depends what you want a multi-agent system for (see the discussion above). but even in a single-agent system context and memory are important. we have our own opinions about the right way to do these things, and i hope to release something soon. but in the mean time,
for memory maybe mulch:
https://github.com/jayminwest/mulch
for context maybe composio:
https://composio.dev/