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Is MetaGPT actually useful for non-Python software development?


Most of the examples I see for MetaGPT are creating Python scripts or Flask apps. Can it actually handle Java or C# enterprise environments? Our stack is strictly .NET, and I’m wondering if the agents are trained well enough on those languages to produce the same quality of project structure.


   2025-02-10 in Software Development by Diana Prince | 6544 Views


All answers to this question.


While the core of MetaGPT is written in Python, the agents can output code in any language the underlying LLM knows. I successfully used it to scaffold a Spring Boot application with a React frontend. The key is in the prompt—you have to explicitly tell the Architect role to follow Java-specific design patterns like DTOs and Repository layers. Because it uses SOPs, it actually does a better job than a single ChatGPT prompt because the Architect agent creates a proper folder hierarchy for the Java package structure before the Engineer starts writing the classes. It’s a bit more "chatty" during the process, but the boilerplate it generates for Maven/Gradle is quite accurate.

   Answered 2025-03-15 by Natalie Rushman


Does the "Engineer" agent in MetaGPT know how to write unit tests for C#? In .NET, we rely heavily on xUnit or NUnit, and I’m curious if it can set up the testing projects correctly too.

   Answered 2025-03-20 by Peter Parker

  • It can, but you have to be very specific in your initial one-line requirement. If you say "Create a .NET Web API with xUnit tests," the MetaGPT Engineer agent will include those files. However, I’ve found that it sometimes struggles with the specific configuration in the .csproj files, so you might need to fix some project references manually after it finishes the run.

       Commented 2025-03-22 by Victor Stone


It’s a great scaffolding tool for any language. It won't write a perfect enterprise app, but it will save you 5 hours of setting up folders and base classes.

   Answered 2025-03-28 by Wanda Maximoff

  • Scaffolding is exactly where it shines! It takes the "boring" part out of starting a new service and lets you get straight to the custom business logic.

       Commented 2025-03-30 by Diana Prince



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