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Christian Tzolov @tzolov.bsky.social · 13h

Excited to be speaking at @devoxx.com with @chemicl.bsky.social 🎉 We'll be diving into #MCP Java SDK and #SpringAI hands-on, showing you how to build AI apps that actually know what's going on around them.
More details: m.devoxx.com/events/dvbe2...

Christian Tzolov @tzolov.bsky.social · 2d

#SpringAI (1.1.0-SNAPSHOT) & MCP Java SDK, makes #MCP Server development a breeze! Inspired by the FastMCP Context, it brings fluent APIs for logging, progress notifications, client elicitation, LLM sampling and more ...💡
@spring-ai.bsky.social

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Christian Tzolov @tzolov.bsky.social · 5d

At the MCP Dev Summit keynote, David Soria Parra (MCP co-creator) called out the MCP Java SDK - "really really popular"! Grateful to be part of it. Shoutout to @thedsp.bsky.social and the #MCP & @spring-ai.bsky.social communities for building something special together! 💚

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Christian Tzolov @tzolov.bsky.social · 7d

we all have job to do for someone :)
github.com/modelcontext...

Release v0.14.0 · modelcontextprotocol/java-sdk

What's Changed refactor: Improve resource template management and API consistency by @tzolov @pascalconfluent #576 fix: handle resource not found according to spec by @sdelamo in #567 feat: add op...

github.com

1

Christian Tzolov @tzolov.bsky.social · 8d

#MCP Security with #SpringAI
Great contribution by @garnier.wf

Daniel Garnier-Moiroux @garnier.wf · 8d

We've released MCP Security for Spring AI - here's the announcement blog post: spring.io/blog/2025/09...

The project lives here: github.com/spring-ai-co...
Try it out, give us feedback, contribute!

Securing MCP Servers with Spring AI

Level up your Java code and explore what Spring can do for you.

spring.io

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Christian Tzolov @tzolov.bsky.social · 23d

Connect Your #AI to Everything with #SpringAI's new #MCP Boot Starters and Java Annotations.
This intro blog demonstrates building both MCP Servers and Clients, showcasing basic and advanced MCP features 👉
spring.io/blog/2025/09...
@spring-ai.bsky.social

Connect Your AI to Everything: Spring AI's MCP Boot Starters

Level up your Java code and explore what Spring can do for you.

spring.io

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Christian Tzolov @tzolov.bsky.social · 24d

Excited to present at @ai4devs.bsky.social Amsterdam this Friday, September 19th! I'll be sharing the latest Spring AI and MCP (Model Context Protocol) advancements for Java developers: amsterdam.ai4devs.io/speakers/chr...

Christian Tzolov

Spring AI lead developer, Staff Software Engineer at Broadcom;

amsterdam.ai4devs.io

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Reposted by Christian Tzolov

Spring I/O @springio.net · Sep 1

🍃 From Single-Shot LLMs to Intelligent Agents: Building Scalable AI Systems with Spring AI and MCP by @tzolov.bsky.social @ Spring I/O 2025

▶️ Video: youtu.be/l38CPjOYsHk

🔗 Slides: 2025.springio.net/slides/from-...

🛠️Repo: github.com/spring-proje... #springio25

From Single-Shot LLMs to Intelligent Agents: Building Scalable AI Systems with Spring AI and MCP

YouTube video by Spring I/O

youtu.be

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Reposted by Christian Tzolov

Spring AI @spring-ai.bsky.social · Sep 9

Spring AI 1.1.0-M1 is here! Featuring:
• Comprehensive MCP integration including the support for Streamable HTTP client & server transports
• New MCP annotations framework
• Google GenAI SDK integration
• Anthropic Claude prompt caching and more
spring.io/blog/2025/09...

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Christian Tzolov @tzolov.bsky.social · May 18

Speaking at @springio.net on May 23 about building Agentic systems with LLMs, Tools & MCP!
Details: 2025.springio.net/sessions/fro...

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Christian Tzolov @tzolov.bsky.social · May 14

Spring AI 1.0.0-RC1 and MCP Java SDK 0.10.0 just released! 🚀
Check release notes:
- Spring AI: spring.io/blog/2025/05/13/spring-ai-1-0-0-RC1-released
- MCP Java SDK: github.com/modelcontextprotocol/java-sdk/releases/tag/v0.10.0
#SpringAI #MCP

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Christian Tzolov @tzolov.bsky.social · May 6

Honored to be speaking at #GOSIM AI 2025 in Paris! My talk, "Unifying AI Integration with Model Context Protocol", explores how #MCP can streamline AI model interoperability across platforms:
paris2025.gosim.org/schedule/uni...
@gosimfoundation @SpringAICentral

Unifying AI Integration with Model Context Protocol – GOSIM AI Paris 2025

The Model Context Protocol (MCP) standardizes how AI models interact with external tools and resources through a structured client-server architecture, facilita

paris2025.gosim.org

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Christian Tzolov @tzolov.bsky.social · May 5

Here's the correct sequence diagram. Unfortunately I can't update the post

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Christian Tzolov @tzolov.bsky.social · May 4

#SpringAI supports dynamic tool updates via #MCP! Add, remove & modify tools at runtime without restarting your app or server. Build adaptive AI systems that evolve with your needs.
📘 Blog: spring.io/blog/2025/05...
💻 Code: github.com/spring-proje...

