diff --git a/.clang-tidy b/.clang-tidy
new file mode 100644
index 0000000..54c31eb
--- /dev/null
+++ b/.clang-tidy
@@ -0,0 +1,8 @@
+# clang-tidy settings to be used with ./tools/run_clang_tidy.sh
+
+Checks:          "-*,modernize-deprecated-headers,modernize-make-shared,modernize-make-unique,modernize-use-bool-literals,modernize-loop-convert,modernize-use-equals-default,modernize-use-emplace,modernize-use-nullptr,modernize-concat-nested-namespaces,modernize-use-override"
+
+WarningsAsErrors: '*'
+HeaderFilterRegex: '/(include|src|pyfans)/'
+CheckOptions:
+  modernize-use-override.AllowOverrideAndFinal: true
diff --git a/.github/workflows/code-linting.yaml b/.github/workflows/code-linting.yaml
new file mode 100644
index 0000000..46eac37
--- /dev/null
+++ b/.github/workflows/code-linting.yaml
@@ -0,0 +1,30 @@
+name: Code linting
+
+on:
+  push:
+    branches:
+      - main
+      - develop
+  pull_request:
+    branches:
+      - "*"
+  workflow_dispatch:
+
+concurrency:
+  group: ${{ github.event_name }}-${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.event_name == 'pull_request' }}
+
+jobs:
+  clang-tidy:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v7
+
+      - name: Set up pixi
+        uses: prefix-dev/setup-pixi@v0.10.1
+        with:
+          environments: dev
+
+      - name: Run clang-tidy
+        run: pixi run -e dev clang-tidy
diff --git a/CMakeLists.txt b/CMakeLists.txt
index 89f5aa2..82cd1ec 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -15,9 +15,11 @@ include(CMakePackageConfigHelpers)
 set(CMAKE_CXX_STANDARD_REQUIRED ON)
 set(CMAKE_CXX_EXTENSIONS OFF)
 
-# with -fno-implicit-templates I get linker errors when using std:: stuff TODO:
-# should be developer specific, by using e.g. CMake Presets
-set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -O3")
+if(NOT CMAKE_BUILD_TYPE AND NOT CMAKE_CONFIGURATION_TYPES)
+  set(CMAKE_BUILD_TYPE
+      Release
+      CACHE STRING "Build type" FORCE)
+endif()
 set(CMAKE_PREFIX_PATH $ENV{CMAKE_PREFIX_PATH})
 
 # Memory leak detection with AddressSanitizer and LeakSanitizer
@@ -35,19 +37,10 @@ if(FANS_ENABLE_SANITIZERS)
     STATUS "Memory sanitizers enabled: AddressSanitizer and LeakSanitizer")
 endif()
 
-# IPO
-if(CMAKE_VERSION VERSION_GREATER_EQUAL "3.9")
-  cmake_policy(SET CMP0069 NEW)
-  include(CheckIPOSupported)
-  get_property(languages GLOBAL PROPERTY ENABLED_LANGUAGES)
-  check_ipo_supported(RESULT result LANGUAGES ${languages})
-  if(result AND NOT DEFINED CMAKE_INTERPROCEDURAL_OPTIMIZATION)
-    option(CMAKE_INTERPROCEDURAL_OPTIMIZATION
-           "Enable interprocedural optimization for all targets." ON)
-    message(STATUS "IPO activated.")
-  elseif(NOT result)
-    message(STATUS "IPO not supported.")
-  endif()
+include(CheckIPOSupported)
+check_ipo_supported(RESULT ipo_supported)
+if(ipo_supported AND NOT DEFINED CMAKE_INTERPROCEDURAL_OPTIMIZATION)
+  set(CMAKE_INTERPROCEDURAL_OPTIMIZATION ON)
 endif()
 
 # ##############################################################################
@@ -121,12 +114,15 @@ else()
 endif()
 add_library(FANS::FANS ALIAS FANS_FANS)
 
