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 Awesome MATLAB !Awesome (https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg) (https://github.com/sindresorhus/awesome)
 Awesome MATLAB !Awesome (https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg) (https://github.com/sindresorhus/awesome)
A curated list of awesome MATLAB toolboxes, applications, software and resources.
Inspired by awesome-R (https://github.com/qinwf/awesome-R).
@@ -37,27 +37,26 @@
3rd Party Commercial Toolboxes
High quality commercial toolboxes from organisations other than MathWorks
⟡ Multiprecision Toolbox for MATLAB (http://www.advanpix.com/) - This toolbox equips MATLAB with a new multiple precision floating-point numeric type and an extensive set of mathematical 
functions that are capable of computations with arbitrary precision.
⟡ MOSEK Optimization Tools (https://www.mosek.com) - The MOSEK tools (https://mosek.com/resources/downloads) provide access to the powerful MOSEK optimization solvers from inside the MATLAB 
environment either by a classical Toolobx (http://docs.mosek.com/7.1/tools/index.html) or by the modern object-oriented API Fusion (http://docs.mosek.com/7.1/matlabfusion/index.html).
⟡ FEATool Multiphysics (http://www.precisesimulation.com) - Finite Element FEM Simulation toolbox for Matlab and Octave featuring an easy to use GUI, integrated CAD, geometry, grid 
generation, solvers, and postprocessing functionality.
⟡ Multiprecision Toolbox for MATLAB
 (http://www.advanpix.com/) - This toolbox equips MATLAB with a new multiple precision floating-point numeric type and an extensive set of mathematical functions that are capable of computations with arbitrary precision.
⟡ MOSEK Optimization Tools (https://www.mosek.com) - The MOSEK tools (https://mosek.com/resources/downloads) provide access to the powerful MOSEK optimization solvers from inside the MATLAB environment either by a classical Toolobx 
(http://docs.mosek.com/7.1/tools/index.html) or by the modern object-oriented API Fusion (http://docs.mosek.com/7.1/matlabfusion/index.html).
⟡ FEATool Multiphysics (http://www.precisesimulation.com) - Finite Element FEM Simulation toolbox for Matlab and Octave featuring an easy to use GUI, integrated CAD, geometry, grid generation, solvers, and postprocessing functionality.
Artificial Intelligence and Machine Learning
⟡ Deep Learning Toolbox (https://www.mathworks.com/products/deep-learning.html) - MATLAB's deep learning toolbox
⟡ MATLAB Deep Learning Model Hub (https://github.com/matlab-deep-learning/MATLAB-Deep-Learning-Model-Hub). Discover the latest pretrained models for deep learning in MATLAB
Computational Mechanics
⟡ GIBBON (https://www.gibboncode.org/) - An open-source (get the source here (https://github.com/gibbonCode/GIBBON)) MATLAB toolbox for computational (bio)mechanics, computational geometry, 
image segmentation, meshing, lattice structure creation, and finite element analysis (by linking with the open source package FEBio (https://febio.org/) and the commercial package ABAQUS). 
⟡ GIBBON (https://www.gibboncode.org/) - An open-source (get the source here (https://github.com/gibbonCode/GIBBON)) MATLAB toolbox for computational (bio)mechanics, computational geometry, image segmentation, meshing, lattice structure
creation, and finite element analysis (by linking with the open source package FEBio (https://febio.org/) and the commercial package ABAQUS). 
Cool
Fun projects that make you say 'Cool!'
 - Engima (http://blogs.mathworks.com/pick/2015/10/30/enigma/) - MATLAB version of the Enigma machine.
 - Invisibility Cloak Using MATLAB and Simulink (https://www.mathworks.com/matlabcentral/fileexchange/103830-invisibility-cloak-using-matlab-and-simulink) - This submission contains the 
implementation of an Invisibility Cloak using image thresholding and segmentation.
 - Invisibility Cloak Using MATLAB and Simulink (https://www.mathworks.com/matlabcentral/fileexchange/103830-invisibility-cloak-using-matlab-and-simulink) - This submission contains the implementation of an Invisibility Cloak using 
image thresholding and segmentation.
Database Management
Toolboxes for managing data
@@ -72,8 +71,8 @@
Fully playable games developed in MATLAB.
