automcp is an innovative tool that simplifies the conversion of tools, agents, and orchestrators built with various existing Agent frameworks (including CrewAI, LangGraph, Llama Index, OpenAI Agents SDK, and Pydantic AI) into Model Context Protocol (MCP) servers. The key benefit of MCP servers is providing a standardized interface.