# Build graph RAG context with Neo4j LLM Graph Builder

> Convert a bounded document set into a Neo4j knowledge graph, inspect extracted nodes and relationships, and use it for graph-backed RAG.

- Skill: `agentskillexchange/build-graph-rag-context-with-neo4j-llm-graph-builder` (Agent Skill)
- Install (CLI): `npx skillmds@latest add agentskillexchange/build-graph-rag-context-with-neo4j-llm-graph-builder`
- Raw SKILL.md: https://api.skillmd.com/api/skills/agentskillexchange/build-graph-rag-context-with-neo4j-llm-graph-builder/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: agentskillexchange (https://skillmd.com/u/agentskillexchange)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/agentskillexchange/build-graph-rag-context-with-neo4j-llm-graph-builder

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# Build graph RAG context with Neo4j LLM Graph Builder

Convert a bounded document set into a Neo4j knowledge graph, inspect extracted nodes and relationships, and use it for graph-backed RAG.

## Prerequisites

Neo4j Database 5.23 or later with APOC, Python 3.12 backend, configured LLM provider credentials, optional front-end and Docker deployment paths from the upstream README.

## Installation

Use the upstream install or setup path that matches your environment:
- pip install -r requirements.txt -c constraints.txt

Requirements and caveats from upstream:
- ![Python](https://img.shields.io/badge/Python-yellow)
- **Python 3.12 or higher** (for local/separate backend deployment)
- If using **Neo4j Desktop**, you will need to deploy the backend and frontend separately (docker-compose is not supported).

Basic usage or getting-started notes:
- Neo4j Database **5.23 or later** with APOC installed.
- **Neo4j Aura** databases (including the free tier) are supported.
- Create a .env file in the backend folder by copying backend/example.env.

- Source: https://github.com/neo4j-labs/llm-graph-builder
- Extracted from upstream docs: https://raw.githubusercontent.com/neo4j-labs/llm-graph-builder/HEAD/README.md

## Documentation

- https://github.com/neo4j-labs/llm-graph-builder

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/build-graph-rag-context-with-neo4j-llm-graph-builder/)