The project uses an adapter pattern to bridge the gap between MCP servers and various agent frameworks. It provides a base ToolAdapter class that framework-specific adapters inherit from. The core component, MCPAdapt, manages the MCP server connection and tool adaptation. The architecture is designed for extensibility, allowing users to easily add support for new agent frameworks.