239 No additional info | null | null | null | null | 143.223.149.83 | 32.249.247.239 | Cloud API Abuse | SIG-5586 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
2a26b6a5-bcec-4eaf-ba97-4f8acc15c910 | 2025-06-27T10:18:41 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start hope by brivera No additional info noise=U3RhbmQu | {
"geo_location": "Nepal",
"device_hash": "f217005c967db01e6e901c7dc45ee2eb52819d0f",
"user_agent": "Opera/8.84.(Windows 98; bo-CN) Presto/2.9.163 Version/10.00",
"session_id": "6fffbf9e-2801-446d-a062-7468c670a796",
"risk_score": 37.17,
"confidence": 0.17
} | brivera | process_start | hope | 9,503 | cmd.exe | No additional info | Endpoint process_start hope by brivera No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c5d62a68-ba82-41d3-8314-93f55411fab1 | 2025-01-26T07:46:00 | endpoint | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection scientist by joyce50 MITRE Technique: T1486 | {
"geo_location": "Malta",
"device_hash": "ae19e166a297a88341c2702c50600435ce3b4cc6550ac78c49e24ae7170b459f",
"user_agent": "Mozilla/5.0 (Android 12; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "096f4027-acd7-464c-bfc3-79541e0eac7c",
"risk_score": 65.13,
"confidence": 0.89
} | joyce50 | memory_injection | scientist | 3,885 | powershell.exe | MITRE Technique: T1486 | Endpoint memory_injection scientist by joyce50 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
15737870-d24f-4afa-85bf-e0e442faa039 | 2025-07-11T02:32:46 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth locked for mortonkathleen via passwordless from 22.157.43.112 No additional info | {
"geo_location": "Kiribati",
"device_hash": "b2b32c0359980d8cc3e0965b16c79b8d8f28702e2b6f33415554c964447f2beb",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/14.0.868.0 Safari/534.1",
"session_id": "6bb4c6da-2564-449c-90fb-7f0f4d319b22",
"risk_score": 53,
"confid... | mortonkathleen | locked | null | null | null | No additional info | Auth locked for mortonkathleen via passwordless from 22.157.43.112 No additional info | null | null | null | null | 22.157.43.112 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 85:bc:77:08:4a:46 |
a9c0e361-e948-46a3-9fc5-80c6ab5ec429 | 2025-03-14T23:44:59 | endpoint | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec clear by jedwards No additional info noise=Q29tbXVuaXR5Lg== | {
"geo_location": "Poland",
"device_hash": "bd2757d94a81255c9e1337e0c730439d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_4 rv:2.0; sa-IN) AppleWebKit/531.48.4 (KHTML, like Gecko) Version/4.1 Safari/531.48.4",
"session_id": "121f1a31-e388-4d81-b8e0-28ca5a0dca81",
"risk_score": 45.3,
"conf... | jedwards | powershell_exec | clear | 5,897 | explorer.exe | No additional info | Endpoint powershell_exec clear by jedwards No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b0ed9717-591d-4627-976c-70cb7f30543f | 2025-03-12T01:29:38 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC side_channel Associated Threat Actor: APT41 | {
"geo_location": "Macao",
"device_hash": "edf7db6ae6e14fdf4447acb215d09e7c28e7ae81",
"user_agent": "Opera/9.51.(X11; Linux x86_64; ber-DZ) Presto/2.9.174 Version/12.00",
"session_id": "71f74f20-2cd1-47ec-aa4c-0acb54969b16",
"risk_score": 45.95,
"confidence": 0.72
} | null | side_channel | null | null | null | Associated Threat Actor: APT41 | IoT device HVAC side_channel Associated Threat Actor: APT41 | null | HVAC | iot-99c7c395 | 2.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7979db87-5b22-4a52-ac93-f41bf68ed885 | 2025-04-03T06:51:31 | firewall | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|high| desc=Firewall allow SSH traffic from 10.96.32.170:935 to 10.160.67.79:60108 Unconventional IOC: TPM attestation failures noise=312D6C1F | {
"geo_location": "French Southern Territories",
"device_hash": "192bd80179987cdd7e424e0d10912b8ba8966800",
"user_agent": "Opera/9.37.(X11; Linux x86_64; bhb-IN) Presto/2.9.183 Version/12.00",
"session_id": "2d094709-92e3-4951-acbe-6b0319db4218",
"risk_score": 72.87,
"confidence": 0.89
} | null | allow | null | null | null | Unconventional IOC: TPM attestation failures | Firewall allow SSH traffic from 10.96.32.170:935 to 10.160.67.79:60108 Unconventional IOC: TPM attestation failures | null | null | null | null | 10.96.32.170 | 10.160.67.79 | null | null | null | null | null | null | null | null | 935 | 60,108 | SSH | 251,312 | 2,508 | null | null |
91176f1e-c421-416d-b643-41f25822264a | 2025-03-07T12:17:01 | auth | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|medium| desc=Auth failed for dmorales via MFA from 10.110.25.173 No additional info | {
"geo_location": "Cyprus",
"device_hash": "308ffd68af978e86a64ecae3f3a4e3e3422c25d0",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/48.0.848.0 Safari/535.2",
"session_id": "3cc5b80d-4236-44b8-b229-1a4ca4447b8b",
"risk_score": 57.09,
"confidence": 0.9
} | dmorales | failed | null | null | null | No additional info | Auth failed for dmorales via MFA from 10.110.25.173 No additional info | null | null | null | null | 10.110.25.173 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 5f:fd:be:74:94:41 |
6362f12f-683c-4982-83c8-05c06cadd931 | 2025-01-15T11:41:54 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec heart by rivaskevin MITRE Technique: T1218.011 | Associated Threat Actor: APT35 | {
"geo_location": "Guyana",
"device_hash": "7eec73b9db40bad477fc26b9886a8012",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/3.0)",
"session_id": "2a128fe1-2f0d-477d-85a4-0e94b8cc19d3",
"risk_score": 55.04,
"confidence": 0.28
} | rivaskevin | powershell_exec | heart | 9,321 | explorer.exe | MITRE Technique: T1218.011 | Associated Threat Actor: APT35 | Endpoint powershell_exec heart by rivaskevin MITRE Technique: T1218.011 | Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
97cd4e39-faf3-41ac-b7c8-f5a0a2554113 | 2025-03-22T21:54:20 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 191.110.45.195 to 134.73.222.20 Unconventional IOC: Power consumption spikes | {
"geo_location": "Argentina",
"device_hash": "71809248059983cd30d22482ab1eeeac",
"user_agent": "Opera/9.23.(X11; Linux x86_64; hak-TW) Presto/2.9.170 Version/12.00",
"session_id": "9f6d09fe-8614-41a3-9a7d-fedb6ded6db4",
"risk_score": 36.91,
"confidence": 0.78
} | null | protocol_anomaly | null | null | null | Unconventional IOC: Power consumption spikes | Network protocol_anomaly from 191.110.45.195 to 134.73.222.20 Unconventional IOC: Power consumption spikes | null | null | null | null | 191.110.45.195 | 134.73.222.20 | null | null | null | null | null | null | null | null | null | null | HTTPS | 632,077 | null | null | null |
b0c21327-a981-4a9d-9ded-516a30bb84f7 | 2025-05-17T19:27:39 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: DNS Tunneling detected from 156.93.51.158 targeting N/A No additional info | {
"geo_location": "Benin",
"device_hash": "de0dde37a59faa0447b4a26eff6b7127",
"user_agent": "Opera/8.45.(Windows NT 10.0; lt-LT) Presto/2.9.173 Version/12.00",
"session_id": "6cb12401-4b9f-4878-a0bb-9be42f0b5cb2",
"risk_score": 23.26,
"confidence": 0.22
