GITNUXBEST LIST

Technology Digital Media

Top 10 Best Transcribe Music Software of 2026

Discover top 10 transcribe music software tools for accurate audio-to-text conversion. Find your ideal solution today.

Alexander Schmidt

Alexander Schmidt

Feb 11, 2026

10 tools comparedExpert reviewed
Independent evaluation · Unbiased commentary · Updated regularly
Learn more
Accurate music transcription software is a cornerstone of modern music practice, aiding everything from skill development to professional production—with diverse tools catering to varied needs, from polyphonic audio to mobile accessibility. Our curated list highlights the most effective options to simplify this critical task.

Quick Overview

  1. 1#1: AnthemScore - Automatically transcribes polyphonic audio files like MP3 and WAV into printable sheet music with high accuracy.
  2. 2#2: Melodyne - Provides precise polyphonic pitch and note transcription with advanced editing tools for professional music production.
  3. 3#3: Transcribe! - Assists musicians in transcribing audio by slowing down playback, transposing pitch, and adding spectrogram analysis.
  4. 4#4: AudioScore Ultimate - Converts audio recordings into detailed music notation, MIDI, and XML with support for multiple instruments.
  5. 5#5: ScoreCloud - Uses AI to instantly transform hummed, sung, or played audio into fully orchestrated sheet music.
  6. 6#6: Piano2Notes - AI-driven tool that transcribes piano audio recordings into sheet music and MIDI files in seconds.
  7. 7#7: Klangio - Online service transcribing guitar, piano, and ensemble audio into MIDI, Guitar Pro, and sheet music.
  8. 8#8: Melody Scanner - Mobile app that scans and transcribes audio or video into interactive sheet music using AI recognition.
  9. 9#9: PhonicScore - Specialized software for transcribing piano music from audio files into editable sheet music notation.
  10. 10#10: Moises - AI platform for stem separation and basic melody and chord transcription to aid music learning and practice.

Tools were selected and ranked based on transcription precision, feature versatility (including instrument and format support), user-friendliness, and overall value, ensuring they meet the demands of musicians at every skill level.

Comparison Table

Finding the right transcribe music software can be simplified with a breakdown of tools like AnthemScore, Melodyne, and Transcribe! This comparison table examines key features and performance, helping you identify the best fit for your transcription needs. Readers will gain insights into usability, accuracy, and additional capabilities to make an informed choice.

Automatically transcribes polyphonic audio files like MP3 and WAV into printable sheet music with high accuracy.

Features
9.6/10
Ease
9.2/10
Value
9.1/10
2Melodyne logo9.1/10

Provides precise polyphonic pitch and note transcription with advanced editing tools for professional music production.

Features
9.7/10
Ease
7.8/10
Value
8.4/10

Assists musicians in transcribing audio by slowing down playback, transposing pitch, and adding spectrogram analysis.

Features
8.5/10
Ease
7.5/10
Value
8.7/10

Converts audio recordings into detailed music notation, MIDI, and XML with support for multiple instruments.

Features
9.2/10
Ease
6.8/10
Value
7.4/10
5ScoreCloud logo8.2/10

Uses AI to instantly transform hummed, sung, or played audio into fully orchestrated sheet music.

Features
8.5/10
Ease
9.0/10
Value
7.5/10

AI-driven tool that transcribes piano audio recordings into sheet music and MIDI files in seconds.

Features
7.5/10
Ease
9.2/10
Value
8.0/10
7Klangio logo7.8/10

Online service transcribing guitar, piano, and ensemble audio into MIDI, Guitar Pro, and sheet music.

Features
8.2/10
Ease
8.5/10
Value
7.0/10

Mobile app that scans and transcribes audio or video into interactive sheet music using AI recognition.

Features
6.8/10
Ease
8.7/10
Value
7.0/10

Specialized software for transcribing piano music from audio files into editable sheet music notation.

Features
8.2/10
Ease
8.5/10
Value
7.2/10
10Moises logo7.8/10

AI platform for stem separation and basic melody and chord transcription to aid music learning and practice.

Features
8.3/10
Ease
9.2/10
Value
7.1/10
1
AnthemScore logo

AnthemScore

specialized

Automatically transcribes polyphonic audio files like MP3 and WAV into printable sheet music with high accuracy.

