Update README.md

README.md

@@ -28,41 +28,41 @@ Contributions _very welcome_ but first see [Contributing](CONTRIBUTING.md).
 
 ## CAD
 
-- [CadQuery](https://cadquery.readthedocs.io/en/latest/) – A python parametric CAD scripting framework based on OCCT ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54)
-- [FreeCAD](https://www.freecad.org/) – A free and opensource multiplatform 3D parametric modeler. ![Linux](https://img.shields.io/badge/Linux-FCC624?logo=linux&logoColor=black) ![macOS](https://img.shields.io/badge/mac%20os-000000?logo=macos&logoColor=F0F0F0) ![Windows](https://img.shields.io/badge/Windows-0078D6?logo=windows&logoColor=white)
-- [Shapely](https://github.com/shapely/shapely) – Manipulation and analysis of geometric objects. ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54)
+- [CadQuery](https://cadquery.readthedocs.io/en/latest/) – A python parametric CAD scripting framework based on OCCT
+- [FreeCAD](https://www.freecad.org/) – A free and opensource multiplatform 3D parametric modeler.
+- [Shapely](https://github.com/shapely/shapely) – Manipulation and analysis of geometric objects.
 
 ## Mesh
 
 - [Gmsh](https://gitlab.onelab.info/gmsh/gmsh) – A three-dimensional finite element mesh generator with built-in pre- and post-processing facilities.
-- [Netgen/NGSolve](https://ngsolve.org/) – Netgen/NGSolve is a high performance multiphysics finite element software. It is widely used to analyze models from solid mechanics, fluid dynamics and electromagnetics. Due to its flexible Python interface new physical equations and solution algorithms can be implemented easily. ![C++](https://img.shields.io/badge/c++-%2300599C.svg?logo=c%2B%2B&logoColor=white) ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54) [![lite-badge](https://jupyterlite.rtfd.io/en/latest/_static/badge.svg)](https://ngsolve.github.io/jupyterlite_ngsolve/lab?path=poisson.ipynb)
-- [pyGIMLi](https://github.com/gimli-org/gimli) – Geophysical Inversion and Modeling Library 🌍 ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54) ![Jupyter Notebook](https://img.shields.io/badge/jupyter-%23FA0F00.svg?logo=jupyter&logoColor=white)
-- [pygmsh](https://github.com/nschloe/pygmsh) – pygmsh combines the power of Gmsh with the versatility of Python. It provides useful abstractions from Gmsh's own Python interface so you can create complex geometries more easily. ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54)
-- [t8code](https://github.com/DLR-AMR/t8code) – Parallel algorithms and data structures for tree-based AMR with arbitrary element shapes. ![C++](https://img.shields.io/badge/c++-%2300599C.svg?logo=c%2B%2B&logoColor=white)
+- [Netgen/NGSolve](https://ngsolve.org/) – Netgen/NGSolve is a high performance multiphysics finite element software. It is widely used to analyze models from solid mechanics, fluid dynamics and electromagnetics. Due to its flexible Python interface new physical equations and solution algorithms can be implemented easily.
+- [pyGIMLi](https://github.com/gimli-org/gimli) – Geophysical Inversion and Modeling Library 🌍
+- [pygmsh](https://github.com/nschloe/pygmsh) – pygmsh combines the power of Gmsh with the versatility of Python. It provides useful abstractions from Gmsh's own Python interface so you can create complex geometries more easily.
+- [t8code](https://github.com/DLR-AMR/t8code) – Parallel algorithms and data structures for tree-based AMR with arbitrary element shapes.
 
 ## Others
 
-- [DefElement](https://defelement.com/) – an encyclopedia of finite element definitions ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54)
+- [DefElement](https://defelement.com/) – an encyclopedia of finite element definitions
 