} | null | null | null | null | null | No additional info | Suricata Alert: DNS Tunneling detected from 156.93.51.158 targeting N/A No additional info | null | null | null | null | 156.93.51.158 | N/A | DNS Tunneling | SIG-5193 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
9f595e0a-6f4e-4a25-89f5-05890fcf41e8 | 2025-06-15T12:45:28 | firewall | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop ICMP traffic from 178.251.8.201:661 to 141.238.53.129:145 MITRE Technique: T1071.001 noise=category/tag | {
"geo_location": "Andorra",
"device_hash": "9323b558383d94be9e7599ef545aa3b7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "814f9958-2372-4d6c-a099-4876dee5fd94",
"risk_score": 71.72,
"confidence": 0.52
} | null | drop | null | null | null | MITRE Technique: T1071.001 | Firewall drop ICMP traffic from 178.251.8.201:661 to 141.238.53.129:145 MITRE Technique: T1071.001 | null | null | null | null | 178.251.8.201 | 141.238.53.129 | null | null | null | null | null | null | null | null | 661 | 145 | ICMP | 749,537 | 1,272 | null | null |
e7c813b8-fd08-4b39-9f9a-56db750494fc | 2025-07-01T02:31:28 | firewall | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only SSH traffic from 203.103.218.250:693 to 42.129.89.61:167 No additional info | {
"geo_location": "Luxembourg",
"device_hash": "6657af1f9feba2541a5534f32c8ac095e555a7d8",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_9) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/44.0.833.0 Safari/532.0",
"session_id": "6a6010c0-9dab-474a-83f7-0cfda322b826",
"risk_score": 68.53,
"confide... | null | log-only | null | null | null | No additional info | Firewall log-only SSH traffic from 203.103.218.250:693 to 42.129.89.61:167 No additional info | null | null | null | null | 203.103.218.250 | 42.129.89.61 | null | null | null | null | null | null | null | null | 693 | 167 | SSH | 273,961 | 3,408 | null | null |
97939bf7-9efe-48c2-ae93-3c93cee2b5d9 | 2025-02-07T11:41:05 | ids_alert | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|critical| desc=Splunk Alert: Port Scan detected from 101.8.68.205 targeting N/A No additional info | {
"geo_location": "Samoa",
"device_hash": "08b54451b3be8e3ddc669aae9e70ab118b3c61c29ddfd1a6295bd4f41d56e464",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/5.0)",
"session_id": "31375f6c-fed1-4a4c-af5b-7aba05d23b8e",
"risk_score": 46.2,
"confidence": 0.82
} | null | null | null | null | null | No additional info | Splunk Alert: Port Scan detected from 101.8.68.205 targeting N/A No additional info | null | null | null | null | 101.8.68.205 | N/A | Port Scan | SIG-8517 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
590de353-26e9-479b-99ca-3071afb955b5 | 2025-05-15T05:06:32 | ai | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by bwells MITRE Technique: T1574.002 | Associated Threat Actor: Scattered Spider | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "9ccddcc36e4b17fa692831daa02d259686146e71e273054f0bd31e65cbabe7ea",
"user_agent": "Opera/9.50.(X11; Linux i686; lo-LA) Presto/2.9.161 Version/11.00",
"session_id": "1bac1471-3421-418b-a856-a48421b017d4",
"risk_score": 71.05,
"confidence": 0.59
} | bwells | model_inversion | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Scattered Spider | AI system model_inversion by bwells MITRE Technique: T1574.002 | Associated Threat Actor: Scattered Spider | null | null | null | null | null | null | null | null | null | null | null | model-d924d1c6 | bac68fa017765337a8119d2d6d0d7fc229b5d596859427285e4037582427453a | 940336674da70e8d9f96de2d1b35d9c6 | null | null | null | null | null | null | null |
24aa85ad-3b42-43f9-b8b4-03aa370c4656 | 2025-01-24T17:59:00 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /various/treat.mp4 by jessica51 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "9af9f3dd593cd08236db050f8c11efa7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/5.1)",
"session_id": "3fca1aa9-7406-4a10-9046-1ea0022e58e0",
"risk_score": 77.48,
"confidence": 0.15
} | jessica51 | file_access | /various/treat.mp4 | 9,390 | cmd.exe | Unconventional IOC: Unusual DNS TXT records | Endpoint file_access /various/treat.mp4 by jessica51 Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d95e8e2f-6882-41e8-a8e8-7cfdd5059db5 | 2025-04-06T14:14:06 | firewall | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|low| desc=Firewall deny RDP traffic from 33.19.31.167:479 to 163.189.206.162:3970 MITRE Technique: T1547.001 | {
"geo_location": "Maldives",
"device_hash": "c34139237b3feb75ce0fb104c1df859daa24101b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/15.7x6359.0 Mobile/11S462 Safari/531.1",
"session_id": "35ab24d2-f3d5-4375-8395-2c633df8f1db",
"risk_score"... | null | deny | null | null | null | MITRE Technique: T1547.001 | Firewall deny RDP traffic from 33.19.31.167:479 to 163.189.206.162:3970 MITRE Technique: T1547.001 | null | null | null | null | 33.19.31.167 | 163.189.206.162 | null | null | null | null | null | null | null | null | 479 | 3,970 | RDP | 300,202 | 925 | null | null |
cfe978f7-7483-4d3f-b810-314ffb002584 | 2025-07-06T15:07:42 | auth | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|low| desc=Auth timeout for stoutbethany via biometric from 88.124.242.133 No additional info | {
"geo_location": "Costa Rica",
"device_hash": "e15b793cac6a50b6eb2ec132b9d7a3e1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_2) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/18.0.895.0 Safari/534.2",
"session_id": "5f31113f-5a8e-4e7c-bea9-a9d64ea79253",
"risk_score": 71.87,
"confidence": ... | stoutbethany | timeout | null | null | null | No additional info | Auth timeout for stoutbethany via biometric from 88.124.242.133 No additional info | null | null | null | null | 88.124.242.133 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | da:36:dc:8b:a1:05 |
be5792ec-156d-44dd-ab4a-0fe6fb9ae577 | 2025-03-27T08:39:18 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for sbrown via passwordless from 209.120.39.97 MITRE Technique: T1190 noise=list | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "962311f96daf700e4fec0f152b0eec840df8ed480c5efa73f2fc7e0a3519dd38",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.0)",
"session_id": "af356a42-49df-4173-bed5-579862c85044",
"risk_score": 75.88,
"confidence": 0.41
... | sbrown | failed | null | null | null | MITRE Technique: T1190 | Auth failed for sbrown via passwordless from 209.120.39.97 MITRE Technique: T1190 | null | null | null | null | 209.120.39.97 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 5a:ac:08:38:93:24 |
cc8d8b89-932a-4704-a71e-bf0994be4fa9 | 2025-05-08T08:09:31 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth bypass for herbert09 via OAuth from 158.144.5.146 MITRE Technique: T1078.004 | {
"geo_location": "Lebanon",
"device_hash": "c74fc2f54c7c8176f35559a4cb64a8db",
"user_agent": "Opera/9.66.(Windows 98; yo-NG) Presto/2.9.183 Version/11.00",
"session_id": "072d2586-5996-42b0-80f8-a29d225eb4f8",
"risk_score": 46.3,
"confidence": 0.91
} | herbert09 | bypass | null | null | null | MITRE Technique: T1078.004 | Auth bypass for herbert09 via OAuth from 158.144.5.146 MITRE Technique: T1078.004 | null | null | null | null | 158.144.5.146 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 90:37:ad:e0:aa:b6 |
