Curious about AI Agents, MCP Servers and how they work in practice?
We’ve now open-sourced the project so anyone interested in AI agents can easily fork and run it:
GitHub: GitHub - Elkhn/mcp-playground: A Streamlit-based chat app for LLMs with plug-and-play tool support via Multi-Server Command Protocol (MCP), powered by LangChain, LangGraph, and Docker.
Follow the setup guide to get started quickly. This is interactive playground — built with Streamlit , LangGraph , and Docker . Whether you’re an AI enthusiast, researcher, or just curious, this playground is a great way to experiment and learn.
For a deeper dive into the architecture and design decisions, check out my Medium post:
We hope this helps others explore AI Agents and MCP servers.