cd /news/developer-tools/how-to-build-a-local-3d-codebase-kno… · home › topics › developer-tools › article
[ARTICLE · art-30110] src=dev.to ↗ pub= topic=developer-tools verified=true sentiment=↑ positive

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

A developer introduced Graphify Companion, an open-source tool that builds a local 3D codebase knowledge graph and syncs LLM context offline. The tool combines Node.js for MCP Server Transport and Python for AST/graph parsing, enabling AI assistants to understand structural code relationships like function calls and imports. The project is available on GitHub and works with LM Studio's local server.

read1 min views1 publishedJun 16, 2026

Introduction: Why context windows are expensive and why static folder indexing fails to capture structural relationships (like function calls or imports).

The Solution: Introducing Graphify Companion.

How the Architecture Works: Detail the combination of Node.js for the MCP Server Transport and Python for AST/graph parsing.

Step-by-Step Setup:

Cloning the repo([https://github.com/sreekanthap89/Graphify-Companion1](https://github.com/sreekanthap89/Graphify-Companion1)).

Running install.ps1 to configure Python .venv and Git Hooks.

Starting LM Studio's local server.

Copy-pasting the JSON configuration into LM Studio.

Prompting Guide: Teach readers how to write prompts that force the AI to use graph tools (query_graph vs. read_file).

Conclusion & Source: Invite readers to star the GitHub repository.

source & further reading
dev.to — original article SpaceX Acquires AI Coding Tool Cursor for $60 Billion have you installed the Agent Toolkit for AWS yet? Deploying Label Studio Open-Source Data Labeling Platform on Ubuntu 24.04
── more in #developer-tools 4 stories · sorted by recency
── more on @graphify companion 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
→ Live at https://your-agent.zahid.host ✓
Get free account → Pricing
from €0/mo · no card required
LIVE [news/how-to-build-a-local…] indexed:0 read:1min 2026-06-16 · —