AgenticSeek before commit 409840c contains a remote code execution vulnerability because llmserver/app.py hardcodes Flask debug mode while binding to all interfaces. Attackers who reach the server port and obtain the derivable Werkzeug debugger PIN can execute Python code and operating system commands with llmserver privileges.