Datasets:
Tasks:
Graph Machine Learning
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
10M - 100M
License:
Update dataset
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- .conversion_report.json +1 -1
- .metadata.json +18 -18
- README.md +14 -14
- data/combined.parquet +2 -2
- data/cpe.parquet +2 -2
- data/cve.parquet +2 -2
- data/epss.parquet +2 -2
- data/euvd.parquet +2 -2
- data/exploitdb.parquet +2 -2
- data/ghsa.parquet +2 -2
- data/kev.parquet +2 -2
- data/lolbas.parquet +2 -2
- data/misp_galaxy.parquet +2 -2
- data/nuclei.parquet +2 -2
- data/osv.parquet +2 -2
- data/vulnrichment.parquet +2 -2
- neighborhoods/CVE-2012-4549.json +0 -0
- neighborhoods/CVE-2012-4550.json +0 -0
- neighborhoods/CVE-2022-31765.json +0 -0
- neighborhoods/CVE-2022-36323.json +0 -0
- neighborhoods/CVE-2022-36324.json +0 -0
- neighborhoods/CVE-2022-36325.json +0 -0
- neighborhoods/CVE-2024-0793.json +0 -0
- neighborhoods/CVE-2024-1139.json +0 -0
- neighborhoods/CVE-2024-12085.json +0 -0
- neighborhoods/CVE-2024-1394.json +0 -0
- neighborhoods/CVE-2024-20311.json +0 -0
- neighborhoods/CVE-2024-20399.json +0 -0
- neighborhoods/CVE-2024-20433.json +0 -0
- neighborhoods/CVE-2024-20481.json +0 -0
- neighborhoods/CVE-2024-3727.json +0 -0
- neighborhoods/CVE-2024-45497.json +0 -0
- neighborhoods/CVE-2025-56005.json +0 -0
- neighborhoods/CVE-2025-57848.json +0 -0
- neighborhoods/CVE-2025-61726.json +0 -0
- neighborhoods/CVE-2025-61731.json +0 -0
- neighborhoods/CVE-2025-61732.json +0 -0
- neighborhoods/CVE-2025-7195.json +0 -0
- neighborhoods/CVE-2026-21441.json +0 -0
- neighborhoods/CVE-2026-25679.json +0 -0
- neighborhoods/CVE-2026-33186.json +0 -0
- neighborhoods/CVE-2026-33814.json +0 -0
- neighborhoods/CVE-2026-34986.json +0 -0
- neighborhoods/CWE-116.json +0 -0
- neighborhoods/CWE-126.json +0 -0
- neighborhoods/CWE-1284.json +0 -0
- neighborhoods/CWE-129.json +0 -0
- neighborhoods/CWE-1321.json +0 -0
- neighborhoods/CWE-1333.json +0 -0
- neighborhoods/CWE-1336.json +0 -0
.conversion_report.json
CHANGED
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@@ -1,4 +1,4 @@
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{
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"failed_sources": [],
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-
"timestamp": "2026-08-
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}
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{
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"failed_sources": [],
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+
"timestamp": "2026-08-24T06:46:08Z"
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}
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.metadata.json
CHANGED
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@@ -4,19 +4,19 @@
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"atomic": "atomic-red-team-master",
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"capec": "capec_latest_20230124_1832.xml",
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"car": "car-master",
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| 7 |
-
"cpe": "nvdcpe-2.
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| 8 |
-
"cve": "cve_extracted_2026-08-
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"cwe": "cwec_v4.20.xml",
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"d3fend": "d3fend_20260805_0046.json",
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| 11 |
"engage": "engage_attack_mapping_15343fed3525.json",
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"enterprise": "enterprise-attack_8048813362a8.json",
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| 13 |
-
"epss": "epss_scores-current.
