This repository demonstrates building a production-ready agent using LangGraph for orchestration and state management, along with LangChain Agents featuring middleware support. It provides a Next.js frontend chat interface that searches official documentation, a Pylon knowledge base for support issues, validates links, and filters off-topic queries via guardrails. The project is maintained by the LangChain team and serves as a reference implementation for agent development patterns.