Windsurf starts every session blank — it forgets your project, your decisions, and what you told it yesterday. The fix is a memory layer outside the model, and the real win is that the same memory is shared across every model, so what Windsurf learns, your other AI tools recall too.
Why Windsurf forgets
Like every LLM, Windsurf only knows what's in its context window. Close the chat and it's gone. Bigger context windows don't fix it — they're cleared each session and expensive to refill every time. Durable memory has to live outside the model.
Connect Windsurf to a shared memory
Point Windsurf at the Kit for AI MCP server and it gets tools it can call mid-conversation — remember, recall, and search over your knowledge. Windsurf's Cascade agent supports MCP servers. One config block, and Windsurf reads and writes the same memory every other MCP client shares.
One memory, every tool
Because the memory lives in the cloud behind one API, it isn't locked to Windsurf. Save a decision in Windsurf today; recall it from another model tomorrow. That's persistent memory that follows you across models, not another silo.
Give Windsurf a memory in a couple of minutes — Start free and connect it to your knowledge.