Pyyan / Compare / Neo4j vs LangChain & LangGraph

Neo4j vs LangChain & LangGraph

2 of 5

RAG & Knowledge Graphs · verified 13 Aug 2026

Neo4jNeo4jcurrent
LangChain & LangGraphLangChaincurrent
3 slots left
SpecificationNeo4jLangChain & LangGraph
SummaryThe graph database most knowledge graphs are stored in.Orchestration, with retrieval as one piece.
KindDatabaseFramework
GraphYes, nativeVia integrations
LanguageCypherPython, TypeScript
LicenceGPL-3.0 / commercialMIT
GitHub stars~14k~120k
CategoryRAG & Knowledge GraphsRAG & Knowledge Graphs
OfficialNeo4jLangChain

Highlighted rows are where these differ.

Neo4j

  • Native vector index alongside graph traversal
  • GraphRAG and Graphiti both commonly sit on it

Best for the storage layer under a knowledge graph.

Full spec sheet →

LangChain & LangGraph

  • LangGraph adds durable state and checkpointing
  • Widely used, and widely argued about

Best for agents that retrieve as one step among many.

Full spec sheet →