MLflow Tracking Server Artifact Handler Directory Traversal Remote Code Execution Vulnerability. This vulnerability allows remote attackers to execute arbitrary code on affected installations of MLflow Tracking Server. Authentication is not required to exploit this vulnerability.
The specific flaw exists within the handling of artifact file paths. The issue results from the lack of proper validation of a user-supplied path prior to using it in file operations. An attacker can leverage this vulnerability to execute code in the context of the service account. Was ZDI-CAN-26649.
Security readout for executives and security teams
Plain-English summary
CVE-2026-2033 is a high-severity MLflow Tracking Server issue where unsafe artifact path handling can let a remote unauthenticated attacker run code as the service account. Business risk is highest where MLflow tracking endpoints are reachable from untrusted networks.
Executive priority
Treat as a priority remediation item for MLflow environments, especially exposed tracking servers. The issue combines unauthenticated remote access with potential code execution, but current sources do not show confirmed exploitation.
Technical view
The flaw is a CWE-22 directory traversal in MLflow Tracking Server artifact file path handling. ZDI reports insufficient validation before file operations, enabling arbitrary code execution in the service context. CVSS is 8.1 with network attack vector, no privileges, no user interaction, and high confidentiality, integrity, and availability impact.
Likely exposure
Exposure is likely limited to organizations running affected MLflow Tracking Server versions, specifically MLflow 3.1.1 and commit 5b9c01925c2e2a8cf0951f155a6a468ff99cfe0f as listed. Internet-facing or broadly reachable tracking servers carry the most urgent risk.
Exploitation context
The source bundle says authentication is not required. It does not cite active exploitation, and KEV is false. No exploit details or weaponization guidance should be inferred from the available evidence.
Researcher notes
Evidence is strongest for the vulnerability class, impact, and affected identifiers from ZDI and CVE data. Public source details provided here do not establish fixed versions, real-world exploitation, or Red Hat product impact beyond linked tracking entries.
Mitigation direction
Identify all MLflow Tracking Server instances and their exposed network paths.
Check MLflow vendor guidance and PR 19260 for the supported fix path.
Remove public or untrusted access to MLflow tracking endpoints where possible.
Run MLflow services with least-privilege service accounts.
Monitor logs for unusual artifact path access or unexpected file operations.
Validation and detection
Confirm whether MLflow 3.1.1 or the listed commit is deployed.
Verify tracking server artifact endpoints are not internet-accessible unless required.
Review MLflow release notes and vendor advisory status before patching.
Check service account permissions and reduce filesystem write access.
Look for suspicious artifact requests without reproducing exploit behavior.
Generated from the cited source records. This long-tail analysis has not been individually reviewed by a named human.
Potential ATT&CK relevance
Conservative CVE-to-ATT&CK context
These mappings and lookup hints may be relevant to the vulnerability behavior, CWE, affected product, or exposure path. Glexia-inferred context is not an official MITRE, ATT&CK, CWE, or CVE Program mapping.
ATT&CK lookup starting points
Use these exact CWE pages and searches to review the Glexia ATT&CK library from this CVE's weakness and description context.
cwe · medium confidence lookup
CWE-22: File access and web shell behavior lookup
File traversal and upload weaknesses can lead teams to review file, web shell, execution, and collection telemetry. Open the exact CWE lookup page first, then review the ATT&CK searches from that MITRE weakness context. This is a Glexia lookup hint, not an official ATT&CK mapping.
The CVE wording references code or command execution, so execution technique review may help defensive triage. This is a Glexia inferred lookup path, not an official MITRE, ATT&CK, or CVE Program mapping.
The CVE wording references file access or upload behavior, so file telemetry and web shell review may help. This is a Glexia inferred lookup path, not an official MITRE, ATT&CK, or CVE Program mapping.
These fields come from the CVE record and ADP containers, not from Glexia's Take. They preserve time-varying source decisions such as CISA SSVC, KEV status, CVSS metrics, and provider references.
2CVSS vectors
5Timeline events
2ADP providers
6Source links
SSVC decision data
CISA-ADPCISA Coordinator
Timestamp
Version
2.0.3
Exploitation: noneAutomatable: noTechnical Impact: total
CVSS vector scores
2 official scores
We collect every scored CVSS vector available in the official CNA and ADP containers. When more than one version is present, the table keeps the source vectors side by side instead of collapsing them into the highest score.
CWE links open Glexia weakness intelligence pages with official CWE context, developer remediation guidance, and related CVE mappings.
CWE-22 · source CWE mapping
Improper Limitation of a Pathname to a Restricted Directory ('Path Traversal')
Improper Limitation of a Pathname to a Restricted Directory ('Path Traversal') represents a recurring weakness pattern that can create exploitable paths when design, validation, or implementation controls are missing.