CVE-2026-6582 (GCVE-0-2026-6582)
Vulnerability from cvelistv5 – Published: 2026-04-19 22:45 – Updated: 2026-04-20 14:06
VLAI
EPSS
VEX
Title
TransformerOptimus SuperAGI Vector Database Management Endpoint vector_dbs.py get_vector_db_details missing authentication
Summary
A flaw has been found in TransformerOptimus SuperAGI up to 0.0.14. Affected by this issue is the function get_vector_db_details of the file superagi/controllers/vector_dbs.py of the component Vector Database Management Endpoint. Executing a manipulation can lead to missing authentication. The attack can be executed remotely. The exploit has been published and may be used. The vendor was contacted early about this disclosure but did not respond in any way.
Severity
SSVC
Exploitation: poc
Automatable: yes
Technical Impact: partial
CISA Coordinator · CISA-ADP (v2.0.3)
Decision recorded 2026-04-20 14:04 UTC
Assigner
References
4 references
| URL | Tags |
|---|---|
| https://vuldb.com/vuln/358217 | vdb-entrytechnical-description |
| https://vuldb.com/vuln/358217/cti | signaturepermissions-required |
| https://vuldb.com/submit/791072 | third-party-advisory |
| https://gist.github.com/YLChen-007/f38b32a9cd0c97… | exploit |
Impacted products
1 product
| Vendor | Product | Version | CPE status | |
|---|---|---|---|---|
| TransformerOptimus | SuperAGI |
Affected:
0.0.1
Affected: 0.0.2 Affected: 0.0.3 Affected: 0.0.4 Affected: 0.0.5 Affected: 0.0.6 Affected: 0.0.7 Affected: 0.0.8 Affected: 0.0.9 Affected: 0.0.10 Affected: 0.0.11 Affected: 0.0.12 Affected: 0.0.13 Affected: 0.0.14 cpe:2.3:a:superagi:superagi:*:*:*:*:*:*:*:* |
{
"containers": {
"adp": [
{
"metrics": [
{
"other": {
"content": {
"id": "CVE-2026-6582",
"options": [
{
"Exploitation": "poc"
},
{
"Automatable": "yes"
},
{
"Technical Impact": "partial"
}
],
"role": "CISA Coordinator",
"timestamp": "2026-04-20T14:04:04.699121Z",
"version": "2.0.3"
},
"type": "ssvc"
}
}
],
"providerMetadata": {
"dateUpdated": "2026-04-20T14:06:22.007Z",
"orgId": "134c704f-9b21-4f2e-91b3-4a467353bcc0",
"shortName": "CISA-ADP"
},
"title": "CISA ADP Vulnrichment"
}
],
"cna": {
"affected": [
{
"cpes": [
"cpe:2.3:a:superagi:superagi:*:*:*:*:*:*:*:*"
],
"modules": [
"Vector Database Management Endpoint"
],
"product": "SuperAGI",
"vendor": "TransformerOptimus",
"versions": [
{
"status": "affected",
"version": "0.0.1"
},
{
"status": "affected",
"version": "0.0.2"
},
{
"status": "affected",
"version": "0.0.3"
},
{
"status": "affected",
"version": "0.0.4"
},
{
"status": "affected",
"version": "0.0.5"
},
{
"status": "affected",
"version": "0.0.6"
},
{
"status": "affected",
"version": "0.0.7"
},
{
"status": "affected",
"version": "0.0.8"
},
{
"status": "affected",
"version": "0.0.9"
},
{
"status": "affected",
"version": "0.0.10"
},
{
"status": "affected",
"version": "0.0.11"
},
{
"status": "affected",
"version": "0.0.12"
},
{
"status": "affected",
"version": "0.0.13"
},
{
"status": "affected",
"version": "0.0.14"
}
]
}
],
"credits": [
{
"lang": "en",
"type": "reporter",
"value": "Eric-z (VulDB User)"
},
{
"lang": "en",
"type": "coordinator",
"value": "VulDB CNA Team"
}
],
"descriptions": [
{
"lang": "en",
"value": "A flaw has been found in TransformerOptimus SuperAGI up to 0.0.14. Affected by this issue is the function get_vector_db_details of the file superagi/controllers/vector_dbs.py of the component Vector Database Management Endpoint. Executing a manipulation can lead to missing authentication. The attack can be executed remotely. The exploit has been published and may be used. The vendor was contacted early about this disclosure but did not respond in any way."
