NeuronAgent NeuronDB Integration

Overview

NeuronAgent integrates directly with NeuronDB to provide vector search, embeddings generation, and RAG operations through agent tools.

Vector Operations

Use NeuronDB vector search tools in your agents:

• Vector similarity search with multiple distance metrics
• HNSW and IVF index management
• Multi-vector and hybrid search
• Vector quantization operations

Embeddings

Generate embeddings using NeuronDB:

• Text embeddings with 50+ pre-configured models
• Image and multimodal embeddings
• Batch embedding generation
• Embedding caching for performance

RAG Operations

Build RAG pipelines with NeuronAgent and NeuronDB:

• Document processing and chunking
• Semantic search and retrieval
• Reranking with multiple methods
• LLM integration for response generation

See NeuronDB RAG Documentation for complete RAG pipeline details.