As someone not familiar with MCP, so the tool definition is just the request spec and resource definition is just the response?

Then I have the same question with the article, why do we need this standard? If it's just to let the LLM know to call the tool in JSON format

Nope. The tool definition is just the request spec. Actually response spec was added but in June only. Who knows what resources are for, not very clear tbh.