-if(CMAKE_SYSTEM_PROCESSOR MATCHES "arm|aarch64")
-
-elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "x86_64")
+if(CMAKE_SYSTEM_PROCESSOR MATCHES "x86_64")
   target_compile_options(FANS_FANS PUBLIC -mavx2 -mfma)
 endif()
 
+option(FANS_ENABLE_NATIVE "Optimise for the building machine's CPU" OFF)
+if(FANS_ENABLE_NATIVE)
+  target_compile_options(FANS_FANS PUBLIC -march=native)
+endif()
+
 add_executable(FANS_main)
 add_custom_command(
   TARGET FANS_main
diff --git a/include/material_models/small_strain/J2PlasticityNew.h b/include/material_models/small_strain/J2PlasticityNew.h
index 832b3c6..cff61e6 100644
--- a/include/material_models/small_strain/J2PlasticityNew.h
+++ b/include/material_models/small_strain/J2PlasticityNew.h
@@ -26,7 +26,7 @@ class J2PlasticityNew : public SmallStrainMechModel {
         eps_elastic.setZero();
     }
 
-    virtual void initializeInternalVariables(ptrdiff_t num_elements, int num_gauss_points) override
+    void initializeInternalVariables(ptrdiff_t num_elements, int num_gauss_points) override
     {
         plasticStrain.resize(num_elements, Matrix<double, 6, Dynamic>::Zero(6, num_gauss_points));
         plasticStrain_t.resize(num_elements, Matrix<double, 6, Dynamic>::Zero(6, num_gauss_points));
@@ -34,7 +34,7 @@ class J2PlasticityNew : public SmallStrainMechModel {
         q_t.resize(num_elements, VectorXd::Zero(num_gauss_points));
     }
 
-    virtual void updateInternalVariables() override
+    void updateInternalVariables() override
     {
         plasticStrain.swap(plasticStrain_t);
         q.swap(q_t);
diff --git a/include/material_models/small_strain/PseudoPlastic.h b/include/material_models/small_strain/PseudoPlastic.h
index dd1f355..ad2d0d8 100644
--- a/include/material_models/small_strain/PseudoPlastic.h
+++ b/include/material_models/small_strain/PseudoPlastic.h
@@ -38,7 +38,7 @@ class PseudoPlastic : public SmallStrainMechModel {
         plastic_flag.resize(num_elements, VectorXi::Zero(num_gauss_points));
     }
 
-    virtual void get_sigma(int i, int mat_index, ptrdiff_t element_idx) override = 0; // Pure virtual method
+    void get_sigma(int i, int mat_index, ptrdiff_t element_idx) override = 0; // Pure virtual method
 
     Matrix<double, 6, 6> get_reference_stiffness() override
     {
diff --git a/include/material_models/thermal/GBDiffusion.h b/include/material_models/thermal/GBDiffusion.h
index 8cba815..a238146 100644
--- a/include/material_models/thermal/GBDiffusion.h
+++ b/include/material_models/thermal/GBDiffusion.h
@@ -119,7 +119,7 @@ class GBDiffusion : public ThermalModel, public LinearModel<1, 3> {
         }
         kappa_average = kappa_average / n_mat;
     }
-    ~GBDiffusion()
+    ~GBDiffusion() override
     {
         FANS_free(GBnormals);
         delete[] phase_stiffness;
diff --git a/include/matmodel.h b/include/matmodel.h
index 50ab60c..411b009 100644
--- a/include/matmodel.h
+++ b/include/matmodel.h
@@ -261,7 +261,7 @@ class ThermalModel : public Matmodel<1, 3> {
     };
 
   protected:
-    Matrix<double, 3, 8> Compute_B(const double x, const double y, const double z);
+    Matrix<double, 3, 8> Compute_B(const double x, const double y, const double z) override;
 };
 
 inline Matrix<double, 3, 8> ThermalModel::Compute_B(const double x, const double y, const double z)
@@ -278,7 +278,7 @@ class SmallStrainMechModel : public Matmodel<3, 6> {
     };
 
