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CVE-2026-114052 vllm-project CVE debrief

AI-assisted PatchSiren debrief based on the supplied source corpus. The CVE record was published on 2026-10-21T00:36:29.076Z and has not been modified since then. This memory exhaustion vulnerability in vLLM versions 0.25.0 before 0.31.0, specifically in the MOSS-Audio model serving via the /tokenize endpoint, allows unauthenticated attackers to exhaust host memory and crash the API process by sending distinct or oversized mel_config values. Defenders should assess exposure and prioritize patching or mitigating this vulnerability.

Vendor
vllm-project
Product
vllm
CVSS
HIGH 8.7
CISA KEV
Not listed in stored evidence
Original CVE published
2026-10-21
Original CVE updated
2026-10-22
Advisory published
2026-10-21
Advisory updated
2026-10-22

Who should care

Defenders responsible for vLLM installations, especially those with unauthenticated API access, should assess exposure and prioritize patching or mitigating this vulnerability. This includes operators, platform administrators, vulnerability management teams, and security teams who need to verify exposure and take steps to mitigate or patch the vulnerability to prevent potential DoS attacks.

Why it matters

Defenders should prioritize verifying exposure of vLLM installations to this memory exhaustion vulnerability, especially for unauthenticated API access points, and take steps to mitigate or patch the vulnerability to prevent potential DoS attacks.

  • Potential for host memory exhaustion leading to API process crashes
  • Bypassing of --api-key authentication for /tokenize endpoint
  • Need for verification of vLLM version and exposure
  • Potential for denial-of-service (DoS) attacks

Technical summary

The vLLM project is vulnerable to a memory exhaustion attack in versions 0.25.0 before 0.31.0. An unauthenticated attacker can send distinct or oversized mel_config values to the /tokenize endpoint, bypassing the --api-key, to exhaust host memory and crash the API process. This vulnerability affects the MOSS-Audio model serving and can lead to potential denial-of-service (DoS) attacks. Defenders should prioritize verifying exposure of vLLM installations to this memory exhaustion vulnerability, especially for unauthenticated API access points.

Defensive priority

Defenders should prioritize verifying exposure of vLLM installations to this memory exhaustion vulnerability, especially for unauthenticated API access points.

Recommended defensive actions

  • Verify vLLM version and apply patches if necessary
  • Restrict access to the /tokenize endpoint
  • Monitor API usage for suspicious activity
  • Review compensating controls for exposed systems while remediation is scheduled and verified
  • Check relevant monitoring, detection, and logs for exposed assets that need extra review
  • Track exceptions, retest remediated assets, and close the item only after evidence is documented
  • Confirm whether affected product deployments exist in managed environments and assign an owner for follow-up

Evidence notes

The CVE record and source item detail a memory exhaustion vulnerability in vLLM versions 0.25.0 before 0.31.0, specifically in the MOSS-Audio model serving via the /tokenize endpoint. The vulnerability allows unauthenticated attackers to send distinct or oversized mel_config values to exhaust host memory and crash the API process. Defenders should verify exposure and consider patching or mitigating this vulnerability. Evidence is limited to CVE record and source item details.

Sources and references

Verified primary and authoritative sources

  • CVE-2026-114052 CVE Program record

    Publisher, destination, and source semantics verified

    URL: https://www.cve.org/CVERecord?id=CVE-2026-114052

    CVE Program - Official CVE Program record with source-provided CVE metadata.

  • CVE-2026-114052 NVD vulnerability detail

    Publisher, destination, and source semantics verified

    URL: https://nvd.nist.gov/vuln/detail/CVE-2026-114052

    NIST National Vulnerability Database - Official NIST NVD detail page and source-specific vulnerability assessment.

Supplemental references

  • vLLM 0.25.0 before 0.31.0 MOSS-Audio Memory Exhaustion via /tokenize mm_processor_kwargs

    Unverified legacy reference

    URL: https://raw.githubusercontent.com/CVEProject/cvelistV5/main/cves/2026/114xxx/CVE-2026-114052.json

    cve_program_cvelist_v5

  • Source reference

    Unverified legacy reference

    URL: https://github.com/vllm-project/vllm/security/advisories/GHSA-823j-m4cj-hmjf

    Supplemental source - vendor-advisory

  • Source reference

    Unverified legacy reference

    URL: https://www.vulncheck.com/advisories/vllm-0.25.0-before-0.31.0-moss-audio-memory-exhaustion-via-tokenize-mm-processor-kwargs

    Supplemental source - third-party-advisory

Methodology and review provenance

AI-assisted synthesis based on stored public vulnerability evidence. System validation, approval state, and publication status do not by themselves establish human review of this revision. PatchSiren helps prioritize defensive review and does not prove exposure or remediation on any system.