Hands-on Spring AI

Fu Cheng

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Table of Contents

Spring AI Basics

Getting Started
Chat Completion
Tool
- Basic Tool Usage
- ToolCallback
- ToolCallbackProvider
Streaming Chat Completion
Structured Output Converter
Multimodal Input
- Media
- Image Understanding

Retrieval-Augmented Generation

RAG Introduction
- Reduce Hallucinations
- Naive RAG
Embedding Model
Documents
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
RAG Examples
- Text-to-SQL
- PDF Q&A

MCP

MCP Introduction
Quick Start
- Java Development Basics
- Sample MCP Server
- stdio Server
- HTTP SSE Server
- MCP Client
- Spring Integration
- Spring AI Integration
MCP Server
MCP Client
- Roots
- Sampling
MCP Annotations
MCP Examples
- File System MCP Server
- Database 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

AI Application Infrastructure

Observability
AG-UI

Source Code and Materials

Hands-on Spring AI/Spring AI Basics/Tool

Tool

https://leanpub.com/spring-ai

Basic Tool Usage

https://leanpub.com/spring-ai

Create Tools

https://leanpub.com/spring-ai

Use Tools

https://leanpub.com/spring-ai

ToolCallback

https://leanpub.com/spring-ai

ToolDefinition

https://leanpub.com/spring-ai

MethodToolCallback

https://leanpub.com/spring-ai

FunctionToolCallback

https://leanpub.com/spring-ai

ToolCallbackProvider

https://leanpub.com/spring-ai

Up next

Streaming Chat Completion

In this chapter

Tool
Basic Tool Usage
ToolCallback
ToolCallbackProvider