⟡ 2048 (http://uk.mathworks.com/matlabcentral/fileexchange/46124-2048-matlab-edition) - 2048 is a game originally created by Gabriele Cirulli. This is a MATLAB implementation of the game.
⟡ Flappy bird (http://uk.mathworks.com/matlabcentral/fileexchange/45795-flappy-bird-for-matlab) - As one of the most popular games on app stores before being taken down, Flappy Bird does not 
need any further introduction. Now, it has come back alive, on MATLAB.
⟡ Flappy bird (http://uk.mathworks.com/matlabcentral/fileexchange/45795-flappy-bird-for-matlab) - As one of the most popular games on app stores before being taken down, Flappy Bird does not need any further introduction. Now, it has 
come back alive, on MATLAB.
Geospatial
@@ -90,22 +89,20 @@
High Performance Computing in MATLAB
⟡ MATLAB on the NVIDIA GPU Cloud (https://ngc.nvidia.com/catalog/containers/partners:matlab) - Running MATLAB on the NVIDIA GPU Cloud.
⟡ Parallel Computing Toolbox (https://uk.mathworks.com/products/parallel-computing.html) - Mathworks Toolbox. Provides support for various parallel programming paradigms to scale MATLAB to 
1000s of CPU cores and GPUs. Also helps make maximum use of your laptop if that's the only hardware you have.
⟡ Parallel Computing Toolbox (https://uk.mathworks.com/products/parallel-computing.html) - Mathworks Toolbox. Provides support for various parallel programming paradigms to scale MATLAB to 1000s of CPU cores and GPUs. Also helps make 
maximum use of your laptop if that's the only hardware you have.
Image Processing and Computer Vision
⟡ Computer Vision System Toolbox (http://uk.mathworks.com/products/computer-vision/) - The official computer vision toolbox from MathWorks.
⟡ Image Processing Toolbox (http://uk.mathworks.com/products/image/) - The official Image Processing Toolbox from MathWorks.
⟡ MatConvNet (http://www.vlfeat.org/matconvnet/) - MatConvNet is a free MATLAB toolbox implementing Convolutional Neural Networks (CNNs) for computer vision applications. It is simple, 
efficient, and can run and learn state-of-the-art CNNs. It provides pre-trained CNNs for image classification, segmentation, face recognition, and text detection.
⟡ Piotr's Image and Video Toolbox (https://github.com/pdollar/toolbox) - This free toolbox facilitates the manipulation of images and video in MATLAB. Its purpose is to complement, not 
replace, MATLAB's Image Processing Toolbox.
⟡ VLFeat (http://www.vlfeat.org/) - The VLFeat free and open source library implements popular computer vision algorithms specializing in image understanding and local features extraction and
matching. It is written in C for efficiency and compatibility, with interfaces in MATLAB for ease of use, and detailed documentation throughout.
⟡ MatConvNet (http://www.vlfeat.org/matconvnet/) - MatConvNet is a free MATLAB toolbox implementing Convolutional Neural Networks (CNNs) for computer vision applications. It is simple, efficient, and can run and learn state-of-the-art 
CNNs. It provides pre-trained CNNs for image classification, segmentation, face recognition, and text detection.
⟡ Piotr's Image and Video Toolbox (https://github.com/pdollar/toolbox) - This free toolbox facilitates the manipulation of images and video in MATLAB. Its purpose is to complement, not replace, MATLAB's Image Processing Toolbox.
⟡ VLFeat (http://www.vlfeat.org/) - The VLFeat free and open source library implements popular computer vision algorithms specializing in image understanding and local features extraction and matching. It is written in C for efficiency 
and compatibility, with interfaces in MATLAB for ease of use, and detailed documentation throughout.
⟡ MexOpenCV (https://github.com/kyamagu/mexopencv) - MATLAB MEX interface for OpenCV (http://opencv.org), i.e. one of the leading libraries for computer vision.
⟡ Zoning Aggregated Hypercolumns for Keyword Spotting
 (https://github.com/sfikas/zah) - An image descriptor, suitable for keyword spotting, that is computed as a function of Convolutional Neural Network intermediate layer responses.
⟡ Zoning Aggregated Hypercolumns for Keyword Spotting (https://github.com/sfikas/zah) - An image descriptor, suitable for keyword spotting, that is computed as a function of Convolutional Neural Network intermediate layer responses.
