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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0fdaf359-df7a-4b6c-b5ee-591bc3c09c08 | 2025-01-12T23:22:53 | iot | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC unusual_activity No additional info noise=B55F7A7D | {
"geo_location": "North Korea",
"device_hash": "2484c669be58e5b9fdb361ff37ffef6a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "ce624673-5c87-4e6c-b447-9619cca56b43",
"risk_score": 61.39,
"confidence": 0.55
} | null | unusual_activity | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | null | HVAC | iot-1b93ec61 | 9.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cd4c5984-01b8-452e-ae11-10e81908469d | 2025-02-06T17:06:13 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 10.196.104.3 to 65.157.15.32 MITRE Technique: T1566.001 | {
"geo_location": "Cape Verde",
"device_hash": "c990e508d2f7e890fcc20557df6f91b1",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; or-IN; rv:1.9.1.20) Gecko/9348-11-17 02:37:56 Firefox/4.0",
"session_id": "616c78b6-0f55-4e69-b2c5-9441bdf4b8ef",
"risk_score": 67.01,
"confidence": 0.07
} | null | bandwidth_usage | null | null | null | MITRE Technique: T1566.001 | Network bandwidth_usage from 10.196.104.3 to 65.157.15.32 MITRE Technique: T1566.001 | null | null | null | null | 10.196.104.3 | 65.157.15.32 | null | null | null | null | null | null | null | null | null | null | UDP | 642,026 | null | null | null |
0108e7a4-b1ce-449f-9521-6745b0e2fa6f | 2025-06-01T06:40:32 | cloud | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in AWS by hudsonyolanda MITRE Technique: T1486 noise=usually|spend|thing | {
"geo_location": "Central African Republic",
"device_hash": "034036ce86eef7483775c4e0712e3106",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/4457-04-10 17:41:47 Firefox/3.6.8",
"session_id": "528b442a-c784-4cad-8a9a-d44967fcf044",
"risk_score": 68.39,
"confidence": 0.85
} | hudsonyolanda | api_abuse | null | null | null | MITRE Technique: T1486 | Cloud api_abuse in AWS by hudsonyolanda MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | AWS | res-440daec5 | null | null | null | null | null | null | null | null | null | null |
827a4332-6cea-4472-8070-409d702c40f1 | 2025-05-15T03:10:47 | endpoint | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec country by brendabrown MITRE Technique: T1574.002 | {
"geo_location": "Portugal",
"device_hash": "ee6849b8bcb22cba46a4db3478a95607af0612714dd18331c40c4e72ab6417af",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/4.0)",
"session_id": "de23f7d9-23ed-48cd-b251-da40134e8a6e",
"risk_score": 58.9,
"confidence": 0.82
} | brendabrown | powershell_exec | country | 5,253 | cmd.exe | MITRE Technique: T1574.002 | Endpoint powershell_exec country by brendabrown MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1bc0c1c9-e872-476b-91bc-00b623fd5175 | 2025-01-19T20:54:26 | network | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 41.171.29.182 to 136.197.133.44 No additional info | {
"geo_location": "San Marino",
"device_hash": "99b2552b1ee68a2da94ebcc55ea984ba924a46a6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/3.1)",
"session_id": "7d497bf1-0ad0-49b0-9070-c39c9dccbc4c",
"risk_score": 53.25,
"confidence": 0.44
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 41.171.29.182 to 136.197.133.44 No additional info | null | null | null | null | 41.171.29.182 | 136.197.133.44 | null | null | null | null | null | null | null | null | null | null | HTTPS | 81,803 | null | null | null |
eea19bc7-8e36-47a8-9f04-18d6164005fd | 2025-06-18T12:42:42 | ai | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by zstewart MITRE Technique: T1204.002 | {
"geo_location": "Romania",
"device_hash": "f7fb2a5f822be55311aeca2d276281d1bbf369c4cd6b0fbe911b0c0ee448b798",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/5360-07-31 02:03:28 Firefox/15.0",
"session_id": "901fa5e1-6cac-4cf9-8489-7a134f43be45",
"risk_score": 55.82,
"confidence": 0.05
} | zstewart | prompt_injection | null | null | null | MITRE Technique: T1204.002 | AI system prompt_injection by zstewart MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-5f02afda | c7254c39195f4256bddf080bdebaccd5 | 26fbb6a4c3b2fefbe538aeae76e031b36514a092c555fc5f50a1207b4c390280 | null | null | null | null | null | null | null |
12d15d14-f791-4920-ba2a-7bd49453e28d | 2022-10-24T00:29:14 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by nathan73 MITRE Technique: T1059.005 noise=least|six|crime | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "eff7df9d95319da4b05d8778c07b8ecc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/3.0)",
"session_id": "6cafe496-1948-4744-9f88-5fd894991bfc",
"risk_score": 61.54,
"confidence": 0.64
} | nathan73 | fine_tuning | null | null | null | MITRE Technique: T1059.005 | AI system fine_tuning by nathan73 MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | model-8d3f925e | c0400e5f989bd81a612e8fbe257fd395a696e747 | d35ef3a74860b72b124419d5eab5c193 | null | null | null | null | null | null | null |
ecadf24e-dac0-46a2-a5ae-ff82495bb8ef | 2025-06-01T16:21:55 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network connection from 160.46.150.11 to 104.242.247.118 No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "0ee40ff6c6150a6633ef9eece624fc5e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.0)",
"session_id": "55c0a826-fa8f-49d2-92b0-078b5cfe27f0",
"risk_score": 96.99,
"confidence": 0.41
} | null | connection | null | null | null | No additional info | Network connection from 160.46.150.11 to 104.242.247.118 No additional info | null | null | null | null | 160.46.150.11 | 104.242.247.118 | null | null | null | null | null | null | null | null | null | null | ICMP | 430,405 | null | null | null |
ede5d064-2dab-47d7-88d6-3d913df69156 | 2025-03-12T13:33:20 | cloud | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in GCP by emma54 MITRE Technique: T1204.002 | {
"geo_location": "Rwanda",
"device_hash": "9ecb6d445140461a27e68ff53f668c2a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/15.0.817.0 Mobile/45G755 Safari/536.1",
"session_id": "8ac4d13a-05eb-44a3-828b-6bb56c856c8f",
"risk_score": 56.21,
"c... | emma54 | container_escape | null | null | null | MITRE Technique: T1204.002 | Cloud container_escape in GCP by emma54 MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | GCP | res-b2a15936 | null | null | null | null | null | null | null | null | null | null |
004b6c64-6c92-46ff-9002-c6abd27cb1ab | 2025-03-04T03:00:23 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth bypass for barbara69 via password from 10.172.175.23 No additional info | {
"geo_location": "Montserrat",
"device_hash": "074417684876ea1634a94e1140ca17142ffb0c58d19b719e9fe2c84cb5fa97f2",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/49.0.859.0 Safari/531.0",
"session_id": "d889bff2-ffb7-4961-b402-9f9d5553265d",
"risk_sco... | barbara69 | bypass | null | null | null | No additional info | Auth bypass for barbara69 via password from 10.172.175.23 No additional info | null | null | null | null | 10.172.175.23 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | cc:21:83:9d:1f:2d |
83748d08-bec7-47a3-ad5b-dbec4d89a493 | 2025-02-17T10:03:24 | iot | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|high| desc=IoT device Camera unusual_activity Associated Threat Actor: Scattered Spider | {
"geo_location": "United Kingdom",
"device_hash": "3b7d4e3ad8bdb8867f39db4b741213a6479d124cfeaf51be0e4c320638511b14",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/13.6p3401.0 Mobile/93M088 Safari/532.0",
"session_id": "e1079507-6549-40f2-9f38-2... | null | unusual_activity | null | null | null | Associated Threat Actor: Scattered Spider | IoT device Camera unusual_activity Associated Threat Actor: Scattered Spider | null | Camera | iot-01c5fd74 | 8.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
201f40a4-399c-4bbe-9720-25a611fa79db | 2025-01-27T10:20:40 | ai | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by jacksondanny No additional info | {
"geo_location": "Argentina",
"device_hash": "145bafa292c7dced893de9a9464840fa",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/40.0.839.0 Safari/532.1",
"session_id": "18c3b610-5209-4ac7-b7e8-c4dc3c59a9f0",
"risk_score": 47.47,
"confidence": 0.22
} | jacksondanny | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by jacksondanny No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ac1f0af0 | d4af1662258f44489b69f06707e2d4f7 | ab7cc5c064ef29f2dc685467bf91b7c6c680318b | null | null | null | null | null | null | null |
ba715113-8be7-4685-93fe-1301784578da | 2025-05-21T17:24:56 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny SSH traffic from 183.66.25.51:679 to 210.170.244.49:992 No additional info | {
"geo_location": "Uruguay",
"device_hash": "5fa0419facdbc24520902a669f648291",
"user_agent": "Mozilla/5.0 (Windows 98; ha-NG; rv:1.9.0.20) Gecko/9305-04-19 04:56:51 Firefox/13.0",
"session_id": "90d4937e-0036-4b27-93d8-4286d6b3502f",
"risk_score": 40.47,
"confidence": 0.48
} | null | deny | null | null | null | No additional info | Firewall deny SSH traffic from 183.66.25.51:679 to 210.170.244.49:992 No additional info | null | null | null | null | 183.66.25.51 | 210.170.244.49 | null | null | null | null | null | null | null | null | 679 | 992 | SSH | 212,896 | 2,429 | null | null |