7eaad149-476e-4b9a-adaa-4a082bfd5e63 | 2025-03-18T04:34:42 | ids_alert | AlienVault v5.7.0 | emergency | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|emergency| desc=AlienVault Alert: SQL Injection detected from 188.16.63.204 targeting 68.181.175.58 MITRE Technique: T1543.003 | {
"geo_location": "Spain",
"device_hash": "0663c24955dbd78deebf9952935946e7eeb50350",
"user_agent": "Mozilla/5.0 (Linux; Android 8.1.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/33.0.869.0 Safari/535.1",
"session_id": "7a79ba61-b8f7-4ac2-9e21-1601a8fa3c08",
"risk_score": 39.71,
"confidence": 0.62
} | null | null | null | null | null | MITRE Technique: T1543.003 | AlienVault Alert: SQL Injection detected from 188.16.63.204 targeting 68.181.175.58 MITRE Technique: T1543.003 | null | null | null | null | 188.16.63.204 | 68.181.175.58 | SQL Injection | SIG-5017 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
f694c70c-7946-4a25-bec4-439f41484ef4 | 2025-06-15T17:48:05 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism future by deleonnathan MITRE Technique: T1071.001 | {
"geo_location": "Bermuda",
"device_hash": "c45a3306162ecc97052864cc8ca49eb2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/531.36.4 (KHTML, like Gecko) Version/4.0 Safari/531.36.4",
"session_id": "7bac8ea6-7671-43bc-a72c-656d0327eb1e",
"risk_score": 71.11,
"confidence": 0.67
} | deleonnathan | persistence_mechanism | future | 5,668 | powershell.exe | MITRE Technique: T1071.001 | Endpoint persistence_mechanism future by deleonnathan MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3d5e1664-e099-4fd5-8261-d23a107b4290 | 2025-05-16T07:27:47 | cloud | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in Alibaba by qcox No additional info | {
"geo_location": "India",
"device_hash": "166049925736f2fb927d6ea37fbc9d69",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_9 rv:6.0; mr-IN) AppleWebKit/533.34.4 (KHTML, like Gecko) Version/4.0 Safari/533.34.4",
"session_id": "ee00f6a6-81ef-4858-ae20-1eb21f7d2ba9",
"risk_score": 37.83,
"conf... | qcox | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by qcox No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-ca73f3a1 | null | null | null | null | null | null | null | null | null | null |
51d36017-3d21-4e53-a15e-c542688ac46e | 2025-06-24T18:25:41 | ids_alert | Vectra AI v5.0.0 | emergency | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Vectra AI Alert: Living-off-the-Land detected from 131.48.33.28 targeting 99.130.35.220 No additional info | {
"geo_location": "Moldova",
"device_hash": "629e1be698c47c65e5e231cec321bb45fe0a19955a1181b958553ea15f949aa3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_4; rv:1.9.2.20) Gecko/5582-10-30 23:42:41 Firefox/11.0",
"session_id": "9145c9df-9f66-4ded-8d0d-a36ac4a30270",
"risk_score": 22.04,
"co... | null | null | null | null | null | No additional info | Vectra AI Alert: Living-off-the-Land detected from 131.48.33.28 targeting 99.130.35.220 No additional info | null | null | null | null | 131.48.33.28 | 99.130.35.220 | Living-off-the-Land | SIG-5276 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
ea1a0377-07e7-41b9-856d-4993f89b1434 | 2025-03-24T23:56:58 | network | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 142.233.213.118 to 220.136.168.24 Associated Threat Actor: Equation Group | {
"geo_location": "Liberia",
"device_hash": "aacba25e837f845b5b2659b86f43fc75",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ayc-PE) AppleWebKit/531.5.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6531.5.6",
"session_id": "4b061571-ac97-4c9e-9757-0a766feba343",
"risk_score":... | null | data_exfiltration | null | null | null | Associated Threat Actor: Equation Group | Network data_exfiltration from 142.233.213.118 to 220.136.168.24 Associated Threat Actor: Equation Group | null | null | null | null | 142.233.213.118 | 220.136.168.24 | null | null | null | null | null | null | null | null | null | null | ICMP | 826,303 | null | null | null |
ca530d55-7bc8-4d58-ac5a-8ccb3be078cd | 2025-03-31T09:29:35 | cloud | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in Azure by alexander24 MITRE Technique: T1134.001 | {
"geo_location": "Togo",
"device_hash": "cd4bfbcc6fd02a8b197fff00366617ec",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; lij-IT) AppleWebKit/534.34.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6534.34.3",
"session_id": "a62c8496-ef92-440d-89d3-2fd366a3fb8b",
"risk_score": ... | alexander24 | api_abuse | null | null | null | MITRE Technique: T1134.001 | Cloud api_abuse in Azure by alexander24 MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | Azure | res-685534de | null | null | null | null | null | null | null | null | null | null |
023cb27a-7e98-4d63-827f-7dfc0437a044 | 2025-01-26T23:47:32 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Kenya",
"device_hash": "48650716275c30fe2652b0736dd15912",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/26.0.879.0 Safari/536.2",
"session_id": "c4bf42d4-2fac-4cda-8bd4-5060ce92b51b",
"risk_score": 27.29,
"confidence": 0.34
} | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | null | Sensor | iot-95a84973 | 5.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5b13bb74-7251-465d-a1f3-586f25399d3f | 2025-03-18T13:11:50 | iot | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|high| desc=IoT device Medical unusual_activity MITRE Technique: T1071.001 | {
"geo_location": "Uruguay",
"device_hash": "7aa3d3c86d27c2ea4a1367f37e4148c059d3c1b1",
"user_agent": "Mozilla/5.0 (Android 12; Mobile; rv:37.0) Gecko/37.0 Firefox/37.0",
"session_id": "294a7ee2-ceca-4677-a683-80e8acad0688",
"risk_score": 27.59,
"confidence": 0.42
} | null | unusual_activity | null | null | null | MITRE Technique: T1071.001 | IoT device Medical unusual_activity MITRE Technique: T1071.001 | null | Medical | iot-a5a58731 | 4.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ee1da9e9-bc8c-4151-894c-2d0a7aad038d | 2025-01-24T22:03:22 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by moraedwin MITRE Technique: T1078.004 | {
"geo_location": "Peru",
"device_hash": "ebdc0a2ab4ac1de3de193f5242ac3e61",
"user_agent": "Opera/8.39.(Windows 98; Win 9x 4.90; szl-PL) Presto/2.9.184 Version/10.00",
"session_id": "045613ed-7b5b-483d-bd66-b6a2cf3ee5ca",
"risk_score": 58.2,
"confidence": 0.4
} | moraedwin | model_inversion | null | null | null | MITRE Technique: T1078.004 | AI system model_inversion by moraedwin MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-105af461 | fe06fbeb030654a2db0e500adf17a2361e40b801 | d337090ba49f0caa5c5186f6e0613cd286ca161d | null | null | null | null | null | null | null |
4ab4c56f-792f-4b42-bf87-7e1842171b4b | 2025-05-14T05:23:50 | ai | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by perkinsanthony No additional info | {
"geo_location": "Austria",
"device_hash": "fd1afbfe4428ab42d1d9652423cadfdb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)",
"session_id": "f4ec7daa-03e3-41e1-8e84-56cd398b7c8c",
"risk_score": 5.77,
"confidence": 0.17