}
],
"metrics": [
{
"cvssV4_0": {
"baseScore": 6.9,
"baseSeverity": "MEDIUM",
"vectorString": "CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:L/VI:L/VA:L/SC:N/SI:N/SA:N/E:P",
"version": "4.0"
}
},
{
"cvssV3_1": {
"baseScore": 7.3,
"baseSeverity": "HIGH",
"vectorString": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:L/E:P/RL:X/RC:R",
"version": "3.1"
}
},
{
"cvssV3_0": {
"baseScore": 7.3,
"baseSeverity": "HIGH",
"vectorString": "CVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:L/E:P/RL:X/RC:R",
"version": "3.0"
}
},
{
"cvssV2_0": {
"baseScore": 7.5,
"vectorString": "AV:N/AC:L/Au:N/C:P/I:P/A:P/E:POC/RL:ND/RC:UR",
"version": "2.0"
}
}
],
"problemTypes": [
{
"descriptions": [
{
"cweId": "CWE-306",
"description": "Missing Authentication",
"lang": "en",
"type": "CWE"
}
]
},
{
"descriptions": [
{
"cweId": "CWE-287",
"description": "Improper Authentication",
"lang": "en",
"type": "CWE"
}
]
}
],
"providerMetadata": {
"dateUpdated": "2026-04-19T22:45:11.780Z",
"orgId": "1af790b2-7ee1-4545-860a-a788eba489b5",
"shortName": "VulDB"
},
"references": [
{
"name": "VDB-358217 | TransformerOptimus SuperAGI Vector Database Management Endpoint vector_dbs.py get_vector_db_details missing authentication",
"tags": [
"vdb-entry",
"technical-description"
],
"url": "https://vuldb.com/vuln/358217"
},
{
"name": "VDB-358217 | CTI Indicators (IOB, IOC, IOA)",
"tags": [
"signature",
"permissions-required"
],
"url": "https://vuldb.com/vuln/358217/cti"
},
{
"name": "Submit #791072 | SuperAGI up to c3c1982 Missing Authentication for Critical Function (CWE-306)",
"tags": [
"third-party-advisory"
],
"url": "https://vuldb.com/submit/791072"
},
{
"tags": [
"exploit"
],
"url": "https://gist.github.com/YLChen-007/f38b32a9cd0c9722e04a716ca4dbf9d5"
}
],
"timeline": [
{
"lang": "en",
"time": "2026-04-19T00:00:00.000Z",
"value": "Advisory disclosed"
},
{
"lang": "en",
"time": "2026-04-19T02:00:00.000Z",
"value": "VulDB entry created"
},
{
"lang": "en",
"time": "2026-04-19T07:45:54.000Z",
"value": "VulDB entry last update"
}
],
"title": "TransformerOptimus SuperAGI Vector Database Management Endpoint vector_dbs.py get_vector_db_details missing authentication"
}
},
"cveMetadata": {
"assignerOrgId": "1af790b2-7ee1-4545-860a-a788eba489b5",
"assignerShortName": "VulDB",
"cveId": "CVE-2026-6582",
"datePublished": "2026-04-19T22:45:11.780Z",
"dateReserved": "2026-04-19T05:40:42.538Z",
"dateUpdated": "2026-04-20T14:06:22.007Z",
"state": "PUBLISHED"
},
"dataType": "CVE_RECORD",
"dataVersion": "5.2",
"vulnerability-lookup:meta": {
"epss": {
"cve": "CVE-2026-6582",
"date": "2026-11-01",
"epss": "0.00391",
"percentile": "0.33275"
},
"nvd": {
"cve": {
"affected": [
{
"affectedData": [
{
"cpes": [
"cpe:2.3:a:superagi:superagi:*:*:*:*:*:*:*:*"
],
"modules": [
"Vector Database Management Endpoint"
],
"product": "SuperAGI",
"vendor": "TransformerOptimus",
"versions": [
{
"status": "affected",
"version": "0.0.1"
},
{
"status": "affected",
"version": "0.0.2"
},
{
"status": "affected",
"version": "0.0.3"
},
{
"status": "affected",
"version": "0.0.4"
},
{
"status": "affected",
"version": "0.0.5"
},
{
"status": "affected",
"version": "0.0.6"
},
{
"status": "affected",
"version": "0.0.7"
},
{
"status": "affected",
"version": "0.0.8"
},
{
"status": "affected",
"version": "0.0.9"
},
{
"status": "affected",
"version": "0.0.10"
},
{
"status": "affected",
"version": "0.0.11"
},
{
"status": "affected",