4ea8a98b-b311-407d-86b0-14f47b3e653d | 2025-05-25T15:48:39 | endpoint | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection /Mr/bed.doc by danieldanielle No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "ad924ba8a5d49b9a8fe537176b8a862ee219a507",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/12.3m6528.0 Mobile/33E815 Safari/533.1",
"session_id": "afa94d1a-be8e-4268-9f1b-4a0301339ddf",
... | danieldanielle | memory_injection | /Mr/bed.doc | 1,445 | cmd.exe | No additional info | Endpoint memory_injection /Mr/bed.doc by danieldanielle No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
aa1bbfb7-6cac-4eae-99c2-9ef9a37343d6 | 2025-03-31T06:07:01 | ai | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by enelson Associated Threat Actor: Cobalt Group | {
"geo_location": "Singapore",
"device_hash": "89a3069880ec3752109a304ef289dce7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/3.1)",
"session_id": "3fa56459-7681-42ec-801d-81653130b30f",
"risk_score": 60.79,
"confidence": 0.59
} | enelson | api_abuse | null | null | null | Associated Threat Actor: Cobalt Group | AI system api_abuse by enelson Associated Threat Actor: Cobalt Group | {
"baseline_deviation": 0.72,
"entropy": 3.07,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-2880446f | 174ec0644f086710eb0f9426b643ed3e | e357ad944f6fcbae67888a7d4640329ea6ded558972522b3e9084cec8eee2259 | null | null | null | null | null | null | null |
bacaabf9-98dd-4d73-b3b6-74061948eab8 | 2025-03-07T22:00:52 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 139.44.166.164 to 154.153.172.64 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Albania",
"device_hash": "36792e9d28443137155426b450f9427bc86b5273c4240b4eeaaddc1c4e175e55",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_3 rv:4.0; hi-IN) AppleWebKit/531.27.2 (KHTML, like Gecko) Version/5.0.4 Safari/531.27.2",
"session_id": "4080964b-3e3a-421a-b5f5-9ee814699cc... | null | covert_channel | null | null | null | Unconventional IOC: Bios timestamp anomalies | Network covert_channel from 139.44.166.164 to 154.153.172.64 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 139.44.166.164 | 154.153.172.64 | null | null | null | null | null | null | null | null | null | null | HTTPS | 35,217 | null | null | null |
31a2b662-8b08-491a-be1d-b1e6f2f0b534 | 2025-05-24T11:56:26 | iot | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|high| desc=IoT device Medical sensor_spoofing Unconventional IOC: UEFI variable tampering | {
"geo_location": "Martinique",
"device_hash": "9b4167729199d4e0279cd8c87cc16767",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/4.1)",
"session_id": "5eed6f51-44ad-4d57-a34a-f730fbccdb98",
"risk_score": 36.91,
"confidence": 0.26
} | null | sensor_spoofing | null | null | null | Unconventional IOC: UEFI variable tampering | IoT device Medical sensor_spoofing Unconventional IOC: UEFI variable tampering | null | Medical | iot-0131a4e7 | 6.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a4885621-0888-4c8e-a078-b630e65fb8cb | 2025-03-16T18:36:54 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in GCP by bridgesgregory No additional info | {
"geo_location": "Seychelles",
"device_hash": "f6232587715794dc2f20e914e50387ca",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/5.0)",
"session_id": "97d9dbfe-0b92-49ad-a611-84ac1fec6df5",
"risk_score": 53.13,
"confidence": 0.6
} | bridgesgregory | config_change | null | null | null | No additional info | Cloud config_change in GCP by bridgesgregory No additional info | null | null | null | null | null | null | null | null | null | GCP | res-f2420de8 | null | null | null | null | null | null | null | null | null | null |
7892cb35-5a28-47c7-a82f-c7c8f6c4206e | 2025-03-07T05:18:14 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor firmware_update No additional info noise=SGVhZC4= | {
"geo_location": "Bahrain",
"device_hash": "c2005be4b743cbecf87b0fe7e296d4f0126e3fab2e92cb5cc3435e0d3cbfc380",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/532.23.1 (KHTML, like Gecko) Version/5.0 Safari/532.23.1",
"session_id": "72e0057b-74a0-414e-9798-825a05b923c2",
"risk_score": 37.... | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | {
"baseline_deviation": 1.42,
"entropy": 7.62,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Sensor | iot-dec9f0dd | 5.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f99936af-b430-48d8-b506-c8edc854c0d9 | 2025-03-31T13:46:08 | ids_alert | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|low| desc=Suricata Alert: Port Scan detected from 218.112.26.77 targeting N/A Associated Threat Actor: Cobalt Group | {
"geo_location": "Guam",
"device_hash": "ffde4c0691e8827e5b4a23fa08eaf877",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.0)",
"session_id": "1419c2fb-e12c-4dda-b5e4-f07d447c9133",
"risk_score": 38.67,
"confidence": 0.43
} | null | null | null | null | null | Associated Threat Actor: Cobalt Group | Suricata Alert: Port Scan detected from 218.112.26.77 targeting N/A Associated Threat Actor: Cobalt Group | null | null | null | null | 218.112.26.77 | N/A | Port Scan | SIG-1179 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
4d979951-a382-4d2d-9425-eb673bab1d31 | 2025-02-25T21:23:38 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth failed for tiffanywright via passwordless from 10.123.65.109 MITRE Technique: T1078.004 | {
"geo_location": "Vanuatu",
"device_hash": "21b60fd3a102f265e7a48e3c623f1bb4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; aa-ER) AppleWebKit/531.9.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6531.9.4",
"session_id": "a11c8fee-e252-4d41-8277-2d512584f687",
"risk_score": ... | tiffanywright | failed | null | null | null | MITRE Technique: T1078.004 | Auth failed for tiffanywright via passwordless from 10.123.65.109 MITRE Technique: T1078.004 | null | null | null | null | 10.123.65.109 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | fc:36:c3:62:ce:af |
b372b01a-b1f9-4398-90d8-1fad7d331b33 | 2025-06-03T21:36:52 | iot | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Bolivia",
"device_hash": "b2eb7b10326fe14f30251a7e09a8895a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/3.1)",
"session_id": "20e11bba-284c-458c-aba7-d3f0d4a654c8",
"risk_score": 85.83,
"confidence": 0.07
} | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-461c8774 | 5.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
09cd6f07-b8ed-46e7-86bd-cd3433161913 | 2025-01-27T03:33:42 | network | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 54.70.117.243 to 63.97.155.251 No additional info noise=UGxheWVyLg== | {
"geo_location": "Morocco",
"device_hash": "fc8defd125dbdc243f91d56e8c90a93f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/5.0)",
"session_id": "4a29ffaa-6922-4bfd-8007-9a1b0d6fad37",
"risk_score": 90.28,
"confidence": 0.07
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 54.70.117.243 to 63.97.155.251 No additional info | {
"baseline_deviation": 2.56,
"entropy": 4.18,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 54.70.117.243 | 63.97.155.251 | null | null | null | null | null | null | null | null | null | null | ICMP | 142,310 | null | null | null |
e77fa50b-5f62-4b50-b0ab-09ba6c08e74d | 2025-03-30T22:31:49 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop /store/hope.json by robert87 MITRE Technique: T1543.003 | {
"geo_location": "Guernsey",
"device_hash": "7c2d3e77171672efec7ea5013a691fe2e12e383623e7387626577088a141ef60",
"user_agent": "Opera/9.17.(Windows 95; gv-GB) Presto/2.9.168 Version/11.00",
"session_id": "d06c504d-da0f-48c0-aeac-10c7cdc57df1",
"risk_score": 36.49,
"confidence": 0.45
} | robert87 | process_stop | /store/hope.json | 3,763 | cmd.exe | MITRE Technique: T1543.003 | Endpoint process_stop /store/hope.json by robert87 MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a176805e-3cb5-41e3-a010-466ed5473d4a | 2025-04-27T15:50:19 | ids_alert | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|low| desc=Suricata Alert: Fileless Attack detected from 105.158.68.96 targeting 115.17.202.207 MITRE Technique: T1566.001 | {
"geo_location": "Venezuela",
"device_hash": "5a2d6bfec20f84c373f40adcc6b1a96f1d377087",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/22.0.874.0 Safari/536.2",
"session_id": "30753c21-bbd8-4922-a468-07d748bf7f1a",
"risk_score": 74.31,
"confidence": 0.79
} | null | null | null | null | null | MITRE Technique: T1566.001 | Suricata Alert: Fileless Attack detected from 105.158.68.96 targeting 115.17.202.207 MITRE Technique: T1566.001 | null | null | null | null | 105.158.68.96 | 115.17.202.207 | Fileless Attack | SIG-1636 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
83f4c565-5148-4508-93fc-d53e3ce907de | 2025-03-23T06:53:13 | firewall | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect DNS traffic from 132.50.94.178:233 to 140.102.108.35:61045 No additional info | {
"geo_location": "Djibouti",
"device_hash": "c507a3bb7fcfdd10846fed5547efb55256022efd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/4.1)",
"session_id": "b3a8bd92-1acd-4510-b6b1-d036870342e8",
"risk_score": 16.42,
"confidence": 0.04