} | perkinsanthony | prompt_injection | null | null | null | No additional info | AI system prompt_injection by perkinsanthony No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6cdcb514 | 35620063e2738a315acfaf10c1b73224489c8d15 | 7fc2602704fd1c1c13232b10a6aeed3f | null | null | null | null | null | null | null |
1992e44e-51b3-4307-942e-8d3834e713cc | 2025-01-31T06:46:04 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: Brute Force detected from 167.49.1.66 targeting 74.40.174.31 No additional info noise=project|must|story | {
"geo_location": "Qatar",
"device_hash": "0597f3723bebf1006245e2d34f422f024a49392f5ac844b23f5d0fc81b925b83",
"user_agent": "Opera/9.92.(Windows NT 6.1; et-EE) Presto/2.9.181 Version/12.00",
"session_id": "ac02ea0c-8d61-42d6-9ead-657f193b3257",
"risk_score": 63.02,
"confidence": 0.77
} | null | null | null | null | null | No additional info | Trellix Alert: Brute Force detected from 167.49.1.66 targeting 74.40.174.31 No additional info | null | null | null | null | 167.49.1.66 | 74.40.174.31 | Brute Force | SIG-8703 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
b65672cd-766f-4ff4-b343-1f3645a8e2b9 | 2025-04-15T01:14:31 | iot | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera unusual_activity MITRE Technique: T1543.003 | {
"geo_location": "Guadeloupe",
"device_hash": "30d79a91de834d3ed6def23844b7d6cfef51f2a4f399bcc997e2fc4732091c28",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/59.0.836.0 Safari/531.2",
"session_id": "f68fb49f-583b-4071-ac74-72983ba9789c",
"risk_score": 57.2,
... | null | unusual_activity | null | null | null | MITRE Technique: T1543.003 | IoT device Camera unusual_activity MITRE Technique: T1543.003 | null | Camera | iot-03372592 | 8.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
22c8ccfb-554d-4a66-adc4-205e3b6855bb | 2025-04-05T08:06:40 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for gonzaleznancy via passwordless from 10.83.168.13 Associated Threat Actor: Leafminer | {
"geo_location": "Iran",
"device_hash": "46fca78eaf639047b71fea22ead11f0946d1c11b2b974e6db009e90cc9834fda",
"user_agent": "Mozilla/5.0 (Android 2.2; Mobile; rv:61.0) Gecko/61.0 Firefox/61.0",
"session_id": "777e8f2a-3cbd-4ef3-b2e6-0621fd06468d",
"risk_score": 62.47,
"confidence": 0.15
} | gonzaleznancy | failed | null | null | null | Associated Threat Actor: Leafminer | Auth failed for gonzaleznancy via passwordless from 10.83.168.13 Associated Threat Actor: Leafminer | null | null | null | null | 10.83.168.13 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 8e:6f:51:fc:de:52 |
b2d007e6-8093-4d74-b933-95fc21f12466 | 2025-05-28T05:26:57 | ids_alert | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|low| desc=Darktrace Alert: DDoS detected from 119.239.169.251 targeting N/A No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "60fbc8e81ba421eb950f8d626b6d6059498fb747d694e9d383001aaeb8999d8f",
"user_agent": "Opera/9.27.(X11; Linux x86_64; wa-BE) Presto/2.9.167 Version/12.00",
"session_id": "d7fc55bc-8f6d-4b32-8e9e-1175989c5097",
"risk_score": 56.52,
"confidence": 0.19
} | null | null | null | null | null | No additional info | Darktrace Alert: DDoS detected from 119.239.169.251 targeting N/A No additional info | null | null | null | null | 119.239.169.251 | N/A | DDoS | SIG-8090 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
1210f6d4-5cd9-4801-a5d7-7050b040f86e | 2025-03-20T15:46:20 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 140.255.159.175 to 55.154.161.52 MITRE Technique: T1059.001 | {
"geo_location": "Congo",
"device_hash": "44505de535c8fb2cf9e8a8fa1f467da9",
"user_agent": "Opera/8.34.(X11; Linux x86_64; ms-MY) Presto/2.9.182 Version/12.00",
"session_id": "17f7dc2a-cde3-463a-a5d3-81f5b8111ba5",
"risk_score": 37.4,
"confidence": 0.54
} | null | bandwidth_usage | null | null | null | MITRE Technique: T1059.001 | Network bandwidth_usage from 140.255.159.175 to 55.154.161.52 MITRE Technique: T1059.001 | null | null | null | null | 140.255.159.175 | 55.154.161.52 | null | null | null | null | null | null | null | null | null | null | ICMP | 214,829 | null | null | null |
4f13d840-130b-4493-83a4-959ad82133e3 | 2025-06-22T17:46:47 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network connection from 88.93.250.31 to 153.203.112.81 MITRE Technique: T1134.001 noise=plan|cost|my | {
"geo_location": "Tanzania",
"device_hash": "059a681f5ef24d7fce8a2082120e0ae4cac39fec",
"user_agent": "Mozilla/5.0 (Android 3.2.6; Mobile; rv:20.0) Gecko/20.0 Firefox/20.0",
"session_id": "fd1984f5-ca0b-4922-9ebb-e4d753637af0",
"risk_score": 77.4,
"confidence": 0.21
} | null | connection | null | null | null | MITRE Technique: T1134.001 | Network connection from 88.93.250.31 to 153.203.112.81 MITRE Technique: T1134.001 | {
"baseline_deviation": 1.18,
"entropy": 5.8,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 88.93.250.31 | 153.203.112.81 | null | null | null | null | null | null | null | null | null | null | ICMP | 387,095 | null | null | null |
d5b59ba1-5acc-4f4d-8b03-b69c1f996475 | 2025-04-13T06:57:59 | 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: MFA Bypass detected from 66.19.131.172 targeting 45.204.215.85 No additional info | {
"geo_location": "North Korea",
"device_hash": "25461b19c5a00360eb3357f811f6464b1eb9c564",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/17.0.879.0 Mobile/28L991 Safari/534.2",
"session_id": "3e79c1bb-cd90-47f1-a59a-88acf393a751",
"risk_sco... | null | null | null | null | null | No additional info | FireEye HX Alert: MFA Bypass detected from 66.19.131.172 targeting 45.204.215.85 No additional info | null | null | null | null | 66.19.131.172 | 45.204.215.85 | MFA Bypass | SIG-4980 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
7e9e30e5-0812-4554-9a6b-4cab2165b805 | 2025-02-17T23:02:48 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by millerlaura No additional info noise=off|lose|cup | {
"geo_location": "Brazil",
"device_hash": "96799f49e925d9967486744b5a88006bc4ab08f4edce682ae9ba17ba99552fd9",
"user_agent": "Opera/8.90.(Windows NT 5.2; et-EE) Presto/2.9.166 Version/12.00",
"session_id": "2f5bc8f5-e823-4a60-b37a-a03e94fa325d",
"risk_score": 0,
"confidence": 0.65
} | millerlaura | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by millerlaura No additional info | null | null | null | null | null | null | null | null | null | null | null | model-c26b1d94 | 4c546de06cb2c0f8745b722b35bcd83a12cb6885 | 40f4c0b76b700377a66beae46a42d1089db9346d440d2de027c2ae2788c3fd1b | null | null | null | null | null | null | null |
739e0110-dacd-4e75-aae0-70f4544e33d9 | 2025-06-23T22:56:15 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall deny DNS traffic from 73.141.22.174:17553 to 10.180.205.117:438 No additional info | {
"geo_location": "Somalia",
"device_hash": "6482f7fec4e399cfe54fc40b3d26c8a1567cd328ac915ec182aa379dac6c6b66",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/44.0.853.0 Safari/534.0",
"session_id": "ad7f5666-f8de-4793-b78a-b20f78d416cc",
"risk_score"... | null | deny | null | null | null | No additional info | Firewall deny DNS traffic from 73.141.22.174:17553 to 10.180.205.117:438 No additional info | null | null | null | null | 73.141.22.174 | 10.180.205.117 | null | null | null | null | null | null | null | null | 17,553 | 438 | DNS | 179,762 | 566 | null | null |
