CVE-2026-54234: vLLM remote denial of service via invalid recovered token reinjection
vLLM
A vulnerability in vLLM allows a crafted multi-request speculative workload or gRPC sequence to trigger an out-of-vocabulary token error. This crashes the inference engine with a GPU device-side assertion failure.
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
- 7.5
- EPSS
- 0.01 · top 50% · 2026-11-13
- fix status
- Fix status unknown
- first report
- 6 Jul 2026
- last update
- 17 Jul 2026
- CVE ids
Timeline · 2
Sources · 2
Advisories and databases
- 2026-07-06CVE-2026-54234: vLLM is a high-throughput and memory-efficient inference and serving engine for LLMs.NVD · nvd.nist.gov/vuln/detail/CVE-2026-54234
- 2026-07-17CVE-2026-54234: vLLM has Remote DoS via Invalid Recovered Token ReinjectionGitHub Advisory Database · github.com/advisories/GHSA-8wr5-jm2h-8r4f
Titles and links belong to their publishers. The summary above is written by gcdRadar in its own words; data is CC BY-SA 4.0.
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 17 Jul 2026 · first reported 6 Jul 2026
- origin
- GitHub Advisory DatabaseVulnerability 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 07:00Z · updated 2026-10-18 10:04Z
Lane, AI role, categories and severity come from the classifier; the OWASP and ATLAS rows are derived from the categories. How these are assigned
Copy a brief
This record as a short Markdown brief, for a ticket, a chat or a coding agent.
the brief as text
# CVE-2026-54234: vLLM remote denial of service via invalid recovered token reinjection https://gcdradar.vercel.app/incidents/cve-2026-54234-vllm-remote-denial-of-service-via-invalid-rec · AIR-2026-0808 · closed 2026-07-06 - Lane: Patch now - Severity: 2 (Disclosed vulnerability) - Fix status: Fix status unknown - First reported: 2026-07-06 (happened 2026-07-17) - AI role: Attack on AI - Products: vLLM - CVE ids: CVE-2026-54234 - CVSS: 7.5 ## Summary A vulnerability in vLLM allows a crafted multi-request speculative workload or gRPC sequence to trigger an out-of-vocabulary token error. This crashes the inference engine with a GPU device-side assertion failure. ## What to do No action recorded; read the sources below and the vendor's advisory. ## Latest updates - 2026-07-17: CVE-2026-54234: vLLM has Remote DoS via Invalid Recovered Token Reinjection (https://github.com/advisories/GHSA-8wr5-jm2h-8r4f) - 2026-07-06: CVE-2026-54234: vLLM is a high-throughput and memory-efficient inference and serving engine for LLMs. (https://nvd.nist.gov/vuln/detail/CVE-2026-54234) ## Sources - 2026-07-06 NVD: CVE-2026-54234: vLLM is a high-throughput and memory-efficient inference and serving engine for LLMs. https://nvd.nist.gov/vuln/detail/CVE-2026-54234 - 2026-07-17 GitHub Advisory Database: CVE-2026-54234: vLLM has Remote DoS via Invalid Recovered Token Reinjection https://github.com/advisories/GHSA-8wr5-jm2h-8r4f Verify against the vendor's advisory before changing production. Data CC BY-SA 4.0, https://gcdradar.vercel.app.
Related
- closed7.1vLLM vLLM denial of service via prompt embeds on M-RoPE models
Patch now · Disclosed · since 20 Jul 2026 · updated 20 Jul 2026 · CVE-2026-55514
AI - closed8.7vLLM vLLM ReDoS vulnerability in structured outputs regex compilation
Patch now · Disclosed · since 17 Jul 2026 · updated 17 Jul 2026 · CVE-2026-55574
AI - closed6.5vLLM CVE-2026-55646: vLLM speech-to-text enforces size limit after full file read
Patch now · Disclosed · since 17 Jul 2026 · updated 17 Jul 2026 · CVE-2026-55646
AI - closed8.8vLLM CVE-2026-54232: Dependency confusion flaw in vLLM Dockerfile
Patch now · Disclosed · since 22 Jun 2026 · CVE-2026-54232
AI - closed7.5vLLM CVE-2025-71379: vLLM regular expression denial of service vulnerabilities
Patch now · Disclosed · since 20 Jun 2026 · CVE-2025-71379
AI - closed4.8vLLM CVE-2026-12491: vLLM flawed image metadata handling leads to input distortion
Patch now · Disclosed · since 17 Jun 2026 · CVE-2026-12491
AI