MusicGen is an open research music-generation model from Meta that turns text prompts and melodic references into short audio clips you can run locally.
DeepMusic is an AI music creation toolkit that assists with lyrics, melody, arrangement, recording, and mixing to make songwriting faster and more accessible.
ACE Studio is an AI singing-voice workstation that turns MIDI, lyrics and pitch into expressive vocal tracks with adjustable emotion and timbre controls.