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CVE-2026-115886
Published:October 23, 2026
Updated:October 30, 2026
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.
Affected Packages
mlflow (CONDA):
Affected version(s) >=3.12.0 <3.17.0
Fix Suggestion:
Update to version 3.17.0
mlflow-skinny (CONDA):
Affected version(s) >=3.12.0 <3.17.0
Fix Suggestion:
Update to version 3.17.0
https://github.com/mlflow/mlflow.git (GITHUB):
Affected version(s) >=v3.12.0rc0 <v3.17.0
Fix Suggestion:
Update to version v3.17.0
mlflow-skinny (PYTHON):
Affected version(s) >=3.12.0 <3.17.0
Fix Suggestion:
Update to version 3.17.0
mlflow (PYTHON):
Affected version(s) >=3.12.0rc0 <3.17.0
Fix Suggestion:
Update to version 3.17.0
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CVSS v4
Base Score:
6.9
Attack Vector
NETWORK
Attack Complexity
LOW
Attack Requirements
NONE
Privileges Required
NONE
User Interaction
NONE
Vulnerable System Confidentiality
LOW
Vulnerable System Integrity
LOW
Vulnerable System Availability
NONE
Subsequent System Confidentiality
NONE
Subsequent System Integrity
NONE
Subsequent System Availability
NONE
CVSS v3
Base Score:
6.5
Attack Vector
NETWORK
Attack Complexity
LOW
Privileges Required
NONE
User Interaction
NONE
Scope
UNCHANGED
Confidentiality
LOW
Integrity
LOW
Availability
NONE
Weakness Type (CWE)
Use of Externally-Controlled Input to Select Classes or Code
Server-Side Request Forgery
EPSS
Base Score:
0.68