MCPAdapt provides a unified adapter layer between the Model Context Protocol and popular agentic frameworks. It translates MCP tool schemas and calls into the format expected by each framework, essentially acting as a bridge that unlocks 650+ MCP servers for agents built with smolagents, LangChain, CrewAI, or Google GenAI. The project handles the protocol translation and dependency management so developers can use MCP servers in their agentic workflows without framework-specific integration code.