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MEDIUM severity

CVE-2026-55646 — vllm

MEDIUMFix: vllm-project/vllm@b997071

CVE-2026-55646 is a medium-severity (CVSS 6.5) Uncontrolled Resource Consumption vulnerability in vllm. A fix is available for vllm — see the affected versions and patch details below.

vLLM speech-to-text endpoints allocate full upload before enforcing the audio file-size limit

Also known asGHSA-v82g-2437-67m2PYSEC-2026-2305
Published
Updated
Affected
1 pkg
Patched
1 / 1
Exploits
None indexed
Exploitation data as of Oct 21, 2026 · OSV.dev, NVD, FIRST.org (EPSS)

Exploitation Status

Proof-of-concept exploit code exists

  • CISA’s SSVC triage found public proof-of-concept exploit code for this CVE, though no confirmed active exploitation.

Exploitation and automatability from CISA’s SSVC triage for CVE-2026-55646.

EPSS Exploitation Probability

via FIRST.org ↗
0.5%probability of exploitation in next 30 days
Lower Risk0.00%
Lower risk than most CVEs43th percentile — riskier than 43% of all scored CVEsHighest risk
0.00%0.34%0.68%1.02%0.3%0.5%0.5%0.5%Aug 26Oct 26Oct 26

Probability of exploitation in the next 30 days, from FIRST.org EPSS.

How urgent is this, really

CVE-2026-55646 by exploitation likelihood (EPSS) against impact (CVSS). Outside the shaded patch-first corner.

Where this sits among everything scored

Of 394,803 CVEs with a current EPSS score, this one falls in the < 10% band (highlighted). Counts from FIRST.org, log-scaled.

Real-World Exposure

1 pkg affected
🐍vllm

Real-time download stats are indexed for npm and PyPI packages. This vulnerability affects PyPI packages — download data is not available via public APIs for these ecosystems.

Description

Summary

Current-head vLLM documents VLLM_MAX_AUDIO_CLIP_FILESIZE_MB as the maximum audio file size accepted by the speech-to-text APIs. The default is 25 MB. vllm/envs.py also describes files larger than this value as rejected.

The /v1/audio/transcriptions and /v1/audio/translations routes call await request.file.read() before vLLM checks that limit. In FastAPI and Starlette, UploadFile.read() returns bytes from the uploaded file object; when called without a size argument, the route materializes the remaining file contents. vLLM then performs the compressed file-size check later in _preprocess_speech_to_text() against the already-created bytes object.

As a result, the documented compressed audio file-size limit does not bound the memory allocated by vLLM endpoint code before validation. An oversized multipart upload can cause vLLM to allocate memory proportional to the uploaded file size before rejecting the request as too large.

This is distinct from GHSA-6pr9-rp53-2pmc, which covered decoded PCM expansion after compressed input was accepted. This report covers compressed upload materialization before compressed-size validation.

Technical Details

The upload routes perform an unbounded read before vLLM checks the documented compressed audio file-size limit:

  • vllm/entrypoints/speech_to_text/transcription/api_router.py: audio_data = await request.file.read()
  • vllm/entrypoints/speech_to_text/translation/api_router.py: audio_data = await request.file.read()
  • vllm/entrypoints/speech_to_text/base/serving.py later checks: if len(audio_data) / 1024**2 > self.max_audio_filesize_mb

There is no route-level check of request.file.size, Content-Length, a bounded read(max_bytes + 1), or a streaming copy that stops at the configured limit before the full file is materialized.

This does not appear to be intended behavior. vLLM's security guide treats request-controlled resource use as a security boundary: for example, requests that exceed VLLM_MAX_N_SEQUENCES are rejected before reaching the engine. The speech-to-text upload limit is documented in the same spirit as an API enforced limit, but the first vLLM check happens after the over-limit upload has already been copied into a bytes object.

Impact

Attack requirements:

  • the deployment exposes /v1/audio/transcriptions or /v1/audio/translations;
  • a speech-to-text capable model/task is configured; and
  • the caller can submit requests to the endpoint, including any API key the deployment requires.

An API caller who meets those requirements can send an oversized audio file. vLLM reads the full uploaded file into memory before applying the configured compressed audio file-size limit. This can create memory pressure or, depending on process/container limits and concurrency, terminate the process before the request is rejected.

Suggested severity: Moderate, CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H (6.5), CWE-770/CWE-400.

The impact is availability-only. This is not a claim of code execution, data access, cross-tenant data exposure, parser-level multipart memory exhaustion, or persistence after process restart. Deployment body-size limits at a reverse proxy or ASGI layer can mitigate the issue before vLLM sees the request, but vLLM's own documented file-size limit does not currently provide that memory boundary.