   protected:
-    Matrix<double, 6, 24> Compute_B(const double x, const double y, const double z);
+    Matrix<double, 6, 24> Compute_B(const double x, const double y, const double z) override;
 };
 
 inline Matrix<double, 6, 24> SmallStrainMechModel::Compute_B(const double x, const double y, const double z)
diff --git a/include/reader.h b/include/reader.h
index 14f1082..31e6cfb 100644
--- a/include/reader.h
+++ b/include/reader.h
@@ -115,7 +115,7 @@ void Reader::WriteData(T *data, const char *dset_name, hsize_t *dims, int rank)
     }
 
     // Create the data space for the dataset
-    hid_t dataspace_id = H5Screate_simple(rank, dims, NULL);
+    hid_t dataspace_id = H5Screate_simple(rank, dims, nullptr);
     if (dataspace_id < 0) {
         H5Fclose(file_id);
         throw std::runtime_error("Error creating dataspace");
@@ -130,7 +130,7 @@ void Reader::WriteData(T *data, const char *dset_name, hsize_t *dims, int rank)
     }
 
     // Perform the write: only rank 0 has meaningful data; other ranks use an empty memory selection
-    hid_t memspace = H5Screate_simple(rank, dims, NULL);
+    hid_t memspace = H5Screate_simple(rank, dims, nullptr);
     if (world_rank == 0) {
         /* root keeps full memspace */
     } else {
diff --git a/include/solverCG.h b/include/solverCG.h
index 45a4091..c82c08c 100644
--- a/include/solverCG.h
+++ b/include/solverCG.h
@@ -16,7 +16,7 @@ class SolverCG : public Solver<howmany, n_str> {
     using Solver<howmany, n_str>::v_r_real;
 
     SolverCG(Reader &reader, MaterialManager<howmany, n_str> *matmanager);
-    virtual ~SolverCG();
+    ~SolverCG() override;
 
     double   *s;
     double   *d;
@@ -27,7 +27,7 @@ class SolverCG : public Solver<howmany, n_str> {
     double    alpha_warm{0.1};
     bool      ls_converged{true};
 
-    void        internalSolve();
+    void        internalSolve() override;
     std::string LineSearchSecant();
     double      dotProduct(RealArray &a, RealArray &b);
 
diff --git a/include/solverFP.h b/include/solverFP.h
index 458bb6f..ef3124c 100644
--- a/include/solverFP.h
+++ b/include/solverFP.h
@@ -16,7 +16,7 @@ class SolverFP : public Solver<howmany, n_str> {
 
     SolverFP(Reader &reader, MaterialManager<howmany, n_str> *matmanager);
 
-    void internalSolve();
+    void internalSolve() override;
 
