~/talk

Integrating LLMs in Java A Practical Guide to Model Context Protocol

Talkat Devnexus 2026 · 2026-03-04..03-06· [java, ai-assisted-development]
slides:none on file

Claims that the Model Context Protocol standardizes how LLMs access tools and data and that a Java SDK (donated by Spring) makes enterprise MCP servers practical. Shows a working Spring-based MCP server exposing a getRecentVideos tool that returns the last five YouTube videos, validated with the MCP Inspector and used from ChatGPT/Claude clients. Covers transports (stdio vs streamable HTTP), OAuth2 security, token/context-window costs and the tradeoff of many tools eating context and cost.

AI-written summary · about

  1. 0:00Introduction to MCP
  2. 4:24Why LLMs need tools
  3. 10:28MCP server benefits
  4. 18:57MCP building blocks
  5. 23:15Java SDK for MCP
  6. 31:02MCP transport options
  7. 33:11Securing MCP servers
  8. 37:24Building first MCP server
  9. 44:06Demo MCP server
  10. 50:11Testing with MCP inspector
  11. 54:45Live demo in ChatGPT
  12. 56:31Q&A
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