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Recall Kit is an open-source experience-sharing platform leveraging the Model Context Protocol (MCP) to address common inefficiencies in AI development, such as repetitive conversations and wasted tokens. It empowers AI agents to learn from past interactions by automatically summarizing, saving, and retrieving successful problem-solving experiences. This system allows developers and agents to efficiently query and reuse historical solutions, thereby accelerating development, minimizing debugging efforts, and optimizing overall communication costs within the AI coding process.