Updated 2026年4月

Best Multi-Agent Framework for Java

Java multi-agent frameworks are concentrated around Microsoft Semantic Kernel's Java SDK and Google ADK's Java implementation. Both are usable in production; Semantic Kernel has broader ecosystem maturity, Google ADK has the most native A2A protocol support. Pick based on which cloud you are deploying to.

Constraint: Java stacks narrow to Semantic Kernel or Google ADK.

Top picks for Java

  1. #1
    Microsoft Semantic Kernel

    ×1.2 overhead

  2. #2
    Google Agent Development Kit

    ×1.2 overhead

Starter scaffolds

Buzzi 为上述顶级选项提供 Java-compatible 入门脚手架。运行向导以下载根据您的任务模式定制的 2 智能体 hello-world ZIP。

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FAQ

  1. Which multi-agent framework is best for Java?

    Java stacks narrow to Semantic Kernel or Google ADK. The wizard ranks every viable option for your specific workload.

  2. Can I switch frameworks after starting in Java?

    可以，但成本是真实的 — 大多数智能体代码都耦合到其框架的原语。深思熟虑地选择一次。

  3. Does Java performance differ across frameworks?

    略微。Token 成本主导运行时；框架级开销在大多数工作负载中只占总成本的一小部分。

  4. Are the recommendations for Java the same as Python?

    不 — 特定于语言的约束可能完全排除框架。请参阅上面的约束说明。