vLLM is an inference and serving engine for large language models (LLMs). Prior to 0.22.0, an assert-based security check in vLLM's activation function loading allows any unauthenticated attacker to achieve arbitrary code execution on the server by publishing a malicious HuggingFace model, when vLLM runs in Python optimized mode (python -O or PYTHONOPTIMIZE=1). This vulnerability is fixed in 0.22.0.
CVE-2026-41523
This high-severity CVE scores 7.5 under a secondary CVSS source (NVD's own analysis pending). EPSS exploit probability: 0.7%, top 48% of all CVEs by exploit prediction. GitHub Security Advisory data not yet ingested — confidence will rise once GHSA publishes (typical lag: hours to days for open-source ecosystem CVEs; never for infrastructure-only CVEs).
- High severity, but no confirmed exploitation yet
A fix is available — apply it.
- CVSS v3
- 7.5
- EG Score
- 7.5(medium)
- EG Risk
- 34(Track)EG Risk 34/100SSVC: Track
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 computedSeverity75% × 45%Exploitation1% × 40%Automatability0% × 15%Action: Routine — remediate on your standard cadence. - EPSS PROB
- 1%
- EPSS %ILE
- 52%
- KEV
- Not listed
Published
June 16, 2026
Last Modified
August 20, 2026
Advisory Details (3)
Auto-updated Jun 23, 2026huntr - The world's first bug bounty platform for AI/ML
https://huntr.com/bounties/dcb05b04-e625-41e7-adbc-bbae0cc2d64ccommit b3c7ffcab82c (vllm-project/vllm)
Fix landed in vllm-project/vllm commit b3c7ffcab82c — awaiting tagged release
https://github.com/vllm-project/vllm/commit/b3c7ffcab82c2439726f8cb213800f6f38c023d3Security Check Bypass via assert Statement in Activation Function Loading Allows Arbitrary Code Execution · Advisory · vllm-project/vllm · GitHub
https://github.com/vllm-project/vllm/security/advisories/GHSA-q8gq-377p-jq3rVendor Advisories for CVE-2026-41523(3)
These vendors published their own advisory mentioning this CVE — often with vendor-specific remediation steps + affected product lists not in NVD.
- RHSA-2026:36006Red Hat Product SecurityHigh
Red Hat Security Advisory: Red Hat AI Inference Server 3.2.2 (ROCm)
- RHSA-2026:36005Red Hat Product SecurityHigh
Red Hat Security Advisory: Red Hat AI Inference Server 3.2.2 (CUDA)
- GHSA-q8gq-377p-jq3rGitHub Security AdvisoriesHigh
vLLM: Security Check Bypass via assert Statement in Activation Function Loading Allows Arbitrary Code Execution
Patch Availability(6)
| Vendor / Ecosystem | Fixed in / Patch | Released | Source |
|---|---|---|---|
| redhat | rhaii/vllm-cuda-rhel9:1787151771 | 2026-08-20 | redhat |
| redhat | rhaii/vllm-rocm-rhel9:1787151774 | 2026-08-20 | redhat |
| redhat | rhaii/vllm-cpu-rhel9:1787151769 | 2026-08-20 | redhat |
| redhat | rhaii/vllm-spyre-rhel9:1787151840 | 2026-08-20 | redhat |
| redhat | rhaiis/vllm-cuda-rhel9:1782951012 | 2026-07-06 | redhat |
| redhat | rhaiis/vllm-rocm-rhel9:1782951244 | 2026-07-06 | 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 | Fixed in | Dependents |
|---|---|---|---|
| vllm | 0.0.1 ... 0.9.2 (86 versions) | 0.22.0 | — |
Weakness Classification(2)
MITRE Common Weakness Enumeration — the root-cause categories this CVE belongs to.
Additional Vendor Advisories
(4)
Vendors that published advisories for this CVE beyond the curated set above. Broader coverage but minimal per-row detail — click through for the original advisory.