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"euvd": "euvd_dump.json",
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-
"exploitdb": "
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"f3": "f3-stix_aca39036f8cc.json",
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"ghsa": "advisory-database-main",
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"ics": "ics-attack_a1647dcaddc4.json",
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-
"kev": "
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"lolbas": "LOLBAS-master",
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"loldrivers": "LOLDrivers-main",
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"misp_galaxy": "misp-galaxy-main",
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@@ -29,28 +29,28 @@
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},
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"source_fingerprints": {
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"atlas": "etag:W/\"91a3fc0d5629ef7093e8f5ab43a6960af0edb4124416fa41e2687dfcbda29283\"",
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-
"atomic": "sha:
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"attack": "sha:6cda5ad8462c",
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"capec": "lm:Tue, 24 Jan 2023 18:32:31 GMT",
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"car": "sha:1b922fe1527d",
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-
"cpe": "lm:Sat,
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"cve": "tag:cve_2026-08-
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"cwe": "lm:Thu, 30 Apr 2026 09:15:04 GMT",
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"d3fend": "lm:Wed, 05 Aug 2026 00:46:30 GMT",
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"engage": "etag:W/\"bc78d959160b3ec4eb800ba43ce1a20c4818aff6105c5feaf4d81496ff419d08\"",
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-
"epss": "lm:Sun,
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-
"euvd": "hash:
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"exploitdb": "etag:\"
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"f3": "sha:1939f92dafd7",
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-
"ghsa": "sha:
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-
"kev": "lm:Fri,
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"lolbas": "sha:
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"loldrivers": "sha:5554706c8350",
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-
"misp_galaxy": "sha:
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"nist_800_53": "sha:705ca1b87954",
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"nuclei": "sha:
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"osv": "lm:
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"sigma": "tag:r2026-07-01",
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-
"vulnrichment": "sha:
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}
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}
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"atomic": "atomic-red-team-master",
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"capec": "capec_latest_20230124_1832.xml",
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"car": "car-master",
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+
"cpe": "nvdcpe-2.0_20260822_0400",
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+
"cve": "cve_extracted_2026-08-24_all_CVEs_at_midnight",
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"cwe": "cwec_v4.20.xml",
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"d3fend": "d3fend_20260805_0046.json",
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"engage": "engage_attack_mapping_15343fed3525.json",
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"enterprise": "enterprise-attack_8048813362a8.json",
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| 13 |
+
"epss": "epss_scores-current.csv_20260823_1331.gz",
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"euvd": "euvd_dump.json",
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"exploitdb": "files_exploits_b50610320f45.csv",
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"f3": "f3-stix_aca39036f8cc.json",
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"ghsa": "advisory-database-main",
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"ics": "ics-attack_a1647dcaddc4.json",
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+
"kev": "known_exploited_vulnerabilities_20260821_1746.json",
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"lolbas": "LOLBAS-master",
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"loldrivers": "LOLDrivers-main",
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"misp_galaxy": "misp-galaxy-main",
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},
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"source_fingerprints": {
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"atlas": "etag:W/\"91a3fc0d5629ef7093e8f5ab43a6960af0edb4124416fa41e2687dfcbda29283\"",
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+
"atomic": "sha:9f85cf3e54b0",
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"attack": "sha:6cda5ad8462c",
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"capec": "lm:Tue, 24 Jan 2023 18:32:31 GMT",
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"car": "sha:1b922fe1527d",
