vLLM Denial of Service via Unbounded Video Sampler Frames
vLLM
An unauthenticated caller can submit malicious video frame parameters to the vLLM tokenizer endpoint, consuming excessive frontend memory and crashing the API process. The vulnerability is addressed in updated framework releases.
disclosed CVENo confirmed exploitation, so this record is tracked as a disclosed vulnerability and not counted as an incident. It moves into the counts if CISA or the vendor confirms exploitation. Why
- CVSS
- 5.3
- EPSS
- <0.01 · top 77% · 2026-11-13
- fix status
- Fix status unknown
- first report
- 5 Oct 2026
- last update
- 5 Oct 2026
- CVE ids
Timeline · 2
Sources · 2
Advisories and databases
- 2026-10-05CVE-2026-105758: vLLM is an inference and serving engine for large language models.NVD · nvd.nist.gov/vuln/detail/CVE-2026-105758
- 2026-10-05CVE-2026-105758: vLLM: Qwen2-VL / Qwen3-VL video samplers bound on request-controlled max_frames, which the num_frames ceiling does not reachGitHub Advisory Database · github.com/advisories/GHSA-x6mc-67gf-chw4
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Classification
- lane
- Patch now
- AI role
- Attack on AI
- categories
- Infrastructure vulnerability
- severity
- 2 · Disclosed vulnerability
- fix status
- Fix status unknown
- targets
- Framework / tooling
- owasp llm top 10
- LLM03:2025 Supply Chain
- mitre atlas
- no technique for these categories
- dates
- happened 5 Oct 2026 · first reported 5 Oct 2026
- origin
- NVDVulnerability record from NVD / the GitHub Advisory Database. This product uses the NVD API but is not endorsed or certified by the NVD.
- record
- confidence 0.95 · created 2026-10-18 06:33Z · updated 2026-10-18 06:33Z
Lane, AI role, categories and severity come from the classifier; the OWASP and ATLAS rows are derived from the categories. How these are assigned
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the brief as text
# vLLM Denial of Service via Unbounded Video Sampler Frames https://gcdradar.vercel.app/incidents/vllm-denial-of-service-via-unbounded-video-sampler-frames · AIR-2026-0240 · closed 2026-10-05 - Lane: Patch now - Severity: 2 (Disclosed vulnerability) - Fix status: Fix status unknown - First reported: 2026-10-05 - AI role: Attack on AI - Products: vLLM - CVE ids: CVE-2026-105758 - CVSS: 5.3 ## Summary An unauthenticated caller can submit malicious video frame parameters to the vLLM tokenizer endpoint, consuming excessive frontend memory and crashing the API process. The vulnerability is addressed in updated framework releases. ## What to do No action recorded; read the sources below and the vendor's advisory. ## Latest updates - 2026-10-05: CVE-2026-105758: vLLM: Qwen2-VL / Qwen3-VL video samplers bound on request-controlled max_frames, which the num_frames ceiling does not reach (https://github.com/advisories/GHSA-x6mc-67gf-chw4) - 2026-10-05: CVE-2026-105758: vLLM is an inference and serving engine for large language models. (https://nvd.nist.gov/vuln/detail/CVE-2026-105758) ## Sources - 2026-10-05 NVD: CVE-2026-105758: vLLM is an inference and serving engine for large language models. https://nvd.nist.gov/vuln/detail/CVE-2026-105758 - 2026-10-05 GitHub Advisory Database: CVE-2026-105758: vLLM: Qwen2-VL / Qwen3-VL video samplers bound on request-controlled max_frames, which the num_frames ceiling does not reach https://github.com/advisories/GHSA-x6mc-67gf-chw4 Verify against the vendor's advisory before changing production. Data CC BY-SA 4.0, https://gcdradar.vercel.app.
Related
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Patch now · Disclosed · Patched · since 26 Oct 2026 · updated 28 Oct 2026 · CVE-2026-115912
AI - closed6.5vLLM CVE-2026-115916: vLLM tokenizer off-by-one engine termination
Patch now · Disclosed · Patched · since 26 Oct 2026 · updated 28 Oct 2026 · CVE-2026-115916
AI - closed6.5vLLM CVE-2026-115918: vLLM chat template parsing resource exhaustion
Patch now · Disclosed · Patched · since 26 Oct 2026 · updated 28 Oct 2026 · CVE-2026-115918
AI - closed6.5vLLM CVE-2026-115914: vLLM multimodal OCR path denial of service
Patch now · Disclosed · Patched · since 26 Oct 2026 · updated 28 Oct 2026 · CVE-2026-115914
AI - closed8.1vLLM CVE-2026-115915: vLLM insecure image parsing command execution vulnerability
Patch now · Disclosed · Patched · since 26 Oct 2026 · updated 28 Oct 2026 · CVE-2026-115915
AI - closed3.4vLLM CVE-2026-115917: vLLM permissive CORS configuration vulnerability
Patch now · Disclosed · Patched · since 26 Oct 2026 · updated 28 Oct 2026 · CVE-2026-115917
AI