CVE-2026-115886: medium-severity vulnerability in mlflow
MLflow: SSRF on unauthenticated MLflow servers via third-party scorer kwargs in the scorer invoke, register, and GenAI evaluate endpoints
Published
28Vexday Risk Score
Patch soon. It has a working public exploit.
ssvc Attendcvss 6.5epss 0.3%
exploitation probability
0.3%top 75% of all CVEs
observed exploitation
nono source reports it
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:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:N
Affected products
mlflow · mlflowRelated CVEs — mlflow
In the same product, most dangerous first.
CVE-2026-64849CRITICALMLflow: Unauthenticated full-read SSRF in webhook delivery: _validate_webhook_url bypassed via unvalidated HTTP redirects (and DNS rebinding)EPSS 10.0%KEVCVE-2026-116692CRITICALMLflow: Remote code execution on unauthenticated MLflow servers via third-party scorer deserialization importing caller-placed artifact modulesEPSS 0.7%CVE-2026-53995HIGHMLflow 3.17.1 and prior Path Traversal via Trace ID APIEPSS 0.6%CVE-2026-116690HIGHMLflow: Arbitrary file read on unauthenticated MLflow servers via prompt model version sourceEPSS 0.6%CVE-2026-79721HIGHCVE-2026-79721EPSS 0.5%CVE-2026-69146MEDIUMMLflow: LogInputs endpoint bypasses per-run UPDATE authorization in basic-authEPSS 0.4%