a general-purpose, interpreted, object oriented, high-level dynamic programming language that emphasizes code readability. Its syntax allows programmers to express concepts in fewer lines of code than in C++ or Java, thus allowing programmers to work more quickly and integrate their systems more effectively.

Topaz is a pipeline for particle detection in cryo-electron microscopy images using convolutional neural networks trained from positive and unlabeled examples.  Topaz includes methods for micrograph denoising using deep denoising models.

a software package for fully automated processing of cryo-EM data sets during data acquisition. TranSPHIRE transfers data from the microscope, automatically applies the common pre-processing steps, picks particles, performs 2D clustering and 3D refinement parallel to image recording. Importantly, TranSPHIRE introduces a machine learning-based feedback loop to re-train its internally used picking model to adapt to any given data set live during processing. This elegant approach enables TranSPHIRE to process data more effectively, producing high-quality particle stacks. TranSPHIRE collects and displays all microscope settings and metrics generated by its individual tools in order to allow users to quickly evaluate data during acquisition. TranSPHIRE can run on a single work station and also includes the automated processing of filaments.

a versatile package that performs molecular dynamics of proteins, lipids and nucleic acids.

(Collaborative Computational Project, Number 4) a collection of programs and associated data and software libraries used for macromolecular structure determination by X-ray crystallography.

(Crystallographic Object-Oriented Toolkit) supports model building and real space refinement. This application interfaces with refmac, Phenix, and several other applications. Coot was recognized as the best structural biology application in 2008 by SBGrid.

is a lightweight and flexible command-line JSON processor.