AI engineers building IDE-integrated or agentic LLM tools need to implement Model Context Protocol (MCP) servers that expose data sources, tools, and prompts to MCP-compatible clients (Claude Desktop, Cursor, Continue.dev). Building correct, robust MCP servers requires understanding the protocol specification, transport layers, and capability negotiation.