Neuron AI Retrieval for GraphRAG

This module implements the GraphRAG retrieval strategy for the Neuron AI PHP framework.

Requirements

• PHP: ^8.1
• Neuron: ^3.0

Installation

Install the latest version of the package:

composer require neuron-core/graph-retrieval

How to use GraphRetrieval in your agent

Return an instance of GraphRetrieval from the RAG method retrieval():

use NeuronAI\RAG\RAG;
use NeuronAI\RAG\Retrieval\RetrievalInterface;
use NeuronAI\RAG\GraphStore\Neo4jGraphStore;
use NeuronCore\GraphRetrieval\GraphRetrieval;

class GraphRAGAgent extends RAG
{
    protected function retrieval(): RetrievalInterface
    {
        return new GraphRetrieval(
            $this->resolveVectorStore(),
            $this->resolveEmbeddingsProvider(),
            $this->resolveProvider(),
            new Neo4jGraphStore()
        );
    }

    protected function embeddings(): EmbeddingsProviderInterface
    {
        return new ...
    }

    protected function vectorStore(): VectorStoreInterface
    {
        return new ...
    }
}

What is Neuron?

Neuron is a PHP framework for creating and orchestrating AI Agents. It allows you to integrate AI entities in your existing PHP applications with a powerful and flexible architecture. We provide tools for the entire agentic application development lifecycle, from LLM interfaces, to data loading, to multi-agent orchestration, to monitoring and debugging.

In addition, we provide tutorials and other educational content to help you get started using AI Agents in your projects.

Go to the official documentation

Video Tutorial