Understanding MCP Architecture: LLM + API vs Model Context Protocol

Suppose you want a chatbot that works with PDFs: extract text, search across documents, summarize sections. You can build it two ways: by calling an LLM API directly and wiring tools yourself, or by exposing those tools through the Model Context Protocol (MCP) . Same user experience — different architecture.