Data Freshness Timeline
(refreshed 25× in last 7d / 100× in last 30d)
Each row is a source pipeline that fetched or updated this CVE on that date, with what changed. 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. Most recent first.
Showing the most recent 100 of 153 total refreshes for this CVE.
- 2026-08-21 02:08 UTCEG score recompute
- 2026-08-21 02:08 UTCVendor advisory
- 2026-08-20 22:55 UTCEPSS rescore
- 2026-08-20 13:57 UTCEG score recompute
- 2026-08-20 13:57 UTCVendor advisory
- 2026-08-20 12:42 UTCVendor advisory
- 2026-08-20 08:33 UTCEG score recompute
- 2026-08-20 08:33 UTCVendor advisory
- 2026-08-19 17:03 UTCEPSS rescore
- 2026-08-19 13:07 UTCEG score recompute
- 2026-08-19 13:07 UTCVendor advisory
- 2026-08-18 13:48 UTCEPSS rescore
- 2026-08-17 13:47 UTCEPSS rescore
- 2026-08-17 09:44 UTCVendor advisory
- 2026-08-16 22:00 UTCEG score recompute
- 2026-08-16 22:00 UTCVendor advisory
- 2026-08-16 14:56 UTCEPSS rescore
- 2026-08-16 10:12 UTCEG score recompute
- 2026-08-16 10:12 UTCVendor advisory
- 2026-08-16 02:14 UTCEPSS rescore
- 2026-08-15 22:28 UTCVendor advisory
- 2026-08-15 10:06 UTCEG score recompute
- 2026-08-15 10:06 UTCVendor advisory
- 2026-08-15 01:30 UTCEPSS rescore
- 2026-08-14 19:46 UTCVendor advisory
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- 2026-08-14 08:02 UTCEG score recompute
- 2026-08-14 08:02 UTCVendor advisory
- 2026-08-13 22:00 UTCEPSS rescore
- 2026-08-13 20:17 UTCVendor advisory
- 2026-08-13 06:08 UTCVendor advisory
- 2026-08-12 18:23 UTCEG score recompute
- 2026-08-12 18:23 UTCVendor advisory
- 2026-08-12 13:51 UTCEPSS rescore
- 2026-08-12 06:38 UTCVendor advisory
- 2026-08-11 18:53 UTCEG score recompute
- 2026-08-11 18:53 UTCVendor advisory
- 2026-08-11 13:43 UTCEPSS rescore
- 2026-08-11 07:08 UTCEG score recompute
- 2026-08-11 07:08 UTCVendor advisory
- 2026-08-11 00:00 UTCEPSS rescore
- 2026-08-10 19:24 UTCVendor advisory
- 2026-08-10 05:02 UTCVendor advisory
- 2026-08-09 17:18 UTCEG score recompute
- 2026-08-09 17:18 UTCVendor advisory
- 2026-08-09 13:46 UTCEPSS rescore
- 2026-08-09 05:33 UTCVendor advisory
- 2026-08-08 17:49 UTCEG score recompute
- 2026-08-08 17:49 UTCVendor advisory
- 2026-08-08 16:37 UTCEPSS rescore
- 2026-08-08 06:04 UTCVendor advisory
- 2026-08-07 18:20 UTCEG score recompute
- 2026-08-07 18:20 UTCVendor advisory
- 2026-08-07 06:35 UTCVendor advisory
- 2026-08-06 18:50 UTCEG score recompute
- 2026-08-06 18:50 UTCVendor advisory
- 2026-08-06 13:46 UTCEPSS rescore
- 2026-08-06 07:05 UTCVendor advisory
- 2026-08-05 19:20 UTCEG score recompute
- 2026-08-05 19:20 UTCVendor advisory
- 2026-08-05 19:17 UTCEPSS rescore
