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A Graph Algorithms Agent

Session Track: AI Engineering

Session Time:

Session description

LLMs struggle to reason on large graphs. Recent advances in agents provide LLMs external toolings, yet there is no such agent that can choose and execute a variety of graph algorithms for complex reasoning. In this session, we will present a graph algorithms agent (MCP server) that can execute all algorithms in the GDS library on Neo4j. We will give a live interactive demo, allowing the audience to ask any graph-algorithmic questions in natural language and get answers. The server can be taken off-the-shelf and used on any Neo4j database with GDS. We will also go through the implementation behind the GDS-agent as well as challenges and future opportunities for community.

Speaker

photo of Brian Shi

Brian Shi

Senior Software Engineer, Neo4j

Brian has been working on graph algorithms, graph machine learning, and retrieval-and-reasoning on graphs with LLMs. His recent work includes finding ways of improving retrieval-augmented generation on graphs and building agents that reason over graphs by using graph algorithms as tools.