vLLM is an inference and serving engine for large language models (LLMs). From 0.8.3 to before 0.14.1, when an invalid image is sent to vLLM's multimodal endpoint, PIL throws an error. vLLM returns this error to the client, leaking a heap address. With this leak, we reduce ASLR from 4 billion guesses to ~8 guesses. This vulnerability can be chained a heap overflow with JPEG2000 decoder in OpenCV/FFmpeg to achieve remote code execution. This vulnerability is fixed in 0.14.1.
CVE-2026-22778
“—” beside the score: it is equal to the CVSS score beside it.
This critical-severity CVE scores 9.8 under a secondary CVSS source (NVD's own analysis pending). EPSS exploit probability: 17% (96th percentile of EPSS-scored CVEs). No GitHub Security Advisory CVSS is on record for this CVE.
- Public exploit code is available (Metasploit)
A fix is available — apply it.
- CVSS v3
- 9.8
- EG Score
- 9.8CRITICALmedium confidence
- EG Risk
- 85EG Risk 85/100
EG Risk is EchelonGraph's 0–100 priority score: it fuses intrinsic severity with real-world exploitation and automatability so you can rank equal-severity CVEs and fix the most dangerous first. Higher = act sooner. Distinct from the 0–10 EG Score (severity).
How it’s computed (value × EchelonGraph’s weight)Severity98% × 45%The EG Score, 9.8 of 10.Exploitation65% × 40%EchelonGraph's fixed weight for EG-KEV Tier 2 (Weaponized): a constant, not a probability.Automatability100% × 15%CISA's SSVC Automatable value: yes (Vulnrichment).SSVC (CISA's decision table, applied by EchelonGraph): Track at low or medium mission impact; Attend at high (mission-essential systems).Exploitation none (CISA Vulnrichment) · Automatable yes (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). All three are CISA's SSVC values (Vulnrichment). EchelonGraph applied CISA's decision table to them; CISA publishes SSVC inputs and the table, not a decision for each CVE.Action: A fix is available. Apply it within your standard update timelines at low or medium mission impact and sooner than that at high. - EPSS PROB
- 17%
- EPSS %ILE
- 96th
- KEV
- Not listed
SSVC (CISA's decision table, applied by EchelonGraph)Track at low or medium mission impact; Attend at high (mission-essential systems).
A fix is available. Apply it within your standard update timelines at low or medium mission impact and sooner than that at high.
Exploitation none (CISA Vulnrichment) · Automatable yes (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). All three are CISA's SSVC values (Vulnrichment). EchelonGraph applied CISA's decision table to them; CISA publishes SSVC inputs and the table, not a decision for each CVE. Mission impact is CISA's Mission & Well-being decision point, and only you can judge it. CISA's table makes it high when Mission Prevalence is Essential — the vulnerable component "directly provides capabilities that constitute at least one MEF for at least one entity" (MEF: mission essential function) — or when Public Well-Being Impact is Irreversible: "multiple fatalities are likely", the cyber-physical system "is likely lost or destroyed", "extreme or serious externalities" are imposed on other parties, or social systems such as elections or the financial grid "are destabilized and potentially collapse". CISA's decision table
BOD 26-04 (CISA's remediation timeline, Table 1)3 days if the affected system is publicly exposed; 60 days if it is not.
In CISA KEV no (CISA's KEV catalog) · Automatable yes (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). Whether your system is publicly exposed is yours to answer. BOD 26-04 binds US Federal Civilian Executive Branch agencies; for anyone else it is CISA's published timeline, a reference rather than an obligation. The directive · how EchelonGraph applies it
Published
February 2, 2026
Last Modified
July 15, 2026
Advisory Details (10)
Auto-updated Oct 10, 2026vLLM RCE In Video Processing · Advisory · vllm-project/vllm · GitHub
https://github.com/vllm-project/vllm/security/advisories/GHSA-4r2x-xpjr-7cvvv0.14.1
Patch available: vllm-project/vllm v0.14.1
https://github.com/vllm-project/vllm/releases/tag/v0.14.1[Frontend] Standardize use of `create_error_response`
Fix merged in vllm-project/vllm PR #32319 on 2026-01-14 — awaiting tagged release
https://github.com/vllm-project/vllm/pull/32319[Frontend] Improve error message
Fix merged in vllm-project/vllm PR #31987 on 2026-01-08 — awaiting tagged release
https://github.com/vllm-project/vllm/pull/31987Vendor Advisories for CVE-2026-22778(9)
These vendors published their own advisory mentioning this CVE — often with vendor-specific remediation steps + affected product lists not in NVD.
