@nayeight That was how my undergrad experience was, and I’ve had close relationships with professors at my current institution as well. Knowing that, I’d recommend even more just shooting them an email asking when they’re free to get together for half hour or so. It’s also a great opportunity to get a little feedback and advice from someone who has obviously gone through the process before. My situation is a little weird since I’m having to explain to my current professors why I don’t want to stay (administrative and overall fit), but I was still able to articulate to them why I wanted to do this, which is then information they can incorporate into the letter.
I agree with @torch81, tell them the process and help them in any way you can. Offer resumes, transcripts, statement of intents, if they want them, and remind them of what might have made you memorable in a class.