Model Reduction
@@ -136,8 +133,8 @@
⟡ C/C++ mex routines (http://uk.mathworks.com/help/matlab/write-cc-mex-files.html) - C/C++ MEX files allow to call C/C++ functions from within MATLAB.
⟡ Fortran mex routines (http://uk.mathworks.com/help/matlab/write-fortran-mex-files.html) - Fortran MEX routines allow you to call Fortran code from within MATLAB.
⟡ MATLAB Engine for Python (http://uk.mathworks.com/help/matlab/matlab_external/get-started-with-matlab-engine-for-python.html) - The MATLAB Engine for Python provides a Python package named 
matlab that enables you to call MATLAB functions from within Python.
⟡ MATLAB Engine for Python (http://uk.mathworks.com/help/matlab/matlab_external/get-started-with-matlab-engine-for-python.html) - The MATLAB Engine for Python provides a Python package named matlab that enables you to call MATLAB 
functions from within Python.
⟡ matlab kernel (https://github.com/calysto/matlab_kernel) - To run MATLAB code inside IPython / Jupyter notebooks.
⟡ MATLink (http://matlink.org/) - To run MATLAB code inside Mathematica / Wolfram Language notebooks.
⟡ node-matlab (https://github.com/zeybek/node-matlab) - To run MATLAB code inside NodeJS.
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Interfacing with other programs
⟡ MATLAB QuickLook (https://github.com/jaketmp/matlab-quicklook) - QuickLook preview generator for MAT files. This shows the contents of your MAT files in Finder. The binary is only 
compatible with 64 bit OS X.
⟡ MATLAB QuickLook (https://github.com/jaketmp/matlab-quicklook) - QuickLook preview generator for MAT files. This shows the contents of your MAT files in Finder. The binary is only compatible with 64 bit OS X.
⟡ MATLAB-git (https://github.com/manur/MATLAB-git) - A thin wrapper to call git from within a MATLAB console.
⟡ JSONlab (https://github.com/fangq/jsonlab) - Toolbox to encode/decode JSON (http://www.json.org) data files from within MATLAB and Octave.
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Learning MATLAB
⟡ Software Carpentry lessons in MATLAB (http://swcarpentry.github.io/matlab-novice-inflammation/) - Teaching basic lab skills for research computing.
⟡ YAGTOM: Yet Another Guide TO MATLAB (http://ubcmatlabguide.github.io) - This MATLAB® tutorial starts from the basics and builds up to advanced concepts such as object-oriented programming 
(Note the Speedup Tricks (https://ubcmatlabguide.github.io/html/speedup.html)).
⟡ YAGTOM: Yet Another Guide TO MATLAB (http://ubcmatlabguide.github.io) - This MATLAB® tutorial starts from the basics and builds up to advanced concepts such as object-oriented programming (Note the Speedup Tricks 
(https://ubcmatlabguide.github.io/html/speedup.html)).
⟡ MATLAB Academy - MATLAB Onramp (https://matlabacademy.mathworks.com/) - Brief MATLAB introduction including language syntax and common workflows. Free for all. 
⟡ Control Tutorials for MATLAB and Simulink
 (http://ctms.engin.umich.edu/CTMS/index.php?aux=Home) - This site contains quite a bit control theory, some practical applications and how to implement these in MATLAB and SimuLink.
⟡ Control Tutorials for MATLAB and Simulink (http://ctms.engin.umich.edu/CTMS/index.php?aux=Home) - This site contains quite a bit control theory, some practical applications and how to implement these in MATLAB and SimuLink.
⟡ Rosetta Code (MATLAB category) (http://rosettacode.org/wiki/Category:MATLAB) - Rosetta Code is a community comparing algorithms in different languages.
Making Figures
@@ -171,8 +166,8 @@
⟡ hq-matlab-figs (http://dgleich.github.io/hq-matlab-figs/) - Creating high-quality graphics in MATLAB for papers and presentations.
⟡ matlab2tikz (https://github.com/matlab2tikz/matlab2tikz) - exports MATLAB® figures to TikZ code for seamless inclusion in LaTeX documents.
⟡ matplotlib colormaps (https://de.mathworks.com/matlabcentral/fileexchange/62729-matplotlib-2-0-colormaps--perceptually-uniform-and-beautiful) - Perceptually uniform colormaps.
