概要
Shell offers a foundational set of tools designed to empower LLMs with the ability to directly read, modify, and update code within a controlled, self-hosted environment. It eliminates the need for external APIs or additional machines by running directly inside a container, making it ideal for home servers. The tool is structured around a shell prompt for file and directory management and a Python execution engine, allowing LLMs to run code and install necessary dependencies like `uv` or `venv` to manage their own project requirements. This setup ensures secure and efficient interaction, facilitating advanced LLM-driven code development and maintenance.