Tag: api design

How to use modern Python typing, protocols, dataclasses, and payload types to stop raw dictionaries from becoming the hidden architecture of a production system.

Outcome: Gave Python teams a boundary pattern for converting untrusted payloads into typed domain objects before service logic, repositories, and agent tools can depend on them.

A Confluence-ready guide for designing durable HTTP APIs and wrapping them safely as Model Context Protocol servers.

Outcome: Turned general API design guidance into a practical standard for HTTP APIs that back MCP servers, with current protocol corrections, checklists, and source links.