RAG with Pinecone AI Agent > Introduction to RAG with Pinecone AI Agent recipe > RAG with Pinecone AI Agent recipe contents
  

RAG with Pinecone AI Agent recipe contents

The RAG with Pinecone AI Agent recipe contains an embedding model connection, a model connection, a tool connection, and an agent flow.
The following table lists the assets that the RAG with Pinecone AI Agent recipe contains:
Asset Name
Asset Type
Description
Gemini Embedding Model
Embedding model connection
Gemini text-embedding-004 embedding model with 768 embedding dimensions.
Gemini 2.5 Flash Model
Model connection
Gemini 2.5 Flash model.
Pinecone_Retriever
Tool connection
Tool that uses the Gemini embedding model.
Pinecone Knowledge Agent
Agent flow
Converts user queries into vectors, searches Pinecone for the most relevant knowledge chunks, and returns context-aware answers based on the retrieved data.