Updated 4 months ago

instances • Rank 33.1 • Science 77%

The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

Scientific Software
Updated 4 months ago

MF2 — Peer-reviewed • Rank 10.0 • Science 100%

MF2: A Collection of Multi-Fidelity Benchmark Functions in Python - Published in JOSS (2020)

Scientific Software
Updated 4 months ago

Choice-Learn — Peer-reviewed • Rank 12.0 • Science 98%

Choice-Learn: Large-scale choice modeling for operational contexts through the lens of machine learning - Published in JOSS (2024)

Scientific Software
Updated 4 months ago

effmass — Peer-reviewed • Rank 12.0 • Science 98%

effmass: An effective mass package - Published in JOSS (2018)

Chemistry
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

SelfEEG — Peer-reviewed • Rank 10.0 • Science 100%

SelfEEG: A Python library for Self-Supervised Learning in Electroencephalography - Published in JOSS (2024)

Artificial Intelligence and Machine Learning (38%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

ENZO — Peer-reviewed • Rank 10.0 • Science 100%

ENZO: An Adaptive Mesh Refinement Code for Astrophysics (Version 2.6) - Published in JOSS (2019)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Snek5000 — Peer-reviewed • Rank 10.0 • Science 100%

Snek5000: a new Python framework for Nek5000 - Published in JOSS (2023)

Mathematics Earth and Environmental Sciences
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

MODULO — Peer-reviewed • Rank 12.0 • Science 98%

MODULO: A Python toolbox for data-driven modal decomposition - Published in JOSS (2024)

Artificial Intelligence and Machine Learning Mathematics (45%) Materials Science (40%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Zoobot — Peer-reviewed • Rank 11.9 • Science 98%

Zoobot: Adaptable Deep Learning Models for Galaxy Morphology - Published in JOSS (2023)

Mathematics Economics
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

A Framework to Quality Control Oceanographic Data — Peer-reviewed • Rank 11.9 • Science 98%

A Framework to Quality Control Oceanographic Data - Published in JOSS (2020)

Earth and Environmental Sciences Mathematics
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Cadabra2 — Peer-reviewed • Rank 9.9 • Science 100%

Cadabra2: computer algebra for field theory revisited - Published in JOSS (2018)

Scientific Software
Updated 4 months ago

terrainr — Peer-reviewed • Rank 11.9 • Science 98%

terrainr: An R package for creating immersive virtual environments - Published in JOSS (2022)

Scientific Software
Updated 4 months ago

adrt — Peer-reviewed • Rank 9.8 • Science 100%

adrt: approximate discrete Radon transform for Python - Published in JOSS (2023)

Mathematics
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

GeophysicalFlows.jl — Peer-reviewed • Rank 9.8 • Science 100%

GeophysicalFlows.jl: Solvers for geophysical fluid dynamics problems in periodic domains on CPUs & GPUs - Published in JOSS (2021)

Scientific Software
Updated 4 months ago

SweetBean — Peer-reviewed • Rank 9.8 • Science 100%

SweetBean: A declarative language for behavioral experiments with human and artificial participants - Published in JOSS (2025)

Scientific Software
Updated 4 months ago

mosartwmpy — Peer-reviewed • Rank 9.7 • Science 100%

mosartwmpy: A Python implementation of the MOSART-WM coupled hydrologic routing and water management model - Published in JOSS (2021)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Traja — Peer-reviewed • Rank 11.7 • Science 98%

Traja: A Python toolbox for animal trajectory analysis - Published in JOSS (2021)

Artificial Intelligence and Machine Learning
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

SimpleFOC — Peer-reviewed • Rank 11.7 • Science 98%

SimpleFOC: A Field Oriented Control (FOC) Library for Controlling Brushless Direct Current (BLDC) and Stepper Motors - Published in JOSS (2022)

Scientific Software
Updated 4 months ago

imucal - A Python library to calibrate 6 DOF IMUs — Peer-reviewed • Rank 11.7 • Science 98%

imucal - A Python library to calibrate 6 DOF IMUs - Published in JOSS (2022)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

pridepy — Peer-reviewed • Rank 9.7 • Science 100%

pridepy: A Python package to download and search data from PRIDE database - Published in JOSS (2025)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