Overall Rating9.4/10
Features
9.6/10
Ease of Use
9.2/10
Value
9.1/10
Standout Feature

Advanced machine learning algorithms that deliver near-human accuracy in automatic note and chord detection from raw audio

AnthemScore is an AI-driven music transcription software that automatically converts audio files like MP3s, WAVs, and videos into sheet music notation, MIDI, and MusicXML formats. It excels at detecting notes, chords, tempo, key signatures, and rhythms with high accuracy across various genres and instruments. Users can fine-tune transcriptions with an intuitive editor and export polished scores for printing or further use in DAWs.

Pros

  • Superior AI accuracy for monophonic and polyphonic transcription
  • Batch processing for handling multiple files efficiently
  • Comprehensive export options including PDF, MusicXML, and MIDI

Cons

  • Struggles occasionally with highly complex or noisy audio
  • Lacks real-time transcription capabilities
  • No Linux support or mobile version

Best For

Musicians, educators, and composers seeking quick, professional-grade transcriptions from audio recordings without manual notation.

Pricing

One-time purchase: Lite $39, Standard $69, Ultimate $99; free trial available.

Visit AnthemScorelunaverus.com
2
Melodyne logo

Melodyne

specialized

Provides precise polyphonic pitch and note transcription with advanced editing tools for professional music production.

Overall Rating9.1/10
Features
9.7/10
Ease of Use
7.8/10
Value
8.4/10
Standout Feature

Polyphonic 'DNA' algorithm for detecting and independently editing notes in multi-voice audio

Melodyne is a professional-grade audio editing software from Celemony that excels in automatic transcription of monophonic and polyphonic audio into editable note-based representations. It detects pitch, timing, duration, and other parameters from recordings, allowing precise manipulation of individual notes, scales, chords, and even formants. Primarily used in music production for pitch correction and creative editing, it also serves as a powerful transcription tool for converting audio to MIDI or score-like views.

Pros

  • Exceptional polyphonic note detection accuracy, even for complex harmonies and instruments
  • Powerful editing tools for pitch, timing, vibrato, and formants on transcribed notes
  • Deep integration with DAWs via ARA2 and ReWire for seamless workflows

Cons

  • Steep learning curve for beginners due to advanced feature depth
  • No real-time transcription or live input processing
  • Full feature set requires expensive Studio edition

Best For

Professional music producers, composers, and sound engineers needing precise polyphonic audio-to-note transcription for editing and MIDI export.

Pricing

Perpetual licenses from €99 (Essential) to €699 (Studio); upgrades and bundles available.

Visit Melodynecelemony.com
3
Transcribe! logo

Transcribe!

specialized

Assists musicians in transcribing audio by slowing down playback, transposing pitch, and adding spectrogram analysis.

Overall Rating8.2/10
Features
8.5/10
Ease of Use
7.5/10
Value
8.7/10
Standout Feature

Calibrated frequency spectrum display that highlights harmonics and overtones for precise note identification

Transcribe! by Seventh String Software is a specialized tool designed for musicians to analyze and transcribe audio recordings by slowing down playback without altering pitch, looping specific sections, and providing visual spectrum analysis. It supports a wide range of audio formats and includes features like key detection, tempo adjustment, and harmonic visualization to aid in ear training and notation. While not offering automatic transcription to sheet music, it excels in manual transcription workflows for guitarists, pianists, and other instrumentalists.

Pros

  • Exceptional pitch-preserving slowdown and precise looping for detailed analysis
  • Powerful spectrum and frequency display for identifying notes and chords
  • Cross-platform support (Windows, Mac, Linux) with broad audio format compatibility

Cons

  • Dated user interface that feels clunky compared to modern apps
  • Lacks AI-powered auto-transcription or advanced editing tools
  • No mobile version or cloud integration

Best For

Intermediate to advanced musicians focused on manual ear transcription of recordings using visual aids.

Pricing

One-time purchase of $39 for a standard license; free trial available.

Visit Transcribe!seventhstring.com
4
AudioScore Ultimate logo

AudioScore Ultimate

specialized

Converts audio recordings into detailed music notation, MIDI, and XML with support for multiple instruments.

Overall Rating8.1/10
Features
9.2/10
Ease of Use
6.8/10
Value
7.4/10
Standout Feature

Multi-staff polyphonic transcription that automatically detects and separates multiple instruments from stereo audio into a full score.

AudioScore Ultimate is a powerful music transcription software from Neuratron that converts audio files like MP3s, WAVs, or live recordings into editable sheet music notation. It excels at polyphonic transcription, recognizing multiple instruments, voices, tempo, and dynamics simultaneously for complex orchestral or piano pieces. Users can refine the score with built-in editing tools and export to MusicXML, MIDI, or directly into Sibelius for further composition work.

