Memgraph Python Packages

pymgclient

Python Memgraph Client

gqlalchemy

GQLAlchemy is a library developed with the purpose of assisting in writing and running queries on Memgraph. GQLAlchemy supports high-level connection to Memgraph as well as modular query builder.

mnemostack

Durable hybrid memory for AI agents: vector + BM25 + temporal + graph recall, exposed through MCP, HTTP, and Python.

drm-tools

Graph-based document representation library with Neo4j, Memgraph, Apache Jena (SPARQL) and NetworkX backends

grawiki

GraWiki is an open source Python project for graph-backed knowledge extraction, retrieval, and agent memory. It combines two closely related ideas: GraphRAG-style ingestion and retrieval over extracted entities and relationships. Andrej Karpathy's "LLM Wiki" style memory, where prior agent work is stored as durable graph state instead

gqlalchemy-tailor

GQLAlchemy is a library developed with the purpose of assisting in writing and running queries on Memgraph. GQLAlchemy supports high-level connection to Memgraph as well as modular query builder.