   protected:
     using Solver<howmany, n_str>::iter;
diff --git a/pixi.lock b/pixi.lock
index 10760e9..35d3b06 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -160,7 +160,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzip-1.11.2-h6991a6a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_3.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzopfli-1.0.3-h9c3ff4c_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/lxml-6.1.1-py314hae3bed6_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/lxml-6.1.2-py314h78220e7_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/lz4-c-1.10.0-hee9eb32_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/matplotlib-base-3.11.1-py314h9a9c090_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/mpc-1.4.0-he0a73b1_0.conda
@@ -306,7 +306,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/multidict-6.7.1-pyh62beb40_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/narwhals-2.24.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.11.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.11.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio2-1.7.2-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nodeenv-1.10.0-pyhd8ed1ab_0.conda
@@ -492,7 +492,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libzip-1.11.2-h3e8f909_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libzlib-1.3.2-hdc9db2a_3.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libzopfli-1.0.3-h01db608_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/lxml-6.1.1-py314hc429ed8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/lxml-6.1.2-py314h8982725_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/lz4-c-1.10.0-hfb11796_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/matplotlib-base-3.11.1-py314h95fdf5b_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/mpc-1.4.0-he6dc3fb_0.conda
@@ -638,7 +638,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/multidict-6.7.1-pyh62beb40_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/narwhals-2.24.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.11.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.11.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio2-1.7.2-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nodeenv-1.10.0-pyhd8ed1ab_0.conda
@@ -760,7 +760,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/multidict-6.7.1-pyh62beb40_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/narwhals-2.24.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.11.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.11.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio2-1.7.2-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nodeenv-1.10.0-pyhd8ed1ab_0.conda
@@ -924,7 +924,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libzlib-1.3.2-hbb4bfdb_3.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libzopfli-1.0.3-h046ec9c_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/osx-64/llvm-openmp-22.1.8-h0d3cbff_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/lxml-6.1.1-py314h1d4708b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/lxml-6.1.2-py314h7dbf26e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/lz4-c-1.10.0-hc569e58_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/matplotlib-base-3.11.1-py314hdf6dac4_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/mpc-1.4.0-h31caf2d_0.conda
@@ -1050,7 +1050,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/multidict-6.7.1-pyh62beb40_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/narwhals-2.24.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.11.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.11.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio2-1.7.2-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nodeenv-1.10.0-pyhd8ed1ab_0.conda
@@ -1214,7 +1214,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libzlib-1.3.2-h8088a28_3.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libzopfli-1.0.3-h9f76cd9_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/llvm-openmp-22.1.8-hc7d1edf_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/lxml-6.1.1-py314h264e108_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/lxml-6.1.2-py314hfafbbc9_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/lz4-c-1.10.0-hdca3b7d_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/matplotlib-base-3.11.1-py314h27b0870_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/mpc-1.4.0-h169892a_0.conda
@@ -1407,7 +1407,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzip-1.11.2-h6991a6a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_3.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzopfli-1.0.3-h9c3ff4c_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/lxml-6.1.1-py314hae3bed6_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/lxml-6.1.2-py314h78220e7_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/lz4-c-1.10.0-hee9eb32_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/matplotlib-base-3.11.1-py314h9a9c090_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/mpc-1.4.0-he0a73b1_0.conda
