#spring-ai

Spring AI Playground is a self-hosted web UI that simplifies AI experimentation and testing. It provides Java developers with an intuitive interface for working with large language models (LLMs), vector databases, prompt engineering, and Model Context Protocol (MCP) integrations. Built on Spring AI, it supports leading model providers and includes comprehensive tools for testing retrieval-augmented generation (RAG) workflows and MCP integrations. The goal is to make AI more accessible to developers, helping them quickly prototype Spring AI-based applications with enhanced contextual awareness and external tool capabilities.

Enables small businesses to create AI-powered WhatsApp chatbots using their own knowledge base. Business owners can set up their AI assistant through natural conversation and upload documents, while customers can ask questions directly without special syntax. Each WhatsApp number is dedicated to a specific business. Features: Natural language setup, document knowledge base integration, 24/7 customer support automation, real-time performance monitoring, comprehensive API documentation, automated deployment with health checks, and enterprise-grade security with rate limiting. Built with Express.js, OpenAI, Pinecone vector database, Twilio WhatsApp API, and PostgreSQL for scalable multi-business support.

AI-powered chat assistant for banking microservices using Spring AI and Model Context Protocol (MCP). Interact with your microservices through natural language chat, view accounts, personal details, and transactions—all in one unified interface.

Spring AI implementation of a Kubernetes MCP Server

Spring MCP Server

spring-ai-mcp-server

MCP server example for Agentic AI demo

This is a revolutionary AI MCP plugin with excellent pluggable and encapsulated features. With just a few lines of configuration, it can easily integrate into your Spring boot web program and give it MCP capabilities,inheriting the powerful engineering capabilities of the Spring series framework

Spring AI integration with GitHub MCP server and LLM model - Proof of Concept

A demo mcp server

基于Spring AI 封装了 mcp-client 服务，目的使web网页智能体也能通过 stdio 和 HTTP SSE（Server-Sent Events） 与 MCP Server 进行交互。项目实现了自动化的连接管理机制，包括自动初始化连接、健康检查、超时关闭以及链接复用等功能

Sample of an MCP server using Spring AI with Java

MCP server using Spring-AI

MCP Java Client/Server using Spring AI

整合国内阿里百炼模型，提供了基于stdio和sse方式的mcp client和mcp server

MCP Server

Java 实现 MCP Server 示例

This is a revolutionary AI MCP plugin with excellent pluggable and encapsulated features. With just a few lines of configuration, it can easily integrate into your Spring boot web program and give it MCP capabilities,inheriting the powerful engineering capabilities of the Spring series framework

A Spring Boot application exposing OWASP ZAP as an MCP (Model Context Protocol) server. It lets any MCP‑compatible AI agent (e.g., Claude Desktop, Cursor) orchestrate ZAP actions—spider, active scan, import OpenAPI specs, and generate reports.

🔌 MCP Server providing Java Conference data (CFP, dates, and more) using Spring Boot/AI by parsing GitHub Markdown.

A Redis Management and Control Protocol (MCP) server implementation using Spring Boot and Spring AI

Automatically generate an MCP Server from existing source code, service classes, helper methods, and external MCP tools. The MCP Mediator aggregates various sources and tools into a unified system, enabling seamless automatic generation of a complete MCP Server.

This is a revolutionary AI MCP plugin with excellent pluggable and encapsulated features. With just a few lines of configuration, it can easily integrate into your Spring boot web program and give it MCP capabilities,inheriting the powerful engineering capabilities of the Spring series framework

A Spring AI mcp-server Demo

基于 Spring AI 的面试鸭搜索题目的 MCP Server 服务，快速让 AI 搜索企业面试真题和答案

a tiny minecraft mcp server, using the rcon interface

MCP server for find agoda hotel reviews

스프링부트와 AI를 활용한 엑셀, PPT 생성 서버

Sample Spring AI MCP Server project built for fun and experimentation. 🚀 It implements basic CRUD operations using an in-memory data store with dummy Person data. 🤖

This repo has the demo mcp server for spring ai vibe coding

MCP Server Practice

A Spring Boot AI-powered Model Context Protocol Server for interacting with Confluence Cloud

A Spring Boot AI-powered Model Context Protocol Server for interacting with MongoDB

A Spring Boot application for interacting with MCP servers using Spring AI Chat Client and Rest Controller

A MCP (model context protocol) server that gives the LLM access to and knowledge about databases

Showcases how to integrate Spring AI's support for MCP (Model Context Protocol) within Spring Boot applications, covering both server-side and client-side implementations.

This multi-module project hosts a client code-generated from an OpenAPI derivative of the ResOs API combined with a Spring AI implementation. It also includes an MCP server, MCP client configuration for use with Claude and a standalone ReactJS powered chatbot UI.

mcp client application that utilizes spring ai and anthropic claude models. it integrates with mcp protocol-supported servers to enable ai-powered chat interactions.