"version": "0.0.12"
},
{
"status": "affected",
"version": "0.0.13"
},
{
"status": "affected",
"version": "0.0.14"
}
]
}
],
"source": "cna@vuldb.com"
}
],
"cveTags": [],
"descriptions": [
{
"lang": "en",
"value": "A flaw has been found in TransformerOptimus SuperAGI up to 0.0.14. Affected by this issue is the function get_vector_db_details of the file superagi/controllers/vector_dbs.py of the component Vector Database Management Endpoint. Executing a manipulation can lead to missing authentication. The attack can be executed remotely. The exploit has been published and may be used. The vendor was contacted early about this disclosure but did not respond in any way."
},
{
"lang": "es",
"value": "Se ha encontrado una vulnerabilidad en TransformerOptimus SuperAGI hasta la versi\u00f3n 0.0.14. Por este problema se ve afectada la funci\u00f3n get_vector_db_details del archivo superagi/controllers/vector_dbs.py del componente Endpoint de Gesti\u00f3n de Bases de Datos Vectoriales. La ejecuci\u00f3n de una manipulaci\u00f3n puede llevar a una ausencia de autenticaci\u00f3n. El ataque puede ejecutarse de forma remota. El exploit ha sido publicado y puede ser utilizado. Se contact\u00f3 al proveedor con antelaci\u00f3n sobre esta divulgaci\u00f3n, pero no respondi\u00f3 de ninguna manera."
}
],
"id": "CVE-2026-6582",
"lastModified": "2026-10-26T22:10:00.163",
"metrics": {
"cvssMetricV2": [
{
"acInsufInfo": false,
"baseSeverity": "HIGH",
"cvssData": {
"accessComplexity": "LOW",
"accessVector": "NETWORK",
"authentication": "NONE",
"availabilityImpact": "PARTIAL",
"baseScore": 7.5,
"confidentialityImpact": "PARTIAL",
"integrityImpact": "PARTIAL",
"vectorString": "AV:N/AC:L/Au:N/C:P/I:P/A:P",
"version": "2.0"
},
"exploitabilityScore": 10.0,
"impactScore": 6.4,
"obtainAllPrivilege": false,
"obtainOtherPrivilege": false,
"obtainUserPrivilege": false,
"source": "cna@vuldb.com",
"type": "Secondary",
"userInteractionRequired": false
}
],
"cvssMetricV31": [
{
"cvssData": {
"attackComplexity": "LOW",
"attackVector": "NETWORK",
"availabilityImpact": "LOW",
"baseScore": 7.3,
"baseSeverity": "HIGH",
"confidentialityImpact": "LOW",
"integrityImpact": "LOW",
"privilegesRequired": "NONE",
"scope": "UNCHANGED",
"userInteraction": "NONE",
"vectorString": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:L",
"version": "3.1"
},
"exploitabilityScore": 3.9,
"impactScore": 3.4,
"source": "cna@vuldb.com",
"type": "Secondary"
}
],
"cvssMetricV40": [
{
"cvssData": {
"Automatable": "NOT_DEFINED",
"Recovery": "NOT_DEFINED",
"Safety": "NOT_DEFINED",
"attackComplexity": "LOW",
"attackRequirements": "NONE",
"attackVector": "NETWORK",
"availabilityRequirement": "NOT_DEFINED",
"baseScore": 5.5,
"baseSeverity": "MEDIUM",
"confidentialityRequirement": "NOT_DEFINED",
"exploitMaturity": "PROOF_OF_CONCEPT",
"integrityRequirement": "NOT_DEFINED",
"modifiedAttackComplexity": "NOT_DEFINED",
"modifiedAttackRequirements": "NOT_DEFINED",
"modifiedAttackVector": "NOT_DEFINED",
"modifiedPrivilegesRequired": "NOT_DEFINED",
"modifiedSubAvailabilityImpact": "NOT_DEFINED",
"modifiedSubConfidentialityImpact": "NOT_DEFINED",
"modifiedSubIntegrityImpact": "NOT_DEFINED",
"modifiedUserInteraction": "NOT_DEFINED",
"modifiedVulnAvailabilityImpact": "NOT_DEFINED",
"modifiedVulnConfidentialityImpact": "NOT_DEFINED",
"modifiedVulnIntegrityImpact": "NOT_DEFINED",
"privilegesRequired": "NONE",