Pros

  • Superior polyphonic transcription accuracy for multi-instrument audio
  • Seamless integration with Sibelius and exports to standard formats like MusicXML
  • Advanced recognition of nuances like dynamics, articulations, and chord symbols

Cons

  • Dated user interface that feels clunky and less intuitive
  • Often requires significant manual editing for optimal results, especially in dense or noisy audio
  • High upfront cost with no subscription discounts or free tier

Best For

Classical musicians, composers, and Sibelius users needing accurate transcription of polyphonic recordings into professional notation.

Pricing

One-time purchase of $369 USD for the full Ultimate version; no subscription required.

5
ScoreCloud logo

ScoreCloud

general_ai

Uses AI to instantly transform hummed, sung, or played audio into fully orchestrated sheet music.

Overall Rating8.2/10
Features
8.5/10
Ease of Use
9.0/10
Value
7.5/10
Standout Feature

Real-time audio-to-notation transcription directly from your microphone as you play or sing

ScoreCloud is an AI-driven web-based music notation software specializing in transcribing audio inputs into editable sheet music. Users can hum, sing, play instruments via microphone, or upload audio files, with the software automatically generating scores complete with notes, chords, and rhythms. It supports real-time transcription, score editing, collaboration, and exports to formats like PDF, MusicXML, and MIDI, making it suitable for musicians turning performances into professional notation.

Pros

  • Real-time microphone transcription for instant notation
  • Intuitive drag-and-drop editing and cloud syncing
  • Versatile export options including MusicXML and PDF

Cons

  • Transcription accuracy decreases with complex polyphony or dense arrangements
  • Full features locked behind paid subscription
  • Limited support for advanced editing compared to desktop notation software

Best For

Musicians, songwriters, and educators needing quick, user-friendly transcription of monophonic or simple polyphonic music into editable scores.

Pricing

Free plan with basic features and limits; Express ($4.99/month) for unlimited transcription; Studio ($9.99/month billed annually) for advanced tools and collaboration.

Visit ScoreCloudscorecloud.com
6
Piano2Notes logo

Piano2Notes

general_ai

AI-driven tool that transcribes piano audio recordings into sheet music and MIDI files in seconds.

Overall Rating7.8/10
Features
7.5/10
Ease of Use
9.2/10
Value
8.0/10
Standout Feature

One-click transcription directly from YouTube video URLs

Piano2Notes is an AI-powered web app specializing in transcribing piano audio from uploads or YouTube videos into sheet music, MIDI, and MusicXML formats. It detects notes, chords, and rhythms to generate interactive scores that users can play back, edit, and export as PDF. Ideal for pianists seeking quick conversions without software installation, it handles both solo and multi-voice piano pieces effectively.

Pros

  • Extremely simple web-based interface with URL pasting or file upload
  • Accurate transcription for most piano pieces with chord detection
  • Multiple export options including PDF, MIDI, and interactive playback

Cons

  • Limited to piano-only transcription, no support for other instruments
  • Accuracy drops on very complex or noisy recordings
  • Free version includes watermarks and export limits

Best For

Pianists and teachers who need fast sheet music from practice recordings or online videos.

Pricing

Free tier with limits; Pro at $9/month or $72/year for unlimited exports and no watermarks.

Visit Piano2Notespiano2notes.com
7
Klangio logo

Klangio

general_ai

Online service transcribing guitar, piano, and ensemble audio into MIDI, Guitar Pro, and sheet music.

Overall Rating7.8/10
Features
8.2/10
Ease of Use
8.5/10
Value
7.0/10
Standout Feature

AI-driven automatic stem separation for multi-instrument polyphonic music

Klangio is an AI-powered web-based music transcription tool that converts audio files into sheet music, MIDI, MusicXML, and Guitar Pro formats. It specializes in polyphonic transcription, automatically detecting and separating multiple instruments like piano, guitar, bass, drums, and vocals. Users upload audio recordings from practice sessions, live performances, or tracks and receive editable notations with chords, beats, and stems.

Pros

  • Excellent polyphonic transcription for multi-instrument audio
  • Versatile output formats including PDF sheet music and editable MIDI
  • Intuitive web interface with fast processing times

Cons

  • Accuracy drops on complex or low-quality audio
  • Free tier limited by watermarks and file size caps
  • Subscription required for unlimited use and advanced exports

Best For

Band musicians and hobbyists needing quick transcriptions of jam sessions or full tracks into sheet music.

Pricing

Free tier with limits; Pro plan at €9.99/month for unlimited transcriptions; higher tiers for teams.

8
Melody Scanner logo

Melody Scanner

general_ai

Mobile app that scans and transcribes audio or video into interactive sheet music using AI recognition.

