GitHub Copilot 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 GitHub Copilot learns, your other AI tools recall too.
Why GitHub Copilot forgets
Like every LLM, GitHub Copilot 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 GitHub Copilot to a shared memory
GitHub Copilot doesn't need native MCP: point it at the Kit for AI REST API (or the @kitforai/sdk) to read and write memory. Read and write the shared memory over the REST API or the SDK. It's the same store every other tool shares — no per-app silo.
One memory, every tool
Because the memory lives in the cloud behind one API, it isn't locked to GitHub Copilot. Save a decision in GitHub Copilot today; recall it from another model tomorrow. That's persistent memory that follows you across models, not another silo.
Give GitHub Copilot a memory in a couple of minutes — Start free and connect it to your knowledge.