EUVD-2026-85410
GHSA-q5f3-5gj6-hmj7
Severity by source
AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
Attacker needs no privileges but victim must load a crafted model (UI:R); pickle execution yields full code execution on the loading host, so C/I/A all High.
Primary rating from Vendor (certcc).
CVSS VectorVendor: certcc
Lifecycle Timeline
4DescriptionCVE.org
MLflow's dspy flavor, versions >= 2.0, applies the MLFLOW_ALLOW_PICKLE_DESERIALIZATION=False security control only when the model_path ends in .pkl, which allows a remote attacker to execute arbitrary code via a crafted MLmodel artifact.
AnalysisAI
Arbitrary code execution in MLflow (versions 2.0 and later) via the dspy flavor, where an attacker-crafted MLflow model artifact causes remote code execution when loaded by a victim. The vulnerability arises because the MLFLOW_ALLOW_PICKLE_DESERIALIZATION=False safety control is enforced only when the model_path ends in '.pkl'; any other path (or extension) silently skips the check and unpickles attacker-controlled data. …
Unlock full vulnerability intelligence
- Risk assessment & exploitation conditions
- Attack chain visualization
- Remediation with exact patch versions
- Threat intelligence from 22 sources
- Personal watchlist & email alerts
No credit card · 7-day full trial
Attack ChainAIDerived
Hypothetical attack flow derived from CVE metadata
Vulnerability AssessmentAI
| Exploitation | Exploitation requires a victim (user or automated pipeline) to load an attacker-crafted MLflow model that uses the 'dspy' flavor (MLflow >= 2.0), where the model_path is set to any value NOT ending in '.pkl'. … Additional conditions and limiting factors are described in the full assessment. |
| Risk Assessment | This is a genuine high-priority vulnerability where the CVSS 8.8 rating is well-justified by the technical impact rather than being an inflated score. … Full risk analysis with EPSS, KEV, and SSVC signal comparison available after sign-in. |
| Exploit Scenario | Full exploit scenario with step-by-step reproduction available after sign-in. |
| Remediation | No vendor-released patch was identified at time of analysis, so remediation must center on preventing untrusted artifacts from reaching a deserialization path until an upstream fix is available; monitor CERT/CC VU#369093 (https://kb.cert.org/vuls/id/369093) and the MLflow project for a patched release. … Detailed patch versions, workarounds, and compensating controls in full report. |
Recommended ActionAI
Within 24 hours, identify all MLflow instances running version 2.0 and later, and ensure that model loading only occurs from trusted sources; if the dspy flavor is not required, disable it, and enforce strict path validation to require model_path to end with '.pkl' when loading any model. …
Sign in for detailed remediation steps and compensating controls.
Threat intelligence, references, and detailed analysis are available after sign-in.
Wazuh SIEM platform versions 4.4.0 through 4.9.0 contain an unsafe deserialization vulnerability in the DistributedAPI t
BentoML version 1.4.2 and earlier contains an unauthenticated remote code execution vulnerability through insecure deser
pgAdmin 4 contains critical remote code execution vulnerabilities in the Query Tool download and Cloud Deployment endpoi
The renderLocalView function in render/views.py in graphite-web in Graphite 0.9.5 through 0.9.10 uses the pickle Python
BentoML is a Python library for building online serving systems optimized for AI apps and model inference. Rated critica
OpenSSL before 0.9.8za, 1.0.0 before 1.0.0m, and 1.0.1 before 1.0.1h does not properly restrict processing of ChangeCiph
pyLoad download manager version prior to 0.5.0b3.dev77 exposes the Flask SECRET_KEY through an unauthenticated endpoint.
Langflow (a visual LLM pipeline builder) contains a critical unauthenticated code execution vulnerability (CVE-2026-3301
In Mercurial before 4.1.3, "hg serve --stdio" allows remote authenticated users to launch the Python debugger, and conse
Unauthenticated remote code execution affects Kestra OSS (the open-source event-driven orchestration platform) prior to
Unauthenticated remote code execution in Marimo ≤0.20.4 allows attackers to execute arbitrary system commands via the `/
pyLoad is the free and open-source Download Manager written in pure Python. Rated medium severity (CVSS 5.3), this vulne
Same weakness CWE-502 – Deserialization of Untrusted Data
View allVendor StatusVendor
Share
External POC / Exploit Code
Leaving vuln.today