- RHSA-2026:30089Red Hat Product SecurityCritical
Red Hat Security Advisory: Red Hat AI Inference Server 3.3.5 (CUDA)
- RHSA-2026:30088Red Hat Product SecurityCritical
Red Hat Security Advisory: Red Hat AI Inference Server 3.3.5 (ROCm)
- RHSA-2026:30087Red Hat Product SecurityCritical
Red Hat Security Advisory: Red Hat AI Inference Server 3.3.5 (Spyre)
- RHSA-2026:19712Red Hat Product SecurityCritical
Red Hat Security Advisory: RHOAI 3.3.3 - Red Hat OpenShift AI
- RHSA-2026:3782Red Hat Product SecurityCritical
Red Hat Security Advisory: RHOAI 2.25.3 - Red Hat OpenShift AI
- RHSA-2026:3713Red Hat Product SecurityCritical
Red Hat Security Advisory: RHOAI 3.3 - Red Hat OpenShift AI
- RHSA-2026:3462Red Hat Product SecurityCritical
Red Hat Security Advisory: Red Hat AI Inference Server 3.2.2 (ROCm)
- RHSA-2026:3461Red Hat Product SecurityCritical
Red Hat Security Advisory: Red Hat AI Inference Server 3.2.2 (CUDA)
- +1 more
Patch Availability(8)
| Vendor / Ecosystem | Fix (by version range) / Patch | Released | Source |
|---|---|---|---|
| redhat | rhaiis/vllm-rocm-rhel9:1782353093 | 2026-06-25 | redhat |
| redhat | rhaiis/vllm-cuda-rhel9:1782352847 | 2026-06-25 | redhat |
| redhat | rhaiis/vllm-spyre-rhel9:1782352919 | 2026-06-25 | redhat |
| redhat | rhoai/odh-vllm-cpu-rhel9:1778264363 | 2026-05-20 | redhat |
| redhat | rhoai/odh-vllm-gaudi-rhel9:1770956034 | 2026-03-04 | redhat |
| redhat | rhoai/odh-vllm-rocm-rhel9:1772093237 | 2026-03-04 | redhat |
| redhat | rhaiis/vllm-cuda-rhel9:1772160593 | 2026-02-27 | redhat |
| redhat | rhaiis/vllm-rocm-rhel9:1772160625 | 2026-02-27 | redhat |
Patches are aggregated from vendor advisories (Red Hat, Microsoft, Cisco, GitHub) and package ecosystems (OSV, GHSA). Multiple rows for the same upstream release have been deduplicated.
Affected Packages
(1 across 1 ecosystem)
PyPI(1)
| Package | Vulnerable range | Fix by version range | Dependents |
|---|---|---|---|
| vllm | 0.10.0 ... 0.9.2 (18 versions) |
| — |
Weakness Classification(2)
MITRE Common Weakness Enumeration — the root-cause categories this CVE belongs to.
Data Freshness Timeline
(refreshed 19× in last 7d / 35× in last 30d)
Each row is a time one of our pipelines fetched, updated or re-scored this CVE. For example, "NVD update" means NVD published or revised its analysis for this CVE; "MITRE cvelistV5" means we ingested or refreshed it from the CNA feed. An arrow marks a change the record states ("CVSS v3 → 9.1"); EPSS and GHSA rows show the values recorded at that time, not what changed (EPSS values are rounded; hover one for the exact figures). Most recent first.
Showing the most recent 99 of 203 refreshes on record for this CVE.
A repeat, a row identical to one the same pipeline wrote less than 10 seconds earlier, is not a separate refresh and is not counted. 1 repeat row among the latest 100 is merged into the row it repeats. The 104 oldest rows on record are not shown and were not checked, so the counts can still include repeats.
- 2026-10-15 17:39 UTCEG score recompute
- 2026-10-15 17:39 UTCVendor advisory
- 2026-10-15 16:31 UTCEPSS rescoreEPSS 17% · 96th percentile
- 2026-10-14 16:32 UTCEPSS rescoreEPSS 17% · 96th percentile
- 2026-10-14 11:32 UTCEG score recompute
- 2026-10-14 11:32 UTCVendor advisory
- 2026-10-13 16:33 UTCEPSS rescoreEPSS 17% · 96th percentile
- 2026-10-13 10:24 UTCEG score recompute
- 2026-10-13 10:24 UTCVendor advisory
- 2026-10-12 16:33 UTCEPSS rescoreEPSS 17% · 96th percentile
- 2026-10-12 16:22 UTCEG score recompute
- 2026-10-12 09:18 UTCVendor advisory
- 2026-10-11 20:03 UTCEG score recompute
- 2026-10-11 17:17 UTCEG score recompute
- 2026-10-11 14:48 UTCEG score recompute
- 2026-10-11 13:48 UTCEPSS rescoreEPSS 11% · 95th percentile
- 2026-10-10 20:00 UTCEPSS rescoreEPSS 11% · 95th percentile
- 2026-10-09 20:07 UTCEPSS rescoreEPSS 11% · 95th percentile
- 2026-10-09 09:55 UTCOSV refresh
- 2026-10-08 17:11 UTCEPSS rescoreEPSS 11% · 95th percentile
- 2026-10-07 23:47 UTCEPSS rescoreEPSS 11% · 95th percentile
- 2026-10-06 15:17 UTCEPSS rescoreEPSS 11% · 95th percentile
- 2026-10-05 17:42 UTCEPSS rescoreEPSS 11% · 95th percentile
- 2026-10-01 19:49 UTCEPSS rescoreEPSS 11% · 95th percentile
- 2026-09-30 15:03 UTCEPSS rescoreEPSS 11% · 95th percentile
Show 74 moreShow fewer
- 2026-09-29 15:21 UTCEPSS rescoreEPSS 10% · 95th percentile
- 2026-09-28 13:51 UTCEPSS rescoreEPSS 10% · 95th percentile
- 2026-09-27 13:47 UTCEPSS rescoreEPSS 10% · 95th percentile
- 2026-09-26 15:58 UTCEPSS rescoreEPSS 3.8% · 89th percentile
- 2026-09-26 00:26 UTCEPSS rescoreEPSS 3.8% · 89th percentile
- 2026-09-24 14:03 UTCEPSS rescoreEPSS 3.8% · 89th percentile
- 2026-09-19 17:00 UTCOSV refresh
