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Build AI Applications with Spring AI

RAG, MCP and Agents

Fu Cheng

Create AI applications using Spring AI, RAG, MCP and Agents

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About

About

About the Book

Create AI applications using Spring AI

This book uses Spring AI 1.0.3.

Spring AI Basics

  • Chat Completion
  • Streaming Chat Completion
  • Structured Output Converter
  • Multimodal Input

RAG

  • Vector store
  • Embedding model
  • Simple RAG
  • Modular RAG

MCP

  • Quick start
  • MCP server
  • MCP client
  • MCP examples

Agent

  • Agent Components
  • Agentic Patterns and Workflow
  • Build Agents

I’m also maintaining the website JavaAIDev.com. Some content will be published freely on that website. If you find the content useful, please support me by purchasing a copy of this book.

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Author

About the Author

Fu Cheng

Full-stack software developer and content creator.

Contents

Table of Contents

  • Spring AI Basics
    • Getting Started
      • Prerequisites
      • Spring Boot Application
      • Use Model Service
      • Consolidate Local and Production Environment
    • Chat Completion
      • Model
      • ChatModel
      • Create Prompts
      • Chat Response
      • ChatClient
      • Use Custom Chat Options
      • Prompt Template
      • Advisor
    • Streaming Chat Completion
      • StreamingChatModel
      • Streaming Web Application
      • Streaming JSON Events
    • Structured Output Converter
      • StructuredOutputConverter
      • ListOutputConverter
      • MapOutputConverter
      • BeanOutputConverter
      • Use ChatClient
    • Multimodal Input
      • Media
      • Image Understanding
    Retrieval-Augmented Generation
    • RAG Introduction
      • Reduce Hallucinations
      • Naive RAG
    • Embedding Model
      • EmbeddingModel
      • EmbeddingOptions
      • BatchingStrategy
      • Use EmbeddingModel
    • Documents
      • Create Documents
      • Document Reader
      • Document Transformer
      • Document Writer
    • Vector Store
      • VectorStore
      • Create VectorStore
      • Add Documents
      • Delete Documents
      • Similarity Search
      • VectorStore REST API
      • SimpleVectorStore
      • Pgvector
      • Vector Store Cloud Services
    • RAG
      • Simple RAG
    • Modular RAG
      • Query
      • Pre-Retrieval
      • Retrieval
      • Post-Retrieval
      • Generation
      • RetrievalAugmentationAdvisor
    • RAG Examples
      • Text-to-SQL
      • PDF Q&A
    MCP
    • MCP Introduction
    • Quick Start
      • Java Development Basics
      • stdio Server
      • HTTP SSE Server
      • MCP Client
      • Spring Integration
      • Spring AI Integration
    • MCP Server
      • Shared Models
      • ServerExchange
      • Prompt Templates
      • Resources
      • Tools
      • Completions
      • Logging
      • Pagination
    • MCP Client
      • Roots
      • Sampling
    • MCP Examples
      • File System MCP Server
    Agent
    • Agent Introduction
      • Cooking Suggestion Agent
    • Agent Components
      • Profile
      • Persona
      • Tools
      • Knowledge and memory
      • Reasoning and evaluation
      • Planning and feedback
    • Agentic Patterns
      • Task Execution
      • Evaluator-Optimizer
      • Parallelization Workflow
      • Routing Workflow
      • Chain Workflow
      • Agent as Tool
      • Tool as Agent
      • Orchestrator-Workers Workflow
    • Agent Development
      • Persona
      • Knowledge
      • Tools
      • Reasoning
      • Task
    Source Code and Materials

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