Suggestions appear as you type. Use the up and down arrows to choose one and Enter to open it.

This page's audience our own tag's counts — open to see them
–Visits
–Page views
–Clicks to vendors
–Time on page
–Reading now
Clicks to vendors, by tool
  • –
Top countries
  • –
Devices
  • –

– · visits, page views and clicks counted by our own tag, which counts more than our checked analytics; every figure rounded down · how we count

Head-to-head · Music Transcription Software

MuScriptor vs Ivory

  • Updated Oct 2026
  • Both researched from official sources
  • 3 checks side by side
Higher score MuScriptor #5 in Music Transcription Software 8.8/10 Free plan Free plan✓ 1 of 4 features Visit MuScriptor
Ivory #6 in Music Transcription Software 8.7/10 Free plan Free plan✓ 1 of 4 features Visit 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

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

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
  • Supports polyphonic, multi-instrument transcription
  • Outputs MIDI, PDF scores, MusicXML, and tablature
  • Available on web, Windows, macOS, and Linux
  • 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.
Cons
  • Model weights are restricted to non-commercial use
  • Code and model weights use different licenses
  • Self-hosting is required for a local web interface
  • 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.
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 →
  1. MuScriptorMusic Transcription Software 8.8Free plan
  2. IvoryMusic Transcription Software 8.7Free plan

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.

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update