AgentScope

Our Expert's Opinion

Using AgentScope feels refreshing it gives you a clean, modular, and easy-to-use way to build multi-agent AI systems, with real async support, built-in error handling, and a nice UI for monitoring. The core works out of the box, which saves you from the usual “configuration hell” that many other frameworks bring. But it isn’t perfect: sometimes coordinating many agents ends up complex, and I saw situations where agents mis-communicated or produced vague outputs a general challenge of multi-agent LLM systems. Also, when you try to build custom tools or advanced behaviors, the documentation can feel thin and you might need extra trial and error. Overall, AgentScope is a promising and useful framework if you want to build multi-agent AI without too much setup pain but you shouldn’t expect it to magically solve all the inherent difficulties of multi-agent coordination or guarantee perfect outputs.