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Reposted by Christian Tzolov

Stephan Janssen @stephanjanssen.be · Apr 11

Just released a 100% Java GitHub #MCP using #SpringAI @ github.com/stephanj/Git...
You can now chat with your GitHub projects, search project files, commits etc. #Enjoy

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Christian Tzolov @tzolov.bsky.social · Apr 15

I’m grateful for the opportunity. It is a great event! Thank you

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Christian Tzolov @tzolov.bsky.social · Apr 15

Building AI Agents with Model Context Protocol (MCP) - my @amsterdam.voxxeddays.com talk about how #SpringAI - #MCP standardizes tool integration, resource management, and prompt handling for building AI apps and agents
youtu.be/oSGVQIZxi7s

Building AI Agents with Model Context Protocol: From Specification to Implementation

YouTube video by Devoxx

youtu.be

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Christian Tzolov @tzolov.bsky.social · Apr 14

Prompt Engineering in Java: #SpringAI turns Google's Prompt Engineering Guide into code. Implements zero-shot, few-shot, chain-of-thought & more in our new blog post: spring.io/blog/2025/04...

#Java #PromptEngineering #SpringAI

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Christian Tzolov @tzolov.bsky.social · Apr 11

🚀 MCP Java SDK 0.9.0 is now available!
📷 Enhanced structured logging & sampling support
📷 Bug fixes, DevEx improvements
📷 Integrated inside #SpringAI M7

Find more: github.com/modelcontext...

#MCP #Java #ModelContextProtocol #Spring

Release v0.9.0 · modelcontextprotocol/java-sdk

MCP Java SDK Release Notes Breaking Changes ⚠️ There is one minor API breaking change that should not cause significant issues: The type of the McpSchema.JSONRPCNotification params field has been c...

github.com

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Reposted by Christian Tzolov

James Ward @jamesward.com · Apr 11

Just finished upgrading some AWS + Spring AI + MCP samples from Spring AI M6 to the new M7. Pretty straightforward but if you need a reference, check out the samples: github.com/aws-samples/...

GitHub - aws-samples/Sample-Model-Context-Protocol-Demos: Collection of examples of how to use Model Context Protocol with AWS.

Collection of examples of how to use Model Context Protocol with AWS. - aws-samples/Sample-Model-Context-Protocol-Demos

github.com

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Christian Tzolov @tzolov.bsky.social · Apr 2

Great article by @jamesward.com on defining AI agent tools with simple annotations, connecting to external systems, and deploying on #AWS easily. #SpringAI #MCP components integrate with Amazon Bedrock for powerful AI applications. community.aws/content/2v8A...

Running MCP-Based Agents (Clients & Servers) on AWS

Learn from Java code examples how to run Model Context Protocol (MCP) clients & servers on AWS, using Amazon Bedrock and Amazon ECS.

community.aws

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Christian Tzolov @tzolov.bsky.social · Mar 31

Join me at @amsterdam.voxxeddays.com to explore the LLMs to Agents journey with #MCP Java SDK and #SpringAI amsterdam.voxxeddays.com/talk?id=19305

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Christian Tzolov @tzolov.bsky.social · Mar 30

🚀 The MCP Java SDK core module provides default STDIO & SSE client/server transports - no external web frameworks needed!

Build MCP clients/servers in plain Java with both Async (Reactor) & Sync APIs. Spring support is optional.

🔗 Minimal deps: central.sonatype.com/artifact/io....

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Christian Tzolov @tzolov.bsky.social · Mar 22

The brilliant design for the new session-based architecture is attributed entirely to @chemicl.bsky.social

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Christian Tzolov @tzolov.bsky.social · Mar 21

MCP Java SDK 0.8.0 is now available!

✨ New session-based server architecture for concurrent connections
🧠 Sampling support for AI model interactions
📦 OSGi metadata generation support
⚠️ Migration guide: shorturl.at/0SzQJ

#MCP #Java #ModelContextProtocol

java-sdk/migration-0.8.0.md at main · modelcontextprotocol/java-sdk

The official Java SDK for Model Context Protocol servers and clients. Maintained in collaboration with Spring AI - modelcontextprotocol/java-sdk

shorturl.at

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