This repository provides a client implementation of the Model Context Protocol (MCP), which is used to connect AI agents and LLMs to external tools, APIs, and data sources. The project includes both a frontend component and a Python-based agent service. It integrates with OpenAI APIs and LangSmith for observability, indicating it is part of an LLM-powered agent system.