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Equation 1 · Function Calling, MCP, and the Other Ways to Give a Model Tools

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MM

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the number of distinct model-facing client applications. Read the equation part by part below; each part has a contextual explanation and a link to its mathematical background.

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MM

Symbol M

the number of distinct model-facing client applications.

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That combinatorial framing is worth making explicit, as a stylized model rather than a measured cost curve. Call the number of distinct model-facing client applications M and the number of distinct external tools or data sources N . Absent any shared protocol, a connector is needed for each pairing that is actually wanted, so the number of bespoke integrations that must be built and separately kept current scales as

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