GraphRAG
Standard RAG retrieves text chunks by similarity. GraphRAG traverses a knowledge graph to follow multi-hop relationships across entities, connecting information that similarity matching can't reach.
Real-time graph reasoning
The Graph Engine for AI Context
Complement vector search with structured, connected context and traceable multi-hop reasoning across enterprise data in milliseconds.
Trusted by
AI Workloads
Connected context across your data.
Auditability as structure.
When the agent acts, the traversed path is an inspectable trace. Alternative paths can be scored and compared. The basis for the decision is examinable through graph structure and edge scores, not through interpretation of token probabilities.
Sub-ms
Traversals
1,000+
tx/sec reads & writes
100 GB–4 TB
Graph sizes
ACID
Compliant with persistence
Graph AnalyticsTrusted in production👁 NASA logo
One engine. Two workloads.
The same in-memory architecture that powers AI context
also drives real-time graph analytics
Migrating from Neo4j?
Everything you need to migrate from Neo4j, in one place.
What teams are building with Memgraph
“Memgraph gave us a more cost-effective way to build on the graph capabilities we already knew, with a minimal learning curve for our Python and R team.”
David MezaNASA
“Memgraph helped us capture the higher order relationships between genes, drugs, and clinical evidence to surface treatment possibilities like Temazepam and Ibuprofen.”
Jason H. MooreCedars-Sinai
“Being in memory, Memgraph is fast and really performant. We score 3.5 million-plus clients daily, and the entire infrastructure runs start to end in two hours on average.”
Derick SchmidtCapitec Bank
TALENT MANAGEMENT
Behind the Missions: How NASA Manages Talent with a People Knowledge Graph
Read case studyHEALTHCARE AIHow Cedars-Sinai Uses Memgraph for Knowledge-Driven Machine Learning in Alzheimer’s Research
Read case studyFRAUD DETECTIONHow Capitec Built a Graph-Powered Fraud Scoring Pipeline for 3.5M+ Daily Cases
Read case studyFor Developers
Start in minutes
Fully functional Community Edition, free forever. Cypher query language, Python client libraries, LangChain and LlamaIndex integrations. Migrating from Neo4j? Familiar interfaces and protocols.
Install Memgraph on Linux/MacOS
curl -sSf "https://install.memgraph.com" | sh
Install Memgraph on Windows
iwr https://windows.memgraph.com | iex