a48011ce-24e2-4e18-a710-7eab262e472e | 2025-02-14T12:34:10 | network | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 214.196.90.98 to 123.9.6.46 Possible protocol tunneling | {
"geo_location": "Lesotho",
"device_hash": "dac209b497c684cff7008bfe841ced79f9845719",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/531.43.1 (KHTML, like Gecko) Version/4.0.1 Safari/531.43.1",
"session_id": "9feb2005-ebeb-43f2-ae09-0b432a7d6899",
"risk_score": 51.24,
"confidence": 0.... | null | data_exfiltration | null | null | null | Possible protocol tunneling | Network data_exfiltration from 214.196.90.98 to 123.9.6.46 Possible protocol tunneling | null | null | null | null | 214.196.90.98 | 123.9.6.46 | null | null | null | null | null | null | null | null | null | null | UDP | 111,885 | null | null | null |
f97016da-b8b8-4a3a-a75e-d22d904c0c16 | 2025-05-29T23:58:23 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 51.44.105.13 to 10.100.88.1 No additional info | {
"geo_location": "Korea",
"device_hash": "3b34f40433b71b9820ad2aef508d7d5e39877b96b2f928550ce4ee8b8be6b361",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/532.50.5 (KHTML, like Gecko) Version/5.0.4 Safari/532.50.5",
"session_id": "6b2ccf74-b1a5-4bc6-8d07-728e40471312",
"risk_score": 44.... | null | disconnection | null | null | null | No additional info | Network disconnection from 51.44.105.13 to 10.100.88.1 No additional info | null | null | null | null | 51.44.105.13 | 10.100.88.1 | null | null | null | null | null | null | null | null | null | null | UDP | 688,439 | null | null | null |
d1048ece-f41c-4a64-ac7b-ac96b13d2b85 | 2025-06-27T19:14:22 | ids_alert | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|low| desc=Darktrace Alert: DNS Tunneling detected from 1.215.65.226 targeting 192.158.35.108 No additional info | {
"geo_location": "Djibouti",
"device_hash": "b0f15b122042e03e79b9642945afbeaf7e4adbb2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/3.0)",
"session_id": "e72a32f5-d55a-46be-9576-6f2601f5797e",
"risk_score": 54.44,
"confidence": 0.41
} | null | null | null | null | null | No additional info | Darktrace Alert: DNS Tunneling detected from 1.215.65.226 targeting 192.158.35.108 No additional info | null | null | null | null | 1.215.65.226 | 192.158.35.108 | DNS Tunneling | SIG-5948 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
e81877d1-7614-4664-8792-f05c417cc4ca | 2025-04-29T14:48:23 | firewall | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|low| desc=Firewall drop HTTP traffic from 45.223.181.123:375 to 55.3.86.239:157 No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "9e2ba117c8a0f8fb3b7d8f5b25b290055a5e4e7d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/3.0)",
"session_id": "527fde38-15cb-4945-9b7f-274d9152efd2",
"risk_score": 34.42,
"confidence": 0.61
} | null | drop | null | null | null | No additional info | Firewall drop HTTP traffic from 45.223.181.123:375 to 55.3.86.239:157 No additional info | null | null | null | null | 45.223.181.123 | 55.3.86.239 | null | null | null | null | null | null | null | null | 375 | 157 | HTTP | 811,466 | 2,217 | null | null |
b0af13db-f144-45a3-9724-ef58014b238b | 2025-04-14T15:38:09 | ids_alert | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Vectra AI Alert: XSS detected from 141.173.183.45 targeting N/A MITRE Technique: T1547.001 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "607675fd971f9bcdc38f1230a04ddafa3f7dad8e",
"user_agent": "Mozilla/5.0 (Android 6.0.1; Mobile; rv:10.0) Gecko/10.0 Firefox/10.0",
"session_id": "18d47bcb-85b2-491c-86f6-8eeb850abc26",
"risk_score": 50.57,
"confidence": 0.76
} | null | null | null | null | null | MITRE Technique: T1547.001 | Vectra AI Alert: XSS detected from 141.173.183.45 targeting N/A MITRE Technique: T1547.001 | {
"baseline_deviation": 2.35,
"entropy": 4.39,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 141.173.183.45 | N/A | XSS | SIG-5345 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
711f07e2-facf-46f0-aa6b-cddffb8bca04 | 2025-03-09T22:32:58 | endpoint | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load ability by kimberly88 MITRE Technique: T1071.001 | {
"geo_location": "Guadeloupe",
"device_hash": "d9f981460ecfa95d4aa70994e9382d71",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/3.1)",
"session_id": "012b9558-1e93-40ab-b0f8-3e9be7377463",
"risk_score": 70.91,
"confidence": 0.36
} | kimberly88 | driver_load | ability | 270 | explorer.exe | MITRE Technique: T1071.001 | Endpoint driver_load ability by kimberly88 MITRE Technique: T1071.001 | {
"baseline_deviation": 1.07,
"entropy": 4.83,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cfe1596b-f396-4617-9a20-e03ace6eb06e | 2025-06-11T04:09:38 | network | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 140.199.98.247 to 140.86.255.110 MITRE Technique: T1218.011 | {
"geo_location": "Afghanistan",
"device_hash": "6c89ac2e11b6bf6f094b2837074ef1705af138c3f6a919c5c22663cc82906314",
"user_agent": "Opera/8.46.(X11; Linux x86_64; eo-US) Presto/2.9.163 Version/11.00",
"session_id": "748e417e-bf92-49f2-8452-1acc9c9b840f",
"risk_score": 67.85,
"confidence": 0.41
} | null | bandwidth_usage | null | null | null | MITRE Technique: T1218.011 | Network bandwidth_usage from 140.199.98.247 to 140.86.255.110 MITRE Technique: T1218.011 | null | null | null | null | 140.199.98.247 | 140.86.255.110 | null | null | null | null | null | null | null | null | null | null | ICMP | 556,341 | null | null | null |
be764b39-8570-4c78-83c9-036fdc830092 | 2025-04-03T04:31:16 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny SSH traffic from 21.214.91.114:12 to 30.27.60.12:30 No additional info noise=UGxheS4= | {
"geo_location": "Tunisia",
"device_hash": "9824c2093a0b74453bcb23de9b0f2bfacb7c11519dcbd05afcaac33d060dc0c5",
"user_agent": "Opera/8.20.(X11; Linux x86_64; aa-ET) Presto/2.9.172 Version/10.00",
"session_id": "368b97d6-c2d1-45ce-ad17-ae010df0eebb",
"risk_score": 48.91,
"confidence": 0.54
} | null | deny | null | null | null | No additional info | Firewall deny SSH traffic from 21.214.91.114:12 to 30.27.60.12:30 No additional info | null | null | null | null | 21.214.91.114 | 30.27.60.12 | null | null | null | null | null | null | null | null | 12 | 30 | SSH | 821,309 | 828 | null | null |
72476f4a-4c4b-4647-acaf-81b55111eb47 | 2025-01-18T05:51:52 | ai | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by vincentrichard No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "681f885cc924ae278528b802ecee5724f0a1781b",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/56.0.895.0 Safari/531.0",
"session_id": "26038f90-2479-40dd-aea0-bb507951acc8",
"risk_score": 81.06,
"confidence": 0.08
... | vincentrichard | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by vincentrichard No additional info | null | null | null | null | null | null | null | null | null | null | null | model-61f8d5b9 | b33866bb486dfcd6af824cedf9cd9c06a08176ad | 69b386ed23de410d06d1600480e848b733350f9fb42bf9aca3fdf0d7055fb405 | null | null | null | null | null | null | null |
