Python + MCP: from zero to a working server in 30 minutes

Speaker: Javier Martinez Alcantara
Event: Python Meetup October: MCPs & Access Control Systems for AI
Date: 23 October 2025
Type: Talk
Language: English
Length: 30 minutes
Source: The announcement of the day on Meetup

About this talk

The Model Context Protocol (MCP) is an open standard that lets apps and AI assistants connect securely to data and tools through a common client-server contract. In this fast-paced talk, we’ll cover what MCP brings to the Python ecosystem, how it’s structured (clients, servers, resources, tools, and prompts), and which official SDKs are available. We’ll close with a live demo: building a minimal MCP server in Python that exposes a real tool and connecting it to a compatible client to invoke it from a conversation. The session targets developers with intermediate Python who want to integrate their stack (APIs, files, databases) with assistants. After 30 minutes you’ll leave with a clear mental model, reusable boilerplate, and practical best-practice guidelines.