The Scientific ML Directory
Quality-scored directory of 123 scientific ml tools, updated daily. Every library scored on maintenance, adoption, maturity, and community signals.
Physics-informed neural networks, neural operators, and computational science tools — bridging deep learning with physical laws and scientific simulation.
20
70–100
63
50–69
37
30–49
3
10–29
Top libraries by quality score
| # | Library | Score |
|---|---|---|
| 1 |
jobovy/galpy
Galactic Dynamics in python |
|
| 2 |
AMReX-Codes/amrex
AMReX: Software Framework for Block Structured AMR |
|
| 3 |
stdlib-js/stdlib
✨ The fundamental numerical library for JavaScript and TypeScript. ✨ |
|
| 4 |
pymovements/pymovements
A python package for processing eye movement data |
|
| 5 |
chapel-lang/chapel
a Productive Parallel Programming Language |
|
| 6 |
dealii/dealii
The development repository for the deal.II finite element library |
|
| 7 |
InsightSoftwareConsortium/ITK
Insight Toolkit (ITK) -- Official Repository. ITK builds on a proven,... |
|
| 8 |
scipy/scipy
SciPy library main repository |
|
| 9 |
opendatacube/datacube-core
Open Data Cube analyses continental scale Earth Observation data through time |
|
| 10 |
trilinos/Trilinos
Primary repository for the Trilinos Project |
|
| 11 |
BOINC/boinc
Open-source software for volunteer computing and grid computing. |
|
| 12 |
spack/spack
A flexible package manager that supports multiple versions, configurations,... |
|
| 13 |
OpenChemistry/avogadrolibs
Avogadro libraries provide 3D rendering, visualization, analysis and data... |
|
| 14 |
mfem/mfem
Lightweight, general, scalable C++ library for finite element methods |
|
| 15 |
opensim-org/opensim-core
SimTK OpenSim C++ libraries and command-line applications, and Java/Python wrapping. |
|
| 16 |
visit-dav/visit
VisIt - Visualization and Data Analysis for Mesh-based Scientific Data |
|
| 17 |
optiland/optiland
Comprehensive optical design, optimization, and analysis in Python,... |
|
| 18 |
regionmask/regionmask
create masks of geospatial regions for arbitrary grids |
|
| 19 |
llnl/sundials
Official development repository for SUNDIALS - a SUite of Nonlinear and... |
|
| 20 |
adtzlr/felupe
finite element analysis for continuum mechanics of solid bodies |
|