"He did very well in his loan spells in League One last season and I believe he will prove an excellent acquisition for us," said Jackett.
"I've known about David for some time since he was playing up the road at Cardiff when I was manager of Swansea."
Forde added: "I'm delighted to be signing for Millwall who are an ambitious club with real potential to be playing at a higher level."