- 2026-09-18 19:27 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-09-16 14:07 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-09-16 05:15 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-09-12 15:01 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-09-11 14:52 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-09-10 09:34 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-09-08 22:00 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-09-07 16:01 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-09-06 13:47 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-09-04 05:06 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-09-02 14:11 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-09-01 13:53 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-09-01 04:39 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-08-31 20:05 UTCOSV refresh
- 2026-08-30 19:17 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-08-30 01:22 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-08-28 21:41 UTCEPSS rescoreEPSS 3.7% · 89th percentile
- 2026-08-27 14:25 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-26 14:46 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-25 13:48 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-23 00:19 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-21 23:49 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-20 22:55 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-19 17:03 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-18 13:48 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-17 13:47 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-16 14:56 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-16 02:14 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-15 01:30 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-14 23:01 UTCVendor advisory
- 2026-08-14 15:43 UTCVendor advisory
- 2026-08-14 11:40 UTCEG score recompute
- 2026-08-14 11:40 UTCVendor advisory
- 2026-08-13 22:00 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-13 03:50 UTCEG score recompute
- 2026-08-13 03:50 UTCVendor advisory
- 2026-08-12 13:50 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-11 13:42 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-11 00:00 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-10 10:03 UTCVendor advisory
- 2026-08-10 00:15 UTCVendor advisory
- 2026-08-09 20:12 UTCVendor advisory
- 2026-08-09 16:10 UTCEG score recompute
- 2026-08-09 16:10 UTCVendor advisory
- 2026-08-09 13:46 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-08 16:37 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-08 07:06 UTCVendor advisory
- 2026-08-08 03:03 UTCVendor advisory
- 2026-08-07 23:00 UTCEG score recompute
- 2026-08-07 23:00 UTCVendor advisory
- 2026-08-06 13:46 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-06 08:38 UTCVendor advisory
- 2026-08-06 04:32 UTCEG score recompute
- 2026-08-06 04:32 UTCVendor advisory
- 2026-08-05 19:17 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-04 15:10 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-04 10:38 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-03 10:35 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-03 02:02 UTCVendor advisory
- 2026-08-02 21:40 UTCEG score recompute
- 2026-08-02 21:40 UTCVendor advisory
- 2026-08-02 02:26 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-08-01 04:15 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-07-31 11:42 UTCOSV refresh
- 2026-07-30 01:30 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-07-27 14:13 UTCEPSS rescoreEPSS 3.7% · 88th percentile
- 2026-07-26 14:54 UTCEPSS rescoreEPSS 3.7% · 88th percentile
Publicly available exploits
(2 references)Public exploit code is referenced for this CVE (1 Metasploit module), as is 1 Nuclei detection template. A detection template checks whether a system is affected; it is not necessarily exploit code. Defenders should treat patch urgency accordingly.
- Metasploitauxiliary/scanner/http/vllm_multimodal_info_leak✓ verifiedPublished Sep 26, 2026
vLLM Multimodal Heap-Address Information Leak Scanner
Open source ↗ - Nucleihttp/cves/2026/CVE-2026-22778.yamlPublished Jun 28, 2026
vLLM 0.8.3 - 0.14.0 - Information Disclosure
Open source ↗
Related CVEs(same product + same vendor + same CWE)
Same product
10 shownPyPI:vllm
Same vendor
10 shownredhat:RHSA-2026:30087 · redhat:RHSA-2026:19712
Frequently asked(5)
What is CVE-2026-22778?
When was the CVE record for CVE-2026-22778 published?
Is CVE-2026-22778 actively exploited?
What is the CVSS score of CVE-2026-22778?
How do I remediate CVE-2026-22778?
Dependency Blast Radius
See which npm, PyPI, Go, and Maven packages are affected by CVE-2026-22778
Is Your Infrastructure Affected by CVE-2026-22778?
EchelonGraph automatically scans your cloud infrastructure and maps CVE exposure using blast radius analysis.