Suggested Fix

Enforce the compressed audio upload limit before the unbounded read:

  • Check reliable upload size metadata before reading when available.
  • Read at most max_bytes + 1 bytes in chunks as a defense-in-depth guard against missing or unreliable metadata.
  • Share the helper between transcription and translation routes.
  • Add regression tests that prove an over-limit UploadFile is rejected without calling an unbounded read().

The important property is that over-limit compressed uploads are rejected before vLLM allocates the full uploaded file as bytes.

Resources

  • vLLM security policy: https://github.com/vllm-project/vllm/security/policy
  • vLLM speech-to-text docs: https://docs.vllm.ai/en/latest/serving/online_serving/speech_to_text/
  • vLLM security guide, request parameter resource limits: https://docs.vllm.ai/en/latest/usage/security/
  • vLLM vulnerability management docs: https://docs.vllm.ai/en/latest/contributing/vulnerability_management/
  • FastAPI file uploads: https://fastapi.tiangolo.com/reference/uploadfile/
  • Starlette uploaded files: https://www.starlette.io/requests/
  • Adjacent published audio advisory: https://github.com/vllm-project/vllm/security/advisories/GHSA-6pr9-rp53-2pmc
  • Request-parameter resource DoS precedent: https://github.com/vllm-project/vllm/security/advisories/GHSA-3mwp-wvh9-7528

Appendix: Affected Version

Validated against current head:

  • commit: 1033ffac2eccf986fdd880f4dee64ca3b22c63c9
  • described version: v0.22.1rc0-491-g1033ffac2e

Known affected range: current head. It has not been determined the introducing commit or release range.

Appendix: Proof Of Vulnerability

The attached proof is a non-destructive static probe. It does not upload a large file or contact a running vLLM server:

python3 attached-evidence/poc/audio_upload_size_precheck_probe.py

Observed result:

{
  "pov": "this report",
  "validated": true,
  "default_limit_mb": 25,
  "documented_api_limit": true,
  "routes": {
    "transcription_route": {
      "unbounded_upload_read": true,
      "early_size_guard_before_read": false,
      "chunked_bounded_read": false
    },
    "translation_route": {
      "unbounded_upload_read": true,
      "early_size_guard_before_read": false,
      "chunked_bounded_read": false
    }
  },
  "late_size_check": {
    "present": true
  }
}

Expected behavior: vLLM rejects over-limit audio files before materializing the entire upload into memory in vLLM endpoint code.

Actual behavior: the route materializes the upload into memory first, and only then does vLLM reject the request as exceeding VLLM_MAX_AUDIO_CLIP_FILESIZE_MB.

Affected Packages

1 total 1 fixed
EcosystemPackageVulnerable rangeFix
🐍PyPIvllm≥ 0.22.0&&< 0.24.00.24.0pip install --upgrade 'vllm==0.24.0'

Affected Products

1 product · 1 configurations
Application
vllmvllm
≥ 0.22.0 && < 0.24.0
range

Detection & mitigation playbook

Open-source dependency
  1. Detect

    Scan your dependency tree (package-lock.json, pnpm-lock.yaml, requirements.txt, go.sum, etc.) for vllm, including transitive dependencies — a direct dependency you never call can still pull in a vulnerable version.

  2. Fix

    Update vllm to 0.24.0 or later, then make sure no transitive (indirect) dependency still pins the vulnerable range — O3 confirms CVE-2026-55646 is resolved across your whole dependency graph.

  3. Workarounds

    Cap what an attacker can consume: apply request size, rate and timeout limits in front of the affected component, and run it with memory and CPU limits so exhaustion degrades one worker rather than the whole service.

Fixing This On Your OS

If you run this on a Linux distribution, patch through your package manager against the distro's own security advisory below — it tracks the exact backported fix for your release, which can ship on a different timeline (and sometimes a different severity) than the upstream project.

Red HatModerate

This Moderate denial of service flaw in vLLM, which could lead to excessive memory allocation when processing oversized audio files, does not affect Red Hat products. The vulnerable code is not present in Red Hat's supported offerings.

Workaround published by Red Hat
Mitigation for this issue is either not available or the currently available options do not meet the Red Hat Product Security criteria comprising ease of use and deployment, applicability to widespread installation base, or stability.
Source: Red Hat security advisory for CVE-2026-55646 (CC BY 4.0)

Frequently Asked Questions

## Summary Current-head vLLM documents `VLLM_MAX_AUDIO_CLIP_FILESIZE_MB` as the maximum audio file size accepted by the speech-to-text APIs. The default is 25 MB. `vllm/envs.py` also describes files larger than this value as rejected. The `/v1/audio/transcriptions` and `/v1/audio/translations` routes call `await request.file.read()` before vLLM checks that limit. In FastAPI and Starlette, `UploadFile.read()` returns bytes from the uploaded file object; when called without a size argument, the route materializes the remaining file contents. vLLM then performs the compressed file-size check la
O3 Security · Impact-Aware SCA

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CVE-2026-55646: vllm DoS — Fixed in 0.24.0