@@ -1558,7 +1558,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/multidict-6.7.1-pyh62beb40_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/narwhals-2.24.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.11.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.11.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio2-1.7.2-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nodeenv-1.10.0-pyhd8ed1ab_0.conda
@@ -1744,7 +1744,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libzip-1.11.2-h3e8f909_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libzlib-1.3.2-hdc9db2a_3.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libzopfli-1.0.3-h01db608_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/lxml-6.1.1-py314hc429ed8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/lxml-6.1.2-py314h8982725_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/lz4-c-1.10.0-hfb11796_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/matplotlib-base-3.11.1-py314h95fdf5b_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/mpc-1.4.0-he6dc3fb_0.conda
@@ -1895,7 +1895,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/multidict-6.7.1-pyh62beb40_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/narwhals-2.24.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.11.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.11.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio2-1.7.2-pyhcf101f3_0.conda
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 - conda: https://conda.anaconda.org/conda-forge/osx-64/clangxx_impl_osx-64-22.1.8-default_h47be333_6.conda
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   md5: 953a8d703d825d037304f3575e004380
@@ -13905,6 +14490,20 @@ packages:
     - lcms2 >=2.19.1,<3.0a0
   size: 229477
   timestamp: 1780211969520
+- conda: https://conda.anaconda.org/conda-forge/osx-64/ld64-956.6-llvm22_1_hc399b6d_5.conda
+  sha256: f3157814e4eb0ec5311f3490e9eef1fe5bd59c754d8c17356a8a376176cc49d8
+  md5: bc47058aa3f66ff48280ac9979cc7038
+  depends:
+  - ld64_osx-64 956.6 llvm22_1_h163eae7_5
+  - libllvm22 >=22.1.8,<22.2.0a0
+  constrains:
+  - cctools_osx-64 1030.6.3.*
+  - cctools 1030.6.3.*
+  license: APSL-2.0
+  license_family: Other
+  run_exports: {}
+  size: 21875
+  timestamp: 1785271583553
 - conda: https://conda.anaconda.org/conda-forge/osx-64/ld64_osx-64-956.6-llvm22_1_h163eae7_5.conda
   sha256: 189796fe92549424b7fd225cccd9b97efbfee42e53db0a4a22ec18a82f19115e
   md5: fe8fdfdcd7ae3f0d46633b89073830e3
@@ -14935,9 +15534,9 @@ packages:
   run_exports: {}
   size: 51178
   timestamp: 1781793626474
-- conda: https://conda.anaconda.org/conda-forge/osx-64/lxml-6.1.1-py314h1d4708b_0.conda
-  sha256: 1591897e0b9fd25db9eed842e5d3926621d45acab0610f1dce90b8fa9cc70378
-  md5: b8ad901dca8ee289d6a8577198b6a256
+- conda: https://conda.anaconda.org/conda-forge/osx-64/lxml-6.1.2-py314h7dbf26e_0.conda
+  sha256: 09d4b2537af642038d437e71d0bb7be7688e2a0630a774f5ac70a171c448d5bd
+  md5: 4b6f65fc236f626cde200c7aed6e104e
   depends:
   - __osx >=11.0
   - libxml2
@@ -14948,8 +15547,8 @@ packages:
   - python_abi 3.14.* *_cp314
   license: BSD-3-Clause and MIT-CMU
   run_exports: {}
-  size: 1418187
-  timestamp: 1779195547315
+  size: 1354931
+  timestamp: 1787133895229
 - conda: https://conda.anaconda.org/conda-forge/osx-64/lz4-c-1.10.0-hc569e58_2.conda
   sha256: 97fedceb365f882790f37cf40bbfa89a67cdfa0d9e41e71a015d123d15b50433
   md5: 40a2f8f02e39f9ca56006f35510627f4
@@ -16414,6 +17013,18 @@ packages:
     - cairo >=1.18.4,<2.0a0
   size: 900035
   timestamp: 1766416416791
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/cctools-1030.6.3-llvm22_1_hbe26303_5.conda
+  sha256: c2431becc11a32e157a1c22c44f368773c009e298ba0127c89e614c8d3493a36
+  md5: ee35bbae0edb9cc3b69445b0e8f90773
+  depends:
+  - cctools_impl_osx-arm64 1030.6.3 llvm22_1_h7bf7afb_5
+  - ld64 956.6 llvm22_1_h5b97f1b_5
+  - libllvm22 >=22.1.8,<22.2.0a0
+  license: APSL-2.0
+  license_family: Other
+  run_exports: {}
+  size: 24351
+  timestamp: 1785270934554
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/cctools_impl_osx-arm64-1030.6.3-llvm22_1_h7bf7afb_5.conda
   sha256: 4e973a6236849d4f52b4463609654980ce60e6cd3cad71de9480f63ff9767548
   md5: 65296f920674a115310cc3f3ce1bc8fc
@@ -16508,6 +17119,57 @@ packages:
   run_exports: {}
   size: 924920
   timestamp: 1786527707120
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/clang-22.1.8-default_cfg_hbc7c751_6.conda
+  sha256: e5e09704a7b39e001a7aae3cd13e8d6f0161c75cdc58e5a82d46328730792cf8
+  md5: 87a36460157785b995bf8d6e4a5025dd
+  depends:
+  - clang-22 ==22.1.8 default_*
+  - llvm-openmp >=22.1.8
+  - clang_impl_osx-arm64 ==22.1.8 default_hc257da1_6
+  - cctools
+  - ld64
+  - ld64_osx-arm64 * llvm22_1_*
+  - llvm-tools ==22.1.8
+  - __osx >=11.0
+  license: Apache-2.0 WITH LLVM-exception
+  license_family: APACHE
+  run_exports: {}
+  size: 32177
+  timestamp: 1786527707120
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/clang-format-22-22.1.8-default_hc257da1_6.conda
+  sha256: 6006eca9bf44cf05e7de18fe9468a559b0ff90c858004ba726db82f0f728d112
