Practical MCP Server Architecture Guide: 5 Design Patterns

TheTuringPost · x · 2026-07-05

TuringPost recommends what is considered one of the most practical MCP papers for building MCP servers. The paper points out that tool selection accuracy drops below 90% when the number of tools exceeds 10–30, and suggests treating MCP servers as a software architecture problem. The researchers identified five emerging architectural patterns: Resource Gateway (exposing existing data sources via MCP), Tool Orchestrator (coordinating multiple tools behind a simpler interface), Stateful Session Server (maintaining session/workflow state across requests), and more.

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