graphiti

Graphiti is a leading agent memory in the 2026 AI agent engineering landscape (28.3k★).

When to use this skill

• Real-time temporal knowledge graphs for agent memory
• Episodes (text/message/json) incrementally ingested — no batch recompute
• Bi-temporal model: event time + ingest time, edge invalidation on contradiction
• Hybrid retrieval: semantic + BM25 + graph traversal, with rerankers
• Custom entity/edge types via Pydantic models
• Backends: Neo4j, FalkorDB (+embedded falkordblite), Kuzu, Amazon Neptune; MCP server included
• Ecosystem overlap: agent-memory-architecture references Zep/Graphiti conceptually; this covers building on graphiti-core directly

Installation

pip install graphiti-core   # extras: [falkordb], [kuzu], [neptune], [anthropic], [google-genai]...