AUTOMATION
Build Unified Memory System for Personal Assistants
Enable agents to maintain context and remember across conversations
Updated: 5/27/2026
Difficulty
hard
Time
3h
Use Case
Create personal assistants that remember context across multiple conversations and retrieve relevant information semantically
Popularity
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About this automation
Implement a unified memory system served via MCP server and powered by GraphRAG to solve the problem of LLMs forgetting context. GraphRAG retrieves semantically related items beyond simple similarity matching.
How to implement
1
Set up GraphRAG infrastructure
2
Design memory schema
3
Build MCP server for memory access
4
Implement semantic retrieval
5
Test context persistence across conversations