8486b871-42a1-4e3b-8618-cd5e5444e62c | 2025-03-13T13:08:44 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection project by sarahmarshall MITRE Technique: T1078.004 | {
"geo_location": "Kazakhstan",
"device_hash": "193eb2fd1d0471439ba39ec935f1b2ea",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "770c0450-11be-451b-a935-c599d31539e2",
"risk_score": 46.93,
"confidence": 0.15
} | sarahmarshall | memory_injection | project | 4,560 | svchost.exe | MITRE Technique: T1078.004 | Endpoint memory_injection project by sarahmarshall MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c3b9bc79-3b9a-48b6-9412-d8bd4926671a | 2025-03-20T12:10:16 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for lisa93 via OAuth from 99.2.58.9 No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "fe88f4efd54378506dc0864e2f547d820ba9401a0167527a34832b7ff3e85b41",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; ug-CN; rv:1.9.1.20) Gecko/6817-04-04 23:49:41 Firefox/9.0",
"session_id": "c5575b0d-7799-464d-be7a-6fd1494c17db",
"risk_score": 51.08,
"confidence": ... | lisa93 | timeout | null | null | null | No additional info | Auth timeout for lisa93 via OAuth from 99.2.58.9 No additional info | null | null | null | null | 99.2.58.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | c2:6a:e6:cb:7d:5a |
4a4c1abb-efb9-4387-afba-3454ddcffbe1 | 2025-05-04T18:31:48 | ids_alert | LogRhythm v7.5.0 | emergency | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=LogRhythm Alert: Port Scan detected from 50.143.171.211 targeting 79.255.23.0 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "d74668070573383a75249be89693836f9ee923ab",
"user_agent": "Opera/8.24.(X11; Linux x86_64; vi-VN) Presto/2.9.172 Version/12.00",
"session_id": "f9576c3f-a47a-45ff-a6cc-80edee2479b9",
"risk_score": 65.66,
"confidence": 0.02
} | null | null | null | null | null | No additional info | LogRhythm Alert: Port Scan detected from 50.143.171.211 targeting 79.255.23.0 No additional info | null | null | null | null | 50.143.171.211 | 79.255.23.0 | Port Scan | SIG-3082 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
8a57eb8b-d4c7-4c2f-a82c-49fa5b0a3af4 | 2025-02-22T01:16:07 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth challenge for wrightcrystal via password from 176.96.45.164 MITRE Technique: T1053.005 | {
"geo_location": "Gambia",
"device_hash": "f454332ee22cdca09de08eb37d4bfa9e",
"user_agent": "Opera/9.13.(X11; Linux i686; ast-ES) Presto/2.9.187 Version/12.00",
"session_id": "1cab2efc-718d-4a61-b50c-d9fb4a8aee1f",
"risk_score": 74.45,
"confidence": 0.64
} | wrightcrystal | challenge | null | null | null | MITRE Technique: T1053.005 | Auth challenge for wrightcrystal via password from 176.96.45.164 MITRE Technique: T1053.005 | {
"baseline_deviation": 1.29,
"entropy": 2.29,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 176.96.45.164 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 76:67:e4:f9:32:61 |
893c1431-1755-44c7-94b6-220692bd9b5b | 2025-02-25T13:52:38 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in Alibaba by robertreid MITRE Technique: T1486 | {
"geo_location": "Argentina",
"device_hash": "2fcd6b2ee54735fc59034c578879150db8a0cf35825213c035d920df022a698a",
"user_agent": "Opera/9.72.(Windows NT 5.2; hu-HU) Presto/2.9.181 Version/10.00",
"session_id": "82d431a0-3765-4647-8ac5-7b2e40cfc2ba",
"risk_score": 28.66,
"confidence": 0.42
} | robertreid | instance_creation | null | null | null | MITRE Technique: T1486 | Cloud instance_creation in Alibaba by robertreid MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | Alibaba | res-ba9d38a3 | null | null | null | null | null | null | null | null | null | null |
e3dbca51-ecca-44a3-8501-29c1d282a059 | 2025-05-25T23:45:39 | ai | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by yfarmer No additional info | {
"geo_location": "Ghana",
"device_hash": "d5e5d4f38e37c43339be9a2784853dd538494640",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; yue-HK) AppleWebKit/534.26.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6534.26.6",
"session_id": "c826b437-8f8d-4598-a1d7-2ba6168af125",
"risk... | yfarmer | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by yfarmer No additional info | null | null | null | null | null | null | null | null | null | null | null | model-f8b1e4fa | 1481ffeb9c52a4ad12c9a76cba1c5f79 | e2a9cc789e0b21b58fc1a504c5dfc9335ac7bc7d | null | null | null | null | null | null | null |
14df144b-07af-4ca5-baeb-42c2432825dc | 2025-03-29T08:38:14 | ai | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by carsoncasey MITRE Technique: T1190 noise=category/blog | {
"geo_location": "Papua New Guinea",
"device_hash": "06790de7d260e9d3158d9a3febdcdcbc792d9c9f3566888055033ad3a838177d",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/61.0.812.0 Safari/532.1",
"session_id": "ddbc7498-2913-4c6a-a92d-638d75f97b02",
"risk_score": 62.7,... | carsoncasey | adversarial_input | null | null | null | MITRE Technique: T1190 | AI system adversarial_input by carsoncasey MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | model-e7880cfc | 13d0be1f75d34d4c082e839695cd50cc | cea84a41945eed3f9c47b027a1c1e110 | null | null | null | null | null | null | null |
b189932f-b5dc-499c-a060-c2560373d4f0 | 2025-02-16T10:22:06 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 112.180.231.216 to 203.94.7.221 No additional info | {
"geo_location": "Italy",
"device_hash": "7394e38ce59424f5369b86ddbefe7a3aaa79edad",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/3307-05-08 16:59:03 Firefox/3.8",
"session_id": "cd7ef5ba-4701-4e75-88e4-a3243cf911ee",
"risk_score": 59.51,
"confidence": 0.57
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 112.180.231.216 to 203.94.7.221 No additional info | null | null | null | null | 112.180.231.216 | 203.94.7.221 | null | null | null | null | null | null | null | null | null | null | TCP | 879,724 | null | null | null |
9a3634c3-7dc4-4b8d-999c-526aae0b0801 | 2025-03-01T00:43:10 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by tbrooks No additional info noise=9947F850 | {
"geo_location": "Mauritania",
"device_hash": "b88e8c06b4d1a090de311282192c9489",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/4.0)",
"session_id": "a9edfdd8-e918-4a22-99ba-c26eb9978606",
"risk_score": 73.83,
"confidence": 0.09
} | tbrooks | model_inversion | null | null | null | No additional info | AI system model_inversion by tbrooks No additional info | null | null | null | null | null | null | null | null | null | null | null | model-974b731a | 3d292c58ed94309794bba3f36226ab0056f531838264b57aae4b40a70f57394a | 805ed6637ada15d273f9b9a33486197b9f192357 | null | null | null | null | null | null | null |
cbc4509c-ff5d-41a0-9acf-e917ecb1092e | 2025-05-31T08:09:56 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth failed for brownscott via SAML from 63.162.48.27 No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "0d37c3c9516a180add44d20ca22ce20e8ea32e1a6af3b62abd36fd8ef2977d8b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/4.1)",
"session_id": "5ff73354-a607-4f51-9bdc-c330aca078c3",
"risk_score": 42.3,
"confidence": 0.95