⟡ plot2svg (http://www.mathworks.com/matlabcentral/fileexchange/7401-scalable-vector-graphics--svg--export-of-figures) - exports MATLAB® figures to Scalable Vector Graphics format. This is 
particularly useful in older MATLAB® versions that don't support print -dsvg.
⟡ plot2svg (http://www.mathworks.com/matlabcentral/fileexchange/7401-scalable-vector-graphics--svg--export-of-figures) - exports MATLAB® figures to Scalable Vector Graphics format. This is particularly useful in older MATLAB® versions 
that don't support print -dsvg.
⟡ Plotly MATLAB Library (https://plot.ly/matlab/) - exports MATLAB® figures to the online plotting service plot.ly (https://plot.ly).
⟡ saveFigure (https://github.com/djoshea/matlab-save-figure) - exports MATLAB® figures to PDF, SVG, EPS and PNG with improved support for transparancy.
⟡ wgPlot (https://mathworks.com/matlabcentral/fileexchange/24035-wgplot-weighted-graph-plot--a-better-version-of-gplot) - A better version of gplot.
@@ -180,23 +175,20 @@
Using MATLAB in other environments
⟡ Official MATLAB Kernel for Jupyter
 (https://blogs.mathworks.com/matlab/2023/01/30/official-mathworks-matlab-kernel-for-jupyter-released/) - Blog post describing how to install and use the official MATLAB Kernel for Jupyter
⟡ Official MATLAB Kernel for Jupyter (https://blogs.mathworks.com/matlab/2023/01/30/official-mathworks-matlab-kernel-for-jupyter-released/) - Blog post describing how to install and use the official MATLAB Kernel for Jupyter
MATLAB-like environments
⟡ GNU Octave
 (https://www.gnu.org/software/octave/) - GNU Octave is a high-level interpreted language, primarily intended for numerical computations. It can run many MATLAB programs unmodified.
⟡ GNU Octave (https://www.gnu.org/software/octave/) - GNU Octave is a high-level interpreted language, primarily intended for numerical computations. It can run many MATLAB programs unmodified.
⟡ Scilab (http://www.scilab.org/) - Scilab is free and open source software for numerical computation providing a powerful computing environment for engineering and scientific applications.
⟡ MathScript (https://www.ni.com/en-gb/support/downloads/software-products/download.labview-mathscript-module.html#345625) - MathScript is an interpreter for MATLAB® code for the LabView 
(http://www.ni.com/labview/) programming language.
⟡ MathScript (https://www.ni.com/en-gb/support/downloads/software-products/download.labview-mathscript-module.html#345625) - MathScript is an interpreter for MATLAB® code for the LabView (http://www.ni.com/labview/) programming 
language.
Miscellaneous Free Toolboxes
High quality free toolboxes in subject areas that don't yet have their own section
⟡ Chebfun (http://www.chebfun.org/) - Chebfun is an open-source package for computing with functions to about 15-digit accuracy.
⟡ IFISS
 (http://www.maths.manchester.ac.uk/~djs/ifiss/) - IFISS is a graphical package for the interactive numerical study of incompressible flow problems which can be run under MATLAB or Octave.
⟡ IFISS (http://www.maths.manchester.ac.uk/~djs/ifiss/) - IFISS is a graphical package for the interactive numerical study of incompressible flow problems which can be run under MATLAB or Octave.
⟡ Wavelab (http://statweb.stanford.edu/~wavelab/Wavelab_850/index_wavelab850.html) - WaveLab is a collection of MATLAB functions related to wavelet analysis.
⟡ MPITB (http://www.ugr.es/~jfernand/mpitb_eng.html) - MPI Toolbox for Matlab (MPI Toolbox for Octave (http://www.ugr.es/~jfernand/mpitb.html)).
⟡ Lightspeed (http://research.microsoft.com/en-us/um/people/minka/software/lightspeed/) - Microsoft Lightspeed Utilities Toolbox.
@@ -204,8 +196,7 @@
⟡ OpenCL Toolbox (https://github.com/imaginairy-user/opencl-toolbox/) - OpenCL support for MATLAB.
⟡ UQLab (http://www.uqlab.com/) - The Framework for Uncertainty Quantification.