} | null | inspect | null | null | null | No additional info | Firewall inspect DNS traffic from 132.50.94.178:233 to 140.102.108.35:61045 No additional info | null | null | null | null | 132.50.94.178 | 140.102.108.35 | null | null | null | null | null | null | null | null | 233 | 61,045 | DNS | 525,256 | 3,274 | null | null |
10304301-7ef5-46fc-8f25-f65890881af6 | 2025-02-23T22:18:16 | firewall | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop RDP traffic from 147.188.65.163:677 to 61.8.162.117:895 No additional info | {
"geo_location": "Congo",
"device_hash": "349d45de33abc1719f4864dfbbe65440",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_3) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/34.0.812.0 Safari/531.0",
"session_id": "d9206c73-d090-41e7-b1d7-1a7fee9d4ed7",
"risk_score": 51.51,
"confidence": 0.44
} | null | drop | null | null | null | No additional info | Firewall drop RDP traffic from 147.188.65.163:677 to 61.8.162.117:895 No additional info | null | null | null | null | 147.188.65.163 | 61.8.162.117 | null | null | null | null | null | null | null | null | 677 | 895 | RDP | 773,797 | 2,909 | null | null |
9271ab31-b36b-487e-b3b7-736075c91f84 | 2025-02-25T21:43:46 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only UDP traffic from 12.144.233.127:622 to 219.209.245.32:511 No additional info | {
"geo_location": "Germany",
"device_hash": "efc3b913bef6395f5c231fafbbe335f3c8b7a11abca224239e7c7ac165a6f9f2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.3.4 (KHTML, like Gecko) Version/5.1 Safari/534.3.4",
"session_id": "ff23752c-c0db-4166-b40d-b71ba60eeb66",
"risk_score": 68.1... | null | log-only | null | null | null | No additional info | Firewall log-only UDP traffic from 12.144.233.127:622 to 219.209.245.32:511 No additional info | null | null | null | null | 12.144.233.127 | 219.209.245.32 | null | null | null | null | null | null | null | null | 622 | 511 | UDP | 205,982 | 2,446 | null | null |
1cf3631e-0b0a-4b4d-9116-a60269c5409a | 2025-06-09T02:20:27 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 159.42.132.100 to 71.49.182.219 MITRE Technique: T1190 | {
"geo_location": "Nauru",
"device_hash": "43d73aaa946d357dd38357bf81a0bea4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/3.0)",
"session_id": "2de37e7f-e537-4c05-aa4f-a1b6800b409a",
"risk_score": 24.82,
"confidence": 0.08
} | null | beaconing | null | null | null | MITRE Technique: T1190 | Network beaconing from 159.42.132.100 to 71.49.182.219 MITRE Technique: T1190 | null | null | null | null | 159.42.132.100 | 71.49.182.219 | null | null | null | null | null | null | null | null | null | null | TCP | 413,453 | null | null | null |
ce3d2e95-f10d-40f3-b7f0-3696460ed6ff | 2025-04-05T11:00:39 | auth | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|low| desc=Auth challenge for xgonzalez via key from 178.65.53.242 No additional info | {
"geo_location": "Paraguay",
"device_hash": "51ecb893a882fe3212aba6809a2e0130667cd30d8e81d49307e38617a465cbfb",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_4) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/17.0.878.0 Safari/532.2",
"session_id": "c4618254-caf3-4f2b-afb6-1865cca70730",
"risk_score"... | xgonzalez | challenge | null | null | null | No additional info | Auth challenge for xgonzalez via key from 178.65.53.242 No additional info | null | null | null | null | 178.65.53.242 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 2e:b9:0a:37:28:75 |
c1b3ce3f-eb69-4578-ae82-b5dc9367da1a | 2025-05-13T20:55:31 | ids_alert | Carbon Black v7.8.0 | emergency | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|emergency| desc=Carbon Black Alert: AI Model Poisoning detected from 170.22.75.104 targeting 86.40.162.240 Associated Threat Actor: Mustang Panda | {
"geo_location": "Wallis and Futuna",
"device_hash": "27662f60a291a2d4348f7ae8e0ddfbf02173e95c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/18.4z3120.0 Mobile/11V466 Safari/531.2",
"session_id": "2fc9bd31-14be-4bc8-879b-a1d12aa58760",
"... | null | null | null | null | null | Associated Threat Actor: Mustang Panda | Carbon Black Alert: AI Model Poisoning detected from 170.22.75.104 targeting 86.40.162.240 Associated Threat Actor: Mustang Panda | null | null | null | null | 170.22.75.104 | 86.40.162.240 | AI Model Poisoning | SIG-8796 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
4fc74b87-dcec-4b89-b556-042ad7931525 | 2025-01-23T01:59:25 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Medical protocol_violation MITRE Technique: T1574.002 noise=5BA64234 | {
"geo_location": "Mexico",
"device_hash": "856a97877194dbf1c52e296e5d84148894e3f0111b5c3d176b202e4f1b36142b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/3.0)",
"session_id": "dda4b974-3ac6-44fd-ae3e-1c222139b04f",
"risk_score": 36.91,
"confidence": 0.89
} | null | protocol_violation | null | null | null | MITRE Technique: T1574.002 | IoT device Medical protocol_violation MITRE Technique: T1574.002 | null | Medical | iot-772e24b0 | 1.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2dcbef0e-67c0-4601-b9b3-0a2e8e848761 | 2025-02-15T18:47:32 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 122.217.63.84 to 10.184.93.195 MITRE Technique: T1059.005 | {
"geo_location": "Jersey",
"device_hash": "53ceabe2cd8811a99d278473ba64d3b8",
"user_agent": "Opera/9.11.(X11; Linux x86_64; or-IN) Presto/2.9.169 Version/11.00",
"session_id": "19951db6-6e7d-497c-a51e-7d89ca2ef60a",
"risk_score": 43.96,
"confidence": 0.14
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1059.005 | Network protocol_anomaly from 122.217.63.84 to 10.184.93.195 MITRE Technique: T1059.005 | {
"baseline_deviation": 1.17,
"entropy": 4.66,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 122.217.63.84 | 10.184.93.195 | null | null | null | null | null | null | null | null | null | null | TCP | 832,423 | null | null | null |
a5e2874d-98e2-4cf8-8d0e-ceea607c5021 | 2025-01-25T06:39:39 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth bypass for tiffany99 via biometric from 159.17.250.61 MITRE Technique: T1110.003 | Associated Threat Actor: FIN7 | {
"geo_location": "Jamaica",
"device_hash": "fa1dc31fbfdb691844d9cec4bad6a0f161415e0b",
"user_agent": "Opera/8.49.(X11; Linux i686; or-IN) Presto/2.9.178 Version/12.00",
"session_id": "17688eb0-6954-4941-8f29-6c8b7c1c8fcc",
"risk_score": 82.28,
"confidence": 0.47
} | tiffany99 | bypass | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: FIN7 | Auth bypass for tiffany99 via biometric from 159.17.250.61 MITRE Technique: T1110.003 | Associated Threat Actor: FIN7 | null | null | null | null | 159.17.250.61 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 23:15:a2:57:28:47 |
11a77635-321e-41e9-84b5-9eaec6f0f242 | 2025-06-28T08:52:57 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine ICMP traffic from 195.180.17.228:536 to 10.255.66.95:874 No additional info noise=Qmx1ZS4= | {
"geo_location": "Pakistan",
"device_hash": "6f37cb45df375eee35602647c3495284",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/10.3c3805.0 Mobile/80X552 Safari/535.2",
"session_id": "093bcd80-1d54-46ae-9e4a-ac7a721b999b",
"risk_score": 65.2,... | null | quarantine | null | null | null | No additional info | Firewall quarantine ICMP traffic from 195.180.17.228:536 to 10.255.66.95:874 No additional info | null | null | null | null | 195.180.17.228 | 10.255.66.95 | null | null | null | null | null | null | null | null | 536 | 874 | ICMP | 157,740 | 2,792 | null | null |
517b9029-7b84-4aa1-98f5-b98001cbed1e | 2025-03-01T12:21:55 | ai | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by wellsadrian No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "483f94d678342d21142cb706e3101f6ad54307e3a9b40a2a6532595b1db910b6",
"user_agent": "Mozilla/5.0 (Android 2.3.4; Mobile; rv:32.0) Gecko/32.0 Firefox/32.0",
"session_id": "f0ff1911-5437-4036-ad3f-8770a8cc2b32",
"risk_score": 51.88,
"confidence": 0.19
} | wellsadrian | fine_tuning | null | null | null | No additional info | AI system fine_tuning by wellsadrian No additional info | null | null | null | null | null | null | null | null | null | null | null | model-a5325d82 | fef7464558e89ced1d5c98405252fa68c3a70260c127ca315cd0e16ef2414bb5 | 9cc4a9bae9ac8fb8169573759e7d80a254de6e80 | null | null | null | null | null | null | null |
b08e9177-1d1b-47f9-869c-9725a16aa2f7 | 2025-02-12T21:36:31 | auth | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|medium| desc=Auth locked for carrtroy via MFA from 74.37.97.31 MITRE Technique: T1218.011 | {
"geo_location": "Saint Lucia",
"device_hash": "3a3b42692b8f1888058d580e58d1f023",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_0 rv:3.0; an-ES) AppleWebKit/532.3.6 (KHTML, like Gecko) Version/4.1 Safari/532.3.6",
"session_id": "5bdb8d43-7f07-4034-8301-6839d3892108",
"risk_score": 48.66,
... | carrtroy | locked | null | null | null | MITRE Technique: T1218.011 | Auth locked for carrtroy via MFA from 74.37.97.31 MITRE Technique: T1218.011 | null | null | null | null | 74.37.97.31 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 87:df:67:11:18:a1 |
cf0c431e-78d2-4116-8b54-e43be220f73f | 2025-05-07T09:18:15 | firewall | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine ICMP traffic from 199.88.133.187:1909 to 112.100.69.37:868 No additional info | {
"geo_location": "Sudan",
