This tool serves as an interactive sandbox, allowing users to deeply examine and understand the inner workings of MCP. It provides a practical framework for interacting with MCP components through a Python SDK, and further enhances exploration by integrating with local Large Language Models (LLMs) powered by Ollama. This combination makes complex MCP concepts more approachable and facilitates experimentation with LLM-driven interactions within the MCP ecosystem.