ZodiPy — Peer-reviewed • Rank 9.6 • Science 100%

ZodiPy: A Python package for zodiacal light simulations - Published in JOSS (2024)

Scientific Software
Updated 4 months ago

heatwaveR — Peer-reviewed • Rank 11.6 • Science 98%

heatwaveR: A central algorithm for the detection of heatwaves and cold-spells - Published in JOSS (2018)

Engineering (40%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

iced — Peer-reviewed • Rank 11.6 • Science 98%

iced: fast and memory efficient normalization of contact maps - Published in JOSS (2019)

i
Mathematics Artificial Intelligence and Machine Learning
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Delve — Peer-reviewed • Rank 11.6 • Science 98%

Delve: Neural Network Feature Variance Analysis - Published in JOSS (2022)

Earth and Environmental Sciences (40%) Sociology (40%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Zoomerjoin — Peer-reviewed • Rank 11.5 • Science 98%

Zoomerjoin: Superlatively-Fast Fuzzy Joins - Published in JOSS (2023)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

AnyPyTools — Peer-reviewed • Rank 11.5 • Science 98%

AnyPyTools: A Python package for reproducible research with the AnyBody Modeling System - Published in JOSS (2019)

Mathematics
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

THzTools — Peer-reviewed • Rank 9.5 • Science 100%

THzTools: data analysis software for terahertz time-domain spectroscopy - Published in JOSS (2024)

Scientific Software
Updated 4 months ago

quadkeyr — Peer-reviewed • Rank 9.5 • Science 100%

quadkeyr: Tools for converting QuadKey-identified datasets (Microsoft's Bing Maps Tile System) into raster images and analyzing Meta (Facebook) Mobility Data - Published in JOSS (2024)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

HinetPy — Peer-reviewed • Rank 11.5 • Science 98%

HinetPy: A Python package for accessing and processing NIED Hi-net seismic data - Published in JOSS (2024)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

HiddenMarkovModels.jl — Peer-reviewed • Rank 9.4 • Science 100%

HiddenMarkovModels.jl: generic, fast and reliable state space modeling - Published in JOSS (2024)

Engineering (31%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

NiaARM — Peer-reviewed • Rank 11.4 • Science 98%

NiaARM: A minimalistic framework for Numerical Association Rule Mining - Published in JOSS (2022)

Scientific Software
Updated 4 months ago

SPEI — Peer-reviewed • Rank 11.4 • Science 98%

SPEI: A Python package for calculating and visualizing drought indices - Published in JOSS (2025)

Mathematics
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

planetMagFields — Peer-reviewed • Rank 9.3 • Science 100%

planetMagFields: A Python package for analyzing and plotting planetary magnetic field data - Published in JOSS (2024)

Mathematics
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

epyc — Peer-reviewed • Rank 11.3 • Science 98%

epyc: Computational experiment management in Python - Published in JOSS (2022)

Engineering (40%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

matbench-genmetrics — Peer-reviewed • Rank 9.3 • Science 100%

matbench-genmetrics: A Python library for benchmarking crystal structure generative models using time-based splits of Materials Project structures - Published in JOSS (2024)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

REHO — Peer-reviewed • Rank 9.3 • Science 100%

REHO: A Decision Support Tool for Renewable Energy Communities - Published in JOSS (2024)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

SLEPLET — Peer-reviewed • Rank 9.3 • Science 100%

SLEPLET: Slepian Scale-Discretised Wavelets in Python - Published in JOSS (2023)

Engineering (40%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Omniscape.jl — Peer-reviewed • Rank 11.3 • Science 98%

Omniscape.jl: Software to compute omnidirectional landscape connectivity - Published in JOSS (2021)

Scientific Software
Updated 4 months ago

DynamicalBilliards.jl — Peer-reviewed • Rank 9.3 • Science 100%

DynamicalBilliards.jl: An easy-to-use, modular and extendable Julia package for Dynamical Billiard systems in two dimensions. - Published in JOSS (2017)

Scientific Software
Updated 4 months ago

MARTINI — Peer-reviewed • Rank 9.3 • Science 100%

MARTINI: Mock Array Radio Telescope Interferometry of the Neutral ISM - Published in JOSS (2024)

