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The MCP Server project is designed to facilitate multi-agent conversation protocols by leveraging the OpenAPI specifications from the provided URL. It is built using Python 3.9+ and offers a robust framework for developing and managing conversation protocols in a structured and efficient manner. The server supports various transport modes, including stdio, sse, and streamable-http, making it versatile for different communication needs. The project emphasizes code quality and maintainability through the use of tools like ruff for linting and formatting, mypy for static type checking, and pytest for testing. Additionally, it incorporates pre-commit hooks to ensure code consistency and quality before each commit. The server can be configured using environment variables, allowing for flexible deployment and integration with other systems. Overall, the MCP Server provides a comprehensive solution for managing multi-agent conversations, with a focus on scalability, reliability, and ease of use.