How this project is different from agents in cursor or windsurf?

[Mandy9943]

Is just want to understand what benefits this agent give over the agents everybody is using nowadays

[VishalYadavCF]

Few differences which I have noticed is that there are some features are not present in the above tools.
like building custom agents and the support of knowledge graphs.

And cursor has support for agent session memories and it generate embeddings for files. I am not sure if it does semantic chunking
https://docs.cursor.com/context/codebase-indexing

While potpie extracts nodes and generates embeddings for those nodes.

Correct me in case if I am wrong