### Search before asking - [x] I searched in the [issues](https://github.com/apache/flink-agents/issues) and found nothing similar. ### Description Flink agents python have bulit-in mcp support in https://github.com/apache/flink-agents/pull/168, we should support built-in support in java api as well. ### Are you willing to submit a PR? - [x] I'm willing to submit a PR!