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+
"cpe": "lm:Sat, 22 Aug 2026 04:00:11 GMT",
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+
"cve": "tag:cve_2026-08-24_0600Z",
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"cwe": "lm:Thu, 30 Apr 2026 09:15:04 GMT",
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| 39 |
"d3fend": "lm:Wed, 05 Aug 2026 00:46:30 GMT",
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"engage": "etag:W/\"bc78d959160b3ec4eb800ba43ce1a20c4818aff6105c5feaf4d81496ff419d08\"",
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+
"epss": "lm:Sun, 23 Aug 2026 13:31:24 GMT",
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| 42 |
+
"euvd": "hash:8ceafda38e2fafcd",
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| 43 |
+
"exploitdb": "etag:\"a48716ec3a6a7f0119b4127d7b0d5b0b\"",
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"f3": "sha:1939f92dafd7",
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| 45 |
+
"ghsa": "sha:a8e95b112752",
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| 46 |
+
"kev": "lm:Fri, 21 Aug 2026 17:46:43 GMT",
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+
"lolbas": "sha:9c5e3841081c",
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"loldrivers": "sha:5554706c8350",
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| 49 |
+
"misp_galaxy": "sha:91e6b5c6e667",
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"nist_800_53": "sha:705ca1b87954",
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+
"nuclei": "sha:24858b4bfabf",
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+
"osv": "lm:Mon, 24 Aug 2026 05:33:43 GMT",
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"sigma": "tag:r2026-07-01",
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+
"vulnrichment": "sha:0db4301c1c46"
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}
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}
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README.md
CHANGED
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@@ -173,7 +173,7 @@ Security data from 24 sources represented as **Subject-Predicate-Object (SPO) tr
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Sources: [ATT&CK](https://attack.mitre.org/) · [CAPEC](https://capec.mitre.org/) · [CWE](https://cwe.mitre.org/) · [CVE](https://www.cve.org/) · [CPE](https://nvd.nist.gov/products/cpe) · [D3FEND](https://d3fend.mitre.org/) · [ATLAS](https://atlas.mitre.org/) · [CAR](https://car.mitre.org/) · [ENGAGE](https://engage.mitre.org/) · [F3](https://ctid.mitre.org/fraud) · [EPSS](https://www.first.org/epss/) · [KEV](https://www.cisa.gov/known-exploited-vulnerabilities-catalog) · [Vulnrichment](https://github.com/cisagov/vulnrichment) · [GHSA](https://github.com/github/advisory-database) · [Sigma](https://github.com/SigmaHQ/sigma) · [ExploitDB](https://gitlab.com/exploit-database/exploitdb) · [MISP Galaxies](https://github.com/MISP/misp-galaxy) · [LOLBAS](https://lolbas-project.github.io/) · [LOLDrivers](https://www.loldrivers.io/) · [Atomic Red Team](https://github.com/redcanaryco/atomic-red-team) · [NIST 800-53](https://github.com/center-for-threat-informed-defense/mappings-explorer) · [Nuclei](https://github.com/projectdiscovery/nuclei-templates) · [EUVD](https://euvd.enisa.europa.eu/) · [OSV](https://osv.dev/)
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-
*Last updated: 2026-08-
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## Quick Start
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@@ -195,28 +195,28 @@ print(ds["train"][0])
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| `attack-all` | ATT&CK combined (deduplicated) | 52,199 | Current |
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| `capec` | CAPEC attack patterns | 8,114 | Current |
|
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| `cwe` | CWE weaknesses | 14,583 | Current |
|
| 198 |
-
| `cve` | CVE vulnerabilities | 4,
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| 199 |
-
| `cpe` | CPE platform enumeration | 13,
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| 200 |
| `d3fend` | D3FEND defensive techniques | 8,473 | Current |
|
| 201 |
| `atlas` | ATLAS AI/ML techniques | 1,373 | Current |
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| `car` | CAR analytics | 1,617 | Current |
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| `engage` | ENGAGE adversary engagement | 1,464 | Current |
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| 204 |
| `f3` | F3 fraud techniques & tactics | 1,053 | Current |
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-
| `epss` | EPSS exploit prediction scores |
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| 206 |
-
| `kev` | KEV known exploited vulns | 18,
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| 207 |
-
| `vulnrichment` | CISA Vulnrichment (SSVC, CVSS, CWE enrichment) | 1,
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| 208 |
-
| `ghsa` | GitHub Security Advisories |
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| `sigma` | Sigma detection rules | 33,498 | Current |
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-
| `exploitdb` | ExploitDB public exploits | 347,
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| 211 |
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| `misp_galaxy` | MISP Galaxy threat intelligence clusters | 206,
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| 212 |
