MCP tool design: Practical approaches and tradeoffs

Model Context Protocol (MCP) tool performance issues often stem from poor tool design rather than the protocol itself. Key problems include context bloat and confusion from ambiguous tool definitions, which degrade large language model reasoning and session quality. Practical context engineering strategies can mitigate these issues by optimizing what the model sees and when.