// Search & vector stores
memgraphv3.13.2
High-performance open-source in-memory graph database for GraphRAG, AI memory, agentic AI, and real-time graph analytics. Cypher-compatible, built in C++.
Open source Maintained For agents
IN ONE PARAGRAPH
memgraph is high-performance open-source in-memory graph database for GraphRAG, AI memory, agentic AI, and real-time graph analytics. Cypher-compatible, built in C++.
Good for: Developers who want their agent (Claude Code, Codex, Cursor…) to search & vector stores.
01How to start
- 1Read the official README for requirements and permissions.
- 2Install it as the official guide describes.
- 3Tell your agent the command exists (e.g. in AGENTS.md / CLAUDE.md) so it knows when to call it.
02Alternatives & comparison
Compare side by side → neo4j Graphs for Everyone ★ 17k chroma Search infrastructure for AI ★ 30k pathway Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG. ★ 62k surrealdb A scalable, distributed, collaborative, document-graph database, for the realtime web ★ 33k txtai 💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows ★ 13k