Web Reference: Nov 3, 2025 · Across architecture, security, portability, and scalability, a clear pattern emerges: Function calling favors immediate simplicity, while MCP focuses on long-term maintainability and ecosystem growth. Feb 10, 2026 · Function-calling and MCP are not competing paradigms; they serve different purposes and can work together effectively in a layered architecture. Using both in combination enables more powerful and maintainable LLM-based systems, especially in complex enterprise environments. Mar 10, 2026 · MCP vs function calling compared on portability, setup complexity, and real-world use cases. Know which to reach for before you build.
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