~/talk

LLMs, Meet Your Tools: The Magic of Model Context Protocol

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Model Context Protocol (MCP) is a JSON‑RPC 2.0 based standard introduced Dec 2024 and already adopted by major providers, letting LLMs call JSON-RPC 2.0 servers to run tools, fetch resources, use prompt templates and (rarely) sampling. Demos use a VS Code client (Zenoder), playwright MCP to drive browsers, and GitHub/Postgres/Grafana MCPs; a prompt‑injection exploit silently creates local files, showing tool shadowing and tool‑poisoning risks. Defenses: whitelist MCPs, org configs, readonly flags, OAuth and third‑party prompt filters.

AI-written summary · about

  1. 0:00Introduction and speaker background
  2. 1:49LLMs limitations and lack of grounding
  3. 4:39Introduction to Model Context Protocol
  4. 6:26MCP server and host explained
  5. 8:12MCP features beyond tools
  6. 13:37MCP tools and security concerns
  7. 17:35Practical MCP examples
  8. 23:18Creating custom MCP servers
  9. 25:07Security risks in MCP usage
  10. 28:22Live demo of prompt injection attacks
  11. 33:46Mitigating MCP security vulnerabilities
  12. 37:23Q&A and closing remarks
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