Hands-on Spring AI

Fu Cheng

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Table of Contents

Spring AI Basics

Getting Started
Chat Completion
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
RAG
- Simple RAG
Modular RAG
RAG Examples
- Text-to-SQL
- PDF Q&A

MCP

MCP Introduction
Quick Start
MCP Server
MCP Client
- Roots
- Sampling
MCP Annotations
MCP Examples
- File System MCP Server

Agent

Agent Introduction
- Cooking Suggestion Agent
Agent Components
Agentic Patterns
Agent Development

AI Application Infrastructure

Source Code and Materials

Hands-on Spring AI/MCP/MCP Server

MCP Server

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Shared Models

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ServerExchange

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Prompt Templates

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Resources

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Resource

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Resource Template

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Client Methods

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Usage

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Tools

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Completions

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Logging

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Pagination

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Up next

MCP Client

In this chapter

MCP Server
Shared Models
ServerExchange
Prompt Templates
Resources
Tools
Completions
Logging
Pagination