⟡ Octave Forge (http://octave.sourceforge.net/) - Extra packages for GNU Octave.
⟡ Matrix Computation Toolbox
 (http://www.maths.manchester.ac.uk/~higham/mctoolbox/) - For constructing test matrices, computing matrix factorizations, visualizing matrices, and carrying out direct search optimization.
⟡ Matrix Computation Toolbox (http://www.maths.manchester.ac.uk/~higham/mctoolbox/) - For constructing test matrices, computing matrix factorizations, visualizing matrices, and carrying out direct search optimization.
⟡ GRANSO (http://timmitchell.com/software/GRANSO/index.html) - GRadient-based Algorithm for Non-Smooth Optimization.
⟡ ROSTAPACK (http://www.timmitchell.com/software/ROSTAPACK/index.html) - RObust STAbility PACKage.
@@ -215,20 +206,17 @@
Statistics
⟡ FSDA Toolbox (http://rosa.unipr.it/fsda.html) - FSDA (Flexible Statistics and Data Analysis) extends MATLAB and the Statistics Toolbox for the robust analysis of data sets affected by 
different sources of heterogeneity.
⟡ FSDA Toolbox (http://rosa.unipr.it/fsda.html) - FSDA (Flexible Statistics and Data Analysis) extends MATLAB and the Statistics Toolbox for the robust analysis of data sets affected by different sources of heterogeneity.
 Resources
 Resources
Where to discover new MATLAB resources.
Websites
⟡ MATLAB File Exchange (http://uk.mathworks.com/matlabcentral/fileexchange/) - File Exchange lets you find and share custom applications, classes, code examples, drivers, functions, Simulink 
models, scripts, and videos.
⟡ MATLAB File Exchange (http://uk.mathworks.com/matlabcentral/fileexchange/) - File Exchange lets you find and share custom applications, classes, code examples, drivers, functions, Simulink models, scripts, and videos.
⟡ Cody (http://uk.mathworks.com/matlabcentral/cody/) - A website with programming challenges that consist of writing MATLAB® code. A fun way to improve your skills.
⟡ ThingSpeak (https://thingspeak.com) - An internet of things (IoT) platform that allows to collect, analyze and act upon various data sources. You can enter your own MATLAB® code to process 
and plot your data.
⟡ ThingSpeak (https://thingspeak.com) - An internet of things (IoT) platform that allows to collect, analyze and act upon various data sources. You can enter your own MATLAB® code to process and plot your data.
⟡ Octave-Online (http://octave-online.net/) - An online Octave interpreter.
⟡ Matlab FAQ on Wikia (http://matlab.wikia.com/wiki/FAQ)
⟡ Programming Community Curated Resources For Learning Matlab (https://hackr.io/tutorials/learn-matlab)
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Blogs
⟡ Cleve's Corner: Cleve Moler on Mathematics and Computing
 (http://blogs.mathworks.com/cleve/) - Cleve Moler is the author of the first MATLAB, one of the founders of MathWorks, and is currently Chief Mathematician at the company.
⟡ Cleve's Corner: Cleve Moler on Mathematics and Computing (http://blogs.mathworks.com/cleve/) - Cleve Moler is the author of the first MATLAB, one of the founders of MathWorks, and is currently Chief Mathematician at the company.
⟡ The MATLAB Blog (https://blogs.mathworks.com/matlab/) - Mike Croucher, a Customer Success Engineer at MathWorks, writes about MATLAB.
⟡ Developer Zone (http://blogs.mathworks.com/developer/) - Developing, testing, and integrating production grade software using MATLAB.
⟡ Guy and Seth on Simulink (http://blogs.mathworks.com/seth/) - Guy Rouleau and Seth Popinchalk are Application Engineers for MathWorks.
@@ -251,16 +238,15 @@
⟡ Accelerating MATLAB Performance: 1001 tips to speed up MATLAB programs
 (https://www.crcpress.com/Accelerating-MATLAB-Performance-1001-tips-to-speed-up-MATLAB-programs/Altman/9781482211290) - A superb guide to making MATLAB code faster.
⟡ Data-Driven Science and Engineering: Machine Learning, Dynamical Systems and Control (http://www.databookuw.com/) - This textbook brings together machine learning, engineering mathematics, 
and mathematical physics to integrate modeling and control of dynamical systems with modern methods in data science.
