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Tool Use, Function Calling & MCP
30 minadvanced

Introducing the Model Context Protocol

Every lesson so far has assumed you're the one wiring up tools: you write the JSON Schema, you write the dispatch logic, you handle the errors, and everything lives inside the one application you're building. That works, but it doesn't scale past a single app. The moment a second application wants the same GitHub tool, or a second team wants the same database tool you built, you're copying code, not sharing an integration.

The Model Context Protocol (MCP) is an open protocol, hosted at modelcontextprotocol.io, for connecting LLM applications to external tools and data. It exists to turn tool integration from something every application builds bespoke into something built once and reused everywhere. That reframing is best understood as arithmetic: with N applications and M tools, bespoke integration is N times M; a shared protocol makes it N plus M.

Nothing about the model's contract changes. An MCP tool still arrives at the model as a tool definition with a name, a description, and an input schema — exactly the shape you've been building by hand since lesson 02. MCP standardizes how that shape gets discovered and transported between a host application and a server, not what the model is asked to do with it.

Analogy🏏Cricket
🏏 Think of it like cricket: Picture the era before a common broadcast feed standard existed across Indian cricket grounds. Every broadcaster — Star Sports, Sony, Doordarshan — needed its own bespoke rigging deal with every stadium: the Wankhede's camera positions, the Chinnaswamy's pitch-side microphones, Eden Gardens' floodlight sync, each negotiated and wired separately. Three broadcasters times five venues meant fifteen custom setups, and one more venue meant renegotiating with every broadcaster again. Then the BCCI mandated a standard broadcast protocol: fixed camera-mount specs, a common signal format, a shared microphone interface any compliant rig could plug into. A broadcaster now wires up to the protocol once, not fifteen individual grounds, and a new stadium wires up to the protocol once, not every broadcaster separately. Three broadcasters and five venues stopped being fifteen bespoke integrations and became eight: three broadcasters implementing the standard, five venues implementing it. When a sixth venue — say a new stadium in Guwahati — gets built, it doesn't strike deals with Star, Sony, and Doordarshan individually; it implements the standard once and every existing broadcaster already works with it. The insight is that a shared protocol doesn't just save the integrations you can already see — it makes every future broadcaster and venue cheaper to add, because the cost stopped multiplying and started adding.
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