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MCPArchitecture

MCP Integration Blueprints for Real-World Systems

9 min read

January 28, 2025

Model Context Protocol (MCP) servers are the connective tissue between Claude and the systems your business runs on. We analysed dozens of successful deployments and distilled the patterns that matter most.

Blueprint 1: Data Lake Concierge

Ideal for analytics teams, this server authenticates with warehouse credentials, exposes curated datasets, and provides schema-aware guardrails so Claude never queries unauthorized tables.

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Secure data access with scoped tokens keeps Claude within approved datasets.

Blueprint 2: Support Desk Orchestrator

Designed for operations teams, this blueprint syncs tickets, knowledge articles, and sentiment analytics. Claude triages urgent issues, drafts responses, and escalates edge cases with complete audit trails.

Support specialist using an AI-powered dashboard
Customer agents receive AI-generated responses with sources linked for instant review.