"providerUrgency": "NOT_DEFINED",
"subAvailabilityImpact": "NONE",
"subConfidentialityImpact": "NONE",
"subIntegrityImpact": "NONE",
"userInteraction": "NONE",
"valueDensity": "NOT_DEFINED",
"vectorString": "CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:L/VI:L/VA:L/SC:N/SI:N/SA:N/E:P/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X",
"version": "4.0",
"vulnAvailabilityImpact": "LOW",
"vulnConfidentialityImpact": "LOW",
"vulnIntegrityImpact": "LOW",
"vulnerabilityResponseEffort": "NOT_DEFINED"
},
"source": "cna@vuldb.com",
"type": "Secondary"
}
],
"ssvcV203": [
{
"source": "134c704f-9b21-4f2e-91b3-4a467353bcc0",
"ssvcData": {
"id": "CVE-2026-6582",
"options": [
{
"exploitation": "poc"
},
{
"automatable": "yes"
},
{
"technicalImpact": "partial"
}
],
"role": "CISA Coordinator",
"timestamp": "2026-04-20T14:04:04.699121Z",
"version": "2.0.3"
}
}
]
},
"published": "2026-04-19T23:16:34.080",
"references": [
{
"source": "cna@vuldb.com",
"url": "https://gist.github.com/YLChen-007/f38b32a9cd0c9722e04a716ca4dbf9d5"
},
{
"source": "cna@vuldb.com",
"url": "https://vuldb.com/submit/791072"
},
{
"source": "cna@vuldb.com",
"url": "https://vuldb.com/vuln/358217"
},
{
"source": "cna@vuldb.com",
"url": "https://vuldb.com/vuln/358217/cti"
}
],
"sourceIdentifier": "cna@vuldb.com",
"vulnStatus": "Deferred",
"weaknesses": [
{
"description": [
{
"lang": "en",
"value": "CWE-287"
},
{
"lang": "en",
"value": "CWE-306"
}
],
"source": "cna@vuldb.com",
"type": "Secondary"
}
]
}
},
"redhat_vex": {
"current_release_date": "2026-06-05T19:32:44+00:00",
"cve": "CVE-2026-6582",
"id": "CVE-2026-6582",
"initial_release_date": "2026-01-01T00:00:00+00:00",
"product_status:known_not_affected": "1",
"source": "Red Hat CSAF VEX",
"status": "final",
"title": "TransformerOptimus SuperAGI Vector Database Management Endpoint vector_dbs.py get_vector_db_details missing authentication",
"url": "https://security.access.redhat.com/data/csaf/v2/vex/2026/cve-2026-6582.json",
"version": "3"
},
"vulnrichment": {
"containers": {
"adp": [
{
"metrics": [
{
"other": {
"content": {
"id": "CVE-2026-6582",
"options": [
{
"Exploitation": "poc"
},
{
"Automatable": "yes"
},
{
"Technical Impact": "partial"
}
],
"role": "CISA Coordinator",
"timestamp": "2026-04-20T14:04:04.699121Z",
"version": "2.0.3"
},
"type": "ssvc"
}
}
],
"providerMetadata": {
"dateUpdated": "2026-04-20T14:05:58.111Z",
"orgId": "134c704f-9b21-4f2e-91b3-4a467353bcc0",
"shortName": "CISA-ADP"
},
"title": "CISA ADP Vulnrichment"
}
],
"cna": {
"affected": [
{
"cpes": [
"cpe:2.3:a:superagi:superagi:*:*:*:*:*:*:*:*"
],
"modules": [
"Vector Database Management Endpoint"
],
"product": "SuperAGI",
"vendor": "TransformerOptimus",
"versions": [
{
"status": "affected",
"version": "0.0.1"
},
{
"status": "affected",
"version": "0.0.2"
},
{
"status": "affected",
"version": "0.0.3"
},
{
"status": "affected",
"version": "0.0.4"
},
{
"status": "affected",
"version": "0.0.5"
},
{
"status": "affected",
"version": "0.0.6"
},
{
"status": "affected",
"version": "0.0.7"
},
{
"status": "affected",
"version": "0.0.8"
},
{
"status": "affected",
"version": "0.0.9"
},
{
"status": "affected",
"version": "0.0.10"
},
{
"status": "affected",
"version": "0.0.11"
},
{
"status": "affected",
"version": "0.0.12"
},
{
"status": "affected",
"version": "0.0.13"
},
{
"status": "affected",
"version": "0.0.14"
}
]
}
],
"credits": [
{
"lang": "en",
"type": "reporter",