} | brownscott | failed | null | null | null | No additional info | Auth failed for brownscott via SAML from 63.162.48.27 No additional info | null | null | null | null | 63.162.48.27 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 43:35:0e:e2:3f:51 |
77cf0af0-560d-4b38-9bfe-5449ae5112e0 | 2025-04-07T08:01:16 | ids_alert | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|low| desc=Palo Alto Cortex Alert: XSS detected from 118.156.92.156 targeting 69.209.118.11 MITRE Technique: T1547.001 | {
"geo_location": "North Korea",
"device_hash": "3ddae460853fa62127cc43701a38d1c3f9d70264",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; yo-NG) AppleWebKit/531.7.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6531.7.2",
"session_id": "89e6361e-1dde-4abe-afda-bbf1d7f55c59",
"r... | null | null | null | null | null | MITRE Technique: T1547.001 | Palo Alto Cortex Alert: XSS detected from 118.156.92.156 targeting 69.209.118.11 MITRE Technique: T1547.001 | null | null | null | null | 118.156.92.156 | 69.209.118.11 | XSS | SIG-7468 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
f352bb4a-3a70-493e-bc87-3f74dcc4728e | 2025-04-14T05:52:14 | iot | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|medium| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Tajikistan",
"device_hash": "9d34915e15047f6a2479b2981b739d78ac3eb7b401d3d449ed970fb86bc1c1e5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.1)",
"session_id": "8ad98ca7-83b5-40ec-9c50-63e58835f4c3",
"risk_score": 35.06,
"confidence": 0.96
} | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | null | Sensor | iot-34682595 | 4.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b7f12a9a-eb6e-43a8-aad9-2892d1327a23 | 2025-06-11T00:27:22 | 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 /region/professional.webm by xrice No additional info | {
"geo_location": "Comoros",
"device_hash": "adce04325c6bf7b8c26757be4c89b19d1f482bee5cb2b9d2441d04688ca9fe52",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/4.1)",
"session_id": "67b88abd-a5f2-4281-9e2d-1ebec152e221",
"risk_score": 39.21,
"confidence": 0.32
} | xrice | memory_injection | /region/professional.webm | 5,604 | explorer.exe | No additional info | Endpoint memory_injection /region/professional.webm by xrice No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1746d89b-e373-4bb5-a35c-27cc00896ed3 | 2020-09-19T00:07:36 | ai | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by gonzalezmary No additional info | {
"geo_location": "Tonga",
"device_hash": "a375ad7bbc8ee48dcb654f47640422968dd3bd341dca9c03ed796454fa9ce39a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/56.0.843.0 Mobile/82R584 Safari/531.0",
"session_id": "4060930e-fdcc-4490-b0c6-42d69faef606... | gonzalezmary | prompt_injection | null | null | null | No additional info | AI system prompt_injection by gonzalezmary No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6ab0b063 | 60a8bbf9cb5f51b72014b3d8eab3abe489033c4a | ee6bc31c72d88d465c99ea37479df786b89533ccf2dc38561fd6f07e8f8cf035 | null | null | null | null | null | null | null |
392ab900-87e7-46a0-be12-afcf329acd17 | 2025-05-26T08:38:37 | network | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 210.28.43.149 to 96.113.58.64 MITRE Technique: T1547.001 | {
"geo_location": "Central African Republic",
"device_hash": "619aa4d8de02480883534452f76fd1d7bb1225a51bf436a28aa9f06b2015e4dc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/5.0)",
"session_id": "d410be78-f995-47de-a435-b87001e06949",
"risk_score": 30.22,
"confidence": 0.15
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1547.001 | Network protocol_anomaly from 210.28.43.149 to 96.113.58.64 MITRE Technique: T1547.001 | null | null | null | null | 210.28.43.149 | 96.113.58.64 | null | null | null | null | null | null | null | null | null | null | UDP | 811,218 | null | null | null |
a22528d3-e477-416c-b504-f6a696a52fa0 | 2025-06-17T07:02:13 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth failed for gregory40 via MFA from 89.134.185.75 Credential stuffing pattern detected | {
"geo_location": "Armenia",
"device_hash": "51ea14fe5b50ed7f07dcd376eea1b7db87b97a90efa71228dbac301e3aa7d76c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/17.8i2895.0 Mobile/40E028 Safari/532.2",
"session_id": "f76b70b8-bab3-4964-bf49-eaa3... | gregory40 | failed | null | null | null | Credential stuffing pattern detected | Auth failed for gregory40 via MFA from 89.134.185.75 Credential stuffing pattern detected | null | null | null | null | 89.134.185.75 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 5d:7a:92:fa:0d:1a |
fb64bfc9-2647-408a-a53d-20e3163255aa | 2025-01-17T22:16:50 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: SQL Injection detected from 214.139.194.24 targeting 133.13.251.76 No additional info noise=wp-content/tags | {
"geo_location": "Iran",
"device_hash": "10399d8d48f1ff17b72aac39ea05905da6427eda",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/53.0.805.0 Safari/533.1",
"session_id": "6e0f5901-37ff-4eb4-a838-c7c1c9d566d3",
"risk_score": 92.7,
"confidence": 0.81
} | null | null | null | null | null | No additional info | Suricata Alert: SQL Injection detected from 214.139.194.24 targeting 133.13.251.76 No additional info | null | null | null | null | 214.139.194.24 | 133.13.251.76 | SQL Injection | SIG-6099 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
79782acf-5e90-42fe-833c-8c13ec75e6d4 | 2025-03-01T05:45:59 | cloud | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in Azure by daniel68 No additional info | {
"geo_location": "Guinea",
"device_hash": "827d60bd7015dcd88a5438cdf7108385d4ac64ed04b9d3f373879504f5229343",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_1 rv:2.0; hi-IN) AppleWebKit/534.3.6 (KHTML, like Gecko) Version/4.0.2 Safari/534.3.6",
"session_id": "ea96b01b-d56a-4368-82f9-eda316bcb6f... | daniel68 | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by daniel68 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-2455e3d1 | null | null | null | null | null | null | null | null | null | null |
37e76756-1aad-46d1-a6bc-3412dc374dec | 2025-04-19T02:12:13 | iot | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|critical| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "bf714a4da91ba2786cfb7f3e2d6b344dbf293f9b",
"user_agent": "Opera/9.74.(X11; Linux i686; cs-CZ) Presto/2.9.172 Version/11.00",
"session_id": "90c53d10-5d88-4fd4-a2ac-4961b1164e18",
"risk_score": 69.4,
"confidence": 0.95
} | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-ac8bfafa | 9.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
baa3bd2c-c04c-4dc9-a98c-e549f86ce628 | 2025-01-13T20:02:36 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTP traffic from 99.249.85.44:496 to 136.99.149.186:152 MITRE Technique: T1190 | {
"geo_location": "Ukraine",
"device_hash": "8adbc97cb8d09911b9a82d4009523c6fdf40154e5ecbf35df778ee56526b0e46",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/4.1)",
"session_id": "15a1f052-fd0e-48aa-bda2-69a42852a675",
"risk_score": 50.68,
"confidence": 0.74
