These free tools support AI-assisted music creation. Some tools assist in the creative process, and some can generate whole compositions from scratch.

Note: Inclusion of a project here is not an endorsement of how useful, creative, or ethical it is; just that it uses AI in some way to create sound or music.


Melody, Harmony, and Composition Assistants⌗

Magenta Studio⌗

A suite of AI tools for MIDI clip manipulation:

  • Continue melodies/harmonies
  • Interpolate between two clips
  • Drumify melodic rhythms into beats
  • Groove humanizes drums
  • Generate new ideas

Use in: Standalone (drag-and-drop MIDI), or Ableton (Max for Live)


BandLab SongStarter⌗

AI generates 8-bar musical ideas based on genre, mood, or lyrics/emoji.

Use in: BandLab (web or app); export audio/MIDI to other DAWs


Lemonaide AI⌗

AI-assisted songwriting tool for chords and melodies.

Use in: Web-based sketchpad
Great for: Quick harmonic/rhythmic inspiration, beat starters


Ecrett Music⌗

Royalty-free background music generator for video, games, or streaming.

Use in: Web platform
Great for: Music for scene-based assignments, non-musician students


AI for Rhythm and Drums⌗

DrumNet by SessionLoops⌗

AI drum machine plugin:

  • Generates drum samples from scratch
  • Includes built-in sequencer

Use in: VST/AU plugin for Reaper, Ableton, etc.
Great for: Original electronic drum kits, beat experimentation


AI for Sound Design and Timbre⌗

Neutone Inc.⌗

Real-time tone manipulation and morphing:

  • Morpho: tone morphing
  • Neutone FX: multiple pretrained models

Use in: VST/AU plugin
Great for: Tone transfers, glitch aesthetics, creative FX


Tone Transfer⌗

Turn your humming or instrument into another instrument’s voice.

Use in: Web-based
Great for: Fast substitutions and experimental textures


Magenta DDSP VST⌗

Turns MIDI into expressive sounds using learned instrument models.

Use in: VST3-compatible DAWs
Great for: Custom instrument voices, AI-aided timbral variation


Scyclone by Torsion Audio⌗

Real-time neural timbre transfer using the RAVE model.

Use in: Open-source VST/AU plugin
Great for: Ambient sound design, morphing hybrid sounds


RAVE VST by IRCAM⌗

Neural vocoder plugin for real-time timbral translation.

Use in: VST; open-source
Great for: Advanced sound design with pretrained AI models


NSynth Super (Magenta)⌗

Blends two sounds to generate new timbres using a neural network.

Use in: Web demo or hardware synth
Great for: Sonic hybridity, novel instruments


Samplab Text-to-Sample⌗

Generates one-shots, instruments, or effects from text prompts.

Use in: VST/AU
Great for: Creating sound effects or abstract samples from scratch


This Patch Does Not Exist – Synth1 Generator⌗

AI-generated patches for Synth1 and Dexed.

Use in: Synth1/Dexed plugins
Great for: New synth timbres, lo-fi textures, preset exploration


AI Mixing, Mastering, and Stem Separation⌗

BandLab Mastering⌗

Upload a track and get a quick AI master with 4 style presets.

Use in: Web
Great for: Polished rough mixes, free mastering examples


Kits.AI Mastering⌗

AI mastering with genre-based presets and reference matching.

Use in: Web
Great for: Streaming-ready polish, A/B mastering analysis


Spleeter (via GitHub)⌗

Also try: EZStem GUI
Stem separation from mixed tracks (vocals, drums, bass, etc.).

Use in: Python CLI or GUI
Great for: Remixing, practice mixing, isolating parts


Demucs⌗

More advanced stem separation model than Spleeter.

Use in: Python or GUI
Great for: High-quality separation for remixing, repurposing stems


Adobe Enhance Speech⌗

Cleans up voice recordings using AI to remove noise and clarify speech.

Use in: Web-based
Great for: Podcasting, narration, voiceovers, field recordings


AI Lyrics and Voice Models⌗

These Lyrics Do Not Exist⌗

Random lyric generator based on genre, mood, and topic.

Use in: Web
Great for: Prompt inspiration, songwriting exercises, lyric critique


Voiceful.io⌗

Turn text or melody into expressive singing or spoken voice.

Use in: Web
Great for: Prototyping vocal parts, exploring synthetic vocals


Uberduck (Legacy)⌗

Previously offered customizable AI rappers and voice models.

Use in: (If reinstated) Web-based
Great for: Analyzing synthetic identity and parody, rap lyric generation


AI Tools That Generate Full Songs (For Analysis Projects)⌗

These tools generate complete songs (lyrics, melody, arrangement). Best for critique and evaluation—not for compositional assignments.

Suno⌗

Generates full songs from lyrics or short prompts.

Use in: Web
Great for: Analyzing vocal synthesis, genre modeling, lyrical coherence


Udio⌗

Text-to-music AI with extended generation and genre control.

Use in: Web
Great for: Comparative analysis, studying structure and flow


Soundraw⌗

Generates modular, customizable royalty-free music for content.

Use in: Web
Great for: Studying adaptive/production music structure


AIVA⌗

AI composer for orchestral, cinematic, and classical music.

Use in: Web
Great for: Form and orchestration analysis, MIDI editing practice


Boomy⌗

One-click song generation with built-in styles and vocals.

Use in: Web
Great for: Critiquing music as content, examining commercial AI production