AI Letters #06 · Architecture Guide

4 Tool Integration Patterns

Click a pattern to see the execution flow, code, pros/cons, and when to use it

Pattern 01
Inline Tools
Tools defined ad-hoc per agent. No registry, no shared infrastructure. Fast to build, impossible to scale.
Complexity
Scalability
Pattern 02
Tool Registry
Centralized registry. Tools discovered at runtime. Metadata, versioning, and tag-based filtering baked in.
Complexity
Scalability
Pattern 03
Tool Chains
Tools composed in sequences. Output of one feeds the next. Powerful for structured pipelines, fragile on unexpected data.
Complexity
Scalability
Pattern 04
MCP Server
Tools exposed as a standardized server. Any MCP-compatible agent can connect. The industry standard for 2025+.
Complexity
Scalability
www.engineersofai.com · AI Letters #06 · Agentic AI A-Z Series