Agent Memory 🧠

Full intelligence layer: vector memory + knowledge graph + structured database.

When to Use

• - Storing and recalling facts semantically ("remember that Abidi prefers...")
• Managing structured data: projects, contacts, tasks, bookmarks
• Setting up the brain stack after container rebuild
• Batch seeding memory with key facts

Usage

Memory Engine (Mem0 — vectors + graph)

Structured Database (SQLite)

Setup & Seeding

Architecture

• - Mem0 — Unified AI memory (auto fact extraction, dedup, multi-level recall)
• Qdrant — Vector database for semantic search
• Neo4j — Knowledge graph for entities & relationships
• SQLite — Structured data (projects, contacts, tasks, bookmarks)
• Langfuse — Observability tracing on all operations

Credits

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