We are developing a number of open-source software components as part of this project. They are listed below:

• https://github.com/ml4ai/skema: This repository contains the code for the following capabilities:
  • Machine reading of scientific literature
  • Alignment of metadata
  • Comment extraction from source code
  • MathML parsing
  • Scientific model visualization (MOVIZ)
  • Structural alignment of code and equations
  • SKEMA web service that exposes many of the above capabilities via a REST API.
• https://github.com/ml4ai/funman: This repository contains the code for the FUNMAN module, which performs functional model analysis on scientific model code.