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memgraph

NoSQL & Document

A high‑performance, in‑memory graph database that supports real‑time AI context retrieval and analytics with sub‑millisecond traversals.

C++ Latest v3.10.1 · 19d ago Security brief →

Features

  • Built‑in vector, text and geospatial indexes for hybrid similarity + graph queries
  • 40+ native graph algorithms (PageRank, community detection, GNN link prediction, embeddings) in C++, Python and CUDA
  • Atomic GraphRAG pipelines expressed as a single Cypher query
  • In‑memory C/C++ engine delivering sub‑millisecond multi‑hop traversals
  • Enterprise features: high availability, fine‑grained access control, encryption, backup/restore

Recent releases

View all 5 releases →
No immediate action
v3.10.1 Bug fix

Docker startup fix

Config change
v3.10.0 Breaking risk
Auth RBAC Breaking upgrade

Init‑file rejection + DENY permissions

v3.9.0 Breaking risk
Breaking changes
  • HA coordinator data directories must be cleaned and coordinators restarted; rerun setup queries on new coordinator leader
Notable features
  • Vector index functions in WITH CONFIG
  • Global server parameters
  • Async logging support
v3.8.1 Bug fix

Fixed data instance deadlock that prevented startup under specific timing conditions.

v3.8.0 Breaking risk
Breaking changes
  • Cannot switch to analytical mode if constraints exist
  • Removed deprecated flags: --auth-module-executable, --bolt_session_inactivity_timeout, --storage_parallel_index_recovery
  • New auth module message ID protocol required
Notable features
  • Concurrent edge creation on supernodes
  • Parallel Cypher execution (Enterprise)
  • LOAD JSONL and LOAD PARQUET from HTTP/FTP/S3

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About

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Languages
C++ Python Cypher

Install & Platforms

Install via
docker brew apt dnf pacman zypper binary
Platforms
linux macos windows

Beta — feedback welcome: [email protected]