"device_hash": "34cb4d2e415684fcb88719f0e1af72eb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/3.0)",
"session_id": "308b4e53-5d01-4bee-8148-17cd47876e4c",
"risk_score": 68.31,
"confidence": 0.66
} | null | quarantine | null | null | null | No additional info | Firewall quarantine ICMP traffic from 199.88.133.187:1909 to 112.100.69.37:868 No additional info | null | null | null | null | 199.88.133.187 | 112.100.69.37 | null | null | null | null | null | null | null | null | 1,909 | 868 | ICMP | 732,790 | 3,583 | null | null |
4238e6e0-cc37-4741-9299-fad8daa79b7b | 2025-04-19T15:52:33 | cloud | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in Alibaba by hollanddale MITRE Technique: T1204.002 | Cross-tenant access detected | {
"geo_location": "Tanzania",
"device_hash": "bf7f54d420211320270ea13bc636f6188dc7e52cd3d50feb555364ba22cbb3ab",
"user_agent": "Opera/8.65.(X11; Linux x86_64; xh-ZA) Presto/2.9.174 Version/10.00",
"session_id": "7518199e-a904-48d0-a0b3-22f169dc0658",
"risk_score": 19.91,
"confidence": 0.86
} | hollanddale | api_abuse | null | null | null | MITRE Technique: T1204.002 | Cross-tenant access detected | Cloud api_abuse in Alibaba by hollanddale MITRE Technique: T1204.002 | Cross-tenant access detected | null | null | null | null | null | null | null | null | null | Alibaba | res-e28ff0b1 | null | null | null | null | null | null | null | null | null | null |
a3d031a2-c4d0-4f9e-b9c9-08193d324101 | 2025-05-18T22:58:58 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth success for adrianmitchell via OAuth from 57.37.93.132 MITRE Technique: T1134.001 | {
"geo_location": "Uzbekistan",
"device_hash": "a52ff09b19a9b6826c92a98f22c405dd5fcecb8f",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; gl-ES; rv:1.9.2.20) Gecko/7573-12-06 18:18:49 Firefox/3.6.5",
"session_id": "50e7aa76-9083-4aa6-90c7-8f09a21cef1c",
"risk_score": 12.82,
"confidence": 0.14
} | adrianmitchell | success | null | null | null | MITRE Technique: T1134.001 | Auth success for adrianmitchell via OAuth from 57.37.93.132 MITRE Technique: T1134.001 | {
"baseline_deviation": 2.03,
"entropy": 7.05,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 57.37.93.132 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | b9:18:ac:35:cb:f2 |
2cddb78b-9740-4bf2-9ca7-eb366430c2ef | 2025-04-23T09:48:15 | network | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 10.4.129.232 to 60.0.133.83 No additional info noise=child|democratic|throughout | {
"geo_location": "Sierra Leone",
"device_hash": "b610cb5cae15a4564ae3a4f2f77168f4e29bab0e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; cy-GB) AppleWebKit/532.19.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6532.19.3",
"session_id": "e01a1890-028d-428c-a593-2625cc60175f",
... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 10.4.129.232 to 60.0.133.83 No additional info | null | null | null | null | 10.4.129.232 | 60.0.133.83 | null | null | null | null | null | null | null | null | null | null | TCP | 874,882 | null | null | null |
2e526a79-1094-4010-9702-c56a598c2d5b | 2025-05-05T16:05:19 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth bypass for christinamahoney via key from 128.65.218.170 No additional info | {
"geo_location": "Netherlands",
"device_hash": "dc3da90a607f3ef018693aa152fc97501f25feab354846492fb864e8e32ae939",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_2 rv:5.0; os-RU) AppleWebKit/533.22.3 (KHTML, like Gecko) Version/5.0.1 Safari/533.22.3",
"session_id": "21db265f-3ae5-4837-8849-ed9c02... | christinamahoney | bypass | null | null | null | No additional info | Auth bypass for christinamahoney via key from 128.65.218.170 No additional info | null | null | null | null | 128.65.218.170 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 5b:e1:ec:a0:7a:77 |
afd5de26-986b-4d1c-b30b-964f322f085e | 2025-02-22T16:11:59 | cloud | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in OCI by ashley54 MITRE Technique: T1071.001 | {
"geo_location": "Grenada",
"device_hash": "f4686fdb6175420d9f3cf81e40f8259e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_9; rv:1.9.2.20) Gecko/4752-03-19 22:01:09 Firefox/3.8",
"session_id": "4eb7d896-2337-42db-a782-11589180edeb",
"risk_score": 20.54,
"confidence": 0.18
} | ashley54 | shadow_it | null | null | null | MITRE Technique: T1071.001 | Cloud shadow_it in OCI by ashley54 MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | OCI | res-3d041453 | null | null | null | null | null | null | null | null | null | null |
ff329238-1be0-4433-83e3-514cf8ecf087 | 2025-06-12T13:05:35 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in Azure by shaneparsons MITRE Technique: T1059.001 | {
"geo_location": "China",
"device_hash": "bc00dbe45bc5b2083bf8ed4d74ca6528d985a6e68062d21e87b5d4d4a31fc9ff",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/5.0)",
"session_id": "0382233c-387c-46eb-a9c4-7a0041ee29b6",
"risk_score": 38.54,
"confidence": 0.03
} | shaneparsons | container_escape | null | null | null | MITRE Technique: T1059.001 | Cloud container_escape in Azure by shaneparsons MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | Azure | res-cc773c4d | null | null | null | null | null | null | null | null | null | null |
1545d2c9-f024-46ef-a88c-b750a64ead54 | 2025-06-20T12:13:11 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for laurie32 via MFA from 10.59.39.89 No additional info | {
"geo_location": "Kiribati",
"device_hash": "5de928eb82a74a100d9c75a01163f10eaa7a12aeb1ff90fc65d5ddfd2aa9cb28",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/10.7b5012.0 Mobile/98O433 Safari/531.1",
"session_id": "e364da4e-0514-4fa1-aaf9-988c... | laurie32 | timeout | null | null | null | No additional info | Auth timeout for laurie32 via MFA from 10.59.39.89 No additional info | null | null | null | null | 10.59.39.89 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 73:87:e9:26:86:ad |
59c70f5a-345f-4839-9b25-0849c13a4f62 | 2025-05-28T10:32:56 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec /green/sure.jpeg by john79 No additional info | {
"geo_location": "Russia",
"device_hash": "ecbcf3ebfc5d5ece8b6b40f899060db31d4ef2e0732dd22ec1a54a3cec8a9031",
"user_agent": "Opera/8.50.(X11; Linux i686; ml-IN) Presto/2.9.190 Version/11.00",
"session_id": "a0585b63-ee36-4cda-ad1a-fc0783b5e17a",
"risk_score": 46.35,
"confidence": 0.09
} | john79 | powershell_exec | /green/sure.jpeg | 9,347 | cmd.exe | No additional info | Endpoint powershell_exec /green/sure.jpeg by john79 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
21639ce9-d28a-401f-88ed-e1ebefeab3c2 | 2025-06-06T09:58:50 | iot | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "327aacc18ffce4519bd0170060a1fa93a2f3d4d1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/5.1)",
"session_id": "3aafa927-40ef-44a0-bb9c-f288ada41b4a",
"risk_score": 66.86,
"confidence": 0.05
} | null | sensor_spoofing | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | null | HVAC | iot-fb72393d | 4.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ec485dd4-b2cc-4174-a596-dc86467aea25 | 2025-06-24T21:44:52 | ids_alert | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|critical| desc=OSSEC Alert: MFA Bypass detected from 10.87.229.86 targeting 5.12.181.228 MITRE Technique: T1059.001 noise=staff|science|short | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "291f4af060d20fda98132f2165ff3f1a9c10dcb6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.41.1 (KHTML, like Gecko) Version/5.1 Safari/534.41.1",
"session_id": "f98ad137-2922-4e9d-b300-6b0e77dc58f4",
"risk_score": 65.22... | null | null | null | null | null | MITRE Technique: T1059.001 | OSSEC Alert: MFA Bypass detected from 10.87.229.86 targeting 5.12.181.228 MITRE Technique: T1059.001 | null | null | null | null | 10.87.229.86 | 5.12.181.228 | MFA Bypass | SIG-3727 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
d17bb012-cd5e-46ba-82b3-0a0d67eb7787 | 2025-03-18T20:41:48 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: Port Scan detected from 67.170.66.207 targeting 15.82.113.113 No additional info | {
"geo_location": "Ghana",
"device_hash": "d8ba6b0d0098e9e46e8da6bc1ec5ce458c1736712839cc23355b71e91473f790",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; csb-PL) AppleWebKit/533.48.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6533.48.6",
"session_id": "9122d2f0-443b-4333-85a... | null | null | null | null | null | No additional info | Tanium Alert: Port Scan detected from 67.170.66.207 targeting 15.82.113.113 No additional info | null | null | null | null | 67.170.66.207 | 15.82.113.113 | Port Scan | SIG-6428 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
cbfe7c7e-d757-4a60-b27f-e2372411d8ce | 2025-01-20T03:23:03 | ai | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by mendozaashley Training data poisoning attempt | {
"geo_location": "French Guiana",
"device_hash": "4d9fab6b4e0d88048ff1da99a007d655a260914707427cff7a5de180da8e4faa",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_4 rv:5.0; ha-NG) AppleWebKit/534.43.2 (KHTML, like Gecko) Version/4.0.2 Safari/534.43.2",
"session_id": "7ffe4a0d-6cb9-4737-abb3-97a... | mendozaashley | training_data_poisoning | null | null | null | Training data poisoning attempt | AI system training_data_poisoning by mendozaashley Training data poisoning attempt | {
