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A2A + MCP Dual Protocol Server: A JVM-Based AI Revolution

Introduction

In a world increasingly driven by autonomous systems, multi-agent orchestration, and AI-first development, there's a growing demand for real-time communication, control, and integration across heterogeneous environments.

Enter the A2A + MCP Dual Protocol Server โ€” a next-generation platform that combines Agent-to-Agent (A2A) and Model Context Protocol (MCP) paradigms to enable rich, real-time interaction across AI models, tools, APIs, databases, and UIs.

And here's the twist: it's not written in Python. It's built using Java, Kotlin, Groovy, and Scala, proving that high-performance agentic AI systems can be fully realized on the JVM.

What is A2A + MCP? ๐Ÿค”

A2A (Agent-to-Agent Protocol)

A2A allows software agents to interact in a conversational, stateful manner โ€” executing tasks, validating responses, and collaborating in real time.

MCP (Model Context Protocol)

MCP offers an API-based protocol where large language models (LLMs) invoke methods with context-rich JSON inputs/outputs, ideal for structured integrations and business logic workflows.

Core Capabilities ๐Ÿ’ช

By merging A2A's autonomy with MCP's structure, we've built a dual-mode platform that caters to:

  • ๐Ÿค– Chat-based agents
  • ๐Ÿ“ Declarative task execution
  • ๐Ÿ”ง Dynamic tool invocation
  • ๐Ÿ”„ Multi-model coordination

Multi-Protocol. Multi-Language. Multi-AI. ๐ŸŒŸ

Our server supports:

Protocols

  • A2A
  • MCP
  • REST

Languages

  • Java
  • Kotlin
  • Groovy
  • Scala

AI Backends

  • OpenAI
  • Claude
  • Gemini
  • Grok

Integrations

  • Claude LLM
  • VSCode Agents
  • RAG search
  • Docker containers

Live Demo Showcase ๐ŸŽฏ

We've deployed real, working demos of the server in action:

1. Web Automation with Playwright

Automates browser tasks through AI prompts using Playwright in a dual protocol environment.

2. Java + Database Operations

Use AI to interact with Derby databases. Supports CRUD via natural language and structured MCP.

3. Spring Boot + AI Infusion

Classic Spring app supercharged with AI capabilities via A2A and MCP.

4. Selenium Web Control

Control browser flows using Selenium via autonomous agents.

5. Retrieval-Augmented Generation

Combines AI with embedded MongoDB for contextual retrieval and answering.

6. Secure Role-Based Access

Role-based security and Spring Security integration for safe deployments.

Open Source Repositories ๐Ÿ“š

You don't have to start from scratch. Explore these open-source repositories:

Each repo comes with:

  • โœ… REST + A2A + MCP endpoints
  • ๐Ÿณ Docker support
  • ๐Ÿ”’ Spring Security & Swagger integration
  • ๐Ÿค– Autonomous agents

Tech Stack Breakdown ๐Ÿ› 

Core Technologies

Category Technologies
Languages Java, Kotlin, Scala, Groovy
Frameworks Spring Boot, ShadowJar, Swagger
AI Tools Claude, Grok, OpenAI, Gemini
Automation Playwright, Selenium
Data MongoDB, Derby
Security Spring Security + Roles
Messaging Kafka (optional)

Why This Matters ๐ŸŽฏ

This architecture demonstrates that:

โœ… AI inferencing doesn't require Python

โœ… Agentic systems can be modular, secure, and cloud-native

โœ… JVM-based ecosystems are AI-ready

โœ… You don't need massive data pipelines to build intelligent systems

Key Insight: Agentic AI โ‰  API calling. It's contextual, iterative, and autonomous.

Final Thoughts ๐Ÿ’ญ

The A2A + MCP dual protocol server is more than a tech demo โ€” it's a blueprint for building the next generation of interoperable, secure, and scalable AI agents. By combining robust engineering with cutting-edge LLM integration, we're pushing the boundaries of what intelligent software can be.

Follow the project, fork the repos, or better yet โ€” contribute and build your own AI agents using these patterns.

Quick Facts:

  • โŒ No, you don't need Python for AI inferencing
  • โœ… Yes, it can be built in Java
  • โš ๏ธ Yes, it adds a bit of latency
  • โŒ No, you don't need data mining
  • โŒ No, Agentic AI is not the same as API calling

Let's reimagine what's possible.


Getting Started ๐Ÿš€

Check out our Documentation to begin your journey with A2A + MCP.

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