MCP - Builder sharing unified memory architecture for personal ...

Builder sharing unified memory architecture for personal assistants using MCP server + GraphRAG to solve LLM context/forgetting limitations over conversations.

Updated: 5/27/2026
I’ve been building a unified memory for a personal assistant. It's served via an MCP server and powered by GraphRAG... Why? LLMs forget. Every new conversation starts from scratch Classic RAG can retrieve results that look similar to a query. But it can't retrieve items https://t.co/nayCDyFCca Source: https://x.com/pauliusztin_/status/2047654291737825521

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