automcp is an open-source tool designed to simplify the process of converting various existing agent frameworks (such as CrewAI, LangGraph, etc.) into MCP servers. This allows developers to more easily access these servers through a standardized interface. The tool supports the deployment of multiple agent frameworks and is operated through an easy-to-use CLI interface. Suitable for developers who need to quickly integrate and deploy AI agents, it's free of charge and suitable for individual and team use.