 ## PDE Solver
 
-- [dolfinx](https://github.com/FEniCS/dolfinx) – Next generation FEniCS problem solving environment ![C++](https://img.shields.io/badge/c++-%2300599C.svg?logo=c%2B%2B&logoColor=white) ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54)
-- [FeenoX](https://github.com/seamplex/feenox) – Cloud-first free no-fee no-X uniX-like finite-element(ish) computational engineering tool. ![Linux](https://img.shields.io/badge/Linux-FCC624?logo=linux&logoColor=black) ![Windows](https://img.shields.io/badge/Windows-0078D6?logo=windows&logoColor=white)
-- [FElupe](https://felupe.readthedocs.io/en/latest/) – 🔍 finite element analysis for continuum mechanics of solid bodies ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54) ![Jupyter Notebook](https://img.shields.io/badge/jupyter-%23FA0F00.svg?logo=jupyter&logoColor=white)
-- [GetFEM](https://getfem.org) – Framework for solving systems of coupled nonlinear PDEs. ![C++](https://img.shields.io/badge/c++-%2300599C.svg?logo=c%2B%2B&logoColor=white) ![Octave](https://img.shields.io/badge/OCTAVE-darkblue?logo=octave&logoColor=fcd683) ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54)
-- [Gridap.jl](https://github.com/gridap/Gridap.jl) – Grid-based approximation of partial differential equations in Julia ![Julia](https://img.shields.io/badge/-Julia-9558B2?logo=julia&logoColor=white)
-- [MFEM](https://mfem.org/) – Lightweight, general, scalable C++ library for finite element methods ![C++](https://img.shields.io/badge/c++-%2300599C.svg?logo=c%2B%2B&logoColor=white)
-- [pyelmer](https://github.com/nemocrys/pyelmer) – A python interface to Elmer. ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54)
-- [PyMAPDL](https://github.com/ansys/pymapdl) – The PyMAPDL project supports Pythonic access to MAPDL. ![pyansys](https://img.shields.io/badge/Py-Ansys-ffc107.svg?logo=data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAQCAIAAACQkWg2AAABDklEQVQ4jWNgoDfg5mD8vE7q/3bpVyskbW0sMRUwofHD7Dh5OBkZGBgW7/3W2tZpa2tLQEOyOzeEsfumlK2tbVpaGj4N6jIs1lpsDAwMJ278sveMY2BgCA0NFRISwqkhyQ1q/Nyd3zg4OBgYGNjZ2ePi4rB5loGBhZnhxTLJ/9ulv26Q4uVk1NXV/f///////69du4Zdg78lx//t0v+3S88rFISInD59GqIH2esIJ8G9O2/XVwhjzpw5EAam1xkkBJn/bJX+v1365hxxuCAfH9+3b9/+////48cPuNehNsS7cDEzMTAwMMzb+Q2u4dOnT2vWrMHu9ZtzxP9vl/69RVpCkBlZ3N7enoDXBwEAAA+YYitOilMVAAAAAElFTkSuQmCC) ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54)
-- [scikit-fem](https://scikit-fem.readthedocs.io/en/latest/) – Simple finite element assemblers ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54)
-- [Symfem](https://symfem.readthedocs.io/en/latest/) – A symbolic finite element definition library ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54)
+- [dolfinx](https://github.com/FEniCS/dolfinx) – Next generation FEniCS problem solving environment
+- [FeenoX](https://github.com/seamplex/feenox) – Cloud-first free no-fee no-X uniX-like finite-element(ish) computational engineering tool.
+- [FElupe](https://felupe.readthedocs.io/en/latest/) – 🔍 finite element analysis for continuum mechanics of solid bodies
+- [GetFEM](https://getfem.org) – Framework for solving systems of coupled nonlinear PDEs.
+- [Gridap.jl](https://github.com/gridap/Gridap.jl) – Grid-based approximation of partial differential equations in Julia
+- [MFEM](https://mfem.org/) – Lightweight, general, scalable C++ library for finite element methods
+- [pyelmer](https://github.com/nemocrys/pyelmer) – A python interface to Elmer.
+- [PyMAPDL](https://github.com/ansys/pymapdl) – The PyMAPDL project supports Pythonic access to MAPDL.
+- [scikit-fem](https://scikit-fem.readthedocs.io/en/latest/) – Simple finite element assemblers
+- [Symfem](https://symfem.readthedocs.io/en/latest/) – A symbolic finite element definition library
 
 ## Tutorial
 
-- [comet-fenicsx](https://bleyerj.github.io/comet-fenicsx/) – COmputational MEchanics numerical Tours. ![Jupyter Notebook](https://img.shields.io/badge/jupyter-%23FA0F00.svg?logo=jupyter&logoColor=white) ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54)
-- [The DOLFINx tutorial](https://github.com/jorgensd/dolfinx-tutorial) – This is the source code for the dolfinx-tutorial webpage. ![Jupyter Notebook](https://img.shields.io/badge/jupyter-%23FA0F00.svg?logo=jupyter&logoColor=white) ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54)
+- [comet-fenicsx](https://bleyerj.github.io/comet-fenicsx/) – COmputational MEchanics numerical Tours.
+- [The DOLFINx tutorial](https://github.com/jorgensd/dolfinx-tutorial) – This is the source code for the dolfinx-tutorial webpage.
 
 ## Visualization
 
-- [PyVista](https://docs.pyvista.org/version/stable/) – 3D plotting and mesh analysis through a streamlined interface for VTK ![Python](https://img.shields.io/badge/python-3670A0?logo=python&logoColor=ffdd54)
+- [PyVista](https://docs.pyvista.org/version/stable/) – 3D plotting and mesh analysis through a streamlined interface for VTK
 - [vedo](https://github.com/marcomusy/vedo) – A python module for scientific analysis of 3D data based on VTK and Numpy