Started to take a look to contribute to the following: https://github.com/apache/flink-agents/issues/361, https://github.com/apache/flink-agents/issues/364

I believe there's a PR for Java support.

Because the MCP support in java require jdk17 runtime, I think support use python MCP in java is still meaningful for users who have to use jdk11. But indeed, supporting the use of java MCP in python might be unnecessary.