Head-to-head · Music Transcription Software
MuScriptor vs Ivory
MuScriptor leads on 0 checks, Ivory on 0, and 3 are even. Who comes out ahead on the 3 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreMuScriptor · 8.8/10
- Free planboth
MuScriptor scores higher on our rubric for music transcription software: 8.8 against 8.7 out of 10; our editors rank them #5 and #6.
MuScriptor is the better fit for free, self-hosted multi-instrument transcription. Ivory is the better fit for polyphonic piano transcription.
- MuScriptor fits best
Free, self-hosted multi-instrument transcription
- Ivory fits best
Polyphonic piano transcription
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Side by side
| Feature | MuScriptor 8.8/10 Visit ↗ | Ivory 8.7/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 8.8 | 8.7 |
| Ranking | #5 in Music Transcription Software | #6 in Music Transcription Software |
| Best for | Free, self-hosted multi-instrument transcription | Polyphonic piano transcription |
| Pricing model | Free | Free plan + paid |
| Starting price | Free plan | €59/yr |
| Free plan | ✓ | ✓ |
| Free trial | — | — |
| Deployment | Cloud, Self-hosted | Cloud, Mobile |
| Platforms | Web, Windows, macOS, Linux | Web, iOS |
| Support | Docs | Email, Community |
| Built for | Solo, Small business | Solo, Small business |
| Features MuScriptor 1/4 · Ivory 1/4 | ||
| Stem separation | Not checked yet | Not checked yet |
| Chord detection | Not checked yet | ✓ (best) |
| Tablature output | ✓ (best) | Not checked yet |
| MIDI export | Not checked yet | Not checked yet |
| Specs | ||
| Output formats | Not checked yet | Not checked yet |
| Platform | Not checked yet | Not checked yet |
| Our review | ||
| Pros |
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| Cons |
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| Our verdict | MuScriptor is an open-source music transcription model and web application from Kyutai and Mirelo. It is designed for musicians, educators, developers, and researchers who want to convert recordings into notes for multiple instruments.… Read the review → |
Ivory is an AI transcription workspace for composers, arrangers, pianists, and music students who want to turn solo piano recordings, video links, or MIDI into editable notation. It supports polyphonic piano transcription with automatic… Read the review → |
Strengths and trade-offs
MuScriptor — where it wins
- Supports polyphonic, multi-instrument transcription
- Outputs MIDI, PDF scores, MusicXML, and tablature
- Available on web, Windows, macOS, and Linux
Where it doesn't
- Model weights are restricted to non-commercial use
- Code and model weights use different licenses
- Self-hosting is required for a local web interface
Ivory — where it wins
- Separates left and right hands and detects chords automatically.
- Exports performance MIDI, score MIDI, MusicXML, and PDF.
- Offers unlimited free transcriptions with web and iOS access.
Where it doesn't
- The free plan limits performance MIDI to a 30-second preview.
- Its focus is solo piano rather than broader instrument transcription.
- DAW plugin integration is listed as coming soon.
- MuScriptor8.8/10 · Free plan
A free, self-hosted option for multi-instrument audio-to-MIDI transcription.
Visit MuScriptorFull verdict → - Ivory8.7/10 · Free plan
A focused AI tool for converting polyphonic piano performances into editable notation.
Visit IvoryFull verdict →
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All music transcription software comparisons → · Full ranking →
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update







