How to Build a Local 3D Codebase Knowledge Graph and Sync LLM Context Offline

The article dives into creating a local knowledge graph for a 3D codebase to overcome the limitations of expensive context windows and static folder indexing. It introduces Graphify Companion, which combines Node.js for server transport and Python for parsing abstract syntax trees to build a detailed graph. By setting up the tool via a step-by-step process, developers can sync large language model (LLM) context offline, offering a more efficient and cost-effective alternative to traditional methods. This approach is particularly significant for teams working on complex projects where maintaining context and relationships in code is crucial.