- 2026-08-04 15:36 UTCEG score recompute
- 2026-08-04 15:36 UTCVendor advisory
- 2026-08-04 15:10 UTCEPSS rescore
- 2026-08-04 10:38 UTCEPSS rescore
- 2026-08-03 20:39 UTCEG score recompute
- 2026-08-03 20:39 UTCVendor advisory
- 2026-08-03 10:36 UTCEPSS rescore
- 2026-08-03 08:54 UTCVendor advisory
- 2026-08-02 19:35 UTCVendor advisory
- 2026-08-02 07:50 UTCEG score recompute
- 2026-08-02 07:50 UTCVendor advisory
- 2026-08-02 02:27 UTCEPSS rescore
- 2026-08-01 20:05 UTCVendor advisory
- 2026-08-01 08:20 UTCEG score recompute
- 2026-08-01 08:20 UTCVendor advisory
- 2026-08-01 04:16 UTCEPSS rescore
- 2026-07-31 13:10 UTCVendor advisory
- 2026-07-30 23:34 UTCEG score recompute
- 2026-07-30 23:34 UTCVendor advisory
- 2026-07-30 16:28 UTCEPSS rescore
- 2026-07-30 04:15 UTCEG score recompute
- 2026-07-30 04:15 UTCVendor advisory
- 2026-07-30 01:30 UTCEPSS rescore
- 2026-07-29 14:55 UTCVendor advisory
- 2026-07-29 03:03 UTCEG score recompute
- 2026-07-29 03:03 UTCVendor advisory
- 2026-07-28 15:36 UTCEPSS rescore
- 2026-07-28 01:38 UTCEG score recompute
- 2026-07-28 01:38 UTCVendor advisory
- 2026-07-27 14:13 UTCEPSS rescore
- 2026-07-27 07:38 UTCVendor advisory
- 2026-07-26 19:51 UTCEG score recompute
- 2026-07-26 19:51 UTCVendor advisory
- 2026-07-26 14:54 UTCEPSS rescore
- 2026-07-26 14:54 UTCEPSS rescore
- 2026-07-25 14:18 UTCEPSS rescore
- 2026-07-24 14:17 UTCEPSS rescore
- 2026-07-23 14:18 UTCEPSS rescore
- 2026-07-23 03:11 UTCEG score recompute
- 2026-07-22 14:08 UTCEPSS rescore
Related CVEs(same vendor + same CWE)
Same vendor
10 shownredhat
- CVE-2001-0825EG 10.0HIGH
- CVE-2001-1009EG 10.0EPSS p93HIGH
- CVE-2001-0554EG 10.0EPSS p98HIGH
- CVE-2001-1162EG 10.0EPSS p96HIGH
- CVE-2001-0414EG 10.0EPSS p100HIGH
- CVE-2001-0191EG 10.0EPSS p92HIGH
- CVE-2001-0301EG 10.0EPSS p91HIGH
- CVE-2001-0197EG 10.0EPSS p96HIGH
- CVE-2001-0233EG 10.0EPSS p96HIGH
- CVE-2001-0010EG 10.0EPSS p98HIGH
Same CWE
10 shownCWE-94
- CVE-2003-1432EG 10.0EPSS p94HIGH
- CVE-2002-0495EG 10.0EPSS p96HIGH
- CVE-1999-0702EG 10.0EPSS p98HIGH
- CVE-1999-0509EG 10.0EPSS p98HIGH
- CVE-2006-1318EG 9.3EPSS p97HIGH
- CVE-2006-1301EG 9.3EPSS p95HIGH
- CVE-2006-1308EG 9.3EPSS p95HIGH
- CVE-2006-1309EG 9.3EPSS p95HIGH
- CVE-2006-1304EG 9.3EPSS p96HIGH
- CVE-2006-1306EG 9.3EPSS p95HIGH
Frequently asked(5)
What is CVE-2026-41523?
When was CVE-2026-41523 disclosed?
Is CVE-2026-41523 actively exploited?
What is the CVSS score of CVE-2026-41523?
How do I remediate CVE-2026-41523?
Dependency Blast Radius
See which npm, PyPI, Go, and Maven packages are affected by CVE-2026-41523
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