gcdRadar
archive/Patch now/AIR-2026-0813
closedclosed 6 Jul 2026Patch now2 Disclosed vulnerabilityAI

vLLM denial of service via prompt embeds on M-RoPE models

vLLM

Sending a pure prompt embeds payload in completion requests to vLLM models using M-RoPE causes an assertion failure. This flaw triggers a fatal crash that shuts down the entire inference server application.

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
7.1
EPSS
0.01 · top 48% · 2026-11-13
fix status
Fix status unknown
first report
6 Jul 2026
last update
20 Jul 2026

Timeline · 2

  1. 6 Jul 2026CVE-2026-55514: vLLM is a library for LLM inference and serving.
  2. 20 Jul 2026CVE-2026-55514: vLLM denial of service via prompt embeds on M-RoPE models

Sources · 2

Advisories and databases

  1. 2026-07-06
    CVE-2026-55514: vLLM is a library for LLM inference and serving.
    NVD · nvd.nist.gov/vuln/detail/CVE-2026-55514
  2. 2026-07-20
    CVE-2026-55514: vLLM denial of service via prompt embeds on M-RoPE models
    GitHub Advisory Database · github.com/advisories/GHSA-33cg-gxv8-3p8g

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

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 20 Jul 2026 · first reported 6 Jul 2026
origin
GitHub Advisory Database
Vulnerability 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
# vLLM denial of service via prompt embeds on M-RoPE models

https://gcdradar.vercel.app/incidents/vllm-denial-of-service-via-prompt-embeds-on-m-rope-models · AIR-2026-0813 · closed 2026-07-06

- Lane: Patch now
- Severity: 2 (Disclosed vulnerability)
- Fix status: Fix status unknown
- First reported: 2026-07-06 (happened 2026-07-20)
- AI role: Attack on AI
- Products: vLLM
- CVE ids: CVE-2026-55514
- CVSS: 7.1

## Summary

Sending a pure prompt embeds payload in completion requests to vLLM models using M-RoPE causes an assertion failure. This flaw triggers a fatal crash that shuts down the entire inference server application.

## What to do

No action recorded; read the sources below and the vendor's advisory.

## Latest updates

- 2026-07-20: CVE-2026-55514: vLLM denial of service via prompt embeds on M-RoPE models (https://github.com/advisories/GHSA-33cg-gxv8-3p8g)
- 2026-07-06: CVE-2026-55514: vLLM is a library for LLM inference and serving. (https://nvd.nist.gov/vuln/detail/CVE-2026-55514)

## Sources

- 2026-07-06 NVD: CVE-2026-55514: vLLM is a library for LLM inference and serving. https://nvd.nist.gov/vuln/detail/CVE-2026-55514
- 2026-07-20 GitHub Advisory Database: CVE-2026-55514: vLLM denial of service via prompt embeds on M-RoPE models https://github.com/advisories/GHSA-33cg-gxv8-3p8g

Verify against the vendor's advisory before changing production. Data CC BY-SA 4.0, https://gcdradar.vercel.app.

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