
CVE catalog
CVE-2026-41523
vLLM is an inference and serving engine for large…
A flaw was found in vLLM, an inference and serving engine for large language models (LLMs). An unauthenticated attacker can exploit an assert-based security check during activation function loading. By publishing a malicious HuggingFace model, an attacker can achieve arbitrary code execution on the server when vLLM runs in Python optimized mode. vllm: vLLM: Arbitrary code execution via malicious HuggingFace model Red Hat rates this issue as having Important impact for Red Hat AI Inference Server and Red Hat OpenShift AI vLLM serving images, and Moderate impact for Red Hat Enterprise Linux AI bootc images that bundle vLLM. Exploitation requires loading an untrusted HuggingFace cross-encoder model while the vLLM process runs with Python optimized mode (python -O or PYTHONOPTIMIZE=1). Red Hat AI Inference Server 3.2/3.3 images and other components without the vulnerable pooler activation loader (vLLM < 0.14.0) are not affected. The CVSS score(s) listed for this vulnerability do not reflect the associated product's status, and are included for informational purposes to better understand the severity of this vulnerability.
- Severity
- High · CVSS 7.5
CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:H/I:H/A:H - Published
- Source
- [NVD] · [CVE record]
- EPSS
- 0.91% · Oct 27, 2026
Reported versions and fixes
Each observation applies to its named package, distribution, and release. Distribution backports can fix a vulnerability while retaining an older upstream version number.
Version impact has not been established. The original provider fields are retained below.
Provider details and historical evidence
Original provider fields
{
"package_releases": [],
"fixed_versions": [],
"distribution_packages": [
{
"name": "vllm",
"ecosystem": "cpe",
"fixed_version": "0.22.0"
},
{
"name": "vllm",
"ranges": [
{
"fixed": "0.22.0",
"introduced": "",
"last_affected": "",
"start_excluding": ""
}
],
"ecosystem": "cpe",
"fixed_version": "0.22.0",
"provider_record_id": "NVD-CVE-2026-41523"
},
{
"name": "vllm",
"ecosystem": "pip",
"fixed_version": "0.22.0",
"provider_record_id": "GHSA-Q8GQ-377P-JQ3R"
}
]
}OpenFactory catalog packages
Matching against OpenFactory catalog package versions is in progress.
Observed:
References
- [https://access.redhat.com/errata/RHSA-2026:36005]
- [https://access.redhat.com/errata/RHSA-2026:36006]
- [https://access.redhat.com/errata/RHSA-2026:57380]
- [https://access.redhat.com/errata/RHSA-2026:57387]
- [https://access.redhat.com/errata/RHSA-2026:57389]
- [https://access.redhat.com/errata/RHSA-2026:57390]
- [https://access.redhat.com/errata/RHSA-2026:59138]
- [https://access.redhat.com/errata/RHSA-2026:59139]
- [https://access.redhat.com/errata/RHSA-2026:59144]
- [https://access.redhat.com/errata/RHSA-2026:59151]
- [https://access.redhat.com/errata/RHSA-2026:61627]
- [https://access.redhat.com/errata/RHSA-2026:61629]
- [https://access.redhat.com/errata/RHSA-2026:62335]
- [https://access.redhat.com/errata/RHSA-2026:62336]
- [https://access.redhat.com/security/cve/CVE-2026-41523]
- [https://bugzilla.redhat.com/show_bug.cgi?id=2491582]
- [https://github.com/advisories/GHSA-q8gq-377p-jq3r]
- [https://github.com/vllm-project/vllm/commit/b3c7ffcab82c2439726f8cb213800f6f38c023d3]
- [https://github.com/vllm-project/vllm/security/advisories/GHSA-q8gq-377p-jq3r]
- [https://huntr.com/bounties/dcb05b04-e625-41e7-adbc-bbae0cc2d64c]
- [https://nvd.nist.gov/vuln/detail/CVE-2026-41523]
- [https://security.access.redhat.com/data/csaf/v2/vex/2026/cve-2026-41523.json]
- [https://wid.cert-bund.de/.well-known/csaf/white/2026/wid-sec-w-2026-1911.json]
[CERT-Bund public advisories] · [FIRST EPSS] · [GitHub Advisory Database] · [National Vulnerability Database (NVD)] · [Red Hat security advisories and VEX]