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CVE-2026-5497: CWE-400 Uncontrolled Resource Consumption in vllm-project vllm-project/vllm

0
High
VulnerabilityCVE-2026-5497cvecve-2026-5497cwe-400
Published: Thu Jun 11 2026 (06/11/2026, 08:31:18 UTC)
Source: CVE Database V5
Vendor/Project: vllm-project
Product: vllm-project/vllm

Description

vLLM versions 0.8.0 and later are vulnerable to an Out-of-Memory (OOM) Denial of Service (DoS) attack due to unbounded frame count processing in the `VideoMediaIO.load_base64()` method. When processing `video/jpeg` data URLs, the method splits the base64 data string on commas to extract individual JPEG frames without enforcing a frame count limit. An attacker can exploit this by crafting a single API request containing thousands of comma-separated base64-encoded JPEG frames in a data URL, causing the server to decode all frames into memory and crash due to excessive memory consumption. This vulnerability is reachable via the OpenAI-compatible chat completions API and does not require authentication.

CVSS v3.0

Score 7.5high

Attack Vector
Network
Attack Complexity
Low
Privileges Required
None
User Interaction
None
Scope
Unchanged
Confidentiality
None
Integrity
None
Availability
High
CVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H

AI-Powered Analysis

Machine-generated threat intelligence

AILast updated: 06/11/2026, 10:12:10 UTC

Technical Analysis

The vLLM project’s VideoMediaIO.load_base64() method processes video/jpeg data URLs by splitting the base64 data string on commas to extract individual JPEG frames. There is no limit enforced on the number of frames processed, allowing an attacker to craft a single API request containing thousands of frames. This causes the server to decode all frames into memory, resulting in uncontrolled resource consumption and an Out-of-Memory Denial of Service. The vulnerability is present in vLLM versions 0.8.0 and later and is reachable without authentication via the OpenAI-compatible chat completions API.

Potential Impact

Successful exploitation results in a high-severity Denial of Service condition due to excessive memory consumption causing the server to crash or become unresponsive. There is no impact on confidentiality or integrity reported. The vulnerability can be triggered remotely without authentication, increasing the risk of disruption to services relying on the affected vLLM versions.

Mitigation Recommendations

Patch status is not yet confirmed — check the vendor advisory for current remediation guidance. Until an official fix is available, consider implementing request size limits or input validation to restrict the number of frames processed in video/jpeg data URLs. Monitoring and rate limiting API requests may help reduce exposure to this vulnerability.

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Technical Details

Data Version
5.2
Assigner Short Name
@huntr_ai
Date Reserved
2026-04-03T14:41:01.113Z
Cvss Version
3.0
State
PUBLISHED
Remediation Level
null

Threat ID: 6a2a86879e049e7b7ef28551

Added to database: 6/11/2026, 9:57:27 AM

Last enriched: 6/11/2026, 10:12:10 AM

Last updated: 6/11/2026, 11:54:27 AM

Views: 6

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