For music researchers and model teams

Tools for running and testing music research.

Use our playback, MIDI tools, interface controls, and audio checks around your algorithm or model. We can help connect them in a runnable project, so you spend less time assembling the surrounding software.

Developer access is in beta. Model and runtime support are checked for your project.

Reuse the parts around your method.

Hear and control the output

Connect audio or MIDI output to a playable interface. Reuse audio and MIDI input, playback, parameter controls, presets, meters, and scopes.

See the interface controls

Work with musical data

Read and write MIDI, transform notes, chords, and rhythms, and display results in piano rolls or notation. Symbolic provides reusable music representations and conversions.

Explore Symbolic

Run model jobs

For supported models, reuse generation jobs with progress, cancellation, seeded variations, and audio export. We can assess and build the adapter your model needs.

Check rendered audio

Render test inputs offline and measure peak and RMS levels, clipping, discontinuities, and parameter changes. Compare outputs across versions and benchmark processing time.

A runnable project with setup notes and checks.

Bring your code or demo and name the setup you need: a browser demo, a local experiment, or an integration in your existing application. We agree the inputs, controls, outputs, and checks, then connect the relevant tools.

The handover includes the agreed source, a runnable example, dependency and setup instructions, and test results with any runtime limits.

Read the developer guides

FAQ

Working with your code

What are you spending time wiring together?

Share your method, current stack, and the playback, interface, or testing work you need. We’ll identify the tools you can reuse and the integration work required.

Sign in to submit the brief.

Discuss an integration