CVE-2024-5826
CVE-2024-5826
Weakness (CWE)
CVSS Vector
v3.0- Attack Vector
- Network
- Attack Complexity
- Low
- Privileges Required
- None
- User Interaction
- None
- Scope
- Unchanged
- Confidentiality
- High
- Integrity
- High
- Availability
- High
Description
In the latest version of vanna-ai/vanna, the `vanna.ask` function is vulnerable to remote code execution due to prompt injection. The root cause is the lack of a sandbox when executing LLM-generated code, allowing an attacker to manipulate the code executed by the `exec` function in `src/vanna/base/base.py`. This vulnerability can be exploited by an attacker to achieve remote code execution on the app backend server, potentially gaining full control of the server.
Comprehensive Technical Analysis of CVE-2024-5826
1. Vulnerability Assessment and Severity Evaluation
CVE ID: CVE-2024-5826 CVSS Score: 9.8
The vulnerability in the vanna.ask function of the vanna-ai/vanna software allows for remote code execution (RCE) due to prompt injection. The lack of a sandbox when executing LLM-generated code is the root cause, enabling an attacker to manipulate the code executed by the exec function in src/vanna/base/base.py. This vulnerability is critical, as indicated by its high CVSS score of 9.8, which signifies a severe risk to the affected systems.
2. Potential Attack Vectors and Exploitation Methods
Attack Vectors:
- Prompt Injection: An attacker can craft malicious input to the
vanna.askfunction, which is then executed without proper sanitization or sandboxing. - Remote Code Execution: By injecting malicious code, an attacker can execute arbitrary commands on the backend server, potentially leading to full server compromise.
Exploitation Methods:
- Direct Exploitation: An attacker can directly input malicious code through the
vanna.askfunction. - Indirect Exploitation: An attacker might exploit other vulnerabilities or social engineering techniques to inject malicious code indirectly.
3. Affected Systems and Software Versions
Affected Software:
vanna-ai/vanna(latest version as of the vulnerability report)
Affected Systems:
- Any system running the vulnerable version of
vanna-ai/vanna, particularly those with thevanna.askfunction exposed to user input.
4. Recommended Mitigation Strategies
Immediate Mitigation:
- Disable the
vanna.askFunction: Temporarily disable thevanna.askfunction until a patch is available. - Input Sanitization: Implement strict input sanitization to prevent malicious code injection.
- Sandboxing: Ensure that any code execution is performed within a secure sandbox environment.
Long-Term Mitigation:
- Patch Deployment: Apply the official patch from the vendor once available.
- Regular Updates: Keep the software up to date with the latest security patches.
- Security Audits: Conduct regular security audits and code reviews to identify and mitigate similar vulnerabilities.
5. Impact on Cybersecurity Landscape
The discovery of CVE-2024-5826 highlights the critical importance of secure coding practices, especially in AI and machine learning applications. The vulnerability underscores the need for robust input validation, sandboxing, and continuous security monitoring. Organizations relying on AI-driven solutions must prioritize security to prevent such high-impact vulnerabilities.
6. Technical Details for Security Professionals
Vulnerability Details:
- Root Cause: Lack of sandboxing and input sanitization in the
vanna.askfunction. - Affected Code: The
execfunction insrc/vanna/base/base.pyis vulnerable to executing unsanitized input.
Exploitation Example:
# Malicious input to vanna.ask
malicious_input = '__import__("os").system("rm -rf /")'
vanna.ask(malicious_input)
Mitigation Code Example:
# Example of input sanitization
def sanitize_input(input_str):
# Implement strict input validation logic
if not is_valid_input(input_str):
raise ValueError("Invalid input detected")
return input_str
# Example of sandboxing
def execute_in_sandbox(code):
# Implement sandboxing logic
sandbox = Sandbox()
return sandbox.execute(code)
# Modified vanna.ask function
def vanna_ask(input_str):
sanitized_input = sanitize_input(input_str)
result = execute_in_sandbox(sanitized_input)
return result
Conclusion: CVE-2024-5826 is a critical vulnerability that requires immediate attention. Organizations should implement the recommended mitigation strategies to protect their systems from potential exploitation. Regular security audits and adherence to best practices in secure coding are essential to prevent similar vulnerabilities in the future.
References: