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Engram Memory MCP

by lumetra-io

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      Provides AI assistants with persistent long-term memory by organizing experiences into documents, memory atoms, and a knowledge graph, and enabling hybrid BM25/vector/graph retrieval with decay, reinforcement, and automatic recall.
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    • A
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      Persistent memory and knowledge graph server that fuses keyword, vector, and graph search into a single query, enabling AI assistants to recall typed entities and relationships across sessions.
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    • F
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      quality
      F
      maintenance
      Enables LLMs to store, search, and manage memories with hybrid semantic and keyword search using ChromaDB and Neo4j for persistent memory and knowledge graph capabilities.
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