Mathematics
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

GPCERF - An R package for implementing Gaussian processes for estimating causal exposure response curves — Peer-reviewed • Rank 9.2 • Science 100%

GPCERF - An R package for implementing Gaussian processes for estimating causal exposure response curves - Published in JOSS (2024)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

A Python Library for Pre- and Post-Processing of DAMASK Simulations — Peer-reviewed • Rank 9.2 • Science 100%

A Python Library for Pre- and Post-Processing of DAMASK Simulations - Published in JOSS (2025)

Scientific Software
Updated 4 months ago

UncertainSCI — Peer-reviewed • Rank 9.2 • Science 100%

UncertainSCI: A Python Package for Noninvasive Parametric Uncertainty Quantification of Simulation Pipelines - Published in JOSS (2023)

Mathematics (40%)
Scientific Software · Peer-reviewed
Updated 3 months ago

ArrowSpace: introducing Spectral Indexing for vector search • Rank 9.2 • Science 100%

ArrowSpace: introducing Spectral Indexing for vector search - Published in JOSS (2025)

Scientific Software
Updated 4 months ago

A Python package for homogenization procedures in fiber reinforced polymers — Peer-reviewed • Rank 9.2 • Science 100%

A Python package for homogenization procedures in fiber reinforced polymers - Published in JOSS (2023)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

timeseriesflattener — Peer-reviewed • Rank 11.2 • Science 98%

timeseriesflattener: A Python package for summarizing features from (medical) time series - Published in JOSS (2023)

Scientific Software
Updated 4 months ago

PyVBMC — Peer-reviewed • Rank 11.1 • Science 98%

PyVBMC: Efficient Bayesian inference in Python - Published in JOSS (2023)

Scientific Software
Updated 4 months ago

cerf — Peer-reviewed • Rank 9.1 • Science 100%

cerf: A Python package to evaluate the feasibility and costs of power plant siting for alternative futures - Published in JOSS (2021)

Earth and Environmental Sciences
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

CoReCon — Peer-reviewed • Rank 9.1 • Science 100%

CoReCon: an open, community-powered collection of Reionization constraints - Published in JOSS (2023)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

pDEMtools — Peer-reviewed • Rank 9.1 • Science 100%

pDEMtools: conveniently search, download, and process ArcticDEM and REMA products - Published in JOSS (2024)

Updated 4 months ago

xarray • Rank 32.1 • Science 77%

N-D labeled arrays and datasets in Python

Scientific Software
Updated 4 months ago

elapid — Peer-reviewed • Rank 11.1 • Science 98%

elapid: Species distribution modeling tools for Python - Published in JOSS (2023)

Political Science Artificial Intelligence and Machine Learning
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Emiproc — Peer-reviewed • Rank 11.0 • Science 98%

Emiproc: A Python package for emission inventory processing - Published in JOSS (2025)

Political Science Mathematics Earth and Environmental Sciences
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

pyGCodeDecode — Peer-reviewed • Rank 9.0 • Science 100%

pyGCodeDecode: A Python package for time-accurate GCode simulation in material extrusion processes - Published in JOSS (2024)

Scientific Software
Updated 4 months ago

osmapiR — Peer-reviewed • Rank 11.0 • Science 98%

osmapiR: An 'OpenStreetMap API' implementation for R - Published in JOSS (2024)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

mutyper — Peer-reviewed • Rank 9.0 • Science 100%

mutyper: assigning and summarizing mutation types for analyzing germline mutation spectra - Published in JOSS (2023)

Biology
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

CGC — Peer-reviewed • Rank 9.0 • Science 100%

CGC: a Scalable Python Package for Co- and Tri-Clustering of Geodata Cubes - Published in JOSS (2022)

Artificial Intelligence and Machine Learning
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

pyGeo — Peer-reviewed • Rank 9.0 • Science 100%

pyGeo: A geometry package for multidisciplinary design optimization - Published in JOSS (2023)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

pivmet — Peer-reviewed • Rank 9.0 • Science 100%

pivmet: an R package proposing pivotal methods for consensus clustering and mixture modelling - Published in JOSS (2024)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

superblockify — Peer-reviewed • Rank 8.9 • Science 100%

superblockify: A Python Package for Automated Generation, Visualization, and Analysis of Potential Superblocks in Cities - Published in JOSS (2024)

