~/talk

Building AI-Enabled Spring Applications with Model Context Protocol (MCP)

Talkat Commit Your Code 2025 · 2025-09-25..09-26· [ai-assisted-development]
slides:none on file

Model Context Protocol claims to be “HTTP for LLMs,” a provider‑agnostic standard that packages MCP server primitives (tools, resources, prompts) so models see only curated context. Example uses Spring/Java to serve a scraped sessions.json as an MCP server, exposed via stdio locally or streamable HTTP for Cloud Desktop and ChatGPT/Claude. Practical guidance: keep tool catalogs to 5–20 core tools. Demo compiles to a jar or native binary, connects to hosts, and answers conference queries (the day counts reported end up inconsistent in the demo).

AI-written summary · about

  1. 0:00Introduction to MCP
  2. 1:06Understanding Model Context Protocol basics
  3. 3:16Limitations of large language models
  4. 7:10Solving LLM limits with tools
  5. 11:02What is MCP
  6. 13:27MCP vs traditional APIs
  7. 14:52MCP vs AI tools
  8. 15:56MCP primitives
  9. 18:24MCP transports
  10. 19:08Building MCP servers with Spring
  11. 21:34Live Spring MCP demo
  12. 25:27Q&A
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