"baseline_deviation": 2.75,
"entropy": 5.09,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-b207132d | 995f01ab1dda6da96ce1ced96251e194e4d87dff | eb6fdb620f1a60e611398a5c7682e64cbec33ef40e6f34a48acb9955e02d58e1 | null | null | null | null | null | null | null |
5a43f55b-710c-4910-9855-eaeb281dde55 | 2025-06-19T07:57:47 | cloud | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Alibaba by moonwanda No additional info | {
"geo_location": "Norway",
"device_hash": "b004178453673c8044d998ccd829bb45",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ve-ZA) AppleWebKit/532.47.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6532.47.1",
"session_id": "271d0803-0a95-4490-b065-af99918faa3a",
"risk_score":... | moonwanda | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by moonwanda No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-7a41c913 | null | null | null | null | null | null | null | null | null | null |
506bd34a-1f50-4b1c-8d95-72845cd0b904 | 2025-03-25T22:03:50 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth failed for erica44 via key from 154.0.25.145 No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "4509b00915fb344e0652a2360eef6a7c69f7ec40",
"user_agent": "Mozilla/5.0 (Android 2.3.2; Mobile; rv:48.0) Gecko/48.0 Firefox/48.0",
"session_id": "50e78800-88ad-4034-b2da-f6bbc5775aa6",
"risk_score": 41.92,
"confidence": 0.94
} | erica44 | failed | null | null | null | No additional info | Auth failed for erica44 via key from 154.0.25.145 No additional info | null | null | null | null | 154.0.25.145 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 3b:76:a6:50:ca:49 |
454437e3-26d8-42c7-a72a-f80a3511aa79 | 2023-11-13T14:48:05 | ai | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|info| desc=AI system api_abuse by jennifer65 No additional info | {
"geo_location": "Namibia",
"device_hash": "7b3a701ea14dd669bea3a4a0a6b0643425e3f4c25bf35e54debd7978ce55eb84",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; nb-NO; rv:1.9.1.20) Gecko/7351-04-09 07:19:14 Firefox/3.8",
"session_id": "32b520fd-bcfc-44b1-975e-397beef17efd",
"risk_score": 19.78,
"confidence": 0.2... | jennifer65 | api_abuse | null | null | null | No additional info | AI system api_abuse by jennifer65 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-a2b26268 | 5e8a561bcdc438acc4e5e934a2e4eed77662db24 | 4f89bfed0d2fc5a70b62fa493b31a4fffb7f1c7806781e0bc787c8fcbac776b0 | null | null | null | null | null | null | null |
2437c9f8-6be0-431a-b8cc-228ba60b1020 | 2025-02-04T00:43:16 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load /member/both.webm by thomascooper Living-off-the-land technique detected | {
"geo_location": "Liechtenstein",
"device_hash": "eee04ad96574e060cf1f2d077b03f51ca879f1f79cc9c94eed11a8059de9297e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "f206ca58-842a-4809-9e3b-a12889834427",
"risk_score": 41.69,
"confidence": 0.65
} | thomascooper | driver_load | /member/both.webm | 6,709 | explorer.exe | Living-off-the-land technique detected | Endpoint driver_load /member/both.webm by thomascooper 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 |
7731aba9-ab9b-4f37-9c5a-adaad7bfa269 | 2025-01-12T15:05:06 | endpoint | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /church/put.docx by andrea18 No additional info | {
"geo_location": "Israel",
"device_hash": "8c5f071de7f3d95574ce0d6db53ea26eefd56a6bf11de824404d646d924349b3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_7) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/37.0.837.0 Safari/536.1",
"session_id": "353b9d48-70aa-4694-b301-327c5f0745af",
"risk_score... | andrea18 | file_access | /church/put.docx | 125 | explorer.exe | No additional info | Endpoint file_access /church/put.docx by andrea18 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5e0d7d41-1530-4195-ad5a-5a83d211284c | 2025-01-25T02:51:51 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny NTP traffic from 73.152.232.204:63144 to 145.102.166.53:27195 Geo anomaly: Impossible travel detected | {
"geo_location": "Greece",
"device_hash": "34ba455d4632f15685afbed1d43ee540",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 1_1_5 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/9.0n4768.0 Mobile/39B883 Safari/531.0",
"session_id": "7aa89c15-d118-4dc0-840e-f31b9c690953",
"risk_score": 23.56,
... | null | deny | null | null | null | Geo anomaly: Impossible travel detected | Firewall deny NTP traffic from 73.152.232.204:63144 to 145.102.166.53:27195 Geo anomaly: Impossible travel detected | null | null | null | null | 73.152.232.204 | 145.102.166.53 | null | null | null | null | null | null | null | null | 63,144 | 27,195 | NTP | 784,076 | 1,206 | null | null |
da3a826f-daa7-4a39-b89c-a7854dfd90e1 | 2025-04-13T20:09:02 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 10.214.218.201 to 10.182.123.163 Associated Threat Actor: DarkSide | {
"geo_location": "Nigeria",
"device_hash": "0f06a89a8c3ce0ceec3e51215469dbb3",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/18.0.833.0 Safari/535.1",
"session_id": "6a8ac1bc-d697-4d58-ab1a-05b481f8f416",
"risk_score": 75.27,
"confidence": 0.73
} | null | covert_channel | null | null | null | Associated Threat Actor: DarkSide | Network covert_channel from 10.214.218.201 to 10.182.123.163 Associated Threat Actor: DarkSide | null | null | null | null | 10.214.218.201 | 10.182.123.163 | null | null | null | null | null | null | null | null | null | null | UDP | 358,651 | null | null | null |
12c179c2-c50c-45ec-b545-4f408c129346 | 2025-02-17T05:27:25 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by hortonjacob No additional info noise=identify|teacher|improve | {
"geo_location": "Saint Lucia",
"device_hash": "af6b02df6d2100495688675de65c1da51c77bb0e46d4584559260b103d1999c7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; kw-GB) AppleWebKit/533.25.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6533.25.7",
"session_id": "b44651d2-acf4-4df... | hortonjacob | prompt_injection | null | null | null | No additional info | AI system prompt_injection by hortonjacob No additional info | null | null | null | null | null | null | null | null | null | null | null | model-dfaeb947 | 603ab3378ecb32333b45111c4555e98f2752ec67 | 2df526a5ce35453cc59a30ba117bf34a | null | null | null | null | null | null | null |
ce3eb790-25bd-4066-9473-e37558d2b48e | 2025-06-19T11:25:19 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: Zero-Day Exploit detected from 128.162.63.240 targeting 197.36.13.165 Unconventional IOC: Power consumption spikes | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "40ccf0957b7ddc6f0df37667334e36a686c110c574673f3f35639208bb37cebd",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/10.5s0800.0 Mobile/57G067 Safari/535.2",
"session_id": "73a818b9... | null | null | null | null | null | Unconventional IOC: Power consumption spikes | Darktrace Alert: Zero-Day Exploit detected from 128.162.63.240 targeting 197.36.13.165 Unconventional IOC: Power consumption spikes | null | null | null | null | 128.162.63.240 | 197.36.13.165 | Zero-Day Exploit | SIG-2348 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
ddea1139-b22e-4592-b5b4-848048afcc02 | 2025-04-04T06:50:30 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth bypass for ashley68 via MFA from 174.11.172.83 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "b7159396f8b137452bd046094806109ce8589bd315edb4b09ee0bf9d5c97463f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/535.32.1 (KHTML, like Gecko) Version/4.0.1 Safari/535.32.1",
"session_id": "3962aa0f-d782-418f-94c9-ba6cc995b3bc",
"risk_sco... | ashley68 | bypass | null | null | null | No additional info | Auth bypass for ashley68 via MFA from 174.11.172.83 No additional info | null | null | null | null | 174.11.172.83 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | bc:c9:c7:f9:71:c8 |
f28ac002-117b-46ae-96c0-a7ee4daa388a | 2025-07-11T09:04:19 | endpoint | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec center by carl33 No additional info | {
"geo_location": "Zambia",
"device_hash": "57a300ab58ec052dc47fa224860fa1ea013d1f5736eebd8df2d0dbf3629cd1d7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/4.0)",
"session_id": "351148dd-a000-47e1-8f9a-ccc2a186056b",
"risk_score": 44.31,
"confidence": 0.32
} | carl33 | powershell_exec | center | 8,915 | powershell.exe | No additional info | Endpoint powershell_exec center by carl33 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a2384b38-b57e-4f1b-805d-8f62d648be2a | 2025-06-13T18:23:44 | endpoint | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism put by nperry Fileless execution detected noise=explore/posts/main | {
"geo_location": "Samoa",
"device_hash": "a894283cd5d104cd4bd2ad4b9801a933c69e9f838c47fbae7e9d948a2abe510d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_0; rv:1.9.3.20) Gecko/4181-06-01 08:39:44 Firefox/14.0",
"session_id": "b447ce8f-312e-4a00-9128-5b41b580394f",
"risk_score": 37.07,
"con... | nperry | persistence_mechanism | put | 3,307 | explorer.exe | Fileless execution detected | Endpoint persistence_mechanism put by nperry Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4725e44a-7ac8-418a-9c0b-d32b5f6eb7a9 | 2025-06-13T05:45:58 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop /matter/past.numbers by michael74 No additional info | {