Scientific Software
Updated 4 months ago

BoARIO — Peer-reviewed • Rank 10.9 • Science 98%

BoARIO: A Python package implementing the ARIO indirect economic cost model - Published in JOSS (2024)

Engineering (33%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Empirical — Peer-reviewed • Rank 8.9 • Science 100%

Empirical: A scientific software library for research, education, and public engagement - Published in JOSS (2024)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

PyMSM — Peer-reviewed • Rank 10.9 • Science 98%

PyMSM: Python package for Competing Risks and Multi-State models for Survival Data - Published in JOSS (2022)

Engineering Artificial Intelligence and Machine Learning Medicine (45%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

MiscMetabar — Peer-reviewed • Rank 10.8 • Science 98%

MiscMetabar: an R package to facilitate visualization and reproducibility in metabarcoding analysis - Published in JOSS (2023)

Scientific Software
Updated 4 months ago

BayesO — Peer-reviewed • Rank 10.8 • Science 98%

BayesO: A Bayesian optimization framework in Python - Published in JOSS (2023)

Artificial Intelligence and Machine Learning (31%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Ambit – A FEniCS-based cardiovascular multi-physics solver — Peer-reviewed • Rank 10.8 • Science 98%

Ambit – A FEniCS-based cardiovascular multi-physics solver - Published in JOSS (2024)

Mathematics (37%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Shapelets — Peer-reviewed • Rank 8.8 • Science 100%

Shapelets: A Python package implementing shapelet functions and their applications - Published in JOSS (2024)

Materials Science (40%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

ProbNumDiffEq.jl — Peer-reviewed • Rank 8.8 • Science 100%

ProbNumDiffEq.jl: Probabilistic Numerical Solvers for Ordinary Differential Equations in Julia - Published in JOSS (2024)

Scientific Software
Updated 4 months ago

pypromice — Peer-reviewed • Rank 10.7 • Science 98%

pypromice: A Python package for processing automated weather station data - Published in JOSS (2023)

Mathematics
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

PythonicDISORT — Peer-reviewed • Rank 8.7 • Science 100%

PythonicDISORT: A Python reimplementation of the Discrete Ordinate Radiative Transfer package DISORT - Published in JOSS (2024)

Updated 4 months ago

astropy • Rank 31.7 • Science 77%

Astronomy and astrophysics core library

Scientific Software
Updated 4 months ago

PyBCI — Peer-reviewed • Rank 8.7 • Science 100%

PyBCI: A Python Package for Brain-Computer Interface (BCI) Design - Published in JOSS (2023)

Scientific Software
Updated 4 months ago

ReferenceSeeker — Peer-reviewed • Rank 8.7 • Science 100%

ReferenceSeeker: rapid determination of appropriate reference genomes - Published in JOSS (2020)

Biology (41%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Af-analysis — Peer-reviewed • Rank 8.6 • Science 100%

Af-analysis: a Python package for Alphafold analysis - Published in JOSS (2025)

Biology (40%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Fast Resampling and Monte Carlo Methods in Python — Peer-reviewed • Rank 8.5 • Science 100%

Fast Resampling and Monte Carlo Methods in Python - Published in JOSS (2023)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

verdata — Peer-reviewed • Rank 10.5 • Science 98%

verdata: An R package for analyzing data from the Truth Commission in Colombia - Published in JOSS (2024)

Earth and Environmental Sciences (40%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

The Spreadsheet Energy System Model Generator (SESMG) — Peer-reviewed • Rank 8.5 • Science 100%

The Spreadsheet Energy System Model Generator (SESMG): A tool for the optimization of urban energy systems - Published in JOSS (2023)

Mathematics (37%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

biopeaks — Peer-reviewed • Rank 10.5 • Science 98%

biopeaks: a graphical user interface for feature extraction from heart- and breathing biosignals - Published in JOSS (2020)