"value": "Eric-z (VulDB User)"
},
{
"lang": "en",
"type": "coordinator",
"value": "VulDB CNA Team"
}
],
"descriptions": [
{
"lang": "en",
"value": "A flaw has been found in TransformerOptimus SuperAGI up to 0.0.14. Affected by this issue is the function get_vector_db_details of the file superagi/controllers/vector_dbs.py of the component Vector Database Management Endpoint. Executing a manipulation can lead to missing authentication. The attack can be executed remotely. The exploit has been published and may be used. The vendor was contacted early about this disclosure but did not respond in any way."
}
],
"metrics": [
{
"cvssV4_0": {
"baseScore": 6.9,
"baseSeverity": "MEDIUM",
"vectorString": "CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:L/VI:L/VA:L/SC:N/SI:N/SA:N/E:P",
"version": "4.0"
}
},
{
"cvssV3_1": {
"baseScore": 7.3,
"baseSeverity": "HIGH",
"vectorString": "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:L/E:P/RL:X/RC:R",
"version": "3.1"
}
},
{
"cvssV3_0": {
"baseScore": 7.3,
"baseSeverity": "HIGH",
"vectorString": "CVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:L/E:P/RL:X/RC:R",
"version": "3.0"
}
},
{
"cvssV2_0": {
"baseScore": 7.5,
"vectorString": "AV:N/AC:L/Au:N/C:P/I:P/A:P/E:POC/RL:ND/RC:UR",
"version": "2.0"
}
}
],
"problemTypes": [
{
"descriptions": [
{
"cweId": "CWE-306",
"description": "Missing Authentication",
"lang": "en",
"type": "CWE"
}
]
},
{
"descriptions": [
{
"cweId": "CWE-287",
"description": "Improper Authentication",
"lang": "en",
"type": "CWE"
}
]
}
],
"providerMetadata": {
"dateUpdated": "2026-04-19T22:45:11.780Z",
"orgId": "1af790b2-7ee1-4545-860a-a788eba489b5",
"shortName": "VulDB"
},
"references": [
{
"name": "VDB-358217 | TransformerOptimus SuperAGI Vector Database Management Endpoint vector_dbs.py get_vector_db_details missing authentication",
"tags": [
"vdb-entry",
"technical-description"
],
"url": "https://vuldb.com/vuln/358217"
},
{
"name": "VDB-358217 | CTI Indicators (IOB, IOC, IOA)",
"tags": [
"signature",
"permissions-required"
],
"url": "https://vuldb.com/vuln/358217/cti"
},
{
"name": "Submit #791072 | SuperAGI up to c3c1982 Missing Authentication for Critical Function (CWE-306)",
"tags": [
"third-party-advisory"
],
"url": "https://vuldb.com/submit/791072"
},
{
"tags": [
"exploit"
],
"url": "https://gist.github.com/YLChen-007/f38b32a9cd0c9722e04a716ca4dbf9d5"
}
],
"timeline": [
{
"lang": "en",
"time": "2026-04-19T00:00:00.000Z",
"value": "Advisory disclosed"
},
{
"lang": "en",
"time": "2026-04-19T02:00:00.000Z",
"value": "VulDB entry created"
},
{
"lang": "en",
"time": "2026-04-19T07:45:54.000Z",
"value": "VulDB entry last update"
}
],
"title": "TransformerOptimus SuperAGI Vector Database Management Endpoint vector_dbs.py get_vector_db_details missing authentication"
}
},
"cveMetadata": {
"assignerOrgId": "1af790b2-7ee1-4545-860a-a788eba489b5",
"assignerShortName": "VulDB",
"cveId": "CVE-2026-6582",
"datePublished": "2026-04-19T22:45:11.780Z",
"dateReserved": "2026-04-19T05:40:42.538Z",
"dateUpdated": "2026-04-19T22:45:11.780Z",
"state": "PUBLISHED"
},
"dataType": "CVE_RECORD",
"dataVersion": "5.2"
}
}
}
Loading…
Loading…
Drag nodes to arrange them. Double-click a related vulnerability to open it, or a source to visit its link. The Physics button on the left tunes the layout and the simulation; the legend at the bottom left hides or shows nodes by kind and by sighting type.
