Manusagents/security
Security Knowledge Graph Triples Security data from 24 sources represented as Subject-Predicate-Object (SPO) triples in Parquet format, ready for knowledge-graph construction, graph-ML, RAG pipelines, and threat-intelligence analysis. Sources: ATT&CK · CAPEC · CWE · CVE · CPE · D3FEND · ATLAS · CAR · ENGAGE · F3 · EPSS · KEV · Vulnrichment · GHSA · Sigma · ExploitDB · MISP Galaxies · LOLBAS · LOLDrivers · Atomic Red Team · NIST 800-53 · Nuclei · EUVD · OSV Last updated:… See the full description on the dataset page: https://huggingface.co/datasets/Manusagents/security.
0269
1{2 "totalTriples": 17938,3 "uniqueSubjects": 1637,4 "uniqueObjects": 6320,5 "uniquePredicates": 11,6 "bySource": [7 {8 "source": "kev",9 "count": 1793810 }11 ],12 "topPredicates": [13 {14 "predicate": "kev-due-date",15 "count": 163716 },17 {18 "predicate": "kev-date-added",19 "count": 163720 },21 {22 "predicate": "kev-required-action",23 "count": 163724 },25 {26 "predicate": "rdf:type",27 "count": 163728 },29 {30 "predicate": "kev-ransomware-use",31 "count": 163732 },33 {34 "predicate": "kev-notes",35 "count": 163736 },37 {38 "predicate": "kev-description",39 "count": 163740 },41 {42 "predicate": "kev-name",43 "count": 163744 },45 {46 "predicate": "kev-vendor",47 "count": 163748 },49 {50 "predicate": "kev-product",51 "count": 163752 },53 {54 "predicate": "related-weakness",55 "count": 156856 }57 ],58 "topConnectedEntities": [59 {60 "entity": "KnownExploitedVulnerability",61 "count": 163762 },63 {64 "entity": "Apply updates per vendor instructions.",65 "count": 89366 },67 {68 "entity": "Microsoft",69 "count": 37970 },71 {72 "entity": "Known",73 "count": 32974 },75 {76 "entity": "Apply mitigations per vendor instructions, follow applicable BOD 22-01 guidance for cloud services, or discontinue use of the product if mitigations are unavailable.",77 "count": 32278 },79 {80 "entity": "2021-11-03",81 "count": 28782 },83 {84 "entity": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",85 "count": 25986 },87 {88 "entity": "2022-05-03",89 "count": 18990 },91 {92 "entity": "Windows",93 "count": 17094 },95 {96 "entity": "CWE-20",97 "count": 11898 },99 {100 "entity": "CWE-78",101 "count": 104102 },103 {104 "entity": "2021-11-17",105 "count": 102106 },107 {108 "entity": "CWE-787",109 "count": 100110 },111 {112 "entity": "2022-03-03",113 "count": 95114 },115 {116 "entity": "Cisco",117 "count": 93118 }119 ],120 "crossSourceLinks": [],121 "generatedAt": "2026-07-13T09:13:10Z"122}123 