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CVE-2026-115886

MLflow: SSRF on unauthenticated MLflow servers via third-party scorer kwargs in the scorer invoke, register, and GenAI evaluate endpoints

Published
2026-10-23
Last modified
2026-10-23
CNA
GitHub_M
NVD status
Received
CWE
CWE-470 CWE-918

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CVSS v3.1 (listed by NVD)
6.5
MEDIUM
Scored by github.com (not yet scored by NVD)
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:N
CVSS v4.0 (listed by NVD)
—
Not scored
CVSS (listed by CVE.org)
6.5
MEDIUM
Scored by CNA (GitHub_M) · v3.1
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:N
EPSS exploit probability
0.4%
Percentile 37.5%
as of 2026-10-24
CISA KEV
—
Not listed

Attack conditions and impact

Derived from the CNA (via NVD) CVSS 3.1 vector
NetworkNo authNo interaction Confidentiality LIntegrity LAvailability N

This vulnerability may be exploitable over the internet without authentication or user interaction.

MetricValueMeaning
Attack vector AVNNetwork
Attack complexity ACLLow (easy)
Privileges required PRNNone
User interaction UINNone
Scope SUUnchanged
Confidentiality CLLow
Integrity ILLow
Availability ANNone
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:N

Description

NVD

MLflow is an open source AI engineering platform for agents, large language models, and machine learning models. From 3.12.0rc0 until 3.17.0, the scorer invoke, register, and GenAI evaluate endpoints, including unauthenticated POST /ajax-api/3.0/mlflow/scorer/invoke, accept serialized third-party scorer data that Scorer.model_validate_json resolves using a module-path allowlist without constraining the selected class or its constructor arguments. When optional trulens and trulens-providers-litellm packages are installed, an attacker can select mlflow.genai.scorers.trulens, choose a model URI outside MLflow's native provider registry so execution uses the LiteLLM fallback, and supply api_base and api_key values that cause the server to send an outbound request to an attacker-chosen or internal host with attacker-controlled headers and body. The vulnerable deserialization occurs before a tracking-store lookup or job submission. This issue is fixed in version 3.17.0.

CVSS assessments

ProviderVersionScoreVector
NVD / [email protected] (Secondary)3.16.5 MEDIUMCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:N
CNA / GitHub_M3.16.5 MEDIUMCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:N

Affected products and packages

CNA (CVE.org)

VendorProductVersions
mlflowmlflow
affected: >= 3.12.0rc0, < 3.17.0

Open-source packages (GitHub Advisory / OSV)

GHSA-2wqp-q3c6-ccj5 GHSA MEDIUM reviewed

MLflow: SSRF on unauthenticated MLflow servers via third-party scorer kwargs in the scorer invoke, register, and GenAI evaluate endpoints

EcosystemPackageAffected versionsFixed in
PyPImlflow>= 3.12.0rc0, < 3.17.03.17.0

Linux distribution status

Red Hat ↗ moderate

ReleasePackageStatusFixed version / notes
Red Hat OpenShift AI (RHOAI)rhoai/odh-mlflow-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-pipeline-runtime-datascience-cpu-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-pipeline-runtime-pytorch-cuda-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-pipeline-runtime-pytorch-llmcompressor-cuda-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-pipeline-runtime-pytorch-rocm-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-pipeline-runtime-tensorflow-cuda-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-pipeline-runtime-tensorflow-rocm-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-th-torch-cpu-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-th-torch-cuda-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-th-torch-rocm-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-th06-cpu-torch210-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-th06-cuda130-torch210-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-th06-rocm64-torch291-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-training-cuda128-torch29-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-workbench-codeserver-datascience-cpu-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-workbench-jupyter-datascience-cpu-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-workbench-jupyter-pytorch-cuda-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-workbench-jupyter-pytorch-llmcompressor-cuda-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-workbench-jupyter-pytorch-rocm-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-workbench-jupyter-tensorflow-cuda-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-workbench-jupyter-tensorflow-rocm-py312-rhel9fix deferred
Red Hat OpenShift AI (RHOAI)rhoai/odh-workbench-jupyter-trustyai-cpu-py312-rhel9fix deferred

Debian ↗

No record

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References (5)