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GHSA-7972-pg2x-xr59 CVE-2026-27893 PYSEC-2026-2297

vLLM has Hardcoded Trust Override in Model Files Enables RCE Despite Explicit User Opt-Out

High PyPI
Severity
8.8 / 10
High · CVSS 3.1
Exploit chance (EPSS)
1.37%
Chance of exploitation in the next 30 days. Higher than 71.91% of scored vulnerabilities.
Known exploited
No
Not in CISA's catalog
Weakness
CWE-693 Protection Mechanism Failure
Fix
0.18.0
Upgrade vllm to this version or later

Description

Summary

Two model implementation files hardcode trust_remote_code=True when loading sub-components, bypassing the user's explicit --trust-remote-code=False security opt-out. This enables remote code execution via malicious model repositories even when the user has explicitly disabled remote code trust.

Details

Affected files (latest main branch):

  1. vllm/model_executor/models/nemotron_vl.py:430
vision_model = AutoModel.from_config(config.vision_config, trust_remote_code=True)
  1. vllm/model_executor/models/kimi_k25.py:177
  cached_get_image_processor(self.ctx.model_config.model, trust_remote_code=True)

Both pass a hardcoded trust_remote_code=True to HuggingFace API calls, overriding the user's global --trust-remote-code=False setting.

Relation to prior CVEs:

  • CVE-2025-66448 fixed auto_map resolution in vllm/transformers_utils/config.py (config loading path)
  • CVE-2026-22807 fixed broader auto_map at startup
  • Both fixes are present in the current code. These hardcoded instances in model files survived both patches — different code paths.

Impact

Remote code execution. An attacker can craft a malicious model repository that executes arbitrary Python code when loaded by vLLM, even when the user has explicitly set --trust-remote-code=False. This undermines the security guarantee that trust_remote_code=False is intended to provide.

Remediation: Replace hardcoded trust_remote_code=True with self.config.model_config.trust_remote_code in both files. Raise a clear error if the model component requires remote code but the user hasn't opted in.

Affected versions

PyPI

PackageVulnerableFixed in
vllm
>= 0.10.1, < 0.18.0
0.18.0

How to fix

Move to the fixed version or later with your package manager, update the lockfile, and run your tests. If the package only arrives through another dependency, upgrade that dependency first. If none of its releases pulls a fixed version yet, force the version with your package manager's override.

vllm PyPI → 0.18.0

pip
pip install --upgrade "vllm>=0.18.0"
poetry
poetry add "vllm>=0.18.0"
uv
uv add "vllm>=0.18.0"

Severity breakdown

CVSS 3.1 8.8

CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H

Attack vector
Network
Attack complexity
Low
Privileges required
None
User interaction
Required
Scope
Unchanged
Confidentiality
High
Integrity
High
Availability
High

Weakness

CWE-693: Protection Mechanism Failure

The product does not use or incorrectly uses a protection mechanism that provides sufficient defense against directed attacks against the product.

References

Timeline

  1. Published
  2. Last updated by the source
  3. Latest EPSS score
AdvisorySeverityWhy it's related
GHSA-8397-8qf6-f2gm
vLLM: Phi-4 multimodal audio encoder materializes and retains full attention matrices: a single max-length audio OOM-crashes the vLLM engine
Medium Also affects vllm
GHSA-x567-49g5-p4cf
vLLM: Responses API bypasses trust_request_chat_template for chat_template_kwargs
Medium Also affects vllm
GHSA-vvpg-rrww-wpmh
vLLM: Permissive default CORS origins allow cross-origin requests to the vLLM HTTP server
Medium Also affects vllm
GHSA-q97c-p368-75c4
vLLM: Out-of-vocabulary prompt token id passes input validation and triggers a CUDA device-side assert (engine crash / DoS)
Medium Also affects vllm
GHSA-h3rc-j82p-2c3h
vLLM: Untrusted EPS inputs can trigger denial of service or Ghostscript RCE
High Also affects vllm
GHSA-gq5q-89c7-vhvx
vLLM DeepSeek-OCR image processing vulnerable to denial of service
Medium Also affects vllm
GHSA-6757-hggm-hp2w
vLLM: Public multimodal SHM handle forgery reaches worker-side `pickle.loads()` with insecure serialization disabled
High Also affects vllm
GHSA-542m-9234-8gvf
vLLM: DoS via unbounded chat_template Jinja2 rendering exhausts the renderer thread pool
Medium Also affects vllm
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