LangChain Arbitrary Command Execution - CVE-2023-34541
Vulnerability Introduction
LangChain is a framework for developing applications driven by language models.
In the affected version of LangChain, because the load_prompt function does not perform security filtering on the loaded content when loading the prompt file, an attacker can induce users to load the file by constructing a prompt file containing malicious commands, which can cause arbitrary system commands to be executed.
Vulnerability Recurrence
Write under project test.py
from langchain . prompts import load_prompt
if __name__ == '__main__' : loaded_prompt = load_prompt ( "system.py" )
system.py Write and execute system commands in the same directory dir
import os
os . system ( "dir" )
Run test.py returns dir the result of executing a system command
Vulnerability Analysis:-_load_prompt_from_file
langchain.prompts.loading.load_prompt
try_load_from_hub is trying to remotely load a file from a given path but because we are loading a local file, the next step is to jump to _load_prompt_from_file
langchain.prompts.loading._load_prompt_from_file
According to _load_prompt_from_file to the suffix of the file, when the suffix is .py the file will be read and used exec to execute
That is to say, the code can be abbreviated as
if __name__ == '__main__' : file_path = "system.py" with open ( file_path , "rb" ) as f : exec ( f . read ())
Vulnerability Analysis:- try_load_from_hub
Because of the network, there has been no way to reproduce the success, here is a detailed analysis of the code level
from langchain.prompts import load_prompt _ _
if __name__ == '__main__' : loaded_prompt = load_prompt ( "lc://prompts/../../../../../../../system.py" )
langchain.prompts.loading.load_prompt
Finally, the url of the splicing request can ../../../ point to the file we set by bypassing the restrictions of the project, and read and load to realize arbitrary command execution
Vulnerability Summary
Trying on the latest version, this vulnerability still exists. The essence of this vulnerability is that it can load and execute local or specified Python files, but this problem should not be so easy to exploit in practical applications, because the address of the Python file must be controllable just to work.
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