+  md5: cc24c2b3a8048824378435b74bb27d4e
+  depends:
+  - libclang-cpp22.1 >=22.1.8,<22.2.0a0
+  - libcxx >=22.1.8
+  - __osx >=11.0
+  - libzlib >=1.3.2,<2.0a0
+  - libxml2
+  - libxml2-16 >=2.14.6
+  - zstd >=1.5.7,<1.6.0a0
+  - libllvm22 >=22.1.8,<22.2.0a0
+  license: Apache-2.0 WITH LLVM-exception
+  license_family: APACHE
+  run_exports: {}
+  size: 68304
+  timestamp: 1786527707120
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/clang-format-22.1.8-default_h1fde8bb_6.conda
+  sha256: 39b0943dcd17275b153c87c067b54c0f8645be4839321fcd539358eb175d5195
+  md5: 19bdb0267515a03feddc1a1f49aa0cf8
+  depends:
+  - libclang-cpp22.1 >=22.1.8,<22.2.0a0
+  - clang-format-22 ==22.1.8 default_hc257da1_6
+  - libcxx >=22.1.8
+  - __osx >=11.0
+  - libzlib >=1.3.2,<2.0a0
+  - libxml2
+  - libxml2-16 >=2.14.6
+  - zstd >=1.5.7,<1.6.0a0
+  license: Apache-2.0 WITH LLVM-exception
+  license_family: APACHE
+  run_exports: {}
+  size: 31784
+  timestamp: 1786527707120
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/clang-scan-deps-22.1.8-default_hc257da1_6.conda
   sha256: d5ab08fccabeb9b0e081b0303ed613fa91c0210878c50d4f05cd9d6e07f6e348
   md5: da854da44e32397c0eedae9957259326
@@ -16526,6 +17188,28 @@ packages:
   run_exports: {}
   size: 117238
   timestamp: 1786527707120
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/clang-tools-22.1.8-default_ha2fb705_6.conda
+  sha256: a27f988b3319ec1b62c3cfbe0538936e5feb061ac95154147fb60d80b03ebb86
+  md5: e9e2fe4ae7052b66c49adfc7ac009489
+  depends:
+  - clang-format ==22.1.8 default_h1fde8bb_6
+  - libclang13 >=22.1.8
+  - clang-scan-deps ==22.1.8 default_hc257da1_6
+  - libclang-cpp22.1 >=22.1.8,<22.2.0a0
+  - libcxx >=22.1.8
+  - __osx >=11.0
+  - libzlib >=1.3.2,<2.0a0
+  - libxml2
+  - libxml2-16 >=2.14.6
+  - zstd >=1.5.7,<1.6.0a0
+  - libllvm22 >=22.1.8,<22.2.0a0
+  constrains:
+  - clangdev ==22.1.8
+  license: Apache-2.0 WITH LLVM-exception
+  license_family: APACHE
+  run_exports: {}
+  size: 7907154
+  timestamp: 1786527707120
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/clang_impl_osx-arm64-22.1.8-default_hc257da1_6.conda
   sha256: a31dd186791d4eed3ec8a40cb2aebdfefd07a66f47739790a3ab87c6d0336a50
   md5: 3c3886653db4f1fd24ff9ce536e606b1
@@ -16557,6 +17241,23 @@ packages:
   run_exports: {}
   size: 20683
   timestamp: 1785272135295
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/clangxx-22.1.8-default_cfg_h9c16036_6.conda
+  sha256: 10215770bde46dc19658d2aea82cb69413acaa4f9e7d517fef34c0bdfccc5d99
+  md5: d6cc31a5fa0fd68ea6ac33b1b58109e0
+  depends:
+  - clang ==22.1.8 default_cfg_hbc7c751_6
+  - clangxx_impl_osx-arm64 ==22.1.8 default_*
+  - libcxx-devel 22.1.*
+  - __osx >=11.0
+  - libzlib >=1.3.2,<2.0a0
+  - libxml2
+  - libxml2-16 >=2.14.6
+  - zstd >=1.5.7,<1.6.0a0
+  license: Apache-2.0 WITH LLVM-exception
+  license_family: APACHE
+  run_exports: {}
+  size: 32207
+  timestamp: 1786527707120
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/clangxx_impl_osx-arm64-22.1.8-default_h9cdd5ba_6.conda
   sha256: 4bdedff1b5090add04ac4f3d5e75da64785972eda6dddf4b084cd5d2a3518756
   md5: 0b32fafa8c031ddaffcf16ccbfe51597
@@ -17192,6 +17893,20 @@ packages:
     - lcms2 >=2.19.1,<3.0a0
   size: 213747
   timestamp: 1780212240694
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ld64-956.6-llvm22_1_h5b97f1b_5.conda
+  sha256: 649aed47b17fb6dd0036972eb67cda49d930edb33bfbd42080d0f56e689927cc
+  md5: e36ce4ef652fd1d571d32df59e6aafe6
+  depends:
+  - ld64_osx-arm64 956.6 llvm22_1_h692d5aa_5
+  - libllvm22 >=22.1.8,<22.2.0a0
+  constrains:
+  - cctools_osx-arm64 1030.6.3.*
+  - cctools 1030.6.3.*
+  license: APSL-2.0
+  license_family: Other
+  run_exports: {}
+  size: 21744
+  timestamp: 1785270927117
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ld64_osx-arm64-956.6-llvm22_1_h692d5aa_5.conda
   sha256: 0ae96297b92a8148219d3450b989caaa37c6a8f03c3b891d204946e9b2a8f69d
   md5: b84ec86a7de90fd23133d5f527943329
@@ -18222,9 +18937,9 @@ packages:
   run_exports: {}
   size: 52210
   timestamp: 1781783441469
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/lxml-6.1.1-py314h264e108_0.conda
-  sha256: f2c95fdbfa2cb7fb3d97987d2b06617fb57a346a6d93030516b0bce5c420cfb7
-  md5: 1f41be2aa1490c4da46da7c2e0de83d6
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/lxml-6.1.2-py314hfafbbc9_0.conda
+  sha256: 58f2ac12a9b82be96e4ebe9b467311b5bb69614a56162d29d632a40c214b6f4a
+  md5: 2b04a825c8a2806ac75175c356ce08c1
   depends:
   - __osx >=11.0
   - libxml2
@@ -18236,8 +18951,8 @@ packages:
   - python_abi 3.14.* *_cp314
   license: BSD-3-Clause and MIT-CMU
   run_exports: {}
-  size: 1376491
-  timestamp: 1779195548681
+  size: 1296905
+  timestamp: 1787133881200
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/lz4-c-1.10.0-hdca3b7d_2.conda
   sha256: 1887867b393eb3c2b336deaffcf228574821ea1e0dcb9ef7bf6c9f59cec40f03
   md5: d47f7f3481c6f2fcc4ed22802f61c6dd
diff --git a/pixi.toml b/pixi.toml
index 9661d15..ca2fdf5 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -27,6 +27,8 @@ cmd  = "cd \"$INIT_CWD\" && python -m MSUtils.general.h52xdmf {{ extra }} {{ fil
 
