CVE-2023-50731
CVE-2023-50731
CVSS Vector
v3.1- Attack Vector
- Network
- Attack Complexity
- Low
- Privileges Required
- None
- User Interaction
- None
- Scope
- Unchanged
- Confidentiality
- None
- Integrity
- High
- Availability
- High
Description
MindsDB is a SQL Server for artificial intelligence. Prior to version 23.11.4.1, the `put` method in `mindsdb/mindsdb/api/http/namespaces/file.py` does not validate the user-controlled name value, which is used in a temporary file name, which is afterwards opened for writing on lines 122-125, which leads to path injection. Later in the method, the temporary directory is deleted on line 151, but since we can write outside of the directory using the path injection vulnerability, the potentially dangerous file is not deleted. Arbitrary file contents can be written due to `f.write(chunk)` on line 125. Mindsdb does check later on line 149 in the `save_file` method in `file-controller.py` which calls the `_handle_source` method in `file_handler.py` if a file is of one of the types `csv`, `json`, `parquet`, `xls`, or `xlsx`. However, since the check happens after the file has already been written, the files will still exist (and will not be removed due to the path injection described earlier), just the `_handle_source` method will return an error. The same user-controlled source source is used also in another path injection sink on line 138. This leads to another path injection, which allows an attacker to delete any `zip` or `tar.gz` files on the server.
Comprehensive Technical Analysis of CVE-2023-50731
1. Vulnerability Assessment and Severity Evaluation
CVE ID: CVE-2023-50731
Description:
MindsDB, a SQL Server for artificial intelligence, has a vulnerability in versions prior to 23.11.4.1. The put method in mindsdb/mindsdb/api/http/namespaces/file.py does not validate the user-controlled name value, leading to path injection. This allows an attacker to write arbitrary file contents and delete specific file types (zip or tar.gz) on the server.
CVSS Score: 9.1
Severity Evaluation: The CVSS score of 9.1 indicates a critical vulnerability. This high score is due to the potential for unauthorized access, data manipulation, and system integrity compromise. The vulnerability allows an attacker to write arbitrary files and delete specific file types, which can lead to significant security risks.
2. Potential Attack Vectors and Exploitation Methods
Attack Vectors:
- Path Injection: An attacker can exploit the lack of validation in the
putmethod to inject malicious paths, allowing them to write arbitrary files to the server. - File Deletion: The vulnerability also allows an attacker to delete
ziportar.gzfiles, potentially disrupting server operations or removing critical data.
Exploitation Methods:
- Arbitrary File Write: By crafting a specially designed request, an attacker can write malicious content to any file on the server, potentially leading to code execution or data corruption.
- File Deletion: An attacker can delete specific file types, which can be used to disrupt services or remove important data.
3. Affected Systems and Software Versions
Affected Systems:
- MindsDB versions prior to 23.11.4.1
Software Versions:
- All versions of MindsDB before 23.11.4.1 are vulnerable to this issue.
4. Recommended Mitigation Strategies
Immediate Mitigation:
- Upgrade: Upgrade to MindsDB version 23.11.4.1 or later, which includes the necessary patches to address this vulnerability.
- Input Validation: Implement strict input validation to ensure that user-controlled values do not contain malicious paths.
- Access Controls: Restrict access to the
putmethod to trusted users only.
Long-Term Mitigation:
- Code Review: Conduct a thorough code review to identify and fix similar vulnerabilities.
- Security Training: Provide security training for developers to ensure they understand the risks associated with path injection and other common vulnerabilities.
- Regular Updates: Ensure that all software dependencies are regularly updated to the latest versions.
5. Impact on Cybersecurity Landscape
Impact:
- Data Integrity: The ability to write arbitrary files can compromise the integrity of data stored on the server.
- Service Disruption: Deleting critical files can lead to service disruptions and data loss.
- Potential for Further Exploitation: The vulnerability can be used as a stepping stone for further attacks, such as privilege escalation or lateral movement within the network.
Broader Implications:
- Supply Chain Risks: Vulnerabilities in third-party software can introduce risks into the supply chain, affecting multiple organizations.
- AI and ML Security: As AI and ML systems become more prevalent, ensuring their security is crucial to prevent data breaches and unauthorized access.
6. Technical Details for Security Professionals
Vulnerable Code:
- The
putmethod inmindsdb/mindsdb/api/http/namespaces/file.pydoes not validate the user-controlled name value, leading to path injection. - Lines 122-125 and 138 in
file.pyare particularly vulnerable.
Exploitation Steps:
- Craft Malicious Request: An attacker crafts a request with a specially designed name value to inject a malicious path.
- Write Arbitrary File: The injected path allows the attacker to write arbitrary content to any file on the server.
- Delete Files: The attacker can also delete
ziportar.gzfiles by exploiting the path injection vulnerability.
Detection and Monitoring:
- Log Analysis: Monitor logs for unusual file write or delete operations.
- Intrusion Detection Systems (IDS): Implement IDS to detect and alert on suspicious activities related to file operations.
- File Integrity Monitoring: Use file integrity monitoring tools to detect unauthorized changes to critical files.
Conclusion: CVE-2023-50731 is a critical vulnerability in MindsDB that allows path injection, leading to arbitrary file writes and deletions. Organizations using MindsDB should upgrade to the latest version and implement strict input validation and access controls to mitigate this risk. The broader cybersecurity landscape must address the growing risks associated with AI and ML systems to ensure their security and integrity.