The Python Interpreter allows LLMs to interact with Python environments through the Model Context Protocol (MCP). It provides tools for managing Python environments, executing code and scripts, managing packages, and performing file operations like reading and writing. It also includes Python prompts for common tasks such as function creation and debugging, enhancing the capabilities of LLMs by granting them direct access to Python's versatile ecosystem.