"geo_location": "Slovenia",
"device_hash": "54d8cc2ff616e86bf09abd6a536610fd5498f48804a3ab8f381dea20ca8a6a77",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/3.0)",
"session_id": "63300964-e063-4235-b5a8-d1019482926f",
"risk_score": 57.16,
"confidence": 0.49
} | michael74 | process_stop | /matter/past.numbers | 9,745 | cmd.exe | No additional info | Endpoint process_stop /matter/past.numbers by michael74 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d01cd70d-73f4-43f1-bc53-2296b820eafc | 2025-05-19T18:04:14 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth failed for fturner via biometric from 25.140.194.181 Associated Threat Actor: TA505 | {
"geo_location": "Lithuania",
"device_hash": "b128c123a5d342792f10d5cd67480f2bd73bb152",
"user_agent": "Opera/8.27.(X11; Linux i686; fa-IR) Presto/2.9.190 Version/11.00",
"session_id": "3076a113-4b49-4693-96e7-fa659cae1fe2",
"risk_score": 15.32,
"confidence": 0.69
} | fturner | failed | null | null | null | Associated Threat Actor: TA505 | Auth failed for fturner via biometric from 25.140.194.181 Associated Threat Actor: TA505 | null | null | null | null | 25.140.194.181 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | b1:93:c8:ff:4e:8a |
167c2654-127f-4040-b61d-105aeb263f63 | 2025-05-01T03:35:18 | ai | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|info| desc=AI system membership_inference by nweaver No additional info | {
"geo_location": "Mongolia",
"device_hash": "2bb64abd41376204e202128c0b55ca6f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/5.0)",
"session_id": "bf6d5287-79a2-4582-9700-a49c5dc4dae9",
"risk_score": 29.59,
"confidence": 0.43
} | nweaver | membership_inference | null | null | null | No additional info | AI system membership_inference by nweaver No additional info | null | null | null | null | null | null | null | null | null | null | null | model-51be17eb | 24fa1ab5158d2e90a0a23d9fd13ff5970adba79a | f7f010a9b62acce0fabd1e12a9c77fed | null | null | null | null | null | null | null |
1d2586a9-66ed-475b-b8e4-ddc967f211e5 | 2025-06-26T11:57:28 | cloud | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in OCI by zunigashelley MITRE Technique: T1486 | {
"geo_location": "Luxembourg",
"device_hash": "cfc7982ccd33ef7df3e3a57fafa292779e0d52fa",
"user_agent": "Opera/8.86.(Windows NT 5.1; wa-BE) Presto/2.9.175 Version/11.00",
"session_id": "91b1dacb-4694-4141-a402-900bedd1943b",
"risk_score": 54.88,
"confidence": 0.1
} | zunigashelley | container_escape | null | null | null | MITRE Technique: T1486 | Cloud container_escape in OCI by zunigashelley MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | OCI | res-2b86efce | null | null | null | null | null | null | null | null | null | null |
98a9a8c9-6312-4bb2-af68-a7e11060513f | 2025-06-08T00:16:07 | ai | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by gmurphy MITRE Technique: T1071.001 | {
"geo_location": "Slovenia",
"device_hash": "93f5f2e21f900b12c1249e04733a97d1",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_1_3 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/37.0.857.0 Mobile/55B439 Safari/532.2",
"session_id": "a1f2e8cb-4f2d-4f44-b1e7-9279965a5e07",
"risk_score": 42.09,... | gmurphy | fine_tuning | null | null | null | MITRE Technique: T1071.001 | AI system fine_tuning by gmurphy MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | model-7719ee37 | 530c8b49024cf416a21b367e99b349a4cc62b69fef824ba48bdbc5cc1a494e4d | 7bf686acf0828819fb71d47fbcb29173 | null | null | null | null | null | null | null |
12d261a6-6494-4abf-8521-cd50551e6afd | 2025-06-13T18:33:35 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network connection from 167.123.88.215 to 41.135.30.244 No additional info | {
"geo_location": "Lebanon",
"device_hash": "73778515b47fae6a50e09f1866f4e6a63c591ad8",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_9 rv:2.0; km-KH) AppleWebKit/534.10.4 (KHTML, like Gecko) Version/5.0.1 Safari/534.10.4",
"session_id": "0079e3b5-cb6e-4080-aa63-08df10102e2b",
"risk_score": 55.3... | null | connection | null | null | null | No additional info | Network connection from 167.123.88.215 to 41.135.30.244 No additional info | null | null | null | null | 167.123.88.215 | 41.135.30.244 | null | null | null | null | null | null | null | null | null | null | ICMP | 297,538 | null | null | null |
12973a19-0853-45dd-a92f-624cb99c429c | 2025-03-16T16:21:59 | firewall | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine ICMP traffic from 171.184.221.208:208 to 178.71.43.113:503 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "cab4af89a72548ac07885bff1393a676",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.0)",
"session_id": "2877a1ed-55d6-4711-a08d-cf6c1878f6ae",
"risk_score": 12.7,
"confidence": 0.99
} | null | quarantine | null | null | null | No additional info | Firewall quarantine ICMP traffic from 171.184.221.208:208 to 178.71.43.113:503 No additional info | null | null | null | null | 171.184.221.208 | 178.71.43.113 | null | null | null | null | null | null | null | null | 208 | 503 | ICMP | 576,729 | 2,294 | null | null |
144cdb4d-77f4-4296-8709-63ad77c03258 | 2025-02-03T18:43:36 | ids_alert | Wazuh v4.5.0 | emergency | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=Wazuh Alert: ICS Attack detected from 91.107.133.119 targeting N/A MITRE Technique: T1190 | {
"geo_location": "Eritrea",
"device_hash": "193d9e3563d1cea880c3bcb89b7c53d5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.1)",
"session_id": "ec1e0d7d-f714-44c4-b1c2-915e5d8314a1",
"risk_score": 62.67,
"confidence": 0.92
} | null | null | null | null | null | MITRE Technique: T1190 | Wazuh Alert: ICS Attack detected from 91.107.133.119 targeting N/A MITRE Technique: T1190 | {
"baseline_deviation": 1.87,
"entropy": 3.1,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 91.107.133.119 | N/A | ICS Attack | SIG-6345 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
11bc39b9-6bd1-47ed-82fd-28d63b610873 | 2025-01-20T10:07:36 | firewall | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny RDP traffic from 115.110.235.51:22601 to 181.169.57.103:612 No additional info | {
"geo_location": "Grenada",
"device_hash": "4867311706937e272ff5fa33d70b3358bc4dca0431e90f916b5ccd9280969bb5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/3.0)",
"session_id": "5dee8f46-4881-49f4-b6ae-a89a93fb5e85",
"risk_score": 32.3,
"confidence": 0.4
} | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 115.110.235.51:22601 to 181.169.57.103:612 No additional info | null | null | null | null | 115.110.235.51 | 181.169.57.103 | null | null | null | null | null | null | null | null | 22,601 | 612 | RDP | 687,976 | 1,509 | null | null |
73ec0fd9-1fa7-4fae-9881-b42e5a9da31e | 2028-10-10T07:08:39 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection color by imills No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "f1d5a98a93d3338350d1a5a9878432156c1a8a3834b638637c8fc6d5717be16f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_0; rv:1.9.6.20) Gecko/7578-05-20 19:26:28 Firefox/3.6.6",
"session_id": "4e29a743-1cf3-4f8e-92f8-03da9da7a00e",
... | imills | memory_injection | color | 6,967 | cmd.exe | No additional info | Endpoint memory_injection color by imills No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ab5e16ff-8242-4c5b-8e36-00fec14dedd2 | 2025-04-04T23:53:31 | ai | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by perrychristian No additional info noise=meeting|value|soon | {
"geo_location": "Syrian Arab Republic",
"device_hash": "c437950211e6be190fa3b23a82693367",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ko-KR) AppleWebKit/533.40.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6533.40.5",
"session_id": "353be7d8-5fc8-460b-a9f1-ba757e56ac7d",
... | perrychristian | membership_inference | null | null | null | No additional info | AI system membership_inference by perrychristian No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1957cfd0 | 40d1bd307996572e96aa8f054f0c7291 | 1e96eb503fcac712ba33ab4c9d00a72dcbcd4853dc4072dcf86a7acb541a39c9 | null | null | null | null | null | null | null |
424af120-4a40-46fb-9e3d-0644f159f6c8 | 2025-04-28T10:07:44 | ai | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by nicholas18 No additional info | {
"geo_location": "Isle of Man",
"device_hash": "5c397cb7501519e3184c8e7b8fa4196dbb08d9fd",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/5418-05-10 20:51:53 Firefox/10.0",
"session_id": "d0f1054d-8274-45a9-9933-5e76bd331cb6",
"risk_score": 56.12,
"confidence": 0.65
} | nicholas18 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by nicholas18 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4db76c24 | 7dc74196e7a309e01ac15dc097cc2abc81e8069c69902e1bff307996e2d5e558 | ae0bdda0d786c207010024bd40f7458b4a30bf0b8e82133a8a929812f550d7c4 | null | null | null | null | null | null | null |
3cb4df07-5586-442a-b430-0403d6f5211e | 2025-06-13T18:25:43 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for heather74 via MFA from 125.165.211.215 No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "5adeed04faac4bb8731cfd9a7acf834d7808183e",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/4645-03-21 20:05:16 Firefox/3.8",
"session_id": "ed4cc6fe-3267-4f74-a4a5-b7de05158ae0",