 [feature.dev.dependencies]
 cmake = ">=4.4.2,<5"
+clang-tools = ">=22.1.8,<23"
+clangxx = ">=22.1.8,<23"
 openmpi-mpicxx = ">=5.0.10,<6"
 hdf5 = { version = ">=2.2.0,<3", build = "mpi_openmpi_*" }
 fftw = { version = ">=3.3.11,<4", build = "mpi_openmpi_*" }
@@ -43,6 +45,9 @@ scikit-build-core = ">=1.0.3,<2"
 numpy = ">=2.5.2,<3"
 mpi4py = ">=4.1.2,<5"
 
+[feature.dev.tasks]
+clang-tidy = { cmd = "./tools/run_clang_tidy.sh {{ args }}", args = [ { arg = "args", default = "" }] }
+
 [tasks]
 test = { cmd = "pytest -v -s --from-pixi", cwd = "test/pytest", depends-on = ["test-fans"] }
 test-fans = { cmd = "./run_tests.sh -n {{n}}", args = [
diff --git a/src/main.cpp b/src/main.cpp
index 7521335..e343b73 100644
--- a/src/main.cpp
+++ b/src/main.cpp
@@ -41,7 +41,7 @@ void runSolver(Reader &reader, char input_fn[])
 
 int main(int argc, char *argv[])
 {
-    MPI_Init(NULL, NULL);
+    MPI_Init(nullptr, nullptr);
     Log::init(Log::parse_options(argc, argv));
 
