
Six architectural patterns the teams shipping production MCP have converged on: context vs. capability, progressive disclosure, code execution, compound actions, identity-aware gateways, and centralized registries.

Claude Skills bridge MCP servers client-side, but they're not portable. Remix servers move workflow orchestration server-side, making your expertise work across Claude, Cursor, ChatGPT, and any MCP client.

A practical guide to automating meal planning with Prefect, Pydantic AI, and MCP. Includes debugging workflows with GitHub Copilot connected to Prefect Cloud via the Prefect MCP server.