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Dev Tools · 1h ago

6 MCP Server Architectures for AI Tool Builders

By Meridian48 News Desk · Summarised from DEV Community ·

The Model Context Protocol (MCP) is widely used for connecting AI agents to external tools, but server architecture varies by use case. Six patterns have emerged: direct API wrapper, composite service, and others. Choosing the right structure reduces complexity and risk for AI integrations.

Meridian48 take
This practical taxonomy helps developers avoid tool bloat and fragile prompts by matching MCP server design to the actual task complexity.
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MCP Design Patterns: 6 Architectures for Your AI Tools →
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