Description
vLLM after 0.24.0 and before 0.31.0 contains a memory exhaustion vulnerability in MOSS-Audio model serving that caches a processor for every distinct request-controlled mm_processor_kwargs value in an unbounded dictionary. Unauthenticated attackers can send distinct or oversized mel_config values to the /tokenize endpoint, which bypasses --api-key, to exhaust host memory and crash the API process.
Published: 2026-10-21
Score: 8.7 High
EPSS: < 1% Very Low
KEV: No
Impact: Denial of Service via Memory Exhaustion
Action: Upgrade to 0.31.0
AI Analysis

Impact

The vulnerability arises from an unbounded cache that stores a processor for each distinct value of the mm_processor_kwargs parameter when the /tokenize endpoint is called. Unauthenticated users can supply distinct or oversized mel_config values, causing the cache to grow without bound. As memory is consumed, the host exhausts available RAM, eventually crashing the vLLM API process. The effect is a denial of service in which the service becomes unavailable; the vulnerability does not provide a path for executing arbitrary code or accessing sensitive data.

Affected Systems

The affected product is the vLLM library from the vllm-project, specifically versions 0.25.0 up to, but not including, 0.31.0. Any deployment that hosts the /tokenize endpoint for the MOSS‑Audio model without the protective update is vulnerable.

Risk and Exploitability

The entry has a CVSS score of 8.7, indicating high severity, and an EPSS score below 1 %, suggesting exploitation probability is currently low but not impossible. The vulnerability is publicly known but not yet listed in the CISA KEV catalog. Attackers can reach the vulnerable endpoint over the network; no authentication is required. If successfully exploited, the attacker causes memory exhaustion, which leads to service disruption. The limited exploitability combined with the severe impact implies that operators should prioritize patching, but the low EPSS suggests immediate risk may be modest.

Generated by OpenCVE AI on October 21, 2026 at 15:08 UTC.

Remediation

No solution or workaround provided in the CVE record.

OpenCVE Recommended Actions

  • Upgrade to vLLM 0.31.0 or later, which removes the unbounded cache.
  • If an upgrade is not immediately possible, restrict access to the /tokenize endpoint by enforcing API‑key authentication or implementing rate limiting so only trusted clients can invoke it.
  • Configure application‑level memory limits or system‑level cgroups to prevent a single process from consuming all host memory, thereby mitigating the impact of a potential exhaustion attack.

Generated by OpenCVE AI on October 21, 2026 at 15:08 UTC.

Tracking

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Advisories

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History

Fri, 23 Oct 2026 00:45:00 +0000

Type Values Removed Values Added
Metrics ssvc

{'options': {'Automatable': 'yes', 'Exploitation': 'none', 'Technical Impact': 'partial'}, 'version': '2.0.3'}


Thu, 22 Oct 2026 12:30:00 +0000

Type Values Removed Values Added
References
Metrics threat_severity

None

threat_severity

Important


Thu, 22 Oct 2026 10:30:00 +0000

Type Values Removed Values Added
First Time appeared Vllm-project
Vllm-project vllm
Vendors & Products Vllm-project
Vllm-project vllm

Wed, 21 Oct 2026 00:45:00 +0000

Type Values Removed Values Added
Description vLLM after 0.24.0 and before 0.31.0 contains a memory exhaustion vulnerability in MOSS-Audio model serving that caches a processor for every distinct request-controlled mm_processor_kwargs value in an unbounded dictionary. Unauthenticated attackers can send distinct or oversized mel_config values to the /tokenize endpoint, which bypasses --api-key, to exhaust host memory and crash the API process.
Title vLLM 0.25.0 before 0.31.0 MOSS-Audio Memory Exhaustion via /tokenize mm_processor_kwargs
First Time appeared Vllm
Vllm vllm
Weaknesses CWE-770
CPEs cpe:2.3:a:vllm:vllm:*:*:*:*:*:*:*:*
Vendors & Products Vllm
Vllm vllm
References
Metrics cvssV3_1

{'score': 7.5, 'vector': 'CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H'}

cvssV4_0

{'score': 8.7, 'vector': 'CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N'}


cve-icon MITRE

Status: PUBLISHED

Assigner: VulnCheck

Published:

Updated: 2026-10-22T18:16:55.772Z

Reserved: 2026-10-20T21:42:27.669Z

Link: CVE-2026-114052

cve-icon Vulnrichment

Updated: 2026-10-22T18:16:49.624Z

cve-icon NVD

Status : Analyzed

Published: 2026-10-21T01:17:27.943

Modified: 2026-11-03T18:44:55.850

Link: CVE-2026-114052

cve-icon Redhat

Severity : Important

Publid Date: 2026-10-21T00:36:29Z

Links: CVE-2026-114052 - Bugzilla

cve-icon OpenCVE Enrichment

Updated: 2026-10-22T10:15:03Z

Weaknesses
  • CWE-770

    Allocation of Resources Without Limits or Throttling