vLLM: Remote DoS via Special-Token Placeholders
Key facts
- Attack vector
- Network
- Privileges required
- None
- User interaction
- None
- Attack complexity
- Low
- Impact type
- Denial of service
- Confidentiality · integrity · availability
- None · None · High
- Fix status
- Partial Red Hat: 2 fixed, 3 without a fix
Attack profile from CVSS 3.1 · NVD. Fix status from CNA, GitHub and Red Hat. Impact type from CWE-129 and the CVSS impact.
Summary
vLLM is an inference and serving engine for large language models (LLMs). From 0.6.1 to before 0.20.0, there is a a Token Injection vulnerability in vLLM’s multimodal processing. Unauthenticated, text-only prompts that spell special tokens are interpreted as control. Image and video placeholder sequences supplied without matching data cause vLLM to index into empty grids during input-position computation, raising an unhandled IndexError and terminating the worker or degrading availability. Multimodal paths that rely on image_grid_thw/video_grid_thw are affected. This vulnerability is fixed in 0.20.0.
Why it matters now
SSVC decision points
CISA ADP · SSVC 2.0.3
- Exploitation
- None
- Automatable
- No
- Technical impact
- Partial
The decision (Track, Attend, Act) also depends on your mission and well-being impact; see CISA's SSVC guide.
Affected products
| Vendor | Product | Affected versions | Fixed in | Status | Source |
|---|---|---|---|---|---|
| vllm-project | vllm | 0.6.1 to before 0.20.0 | 0.20.0 | Patch available | CNA |
| — | vllm (PyPI) | 0.6.1 to before 0.20.0 | 0.20.0 | Patch available | GHSA-hpv8-x276-m59f |
- vllm Vendorvllm-project Affected 0.6.1 to before 0.20.0 Fixed in 0.20.0 Patch available CNA
- vllm (PyPI) Vendor— Affected 0.6.1 to before 0.20.0 Fixed in 0.20.0 Patch available GHSA-hpv8-x276-m59f
Remediation
- Fix · CNA vllm (vllm-project) Fixed in 0.20.0
- Fix · GHSA-hpv8-x276-m59f vllm (PyPI) Fixed in 0.20.0 Advisory →
Red Hat 3 advisories
- RHSA-2026:61629 Released 2026-08-31 · Red Hat rating ImportantRed Hat AI Inference Server 3.2.2 (ROCm)
- Red Hat AI Inference Server 3.2 registry.redhat.io/rhaiis/vllm-rocm-rhel9
- RHSA-2026:61627 Released 2026-08-31 · Red Hat rating ImportantRed Hat AI Inference Server 3.2.2 (CUDA)
- Red Hat AI Inference Server 3.2 registry.redhat.io/rhaiis/vllm-cuda-rhel9
- RHSA-2026:60363 Released 2026-08-26 · Red Hat rating ImportantRed Hat AI Inference Server 3.3.6 (Spyre)
- Red Hat AI Inference Server 3.3 registry.redhat.io/rhaiis/vllm-spyre-rhel9
Vendor assessments
Red Hat
Red Hat rating: Important. Red Hat's page for this CVE →
| Product | Status | Plan or fix |
|---|---|---|
| Red Hat AI Inference Server | Affected | No fix planned: Will not fix |
| Red Hat Enterprise Linux AI (RHEL AI) 3 | Affected | No fix yet |
| Red Hat OpenShift AI (RHOAI) | Affected | No fix yet |
| Red Hat AI Inference Server 3.2 | Fixed | RHSA-2026:61627, RHSA-2026:61629 |
| Red Hat AI Inference Server 3.3 | Fixed | RHSA-2026:60363 |
Not affected: 1 product
- Red Hat OpenShift AI (RHOAI)
Timeline
- 2026-10-02 Threatist record created from CVE-2026-44222
- 2026-10-03 Alias added: GHSA-hpv8-x276-m59f
References
Advisory 2
More vllm-project vulnerabilities
- TI-2024-10229 Remote Code Execution in vllm-project/vllm CVSS 3.0CRITICAL 9.8
- TI-2024-08404 Remote Code Execution in vllm-project/vllm CVSS 3.1CRITICAL 9.8
- TI-2026-36017 vLLM: OpenAI auth bypass CVSS 3.1CRITICAL 9.1
- TI-2026-63056 vLLM before 0.28.0 Denial of Service via negative token ID CVSS 4.0HIGH 8.7
- TI-2026-04308 Hardcoded trust_remote_code=True in vllm-project/vllm Bypasses User Security Control CVSS 3.0HIGH 8.8
- TI-2026-39137 vLLM: Remote DoS in vLLM via Invalid Recovered Token Reinjection CVSS 3.1HIGH 7.5
Sources
- CVE-2026-44222 · CVE Program
- CVE-2026-44222 · NVD
- FIRST EPSS
- GHSA-hpv8-x276-m59f · GitHub Advisory Database · CC BY 4.0
- CVE-2026-44222 · Red Hat security data · CC BY 4.0
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