music

Spleeter

Open source Python library from Deezer that splits songs into vocal, drum, bass and other stems.

How the 8.2 was reached

  1. Quality of output8/10

    28,479 GitHub stars, 3,056 forks, active with a push in June 2026; pretrained 2, 4 and 5-stem models. github.com

  2. Ease of use8/10

    Installs via pip or Docker and runs from the command line or Python. github.com

  3. Pricing value10/10

    MIT licensed, free to use, with no required paid dependency. github.com

  4. API and integration quality7/10

    Python API reference and CLI; many forks add GUIs, but there are no other SDKs. github.com

  5. Solves the problem it claims to solve8/10

    Delivers stem separation; 28k stars and multiple forks show wide independent use. github.com

8.2/10 is the mean of the 5 criteria that apply. Scored on the five-criteria rubric v1, 29 September 2026. How scoring works

Pricing

Open source
Free
  • MIT licensed
  • Pretrained 2, 4 and 5-stem models

Key Features

  • Pretrained 2-stem, 4-stem and 5-stem models
  • Command line and Python API
  • Install via pip or Docker
  • 4-stem separation over 100x faster than real time on GPU, per the project
  • Built on TensorFlow

Pros & Cons

Pros

  • Free under the MIT licence
  • 28,479 GitHub stars show wide use
  • Simple install and CLI
  • Many forks add GUIs and web front ends

Cons

  • No SDKs beyond Python
  • Needs a Python and TensorFlow setup
  • GUI use depends on third-party forks
  • Speed claims assume a GPU
Verdict

Spleeter is a strong pick for developers and hobbyists who want free stem separation they can script. Non-technical users may prefer a hosted app built on it or a commercial tool.

Try Spleeter →

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