     if (argc > 1 && string(argv[1]) == "--version") {
diff --git a/src/reader.cpp b/src/reader.cpp
index 4327fd0..92b0e7a 100644
--- a/src/reader.cpp
+++ b/src/reader.cpp
@@ -5,7 +5,7 @@
 #include "fftw3-mpi.h"
 #include "hdf5.h"
 #include "mpi.h"
-#include "stdlib.h"
+#include <cstdlib>
 
 #include "H5FDmpi.h"
 #include "H5FDmpio.h"
@@ -190,7 +190,7 @@ void Reader::safe_create_group(hid_t file, const char *const name)
     strcpy(buffer, name);
     char *str = buffer;
     str       = strchr(str + 1, DELIMITER);
-    while (str != NULL) {
+    while (str != nullptr) {
         // while another / character is found
         long int l = str - buffer; // length of substring
         buffer[l]  = '\0';         // temporary 'end of string'
@@ -203,7 +203,7 @@ void Reader::safe_create_group(hid_t file, const char *const name)
         void *old_client_data;
         H5Eget_auto(H5E_DEFAULT, &old_func, &old_client_data);
         /* Turn off error handling */
-        H5Eset_auto(H5E_DEFAULT, NULL, NULL);
+        H5Eset_auto(H5E_DEFAULT, nullptr, nullptr);
 
         group = H5Gopen(file, buffer, H5P_DEFAULT);
         /* Restore previous error handler */
@@ -256,7 +256,7 @@ void Reader ::ReadMS(int hm)
     }
 
     hid_t dspace = H5Dget_space(dset_id);
-    int   rank   = H5Sget_simple_extent_dims(dspace, _dims, NULL);
+    int   rank   = H5Sget_simple_extent_dims(dspace, _dims, nullptr);
     data_type    = H5T_NATIVE_USHORT; // H5Dget_type(dset_id);
 
     // Check if microstructure dataset has ZYX ordering through the permute_order attribute
diff --git a/tools/run_clang_tidy.sh b/tools/run_clang_tidy.sh
new file mode 100755
index 0000000..89a2060
--- /dev/null
+++ b/tools/run_clang_tidy.sh
@@ -0,0 +1,22 @@
+#!/bin/bash
+#
+# Run clang-tidy over the FANS sources. Arguments go to run-clang-tidy:
+#
+#   ./tools/run_clang_tidy.sh
+#   ./tools/run_clang_tidy.sh -fix
+#
+set -euo pipefail
+
+# cd rather than just resolve: clang-tidy looks for .clang-tidy relative to the
+# working directory, and reports "No checks enabled" without it.
+cd "$(dirname "$0")/.."
+SRC=$PWD
+BUILD="$SRC/build/clang-tidy"
+
+# The test targets are fixtures, not code under review.
+CC=clang CXX=clang++ cmake -S "$SRC" -B "$BUILD" \
+    -D CMAKE_EXPORT_COMPILE_COMMANDS=ON \
+    -D FANS_ENABLE_TESTING=OFF >/dev/null
+
+# No -header-filter here: it would override HeaderFilterRegex in .clang-tidy.
+run-clang-tidy -p "$BUILD" -quiet "$@"