Andrew Ginns

This repository serves as a demonstration and benchmarking platform for LLM agents using the Model Context Protocol (MCP). It showcases various frameworks such as Google ADK, LangGraph, OpenAI, and Pydantic-AI, providing examples for both single and multiple MCP server usage. Additionally, it features an evaluation dashboard and multi-model benchmarking capabilities, allowing for model comparisons and performance analysis.