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": 28075908,3 "uniqueSubjects": 2658922,4 "uniqueObjects": 4951319,5 "uniquePredicates": 128,6 "bySource": [7 {8 "source": "cpe",9 "count": 1354556610 },11 {12 "source": "osv",13 "count": 720286114 },15 {16 "source": "cve",17 "count": 387550918 },19 {20 "source": "vulnrichment",21 "count": 154954922 },23 {24 "source": "epss",25 "count": 69438426 },27 {28 "source": "ghsa",29 "count": 38293830 },31 {32 "source": "exploitdb",33 "count": 34726334 },35 {36 "source": "misp_galaxy",37 "count": 20345938 },39 {40 "source": "nuclei",41 "count": 9851542 },43 {44 "source": "attack",45 "count": 5190746 },47 {48 "source": "sigma",49 "count": 3349850 },51 {52 "source": "kev",53 "count": 1793854 },55 {56 "source": "cwe",57 "count": 1458358 },59 {60 "source": "loldrivers",61 "count": 1173862 },63 {64 "source": "atomic",65 "count": 1102466 },67 {68 "source": "d3fend",69 "count": 815470 },71 {72 "source": "capec",73 "count": 811474 },75 {76 "source": "euvd",77 "count": 492378 },79 {80 "source": "nist_800_53",81 "count": 478682 },83 {84 "source": "lolbas",85 "count": 369286 },87 {88 "source": "car",89 "count": 161790 },91 {92 "source": "engage",93 "count": 146494 },95 {96 "source": "atlas",97 "count": 137398 },99 {100 "source": "f3",101 "count": 1053102 }103 ],104 "topPredicates": [105 {106 "predicate": "rdf:type",107 "count": 2964440108 },109 {110 "predicate": "affects-package",111 "count": 2956111112 },113 {114 "predicate": "product",115 "count": 2207280116 },117 {118 "predicate": "vendor",119 "count": 2207260120 },121 {122 "predicate": "title",123 "count": 1672023124 },125 {126 "predicate": "modified",127 "count": 1671855128 },129 {130 "predicate": "created",131 "count": 1671852132 },133 {134 "predicate": "part",135 "count": 1668619136 },137 {138 "predicate": "version",139 "count": 1668617140 },141 {142 "predicate": "date-published",143 "count": 1136264144 },145 {146 "predicate": "fixed-in",147 "count": 1011883148 },149 {150 "predicate": "ecosystem",151 "count": 924800152 },153 {154 "predicate": "date-modified",155 "count": 579034156 },157 {158 "predicate": "state",159 "count": 508587160 },161 {162 "predicate": "assigner",163 "count": 508587164 },165 {166 "predicate": "date-updated",167 "count": 508587168 },169 {170 "predicate": "description",171 "count": 437032172 },173 {174 "predicate": "summary",175 "count": 424625176 },177 {178 "predicate": "epss-score",179 "count": 347192180 },181 {182 "predicate": "epss-percentile",183 "count": 347192184 },185 {186 "predicate": "cvss-vector",187 "count": 309284188 },189 {190 "predicate": "related-weakness",191 "count": 267239192 },193 {194 "predicate": "platform",195 "count": 193374196 },197 {198 "predicate": "cvss-base-score",199 "count": 176155200 },201 {202 "predicate": "cvss-severity",203 "count": 170523204 }205 ],206 "topConnectedEntities": [207 {208 "entity": "Platform",209 "count": 1766944210 },211 {212 "entity": "application",213 "count": 1466963214 },215 {216 "entity": "OSVulnerability",217 "count": 545886218 },219 {220 "entity": "PUBLISHED",221 "count": 508587222 },223 {224 "entity": "Vulnerability",225 "count": 508587226 },227 {228 "entity": "npm",229 "count": 224079230 },231 {232 "entity": "2025-11-11",233 "count": 155018234 },235 {236 "entity": "operating_system",237 "count": 140089238 },239 {240 "entity": "mitre",241 "count": 135492242 },243 {244 "entity": "Linux",245 "count": 127147246 },247 {248 "entity": "partial",249 "count": 106995250 },251 {252 "entity": "MEDIUM",253 "count": 100860254 },255 {256 "entity": "Microsoft",257 "count": 95869258 },259 {260 "entity": "2025-11-12",261 "count": 94329262 },263 {264 "entity": "HIGH",265 "count": 88217266 }267 ],268 "crossSourceLinks": [269 {270 "from": "cve",271 "to": "cwe",272 "count": 152442,273 "predicate": "related-weakness"274 },275 {276 "from": "vulnrichment",277 "to": "cpe",278 "count": 82078,279 "predicate": "adp-affects-cpe"280 },281 {282 "from": "osv",283 "to": "cwe",284 "count": 72613,285 "predicate": "related-weakness"286 },287 {288 "from": "osv",289 "to": "cve",290 "count": 54361,291 "predicate": "related-cve"292 },293 {294 "from": "osv",295 "to": "epss",296 "count": 54347,297 "predicate": "related-cve"298 },299 {300 "from": "ghsa",301 "to": "cwe",302 "count": 38262,303 "predicate": "related-weakness"304 },305 {306 "from": "vulnrichment",307 "to": "cwe",308 "count": 33824,309 "predicate": "adp-related-weakness"310 },311 {312 "from": "osv",313 "to": "vulnrichment",314 "count": 32351,315 "predicate": "related-cve"316 },317 {318 "from": "exploitdb",319 "to": "cve",320 "count": 30380,321 "predicate": "exploits-cve"322 },323 {324 "from": "exploitdb",325 "to": "epss",326 "count": 30380,327 "predicate": "exploits-cve"328 },329 {330 "from": "ghsa",331 "to": "epss",332 "count": 28295,333 "predicate": "related-cve"334 },335 {336 "from": "ghsa",337 "to": "cve",338 "count": 28295,339 "predicate": "related-cve"340 },341 {342 "from": "cve",343 "to": "cpe",344 "count": 25737,345 "predicate": "affects-cpe"346 },347 {348 "from": "ghsa",349 "to": "osv",350 "count": 22701,351 "predicate": "related-cve"352 },353 {354 "from": "attack",355 "to": "d3fend",356 "count": 18329,357 "predicate": "uses"358 },359 {360 "from": "ghsa",361 "to": "vulnrichment",362 "count": 16115,363 "predicate": "related-cve"364 },365 {366 "from": "nist_800_53",367 "to": "d3fend",368 "count": 4378,369 "predicate": "mitigates-technique"370 },371 {372 "from": "nist_800_53",373 "to": "attack",374 "count": 4378,375 "predicate": "mitigates-technique"376 },377 {378 "from": "sigma",379 "to": "attack",380 "count": 3948,381 "predicate": "detects-technique"382 },383 {384 "from": "sigma",385 "to": "d3fend",386 "count": 3725,387 "predicate": "detects-technique"388 },389 {390 "from": "misp_galaxy",391 "to": "attack",392 "count": 3272,393 "predicate": "related-attack-id"394 },395 {396 "from": "atomic",397 "to": "attack",398 "count": 1811,399 "predicate": "tests-technique"400 },401 {402 "from": "misp_galaxy",403 "to": "d3fend",404 "count": 1704,405 "predicate": "related-attack-id"406 },407 {408 "from": "exploitdb",409 "to": "vulnrichment",410 "count": 1679,411 "predicate": "exploits-cve"412 },413 {414 "from": "atomic",415 "to": "d3fend",416 "count": 1644,417 "predicate": "tests-technique"418 },419 {420 "from": "euvd",421 "to": "cve",422 "count": 1641,423 "predicate": "related-cve"424 },425 {426 "from": "euvd",427 "to": "epss",428 "count": 1641,429 "predicate": "related-cve"430 },431 {432 "from": "euvd",433 "to": "vulnrichment",434 "count": 1639,435 "predicate": "related-cve"436 },437 {438 "from": "euvd",439 "to": "kev",440 "count": 1637,441 "predicate": "related-cve"442 },443 {444 "from": "kev",445 "to": "cwe",446 "count": 1506,447 "predicate": "related-weakness"448 },449 {450 "from": "exploitdb",451 "to": "osv",452 "count": 1319,453 "predicate": "exploits-cve"454 },455 {456 "from": "capec",457 "to": "cwe",458 "count": 1213,459 "predicate": "related-weakness"460 },461 {462 "from": "cwe",463 "to": "capec",464 "count": 1211,465 "predicate": "related-attack-pattern"466 },467 {468 "from": "osv",469 "to": "nuclei",470 "count": 1143,471 "predicate": "related-cve"472 },473 {474 "from": "exploitdb",475 "to": "nuclei",476 "count": 1096,477 "predicate": "exploits-cve"478 },479 {480 "from": "exploitdb",481 "to": "kev",482 "count": 779,483 "predicate": "exploits-cve"484 },485 {486 "from": "attack",487 "to": "f3",488 "count": 724,489 "predicate": "uses"490 },491 {492 "from": "ghsa",493 "to": "nuclei",494 "count": 723,495 "predicate": "related-cve"496 },497 {498 "from": "loldrivers",499 "to": "d3fend",500 "count": 659,501 "predicate": "maps-to-technique"502 },503 {504 "from": "loldrivers",505 "to": "attack",506 "count": 659,507 "predicate": "maps-to-technique"508 },509 {510 "from": "engage",511 "to": "d3fend",512 "count": 656,513 "predicate": "vulnerability-of"514 },515 {516 "from": "engage",517 "to": "attack",518 "count": 656,519 "predicate": "vulnerability-of"520 },521 {522 "from": "d3fend",523 "to": "attack",524 "count": 527,525 "predicate": "child-of"526 },527 {528 "from": "lolbas",529 "to": "attack",530 "count": 475,531 "predicate": "maps-to-technique"532 },533 {534 "from": "lolbas",535 "to": "d3fend",536 "count": 475,537 "predicate": "maps-to-technique"538 },539 {540 "from": "euvd",541 "to": "nuclei",542 "count": 455,543 "predicate": "related-cve"544 },545 {546 "from": "osv",547 "to": "kev",548 "count": 288,549 "predicate": "related-cve"550 },551 {552 "from": "capec",553 "to": "attack",554 "count": 272,555 "predicate": "maps-to-technique"556 },557 {558 "from": "capec",559 "to": "d3fend",560 "count": 272,561 "predicate": "maps-to-technique"562 },563 {564 "from": "nist_800_53",565 "to": "f3",566 "count": 225,567 "predicate": "mitigates-technique"568 },569 {570 "from": "euvd",571 "to": "osv",572 "count": 219,573 "predicate": "related-cve"574 },575 {576 "from": "car",577 "to": "attack",578 "count": 194,579 "predicate": "covers-tactic"580 },581 {582 "from": "car",583 "to": "d3fend",584 "count": 159,585 "predicate": "detects-technique"586 },587 {588 "from": "ghsa",589 "to": "kev",590 "count": 125,591 "predicate": "related-cve"592 },593 {594 "from": "f3",595 "to": "attack",596 "count": 121,597 "predicate": "belongs-to-tactic"598 },599 {600 "from": "atlas",601 "to": "d3fend",602 "count": 111,603 "predicate": "belongs-to-tactic"604 },605 {606 "from": "misp_galaxy",607 "to": "f3",608 "count": 109,609 "predicate": "related-attack-id"610 },611 {612 "from": "sigma",613 "to": "f3",614 "count": 98,615 "predicate": "detects-technique"616 },617 {618 "from": "atomic",619 "to": "f3",620 "count": 88,621 "predicate": "tests-technique"622 },623 {624 "from": "car",625 "to": "f3",626 "count": 65,627 "predicate": "covers-tactic"628 },629 {630 "from": "d3fend",631 "to": "f3",632 "count": 61,633 "predicate": "child-of"634 },635 {636 "from": "d3fend",637 "to": "atlas",638 "count": 56,639 "predicate": "child-of"640 },641 {642 "from": "engage",643 "to": "f3",644 "count": 54,645 "predicate": "vulnerability-of"646 },647 {648 "from": "atlas",649 "to": "attack",650 "count": 34,651 "predicate": "related-attack-technique"652 },653 {654 "from": "capec",655 "to": "f3",656 "count": 22,657 "predicate": "maps-to-technique"658 },659 {660 "from": "f3",661 "to": "d3fend",662 "count": 17,663 "predicate": "subtechnique-of"664 },665 {666 "from": "atlas",667 "to": "f3",668 "count": 7,669 "predicate": "related-attack-technique"670 },671 {672 "from": "lolbas",673 "to": "f3",674 "count": 2,675 "predicate": "maps-to-technique"676 },677 {678 "from": "nuclei",679 "to": "cwe",680 "count": 1,681 "predicate": "related-weakness"682 }683 ],684 "generatedAt": "2026-07-13T09:13:04Z",685 "sourceDetails": {686 "attack": {687 "triples": 51907,688 "entities": 3613,689 "predicates": 22690 },691 "attack/enterprise": {692 "triples": 43739,693 "entities": 2830,694 "predicates": 21695 },696 "attack/mobile": {697 "triples": 5579,698 "entities": 530,699 "predicates": 19700 },701 "attack/ics": {702 "triples": 4266,703 "entities": 387,704 "predicates": 20705 },706 "atlas": {707 "triples": 1373,708 "entities": 243,709 "predicates": 9710 },711 "capec": {712 "triples": 8114,713 "entities": 558,714 "predicates": 16715 },716 "car": {717 "triples": 1617,718 "entities": 102,719 "predicates": 13720 },721 "cpe": {722 "triples": 13545566,723 "entities": 1766927,724 "predicates": 9725 },726 "cve": {727 "triples": 3875509,728 "entities": 347237,729 "predicates": 13730 },731 "cwe": {732 "triples": 14583,733 "entities": 944,734 "predicates": 17735 },736 "d3fend": {737 "triples": 8154,738 "entities": 1934,739 "predicates": 8740 },741 "engage": {742 "triples": 1464,743 "entities": 52,744 "predicates": 6745 },746 "epss": {747 "triples": 694384,748 "entities": 347192,749 "predicates": 2750 },751 "exploitdb": {752 "triples": 347263,753 "entities": 46636,754 "predicates": 8755 },756 "ghsa": {757 "triples": 382938,758 "entities": 33148,759 "predicates": 10760 },761 "kev": {762 "triples": 17938,763 "entities": 1637,764 "predicates": 11765 },766 "sigma": {767 "triples": 33498,768 "entities": 3302,769 "predicates": 11770 },771 "misp_galaxy": {772 "triples": 203459,773 "entities": 37398,774 "predicates": 18775 },776 "vulnrichment": {777 "triples": 1549549,778 "entities": 161350,779 "predicates": 12780 },781 "lolbas": {782 "triples": 3692,783 "entities": 239,784 "predicates": 9785 },786 "loldrivers": {787 "triples": 11738,788 "entities": 660,789 "predicates": 9790 },791 "atomic": {792 "triples": 11024,793 "entities": 1811,794 "predicates": 6795 },796 "nist_800_53": {797 "triples": 4786,798 "entities": 102,799 "predicates": 5800 },801 "nuclei": {802 "triples": 98515,803 "entities": 12788,804 "predicates": 9805 },806 "euvd": {807 "triples": 4923,808 "entities": 1641,809 "predicates": 3810 },811 "osv": {812 "triples": 7202861,813 "entities": 511980,814 "predicates": 10815 }816 }817}818 