Scientific Software
Updated 4 months ago

quickBayes — Peer-reviewed • Rank 8.5 • Science 100%

quickBayes: An analytical approach to Bayesian marginal likelihoods - Published in JOSS (2025)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

GaussianRandomFields.jl — Peer-reviewed • Rank 10.5 • Science 98%

GaussianRandomFields.jl: A Julia package to generate and sample from Gaussian random fields - Published in JOSS (2023)

Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Pyafscgap.org — Peer-reviewed • Rank 8.5 • Science 100%

Pyafscgap.org: Open source multi-modal Python-based tools for NOAA AFSC RACE GAP - Published in JOSS (2023)

Mathematics Computer Science (42%)
Scientific Software · Peer-reviewed
Updated 4 months ago

rdflib • Rank 31.4 • Science 77%

RDFLib is a Python library for working with RDF, a simple yet powerful language for representing information.

Scientific Software
Updated 4 months ago

PlanetMapper — Peer-reviewed • Rank 10.4 • Science 98%

PlanetMapper: A Python package for visualising, navigating and mapping Solar System observations - Published in JOSS (2023)

Scientific Software
Updated 4 months ago

bayes-toolbox — Peer-reviewed • Rank 10.4 • Science 98%

bayes-toolbox: A Python package for Bayesian statistics - Published in JOSS (2023)

Earth and Environmental Sciences Economics
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

idf-analysis — Peer-reviewed • Rank 10.4 • Science 98%

idf-analysis: Heavy rainfall intensity as a function of duration and return period - Published in JOSS (2025)

Scientific Software
Updated 4 months ago

modisfast — Peer-reviewed • Rank 10.4 • Science 98%

modisfast: An R package for fast and efficient access to MODIS, VIIRS and GPM Earth Observation data - Published in JOSS (2024)

Materials Science (40%) Engineering (40%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

UQTestFuns — Peer-reviewed • Rank 8.4 • Science 100%

UQTestFuns: A Python3 library of uncertainty quantification (UQ) test functions - Published in JOSS (2023)

Scientific Software
Updated 4 months ago

dantro — Peer-reviewed • Rank 14.4 • Science 94%

dantro: a Python package for handling, transforming, and visualizing hierarchically structured data - Published in JOSS (2020)

Biology (40%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

PYDAQ — Peer-reviewed • Rank 10.3 • Science 98%

PYDAQ: Data Acquisition and Experimental Analysis with Python - Published in JOSS (2023)

Earth and Environmental Sciences (40%) Neuroscience (40%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

TipToft — Peer-reviewed • Rank 8.3 • Science 100%

TipToft: detecting plasmids contained in uncorrected long read sequencing data - Published in JOSS (2019)

Scientific Software
Updated 4 months ago

FastVPINNs — Peer-reviewed • Rank 8.3 • Science 100%

FastVPINNs: An efficient tensor-based Python library for solving partial differential equations using hp-Variational Physics Informed Neural Networks - Published in JOSS (2024)

Scientific Software
Updated 4 months ago

HW2D — Peer-reviewed • Rank 8.3 • Science 100%

HW2D: A reference implementation of the Hasegawa-Wakatani model for plasma turbulence in fusion reactors - Published in JOSS (2023)

Materials Science (40%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

signnet — Peer-reviewed • Rank 10.3 • Science 98%

signnet: An R package for analyzing signed networks - Published in JOSS (2023)

Earth and Environmental Sciences (40%)
Scientific Software · Peer-reviewed
Scientific Software
Updated 4 months ago

Bodge — Peer-reviewed • Rank 8.3 • Science 100%

Bodge: Python package for efficient tight-binding modeling of superconducting nanostructures - Published in JOSS (2024)

Scientific Software
Updated 4 months ago

CADET-Core 5.0 — Peer-reviewed • Rank 8.3 • Science 100%

CADET-Core 5.0: High-Performance Solver for Advanced Biotechnology Process Modeling - Published in JOSS (2025)

Mathematics (40%)
Scientific Software · Peer-reviewed
Updated 3 months ago

mcsm-benchs: Benchmarking methods for multi-component signal processing • Rank 8.3 • Science 100%

mcsm-benchs: Benchmarking methods for multi-component signal processing - Published in JOSS (2025)