generated: '2026-07-21' method: searched source: >- Probed public registries (PyPI, Maven Central) and the SigOpt GitHub organization (https://github.com/sigopt) for first-party client libraries. notes: >- SigOpt (ML experiment/hyperparameter optimization) was acquired by Intel in 2020 and its hosted API/platform was subsequently shut down (sigopt.com now 301-redirects to an Intel corporate redirector; api./app./docs.sigopt.com no longer resolve). The client libraries below remain published on their registries and in the still-public github.com/sigopt organization, so they are recorded as real, first-party historical packages. Most repos are archived; the Python client (sigopt-python) and the open-source engine components (sigoptlite, libsigopt) are not. packages: - language: python registry: pypi name: sigopt url: https://pypi.org/project/sigopt/ install: pip install sigopt version: 8.8.3 released: '2024-04-29' source: https://github.com/sigopt/sigopt-python official: true description: SigOpt Python API Client (the primary/officially maintained client). - language: java registry: maven-central name: com.sigopt:sigopt-java url: https://search.maven.org/artifact/com.sigopt/sigopt-java install: 'com.sigoptsigopt-java' source: https://github.com/sigopt/sigopt-java official: true archived: true description: The SigOpt Java API Client. - language: scala registry: maven-central name: com.sigopt:sigopt-spark url: https://search.maven.org/search?q=g:com.sigopt%20AND%20a:sigopt-spark_2.12 install: 'libraryDependencies += "com.sigopt" %% "sigopt-spark" % ""' source: https://github.com/sigopt/sigopt-spark official: true archived: true description: SigOpt integration for Apache Spark (published for Scala 2.10/2.11/2.12). - language: r registry: github name: SigOptR url: https://github.com/sigopt/SigOptR install: devtools::install_github("sigopt/SigOptR") source: https://github.com/sigopt/SigOptR official: true archived: true description: SigOpt's public R client. - language: python registry: github name: sigopt-sklearn url: https://github.com/sigopt/sigopt-sklearn install: pip install git+https://github.com/sigopt/sigopt-sklearn source: https://github.com/sigopt/sigopt-sklearn official: true archived: true description: SigOpt wrappers for scikit-learn methods. - language: matlab registry: github name: sigopt-matlab url: https://github.com/sigopt/sigopt-matlab install: 'clone https://github.com/sigopt/sigopt-matlab' source: https://github.com/sigopt/sigopt-matlab official: true archived: true description: MATLAB interface for running SigOpt experiments. - language: python registry: github name: sigoptlite url: https://github.com/sigopt/sigoptlite install: pip install git+https://github.com/sigopt/sigoptlite source: https://github.com/sigopt/sigoptlite official: true description: Standalone SigOpt client driver (open-source, non-archived). - language: python registry: github name: libsigopt url: https://github.com/sigopt/libsigopt install: pip install git+https://github.com/sigopt/libsigopt source: https://github.com/sigopt/libsigopt official: true description: Optimization utilities module underpinning the open-source SigOpt engine.