NODES AI 2026 – Smarter MCP Servers: Using a Graph to Solve the Context Window Problem

Join Jonathan Giffard at NODES AI for this session: “Smarter MCP Servers: Using a Graph to Solve the Context Window Problem”.

Every tool you register in an MCP server costs tokens — before a single prompt runs. When you have multiple tools, that overhead is real. This session compares three architectural patterns for managing tool discovery in MCP servers, from simple lazy-loading to a graph-backed registry that surfaces the most relevant tools first and gets smarter with every call. Using Neo4j Aura as the concrete example, we’ll show how storing your tool list as a graph — with usage weights, co-occurrence edges, and category relationships — turns a flat list into an adaptive, self-improving capability layer.

Learn more about Neo4j: https://neo4j.com/
Get Started with Aura: https://neo4j.com/product/aura-agent/
Join Free, Self-Paced Online Learning: https://graphacademy.neo4j.com/

#Neo4j #NODESAI #GraphDatabase #AI #Graph+AI #KnowledgeGraph #MCP