Experimental. This forecast is provided for visualization only and may change without notice. Do not use it for operational decisions.
Forecast uses a logistic model when the trend is rising, or an exponential decay model when the trend is falling. Fitted via linearized least squares.
Sightings
| Author | Source | Type | Date | Other |
|---|
Nomenclature
- Seen: The vulnerability was mentioned, discussed, or observed by the user.
- Confirmed: The vulnerability has been validated from an analyst's perspective.
- Published Proof of Concept: A public proof of concept is available for this vulnerability.
- Exploited: The vulnerability was observed as exploited by the user who reported the sighting.
- Patched: The vulnerability was observed as successfully patched by the user who reported the sighting.
- Not exploited: The vulnerability was not observed as exploited by the user who reported the sighting.
- Not confirmed: The user expressed doubt about the validity of the vulnerability.
- Not patched: The vulnerability was not observed as successfully patched by the user who reported the sighting.
Vulnerability timeline
Sightings and recorded dates, grouped by day · UTC
How durations are calculated
Following the VTEM framework (Black Hat USA 2015), time to patch starts when the vendor or a coordinator was informed, total time to patch at discovery, and disclosure to patch at public disclosure; vendor response time runs from the report to its acknowledgement. Time to exploit and time unpatched start at the earliest discovery or report, falling back to public disclosure. Unpatched time ends at the first recorded patch, or the calculation time when no patch is recorded. Exploitation to patch shows the interval between those two events; a published proof of concept is a public exploit, not exploitation.
Each result shows its source dates. A negative interval means the end event came first; when date-only inputs leave the order open, the result says so. Date-only inputs are approximate. The earliest evidence wins: KEV report dates and sightings are labelled as such. Records describing another vulnerability are listed but never calculated from, and a PoC alone does not establish exploitation. Missing patch evidence does not prove that no patch exists. Filters below change the event list only.
Loading timeline…
Loading…
Loading…
The MITRE ATT&CK techniques below are AI-generated suggestions, inferred from the description of the
vulnerability by the CIRCL/vulnerability-attack-technique-classification-roberta-base
model, served locally by ML-Gateway.
They have not been verified by an analyst and are provided for guidance only.
The approach is described in our paper Mapping CVEs to MITRE ATT&CK Techniques: A Curated Gold-Set Classifier and the Limits of LLM-Assisted Label Expansion.
Browse all ATT&CK techniques and the vulnerabilities related to each.
The approach is described in our paper Mapping CVEs to MITRE ATT&CK Techniques: A Curated Gold-Set Classifier and the Limits of LLM-Assisted Label Expansion.
Browse all ATT&CK techniques and the vulnerabilities related to each.
Loading…
Related by attack behaviour
Vulnerabilities whose description is nearest to this one in the vector space of the CIRCL/vulnerability-attack-technique-biencoder model. This is a similarity search over the bi-encoder space (plain cosine), not a classification, and it has no measured accuracy.