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| `lolbas` | LOLBAS living-off-the-land binaries | 3,
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| 213 |
| `loldrivers` | LOLDrivers vulnerable/malicious drivers | 11,745 | Current |
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| 214 |
| `atomic` | Atomic Red Team test definitions | 11,073 | Current |
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| 215 |
| `nist_800_53` | NIST 800-53 → ATT&CK control mappings | 4,786 | Current |
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| 216 |
-
| `nuclei` | Nuclei vulnerability detection templates | 100,
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| 217 |
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| `euvd` | EUVD European vulnerability database | 5,
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| 218 |
-
| `osv` | OSV open-source vulnerabilities (23 ecosystems) | 7,
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| 219 |
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| `combined` | All sources merged (deduplicated) | 29,
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Sources: [ATT&CK](https://attack.mitre.org/) · [CAPEC](https://capec.mitre.org/) · [CWE](https://cwe.mitre.org/) · [CVE](https://www.cve.org/) · [CPE](https://nvd.nist.gov/products/cpe) · [D3FEND](https://d3fend.mitre.org/) · [ATLAS](https://atlas.mitre.org/) · [CAR](https://car.mitre.org/) · [ENGAGE](https://engage.mitre.org/) · [F3](https://ctid.mitre.org/fraud) · [EPSS](https://www.first.org/epss/) · [KEV](https://www.cisa.gov/known-exploited-vulnerabilities-catalog) · [Vulnrichment](https://github.com/cisagov/vulnrichment) · [GHSA](https://github.com/github/advisory-database) · [Sigma](https://github.com/SigmaHQ/sigma) · [ExploitDB](https://gitlab.com/exploit-database/exploitdb) · [MISP Galaxies](https://github.com/MISP/misp-galaxy) · [LOLBAS](https://lolbas-project.github.io/) · [LOLDrivers](https://www.loldrivers.io/) · [Atomic Red Team](https://github.com/redcanaryco/atomic-red-team) · [NIST 800-53](https://github.com/center-for-threat-informed-defense/mappings-explorer) · [Nuclei](https://github.com/projectdiscovery/nuclei-templates) · [EUVD](https://euvd.enisa.europa.eu/) · [OSV](https://osv.dev/)
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+
*Last updated: 2026-08-24T06:57:39Z*
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## Quick Start
|
| 179 |
|
|
|
|
| 195 |
| `attack-all` | ATT&CK combined (deduplicated) | 52,199 | Current |
|
| 196 |
| `capec` | CAPEC attack patterns | 8,114 | Current |
|
| 197 |
| `cwe` | CWE weaknesses | 14,583 | Current |
|
| 198 |
+
| `cve` | CVE vulnerabilities | 4,125,242 | Current |
|
| 199 |
+
| `cpe` | CPE platform enumeration | 13,921,918 | Current |
|
| 200 |
| `d3fend` | D3FEND defensive techniques | 8,473 | Current |
|
| 201 |
| `atlas` | ATLAS AI/ML techniques | 1,373 | Current |
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| 202 |
| `car` | CAR analytics | 1,617 | Current |
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| 203 |
| `engage` | ENGAGE adversary engagement | 1,464 | Current |
|
| 204 |
| `f3` | F3 fraud techniques & tactics | 1,053 | Current |
|
| 205 |
+
| `epss` | EPSS exploit prediction scores | 727,658 | Current |
|
| 206 |
+
| `kev` | KEV known exploited vulns | 18,348 | Current |
|
| 207 |
+
| `vulnrichment` | CISA Vulnrichment (SSVC, CVSS, CWE enrichment) | 1,690,236 | Current |
|
| 208 |
+
| `ghsa` | GitHub Security Advisories | 401,715 | Current |
|
| 209 |
| `sigma` | Sigma detection rules | 33,498 | Current |
|
| 210 |
+
| `exploitdb` | ExploitDB public exploits | 347,442 | Current |
|
| 211 |
+
| `misp_galaxy` | MISP Galaxy threat intelligence clusters | 206,235 | Current |
|
| 212 |
+
| `lolbas` | LOLBAS living-off-the-land binaries | 3,719 | Current |
|
| 213 |
| `loldrivers` | LOLDrivers vulnerable/malicious drivers | 11,745 | Current |
|
| 214 |
| `atomic` | Atomic Red Team test definitions | 11,073 | Current |
|
| 215 |
| `nist_800_53` | NIST 800-53 → ATT&CK control mappings | 4,786 | Current |
|
| 216 |
+
| `nuclei` | Nuclei vulnerability detection templates | 100,499 | Current |
|
| 217 |
+
| `euvd` | EUVD European vulnerability database | 5,043 | Current |
|
| 218 |
+
| `osv` | OSV open-source vulnerabilities (23 ecosystems) | 7,952,833 | Current |
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| 219 |
+
| `combined` | All sources merged (deduplicated) | 29,650,866 | Current |
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| 220 |
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| 221 |
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| 222 |
|
data/combined.parquet
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size 269937710
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data/cpe.parquet
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data/cve.parquet
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data/epss.parquet
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data/euvd.parquet
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data/exploitdb.parquet
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data/ghsa.parquet
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data/kev.parquet
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data/lolbas.parquet
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neighborhoods/CVE-2012-4549.json
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