} | null | log-only | null | null | null | MITRE Technique: T1190 | Firewall log-only HTTP traffic from 99.249.85.44:496 to 136.99.149.186:152 MITRE Technique: T1190 | null | null | null | null | 99.249.85.44 | 136.99.149.186 | null | null | null | null | null | null | null | null | 496 | 152 | HTTP | 339,965 | 2,551 | null | null |
d6114c1a-b72a-4cee-85b4-978d17085eca | 2025-06-29T13:19:00 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism indeed by johnsonderrick No additional info | {
"geo_location": "Comoros",
"device_hash": "cbc949ce301580d27da5eb782856ac644f6a115fb51c97a5ce5c89459a66b072",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/5.0)",
"session_id": "ec3fd4f1-1cc4-4406-b5e6-5e04eedbaae2",
"risk_score": 37.91,
"confidence": 0.7
} | johnsonderrick | persistence_mechanism | indeed | 6,498 | svchost.exe | No additional info | Endpoint persistence_mechanism indeed by johnsonderrick No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7d637a99-697d-4d0f-be0a-e0a513a89cac | 2025-06-30T01:57:40 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for alexanderarias via password from 44.254.23.229 No additional info | {
"geo_location": "Saint Helena",
"device_hash": "2718e5abad8702527733ffa9bc2d7b63db86bd10",
"user_agent": "Opera/9.22.(Windows CE; hu-HU) Presto/2.9.189 Version/10.00",
"session_id": "fecdcaf2-15fa-4fd7-ad75-15d2baf3fcf3",
"risk_score": 79.35,
"confidence": 0.79
} | alexanderarias | bypass | null | null | null | No additional info | Auth bypass for alexanderarias via password from 44.254.23.229 No additional info | null | null | null | null | 44.254.23.229 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 7f:b0:a2:a5:18:bd |
f6f7f80b-522a-4564-9df0-da0144adc193 | 2025-05-11T11:00:48 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth success for ashley00 via key from 66.11.58.52 No additional info | {
"geo_location": "Peru",
"device_hash": "ac94a41f3fff185ca14d096c0df0a2b2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/4.1)",
"session_id": "0c875f95-a0f4-4986-bad4-717e2fa3e96d",
"risk_score": 66.88,
"confidence": 0.12
} | ashley00 | success | null | null | null | No additional info | Auth success for ashley00 via key from 66.11.58.52 No additional info | null | null | null | null | 66.11.58.52 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 45:5a:2d:df:e5:93 |
04eb5de6-f62c-443b-9676-d8a0380352e4 | 2025-02-22T01:14:05 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Sudan",
"device_hash": "6cfe8c04084adedaef9d5862e71259a323a32f18a3e7d8438c1625bee8845aec",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; nan-TW; rv:1.9.1.20) Gecko/8570-07-07 14:23:15 Firefox/7.0",
"session_id": "ff961589-e9da-4117-bd93-ff4fa8e9615f",
"risk_score": 38.2,
"confidence": 0.23
... | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-16eba3cc | 2.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3e8e6f8b-cdec-4908-9ed9-1b10bc2c4a78 | 2025-03-12T11:20:29 | endpoint | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec long by jacqueline08 No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "1eba8765a86acb9845fa51fd31792450",
"user_agent": "Mozilla/5.0 (Windows CE; sd-PK; rv:1.9.1.20) Gecko/3384-01-11 06:22:28 Firefox/3.8",
"session_id": "9b4ce499-dbdf-4ac1-8bed-7f5d005d6316",
"risk_score": 64.87,
"confidence": 0.21
} | jacqueline08 | wmi_exec | long | 5,176 | explorer.exe | No additional info | Endpoint wmi_exec long by jacqueline08 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7cd395b1-0320-43ff-b087-560eb9ab497f | 2025-06-02T08:49:27 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: Fileless Attack detected from 10.138.142.207 targeting 134.63.220.203 Associated Threat Actor: APT38 noise=main/list/tags | {
"geo_location": "Ecuador",
"device_hash": "d46f31886bb8d980473225983390c55d",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/36.0.886.0 Mobile/57C110 Safari/534.1",
"session_id": "5ce967c8-f1b1-4ff4-8679-96f003374a50",
"risk_score": 22.75,
... | null | null | null | null | null | Associated Threat Actor: APT38 | CrowdStrike Alert: Fileless Attack detected from 10.138.142.207 targeting 134.63.220.203 Associated Threat Actor: APT38 | null | null | null | null | 10.138.142.207 | 134.63.220.203 | Fileless Attack | SIG-8851 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
2714ae2e-322a-4d3b-9be9-9b08334cb945 | 2025-04-01T05:16:34 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 159.188.82.198 to 40.130.176.161 No additional info | {
"geo_location": "Fiji",
"device_hash": "fde1f73296dc40cb76b7dcbb23c43076",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/535.18.4 (KHTML, like Gecko) Version/5.0.2 Safari/535.18.4",
"session_id": "de3095e4-65c8-43c2-8c3f-66fe84912757",
"risk_score": 53.31,
"confidence": 0.49
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 159.188.82.198 to 40.130.176.161 No additional info | null | null | null | null | 159.188.82.198 | 40.130.176.161 | null | null | null | null | null | null | null | null | null | null | UDP | 349,512 | null | null | null |
acddc64a-5220-447f-902b-101f548b239a | 2025-07-08T21:39:54 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth bypass for jo97 via key from 102.174.213.107 MITRE Technique: T1547.001 | {
"geo_location": "Slovenia",
"device_hash": "b1bfc8b94703dfbf857d883af298a3f4",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/56.0.820.0 Safari/531.0",
"session_id": "80e58997-cc12-4196-8ffd-dcf4e034b043",
"risk_score": 58.17,
"confidence": 0.39
} | jo97 | bypass | null | null | null | MITRE Technique: T1547.001 | Auth bypass for jo97 via key from 102.174.213.107 MITRE Technique: T1547.001 | null | null | null | null | 102.174.213.107 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | ad:8a:b7:5a:92:38 |
5430663f-17d7-41ed-acf7-bed7787eb891 | 2025-04-15T01:52:39 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by sheltonchristine No additional info | {
"geo_location": "Latvia",
"device_hash": "a764229e9844ece7865e88e09ed65e128d3411e0864eba113972f12b0810fd48",
"user_agent": "Opera/8.53.(X11; Linux i686; gd-GB) Presto/2.9.161 Version/12.00",
"session_id": "95edfdc9-a8b9-4d65-85bc-c037c8b85b4f",
"risk_score": 67.11,
"confidence": 0.47
} | sheltonchristine | model_inversion | null | null | null | No additional info | AI system model_inversion by sheltonchristine No additional info | null | null | null | null | null | null | null | null | null | null | null | model-41faf8f1 | 16f0d0645d036ef47da14e185fa48f6e4e2d3abe | 8f31ecdf36b3484e7586c70f1a52d22240eeb3bf | null | null | null | null | null | null | null |
d44e6e74-9302-4963-9796-b3d52b9ef75d | 2025-05-26T21:49:44 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Camera unusual_activity No additional info | {
"geo_location": "Gibraltar",
"device_hash": "2a84b0529e2b43f465fd71256783a9f23fa8e3f5d005fc8ef482e418e17f8d12",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; crh-UA; rv:1.9.0.20) Gecko/9563-08-03 16:53:09 Firefox/3.6.6",
"session_id": "db40d728-83e7-477d-b73e-c82568484d87",
"risk_score": 42.22,
"confidence"... | null | unusual_activity | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | null | Camera | iot-9c2dd1b8 | 10.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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