The agent-service-toolkit is a comprehensive toolkit for running AI agent services based on LangGraph, including LangGraph agents, FastAPI services, clients, and Streamlit applications, providing a complete setup from agent definition to user interface. It leverages the high control capabilities and rich ecosystem of the LangGraph framework, supporting advanced features such as concurrent execution, graph loops, and streaming results.