"risk_score": 86.32,
"confidence": 0.97
} | heather74 | challenge | null | null | null | No additional info | Auth challenge for heather74 via MFA from 125.165.211.215 No additional info | null | null | null | null | 125.165.211.215 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | d4:5b:06:70:d1:43 |
6f800cb3-8145-4b11-84b4-068168cd3cad | 2025-03-28T21:21:16 | ai | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by jose93 No additional info noise=QWN0aXZpdHku | {
"geo_location": "North Korea",
"device_hash": "e49b891d6abbe5676d3f99223ee5a9c9",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/9043-08-23 06:54:07 Firefox/3.6.18",
"session_id": "b8d19001-64a9-4311-94fc-83b64438a6f9",
"risk_score": 80.62,
"confidence": 0.51
} | jose93 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by jose93 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-bb21fc3f | 64d462edd62c9130d2e5332a31d4367e71de33b13f4026cf26d84ffbe5a0fbf8 | 234057e7c6b51452537f4014550d9defeaec586c3872f9d3ebb4c71e8cc9c732 | null | null | null | null | null | null | null |
3bffa587-34b5-47db-a411-e30c1e3f07ba | 2025-02-23T01:09:09 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by psantos MITRE Technique: T1053.005 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Pakistan",
"device_hash": "2062ff1beb043ddc9972c39a2bfba40517e65e97d3acc680883dd1fdb45d3588",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/59.0.807.0 Mobile/84O231 Safari/532.2",
"session_id": "6c507f25-3a7a-4c23-968d-e20ce2... | psantos | prompt_injection | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: BlueNoroff | AI system prompt_injection by psantos MITRE Technique: T1053.005 | Associated Threat Actor: BlueNoroff | null | null | null | null | null | null | null | null | null | null | null | model-cfbd3384 | edeb9fb9f6b73ad97370993fbcefd1a1 | 31909a478711c9d24edfaea5f944033198b69db20664ff474eb35f634012dc86 | null | null | null | null | null | null | null |
4f48af31-1fcc-4792-b964-5e8a3995e2b0 | 2025-04-04T22:57:20 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine DNS traffic from 182.69.30.93:927 to 10.63.242.144:933 No additional info | {
"geo_location": "Iran",
"device_hash": "68756e433c7f38912a121131e46c602e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/9458-02-18 16:51:29 Firefox/12.0",
"session_id": "cb57b1f3-28a6-4425-bb75-24536099c999",
"risk_score": 60.74,
"confidence": 0.82
} | null | quarantine | null | null | null | No additional info | Firewall quarantine DNS traffic from 182.69.30.93:927 to 10.63.242.144:933 No additional info | {
"baseline_deviation": 0.65,
"entropy": 6.57,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 182.69.30.93 | 10.63.242.144 | null | null | null | null | null | null | null | null | 927 | 933 | DNS | 751,526 | 1,274 | null | null |
8e90017d-f5eb-426f-a220-0bb5b81178ec | 2025-04-14T03:07:04 | ids_alert | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|low| desc=Elastic SIEM Alert: Supply Chain Compromise detected from 147.243.104.181 targeting 164.17.166.75 MITRE Technique: T1059.001 | Unconventional IOC: Power consumption spikes | {
"geo_location": "Morocco",
"device_hash": "6c175554cd44a666d3484d934c9312ff2cc3525a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_4; rv:1.9.6.20) Gecko/7438-05-04 02:39:27 Firefox/3.6.6",
"session_id": "00c71906-0675-40c9-8aaf-d71796d11558",
"risk_score": 24.51,
"confidence": 0.98
} | null | null | null | null | null | MITRE Technique: T1059.001 | Unconventional IOC: Power consumption spikes | Elastic SIEM Alert: Supply Chain Compromise detected from 147.243.104.181 targeting 164.17.166.75 MITRE Technique: T1059.001 | Unconventional IOC: Power consumption spikes | null | null | null | null | 147.243.104.181 | 164.17.166.75 | Supply Chain Compromise | SIG-4867 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
cbca0228-414c-4ccb-8340-d6ef916e645a | 2025-02-22T10:43:15 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera physical_tamper No additional info noise=33CAADDF | {
"geo_location": "Mexico",
"device_hash": "5aae418421906e70599d2324714d273ac3f3339c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/3.1)",
"session_id": "239126ed-b6bd-4e43-b594-234afce576fa",
"risk_score": 76.05,
"confidence": 0.43
} | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-a8f01fb8 | 5.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f3a2f152-8753-4056-9cf6-b1ac3e58d4cd | 2025-02-16T04:26:44 | cloud | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in AWS by kyle30 No additional info | {
"geo_location": "Guernsey",
"device_hash": "72437f95a7f36e0ffa0af02f4f7576bf22ad6c6c",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_2; rv:1.9.6.20) Gecko/2244-09-12 18:02:01 Firefox/3.8",
"session_id": "a8f614e3-d19b-41ee-9332-9f065c5f33d3",
"risk_score": 81.61,
"confidence": 0.21
} | kyle30 | shadow_it | null | null | null | No additional info | Cloud shadow_it in AWS by kyle30 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-62f07956 | null | null | null | null | null | null | null | null | null | null |
4cf46f7d-ded1-4e2d-a644-8bb244bfbeea | 2025-04-08T07:31:27 | network | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 37.68.30.30 to 169.166.85.30 No additional info | {
"geo_location": "Tonga",
"device_hash": "0536bcd57404cf42618185971b1a5b9db496e52b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; lb-LU) AppleWebKit/535.15.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6535.15.7",
"session_id": "397e82d9-21e2-47d2-935c-4b4904d1ef75",
"risk_... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 37.68.30.30 to 169.166.85.30 No additional info | null | null | null | null | 37.68.30.30 | 169.166.85.30 | null | null | null | null | null | null | null | null | null | null | HTTP | 901,385 | null | null | null |
d7bfdb1c-e574-48ac-b001-24176414689f | 2025-06-22T23:46:23 | endpoint | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec meeting by karenstewart No additional info noise=RmluZS4= | {
"geo_location": "Albania",
"device_hash": "80cac4f39c62c46222a58a906a8dec8e",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/62.0.822.0 Safari/534.0",
"session_id": "bc4db79e-bd3b-4f06-b819-f4ec320843c4",
"risk_score": 64.84,
"confidence": 0.66
} | karenstewart | wmi_exec | meeting | 9,910 | svchost.exe | No additional info | Endpoint wmi_exec meeting by karenstewart No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d625b3a8-b3e3-4a74-9d07-0a380a2e1cd9 | 2025-07-08T12:18:53 | iot | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat side_channel Unconventional IOC: Power consumption spikes | {
"geo_location": "Hungary",
"device_hash": "50a9bd321d59a71c58cc6161bd7ff6d9bc93d07fc868889fcddf33d6c1020512",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; kl-GL) AppleWebKit/534.35.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6534.35.4",
"session_id": "e68ce4d4-35a9-4a62-bc... | null | side_channel | null | null | null | Unconventional IOC: Power consumption spikes | IoT device Thermostat side_channel Unconventional IOC: Power consumption spikes | {
"baseline_deviation": 0.99,
"entropy": 3.58,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Thermostat | iot-1b7d0f13 | 8.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
13fb4fda-f827-41e5-ae26-b84ac3554e77 | 2026-08-01T11:52:37 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by wgordon No additional info | {
"geo_location": "Kuwait",
"device_hash": "c4721d112bf7f73ab0132a27a8a3776f16f3278f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/4.1)",
"session_id": "5e0426d5-9c30-4cf2-9124-d6cb34f9d92f",
"risk_score": 87.62,
"confidence": 0.06
} | wgordon | membership_inference | null | null | null | No additional info | AI system membership_inference by wgordon No additional info | null | null | null | null | null | null | null | null | null | null | null | model-887e0000 | d52786171ada51b207162b293fb547d7 | 4f8a4e74983546a1c305d3085975b29140c48956 | null | null | null | null | null | null | null |
12bfa09f-b82b-4e1e-bfa7-e5b7d13f2b7a | 2025-02-20T02:09:02 | network | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 10.139.251.18 to 20.70.62.240 Unconventional IOC: GPU memory artifacts | {
"geo_location": "Bahamas",
"device_hash": "5c093717680c30aa60e05a8dae00072a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 6_1_6 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/62.0.837.0 Mobile/01X844 Safari/532.1",
"session_id": "b04e84ba-ab1d-4e53-84d5-7d631a54a51f",
"risk_score": 17.33,
"c... | null | covert_channel | null | null | null | Unconventional IOC: GPU memory artifacts | Network covert_channel from 10.139.251.18 to 20.70.62.240 Unconventional IOC: GPU memory artifacts | null | null | null | null | 10.139.251.18 | 20.70.62.240 | null | null | null | null | null | null | null | null | null | null | HTTP | 198,567 | null | null | null |
0029da1a-e343-473d-b72e-5610947e010b | 2025-04-06T04:06:41 | 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 202.211.91.123 to 73.179.247.92 No additional info noise=categories/posts | {
"geo_location": "United Kingdom",
"device_hash": "475bcd35ace7056ef7f6633984de2e71",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; niu-NU; rv:1.9.2.20) Gecko/5413-08-17 15:00:29 Firefox/3.8",