Overall Rating7.2/10
Features
6.8/10
Ease of Use
8.7/10
Value
7.0/10
Standout Feature

Real-time camera scanning of printed sheet music for immediate MIDI playback

Melody Scanner is an AI-powered app available on web, iOS, and Android that transcribes audio from files or microphone into sheet music notation and scans printed scores via camera for instant playback. It supports monophonic and basic polyphonic transcription, with features for editing notes, transposing, and exporting PDF or MusicXML. Primarily mobile-focused, it excels at quick conversions but has limitations in handling complex polyphony or dense arrangements.

Pros

  • Intuitive mobile interface for instant scanning and transcription
  • Fast camera-based recognition of printed sheet music
  • Supports multiple export formats including PDF and MusicXML

Cons

  • Transcription accuracy drops with polyphonic or complex music
  • Limited advanced editing tools compared to desktop alternatives
  • Full features locked behind subscription paywall

Best For

Beginner musicians or hobbyists needing quick, on-the-go transcription of simple melodies or playback of scanned scores.

Pricing

Free tier with watermarks and limits; Pro subscription at $4.99/month or $49.99/year for unlimited use.

Visit Melody Scannermelodyscanner.com
9
PhonicScore logo

PhonicScore

specialized

Specialized software for transcribing piano music from audio files into editable sheet music notation.

Overall Rating7.8/10
Features
8.2/10
Ease of Use
8.5/10
Value
7.2/10
Standout Feature

AI-driven polyphonic score generation from full ensemble audio

PhonicScore is an AI-powered web-based tool that transcribes audio recordings into professional sheet music, supporting solo instruments, vocals, ensembles, and full band performances. It automatically detects notes, chords, rhythms, and structure, generating editable scores in standard notation. Users can export results as PDF, MusicXML, or MIDI for use in other software, making it ideal for quick transcription without manual input.

Pros

  • Excellent polyphonic transcription for multi-instrument audio
  • Intuitive web interface with no installation required
  • Versatile exports including MusicXML and MIDI

Cons

  • Accuracy can falter with poor audio quality or complex arrangements
  • Internet connection mandatory for all functions
  • Free tier has strict limits and watermarks

Best For

Musicians and hobbyists seeking fast, automated sheet music from live recordings or demos.

Pricing

Free plan with limits; Pro at €4.90/month or €49/year for unlimited transcriptions.

Visit PhonicScorephonicscore.com
10
Moises logo

Moises

general_ai

AI platform for stem separation and basic melody and chord transcription to aid music learning and practice.

Overall Rating7.8/10
Features
8.3/10
Ease of Use
9.2/10
Value
7.1/10
Standout Feature

AI Stem Separation for isolating up to 5 tracks, uniquely aiding precise transcription by focusing on individual elements

Moises.ai is an AI-powered music app specializing in stem separation and transcription, enabling users to isolate vocals, drums, bass, and other instruments from any audio track while generating chord progressions, melody lines, and sheet music. It supports BPM detection, pitch shifting, and MIDI export, making it ideal for musicians practicing or remixing songs. The platform processes uploads quickly via web, iOS, or Android apps, offering tools tailored for learning and creating music from existing recordings.

Pros

  • Exceptional AI stem separation improves transcription by isolating parts for clearer analysis
  • Accurate chord detection and basic melody transcription for popular music genres
  • Intuitive mobile and web interface with fast processing and easy exports to MIDI/PDF

Cons

  • Transcription accuracy drops on complex or non-pop arrangements
  • Full features locked behind paid subscription with usage limits on lower tiers
  • Limited advanced notation editing compared to dedicated scorewriting software

Best For

Guitarists, vocalists, and band members seeking quick chord charts and stem isolation for song practice and covers.

Pricing

Free tier with basic features and limits; Premium $3.99/month (billed annually, 1,000 minutes/month); Pro $39.99/month (unlimited processing).

Visit Moisesmoises.ai

Conclusion

The tools reviewed offer varied strengths, with AnthemScore emerging as the top choice due to its high-accuracy transcription of polyphonic audio into sheet music. Melodyne, meanwhile, stands out for precise pitch editing in professional production, and Transcribe! excels with features like speed adjustment and spectrogram analysis, making it ideal for flexible music learning. Each tool caters to distinct needs, ensuring there’s a solution for every musician’s transcription goals.

AnthemScore logo
Our Top Pick
AnthemScore

Explore AnthemScore first—its ability to turn audio into clear sheet music could transform how you engage with and study music.