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Daniela Petruzalek
December 01, 2025
Programming
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18
Hello, MCP World!
Talk delivered at DevFest Bletchley Park 2025.
Daniela Petruzalek
December 01, 2025
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Transcript
Bletchley Park Daniela Petruzalek Developer Relations, Google Cloud Hello, MCP
World!
About me… DevRel at Google UK Originally from Brazil Backend
/ Data Engineer Currently obsessed with AI Love Games, Anime and Cats =^_^=
Agenda What is MCP? MCP Demos Go SDK for MCP
MCP is an open protocol that standardizes how applications provide
context to large language models (LLMs). (...) MCP enables you to build agents and complex workflows on top of LLMs and connects your models with the world.
https://modelcontextprotocol.io/docs/learn/architecture
Data layer: JSON-RPC based Transport layer: • Standard IO •
Streamable HTTPS • HTTP+SSE (deprecated) Communication Layers
{ "jsonrpc":"2.0","id":1, "method":"initialize", "params":{"protocolVersion":"2025-06-18"} } { "jsonrpc":"2.0", "method":"notifications/initialized","params":{} } {
"jsonrpc":"2.0","id":2, "method":"tools/list", "params":{} }
Building Blocks Tools: model-controlled, execute actions Prompts: user-controlled, interaction templates
Resources: app-controlled, contextual data
Tools github.com/danicat/godoctor Bletchley Park
Bletchley Park Prompts github.com/danicat/speedgrapher
Bletchley Park Resources
None
medium.com/@laurentkubaski
If the model needs to discover and call it, it’s
a Tool. If the user and/or application decides when it’s relevant to call it (...), it’s a Resource. Source: Laurent Kubaski
Model Context Protocol (MCP) is an open standard that allows
AI models to connect and communicate with external tools and data sources Bletchley Park Go SDK for MCP
github.com/modelcontextprotocol/go-sdk/
Shameless plug - Part II Lab @ 3:45 PM: Build
an MCP with Gemini CLI and Go
Lessons Learned The more you build, the better you will
understand it Less is more: be selective when adding MCPs to agents MCPs should not be just an 1:1 adapter for your APIs
Bletchley Park Go SDK: github.com/modelcontextprotocol/go-sdk Examples: github.com/danicat/devfest2025 Daniela Petruzalek Developer
Relations, Google Cloud danicat.dev | @danicat83 Thank you!