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Contributing Writer
Shadi Elyafi is a Senior Backend Engineer working on large-scale backend systems for Fullinfo's B2B intelligence platform, which serves more than one million company profiles. His work spans Go, TypeScript, GraphQL, and AWS, with a focus on scalable architecture, MCP-based agent integrations, and reliable cloud-connected services.
Many MCP projects begin with an existing API and a simple request: expose one backend capability to an LLM client. The quickest route is to wrap an endpoint as a tool and connect it to Claude or another MCP host. Users can then ask for data in natural language instead of navigating a fixed interface. […]
Aug 4, 2026 · 3 min