"session_id": "2e7e42c0-f50e-495e-913a-c57c53c8fc75",
"risk_score": 57.15,
"confidence": 0.01
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 202.211.91.123 to 73.179.247.92 No additional info | null | null | null | null | 202.211.91.123 | 73.179.247.92 | null | null | null | null | null | null | null | null | null | null | HTTP | 663,908 | null | null | null |
6281528b-9869-4e29-91e4-224ed162cebf | 2025-02-26T16:51:54 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 187.157.195.249 to 29.160.62.247 DGA domain detected | {
"geo_location": "Pitcairn Islands",
"device_hash": "0eedb8fca81bdc46f0ead0ec188b489e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; tt-RU) AppleWebKit/533.28.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6533.28.7",
"session_id": "3cd0bd46-0f8a-4a38-a0fb-fe57ca7971a2",
"ri... | null | disconnection | null | null | null | DGA domain detected | Network disconnection from 187.157.195.249 to 29.160.62.247 DGA domain detected | null | null | null | null | 187.157.195.249 | 29.160.62.247 | null | null | null | null | null | null | null | null | null | null | TCP | 848,357 | null | null | null |
53f32f57-6c2b-4f23-a9f6-0885a5ccdc82 | 2025-04-04T20:43:24 | ai | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by dcummings No additional info | {
"geo_location": "Turkey",
"device_hash": "bed8b11164a4f0a0a25686ac96d95a43",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/63.0.887.0 Safari/534.1",
"session_id": "aaecf5ba-68ad-4864-b885-66d43b79c952",
"risk_score": 45.29,
"confidence": 0.99
} | dcummings | api_abuse | null | null | null | No additional info | AI system api_abuse by dcummings No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7df23d37 | 43197084e34dd1c51fa3ee92513aeb54 | 5d1ae02634317f8a74abc976c1b57c097738d674236a7ec97dcc6217142e2844 | null | null | null | null | null | null | null |
97511cf9-ab76-440b-8dff-9fd828a541d7 | 2025-06-16T03:36:07 | endpoint | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /finish/body.ods by briannamiller MITRE Technique: T1190 | {
"geo_location": "Venezuela",
"device_hash": "dc099eb0ba94a7cc506400e536e154faa9668490",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/24.0.895.0 Safari/531.0",
"session_id": "5f5ab3ee-dd4f-47b2-a86a-8b21791b0d0c",
"risk_score": 57.26,
"confide... | briannamiller | registry_change | /finish/body.ods | 5,770 | explorer.exe | MITRE Technique: T1190 | Endpoint registry_change /finish/body.ods by briannamiller MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
915255f2-c40a-4101-b12c-43830b3a565b | 2025-04-24T00:33:49 | firewall | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall drop SSH traffic from 137.13.137.109:64718 to 155.66.172.49:586 MITRE Technique: T1059.005 | {
"geo_location": "Marshall Islands",
"device_hash": "461b9d9284ea6a8fa24a03a2a42db1bb",
"user_agent": "Opera/8.95.(X11; Linux i686; ln-CD) Presto/2.9.167 Version/11.00",
"session_id": "5c2a4d4b-5643-47a7-8b5d-e3c9edf664f0",
"risk_score": 56.09,
"confidence": 0.74
} | null | drop | null | null | null | MITRE Technique: T1059.005 | Firewall drop SSH traffic from 137.13.137.109:64718 to 155.66.172.49:586 MITRE Technique: T1059.005 | null | null | null | null | 137.13.137.109 | 155.66.172.49 | null | null | null | null | null | null | null | null | 64,718 | 586 | SSH | 457,026 | 2,578 | null | null |
fb49369b-90d3-4223-8e79-0e3bac726aa5 | 2025-05-07T16:16:40 | iot | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Guatemala",
"device_hash": "aca16d6eed0f3b0f212551d23a123736",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/55.0.829.0 Safari/535.1",
"session_id": "004b3c3b-f254-436b-8be3-d8ecfedc2d62",
"risk_score": 24.15,
"confidence": 0.52
} | null | command_injection | null | null | null | No additional info | IoT device HVAC command_injection No additional info | null | HVAC | iot-e857f785 | 5.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9b53afe9-bf50-4f1e-a051-c95fb1f8be31 | 2025-04-22T20:17:27 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device HVAC battery_drain MITRE Technique: T1078.004 | {
"geo_location": "Hong Kong",
"device_hash": "6db6a71b679950c5d24b383aa6b4b0abb46dde16",
"user_agent": "Opera/8.98.(Windows NT 6.1; nb-NO) Presto/2.9.188 Version/12.00",
"session_id": "0d58fa7c-8e72-4177-a78f-ff7bde3b0b7b",
"risk_score": 46.55,
"confidence": 0.51
} | null | battery_drain | null | null | null | MITRE Technique: T1078.004 | IoT device HVAC battery_drain MITRE Technique: T1078.004 | null | HVAC | iot-828e41d6 | 7.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
21d033d7-5b18-4917-9bdd-2ab710679b33 | 2025-06-13T22:18:57 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install produce by carolyn74 MITRE Technique: T1053.005 | {
"geo_location": "Germany",
"device_hash": "3a890cdb68eab004745068bb05ea17f6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; bn-IN) AppleWebKit/531.30.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6531.30.7",
"session_id": "5e55f1b8-0af9-4829-bb51-c2077f45abd9",
"risk_score"... | carolyn74 | service_install | produce | 6,043 | powershell.exe | MITRE Technique: T1053.005 | Endpoint service_install produce by carolyn74 MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
01636201-0d3b-4011-977a-17dff349bf54 | 2025-03-12T22:51:42 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in Azure by angelamitchell Cross-tenant access detected | {
"geo_location": "Liechtenstein",
"device_hash": "2b47b62bfd126dcf4fbe06c9a1844cac",
"user_agent": "Opera/9.24.(Windows 98; gv-GB) Presto/2.9.177 Version/11.00",
"session_id": "c957aa26-35dd-4ce7-a1d7-6d814d2066f0",
"risk_score": 88.75,
"confidence": 0.67
} | angelamitchell | shadow_it | null | null | null | Cross-tenant access detected | Cloud shadow_it in Azure by angelamitchell Cross-tenant access detected | null | null | null | null | null | null | null | null | null | Azure | res-0d328f62 | null | null | null | null | null | null | null | null | null | null |
64626b52-5cf9-4c9e-a9cc-0a85749ecb3c | 2024-05-10T23:23:12 | iot | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|high| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "French Guiana",
"device_hash": "9445569f7e549c9892c74d9264d331c0aac50133",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/3.1)",
"session_id": "bf22a7e1-2442-4a36-b3f3-51b7e31d9c6a",
"risk_score": 78.69,
"confidence": 0.63
} | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-09d6e6cb | 1.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f6f87fdc-72a0-4e2c-827c-ae77b3bf195f | 2025-06-14T17:02:37 | iot | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "0b4e987f0101e21b5abf58c61e483764",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/20.0.858.0 Safari/534.0",
"session_id": "fd939e0f-9248-4398-859d-4a476665ad16",
"risk_score": 88.07,
"confidence": 0.9... | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-ea264360 | 8.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0c6e1334-2e60-45c3-99fc-a96515471ab1 | 2025-03-30T19:44:01 | ai | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by joneslaura No additional info noise=3CBA6E52 | {
"geo_location": "El Salvador",
"device_hash": "ca650af549bb6ef34d921128965e413838f14843",
"user_agent": "Opera/8.94.(X11; Linux i686; ky-KG) Presto/2.9.176 Version/10.00",
"session_id": "c03dfcc4-b0d8-4467-ab9f-a31e42962914",
"risk_score": 34.03,
"confidence": 0.52
} | joneslaura | api_abuse | null | null | null | No additional info | AI system api_abuse by joneslaura No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7df8ba3d | dc54eb9e15b7d5c698bd886acceb81790dd0eece | 96f4b9ea7098effb22170f8e92071d6bb2e977cbce9596e622586fd7e3bc719e | null | null | null | null | null | null | null |
de876977-a5b2-48bf-a036-2fb187530537 | 2025-04-02T22:46:19 | ai | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by ablackburn No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "a84ae229ce6533e5e95f26f10427b0ba",
"user_agent": "Opera/9.48.(X11; Linux i686; bg-BG) Presto/2.9.180 Version/12.00",
"session_id": "80d3877e-5a8b-49b4-ab73-d8641eb7c6d4",
"risk_score": 64.75,
"confidence": 0.53
} | ablackburn | api_abuse | null | null | null | No additional info | AI system api_abuse by ablackburn No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4ba7a465 | c613c96f3f18184a6eb3d99571d77576 | 872f33366811352d2c58c37b7853f015c0919ff128631cc616a8293b917d71c7 | null | null | null | null | null | null | null |
59bae26c-e2b9-4a1f-b76f-ec0c5d0ab0bd | 2025-05-02T09:37:07 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth success for mckenzieethan via key from 207.178.124.181 Associated Threat Actor: Wizard Spider | {
"geo_location": "Saint Helena",
"device_hash": "62cf681130ae38fe320c67331330823c4ed7ef0754c4ab780c69241ea034f6f4",
"user_agent": "Opera/9.94.(X11; Linux i686; ne-NP) Presto/2.9.163 Version/12.00",
"session_id": "6d006e2a-5e71-4039-8b82-a196955607ff",
"risk_score": 52.41,
"confidence": 0.19
} | mckenzieethan | success | null | null | null | Associated Threat Actor: Wizard Spider | Auth success for mckenzieethan via key from 207.178.124.181 Associated Threat Actor: Wizard Spider | null | null | null | null | 207.178.124.181 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | bb:57:cd:b2:36:4b |
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