KGLite vs Memgraph

Both are property graph databases queried with openCypher. KGLite (2026-06, MIT, Rust) ranks #126 this month; Memgraph (2020-05, BUSL-1.1, C++) ranks #4.

Attribute KGLite #126 ▼1 Emerging Memgraph #4 = Leader
At a glance
Rank #126#4
Score 26.370.8
GitHub stars 734.6k
Popularity 41.572.8
Activity 78.380.9
Community 30.361.0
Research 50.062.6
Fundamentals
Description An embedded knowledge graph for Python written in Rust. Speaks openCypher, ships with three storage modes (in-memory, mmap, disk-backed CSR), pandas DataFrame I/O, a code_tree parser that turns source trees into call graphs across 9 languages, and a bundled MCP server for LLM agents.An in-memory property graph database with ACID transactions and strong consistency. Includes the MAGE library of graph algorithms and supports real-time streaming ingestion.
Vendor Kristian dF KollsgårdMemgraph
Model Property GraphProperty Graph
Kind embeddeddatabase
Category EmergingEnterprise
First released 2026-062020-05
Status activeactive
License MITBUSL-1.1
Written in RustC++
Query languages openCypher, Custom APIopenCypher
gdotv support noyes

Feature scores — not surveyed for KGLite

Feature KGLiteMemgraph
Community & Business
Active development —✓
Commercial support —✓
Live community —0.5
Open Source —·
Pricing —·
Trendiness —0.25
Deployment
Containerization —✓
Work as dedicated instance —✓
Work as embedded —·
Testing in-memory version —0.75
Platform
Operating on Linux —✓
Operating on Windows —0.5
SaaS offering —✓
Operations
Automatic updates —·
Client side caching —·
Data versioning support —·
Live backups —✓
Distribution
Cluster Re-balancing —✓
Data Distribution —✓
High-Availability —✓
Query Distribution —✓
Replication support —✓
Developer Experience
Data types defined —·
Logging/Auditing —✓
Object-Graph Mapper —✓
Reactive programming —·
Documentation up-to-date —0.75
Binary protocol —✓
CLI —✓
GUI —✓
Data Model
Multi-database —·
Graph-native data —✓
REST API —·
Query Language —✓
Transactions
Granular locking —·
Multiple isolation levels —·
Read committed transaction —✓
Transaction support —✓
Schema & Security
Constraints —✓
Schema support —0.75
Secondary indexes —✓
Server side procedures —✓
Triggers —✓
Authentication —✓
Authorization —✓
Data encryption —·