memgraph

The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs

GQLAlchemy is a library developed with the purpose of assisting in writing and running queries on Memgraph. GQLAlchemy supports high-level connection to Memgraph as well as modular query builder.

A graph-powered Reddit explorer that can perform real-time graph visualizations and sentiment analysis.

A Spotify song recommendation engine built with the power of graph analytics.

A slack bot that helps you understand and influence your slack community

Structural verification for graph databases. 5M vertices. 35 microseconds. Zero ML.

A course on multiple approaches to enriching the query context to create amazing LLM applications.

Explore your userbase and community with the power of graph analytics.

GraWiki is an open source Python project for graph-backed knowledge extraction, retrieval, and agent memory. It combines two closely related ideas: GraphRAG-style ingestion and retrieval over extracted entities and relationships. Andrej Karpathy's "LLM Wiki" style memory, where prior agent work is stored as durable graph state instead

Durable hybrid memory for AI agents: vector + BM25 + temporal + graph recall, exposed through MCP, HTTP, and Python.

Benchmark suite for graph databases. Built to compare Grafeo with Neo4j, Memgraph, ArangoDB, FalkorDB, Nebula Graph and LadybugDB.

A Python starter pack for building streaming applications with Memgraph.

Financial knowledge graph based on YFinance data

An agent skill that extracts a knowledge graph — subject–relation–object triplets — from a folder of documents, and optionally turns it into Cypher import scripts for Neo4j/Memgraph. Respects provided schema and operates in a fail-safe manner.

E-Commerce recommender demo with real-time data and a graph database

Standalone RAG backend: hybrid search (pgvector + ParadeDB BM25 + LightRAG graph) with 4-mode rerank (CPU TEI + AMD gfx1151 GPU sidecars: BGE, Qwen3-Reranker 4B/8B) and GLiNER NER fast-mode. FastAPI on :5050. Bind-mount persistence.

Graph-powered code intelligence - hybrid RAG with graph and vector search

Prometheus exporter for standalone Memgraph and Memgraph HA.

A seamless pipeline for relationship extraction and connection to larger knowledge networks.

AI-Native OSINT & 3D Link Analysis Platform