⟡ The Elements of MATLAB Style
 (http://www.cambridge.org/us/academic/subjects/computer-science/scientific-computing-scientific-software/elements-matlab-style) - Coding guidelines for the MATLAB language.
⟡ Data-Driven Science and Engineering: Machine Learning, Dynamical Systems and Control
 (http://www.databookuw.com/) - This textbook brings together machine learning, engineering mathematics, and mathematical physics to integrate modeling and control of dynamical systems with modern methods in data science.
⟡ The Elements of MATLAB Style (http://www.cambridge.org/us/academic/subjects/computer-science/scientific-computing-scientific-software/elements-matlab-style) - Coding guidelines for the MATLAB language.
⟡ MATLAB for Dummies (http://eu.wiley.com/WileyCDA/WileyTitle/productCd-111882010X.html) - A good beginners book.
⟡ MATLAB Guide (http://www.ma.man.ac.uk/~higham/mg/) - By Desmond and Nicholas Higham. One of the best books for learning MATLAB
⟡ Undocumented Secrets of MATLAB-Java Programming (https://www.crcpress.com/Undocumented-Secrets-of-MATLAB-Java-Programming/Altman/9781439869031#isbn) - A great guide on MATLAB® and its Java 
interface (e.g. for GUIs or interaction with JVM software).
⟡ An Introduction to MATLAB for Behavioral Researchers (http://www.sagepub.com/books/Book239284) - Beginner book for those with no programming experience. Targeted to those in 
psychology/behavioural sciences and uses real experimental data in examples.
⟡ Undocumented Secrets of MATLAB-Java Programming
 (https://www.crcpress.com/Undocumented-Secrets-of-MATLAB-Java-Programming/Altman/9781439869031#isbn) - A great guide on MATLAB® and its Java interface (e.g. for GUIs or interaction with JVM software).
⟡ An Introduction to MATLAB for Behavioral Researchers
 (http://www.sagepub.com/books/Book239284) - Beginner book for those with no programming experience. Targeted to those in psychology/behavioural sciences and uses real experimental data in examples.
Reference Cards
@@ -282,10 +268,9 @@
Tips and Tricks
⟡ Advanced Programming Techniques in MATLAB
 (https://www.mathworks.com/content/dam/mathworks/mathworks-dot-com/campaigns/portals/files/intel/may-12-2015-advanced-matlab.pdf) - Slides by Loren Shure.
⟡ Guidelines for writing clean and fast code in MATLAB (http://www.mathworks.com/matlabcentral/fileexchange/22943-guidelines-for-writing-clean-and-fast-code-in-matlab) - A guide with best 
practices in MATLAB® programming to which anybody can contribute (https://github.com/nschloe/matlab-guidelines).
⟡ Advanced Programming Techniques in MATLAB (https://www.mathworks.com/content/dam/mathworks/mathworks-dot-com/campaigns/portals/files/intel/may-12-2015-advanced-matlab.pdf) - Slides by Loren Shure.
⟡ Guidelines for writing clean and fast code in MATLAB (http://www.mathworks.com/matlabcentral/fileexchange/22943-guidelines-for-writing-clean-and-fast-code-in-matlab) - A guide with best practices in MATLAB® programming to which 
anybody can contribute (https://github.com/nschloe/matlab-guidelines).
⟡ Octave and MATLAB Snippets (https://git.io/mtips) - Collection of code snippets.
⟡ knkutils (https://github.com/kendrickkay/knkutils) - MATLAB utility functions written by Kendrick Kay.
⟡ Lanczos Algorithm for SVD (http://bickson.blogspot.de/2011/10/lanczos-algorithm-for-svd-singule-value.html) - MATLAB Code
@@ -298,7 +283,7 @@
⟡ mlintall (https://www.mathworks.com/matlabcentral/fileexchange/23786-recursive-mlint) - Recursive mlint
 Contributing
 Contributing
Your contributions are always welcome. Refer to the contribution guidelines (https://github.com/mikecroucher/awesome-MATLAB/blob/main/Contributing.md) if you'd like to make a Pull Request.
This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License - CC BY-NC-SA 4.0 (http://creativecommons.org/licenses/by-nc-sa/4.0/legalcode)