Alternatives to Memgraph

30 tools that compete with or replace Memgraph. Ranked by direct product-type match — not generic category overlap.

Last updated 2026-08-18

Cross-checked through our multi-step verification · 2026-08-18

Why people look for alternatives to Memgraph

The complaints that come up most often in public discussion — reviews, forums and community threads. Not our opinion, and not the vendor's marketing.

Early versions lacked native vector search, pushing users to competitors.
Complex Cypher queries can sometimes require manual optimization.
Smaller ecosystem and community compared to Neo4j.
Memory-based pricing can become expensive for large datasets.

Drawn from 31 mentions across 2 sources · researched Jul 3, 2026.

In fairness: users also consistently praise sub-millisecond query responses for real-time analytics and ai workloads, and unified architecture for graphrag and graph analytics on one in-memory store. A complaint list is not a verdict — see the full picture on the Memgraph page.

Doris

Open-source real-time SQL analytics, full-text search, and vector database for AI.

FreeTry

ESEILANE

High-performance Knowledge Graph engine for AI, LLMs, and GraphRAG

Contact SalesTry

Memtrace Public

Shared structural memory for multi-agent coding: bi-temporal graph, MCP-native, 27x faster in v1.0.0

FreemiumTry

pumaDB

Shared memory API for AI agents — no database setup.

FreemiumTry

Rushdb

Graph + vector persistent memory for AI agents — push JSON, get a typed, searchable graph.

FreemiumTry

Actian VectorAI DB

Local-first vector database for portable edge, on-prem, and disconnected AI.

FreemiumTry

Mem0

AI memory layer for agents with persistent, cross-session context.

FreemiumTry

GraphRAG

Open-source knowledge-graph RAG that maps entities and communities to answer complex, cross-document questions.

FreeTry

Pinecone

Fully managed vector database for fast, accurate AI retrieval at scale

FreemiumTry

Milvus

Open-source vector database for billion-scale AI similarity search.

FreeTry

pgvector

Open-source vector similarity search for Postgres — add embeddings to your existing database.

FreeTry

Tidb

AI-native distributed SQL database with vector search, ACID, and HTAP for agentic workloads.

FreemiumTry

Databend

Unified analytics, search, and AI on your object store, built in Rust.

FreemiumTry

Mempalace

Open-source local-first AI memory with verbatim recall via method of loci.

FreeTry

Chromadb Admin

Free open-source admin UI for ChromaDB vector database

FreeTry

Distill

Open-source context intelligence layer for LLM agents: persistent memory, semantic dedup, and context compression.

FreeTry

MemoryLake

Portable encrypted AI memory that syncs every LLM and agent—yours forever.

FreemiumTry

Zilliz Cloud Serverless

Serverless vector database with auto-scaling and pay-as-you-go pricing.

FreemiumTry

Zvec

Open-source, in-process vector database by Alibaba with sub-millisecond search at billion scale

FreeTry

Shodh Memory

Local-first persistent memory for AI agents — zero LLM calls, deterministic, offline.

FreeTry

Memori

Agent-native memory infrastructure that cuts LLM token costs by up to 97%.

FreemiumTry

Nodedb

Replace five databases with one universal engine for AI products.

Contact SalesTry

Dkg Engine

Decentralized Knowledge Graph node software for verifiable, AI-ready data anchoring

FreemiumTry

Ezdata

AI-native data platform unifying ETL, RAG, and natural-language analytics.

FreemiumTry

Mentedb

MenteDB gives AI agents persistent long-term memory engine with contradiction detection.

FreemiumTry

Signetai

Local-first memory and secrets for AI agents, portable across every harness

FreeTry

OttO

Local-first knowledge graph assistant for AI agents.

FreemiumTry

Corpusos

Open-source protocol suite that standardizes LLM, vector, graph, and embedding infrastructure for developer teams.

FreeTry

Kronotop

Distributed transactional document database with vector search for AI agents.

FreeTry

OpenCrab

Ontology-first Graph RAG platform that turns messy knowledge into reusable packs

FreemiumTry

Frequently asked questions

What are the best alternatives to Memgraph?

We currently list 30 alternatives to Memgraph: Doris, ESEILANE, Memtrace Public, pumaDB, Rushdb. Each is ranked by direct product-type match rather than generic category overlap.

How do you choose which Memgraph alternatives to show?

Alternatives are ranked by direct product-type match — tools that do the same job — not by shared category tags. Every listed tool is independently re-verified on a continuous cycle.