diff --git a/.gitattributes b/.gitattributes
index 16ef5c5f..d5799bd6 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -1,3 +1,2 @@
 # GitHub syntax highlighting
 pixi.lock linguist-language=YAML
-
diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
index 51356c7b..3f0c5d1e 100644
--- a/.github/workflows/run_tests.yml
+++ b/.github/workflows/run_tests.yml
@@ -1,10 +1,10 @@
-# name: Run tests for parselmouth
+# name: Run tests, pre-commit stuff and type checking for parselmouth
 
 on:
-    push:
-    workflow_dispatch:
-    pull_request:
-  
+  push:
+    branches: [ "main" ]
+  pull_request:
+
 jobs:
   run_tests:
     runs-on: ubuntu-latest
@@ -22,6 +22,22 @@ jobs:
             manifest-path: pyproject.toml
 
         - name: run tests
-          run: | 
+          run: |
            pixi run run_tests
-        
\ No newline at end of file
+
+  pre-commit:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set up pixi
+        uses: prefix-dev/setup-pixi@v0.8.1
+        with:
+          environments: >-
+            fmt
+            type-checking
+
+      - name: pre-commit
+        run: pixi run pre-commit-run --color=always --show-diff-on-failure --all
+
+      - name: type check
+        run: pixi run type-check
diff --git a/.github/workflows/updater.yml b/.github/workflows/updater.yml
index 9797dd09..78cae108 100644
--- a/.github/workflows/updater.yml
+++ b/.github/workflows/updater.yml
@@ -29,7 +29,7 @@ jobs:
 
 
         - name: pixi install
-          run: | 
+          run: |
            pixi install
 
         - name: Generate combination of missing subdirs and letters
@@ -45,7 +45,7 @@ jobs:
             R2_PREFIX_ACCESS_KEY_ID: ${{ secrets.R2_PREFIX_ACCESS_KEY_ID }}
             R2_PREFIX_SECRET_ACCESS_KEY: ${{ secrets.R2_PREFIX_SECRET_ACCESS_KEY }}
             R2_PREFIX_BUCKET: ${{ secrets.R2_PREFIX_BUCKET }}
-        
+
         - name: Upload requested index.json
           uses: actions/upload-artifact@v4
           with:
@@ -74,9 +74,9 @@ jobs:
           manifest-path: pyproject.toml
 
       - name: pixi install
-        run: | 
+        run: |
           pixi install
-    
+
       - name: Get partial index artifacts
         uses: actions/download-artifact@v4
         with:
@@ -90,16 +90,16 @@ jobs:
             R2_PREFIX_ACCESS_KEY_ID: ${{ secrets.R2_PREFIX_ACCESS_KEY_ID }}
             R2_PREFIX_SECRET_ACCESS_KEY: ${{ secrets.R2_PREFIX_SECRET_ACCESS_KEY }}
             R2_PREFIX_BUCKET: ${{ secrets.R2_PREFIX_BUCKET }}
-        
+
       - name: Upload partial index
         uses: actions/upload-artifact@v4
         with:
             name: partial_index_${{ matrix.subdirs }}
             path: output
-    
+
   updater_of_index:
     runs-on: ubuntu-latest
-    needs: updater_of_records  
+    needs: updater_of_records
     steps:
         - uses: actions/checkout@v4
 
@@ -111,9 +111,9 @@ jobs:
           with:
             pixi-version: "latest"
             manifest-path: pyproject.toml
-    
+
         - name: pixi install
-          run: | 
+          run: |
             pixi install
 
         - name: Get partial index artifacts
@@ -129,7 +129,7 @@ jobs:
             R2_PREFIX_ACCESS_KEY_ID: ${{ secrets.R2_PREFIX_ACCESS_KEY_ID }}
             R2_PREFIX_SECRET_ACCESS_KEY: ${{ secrets.R2_PREFIX_SECRET_ACCESS_KEY }}
             R2_PREFIX_BUCKET: ${{ secrets.R2_PREFIX_BUCKET }}
-  
+
   update_file:
     runs-on: ubuntu-latest
     permissions:
@@ -139,7 +139,7 @@ jobs:
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
-      
+
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
@@ -169,4 +169,4 @@ jobs:
           git add files/mapping_as_grayskull.json
           git add files/compressed_mapping.json
           git commit -m "Update file via GitHub Action" || true
-          git push
\ No newline at end of file
+          git push
diff --git a/.gitignore b/.gitignore
index e9547f24..ea498f01 100644
--- a/.gitignore
+++ b/.gitignore
@@ -152,6 +152,12 @@ dmypy.json
 # Cython debug symbols
 cython_debug/
 
+# DS_Store files
+.DS_Store
+
+# Vs code
+.vscode/
+
 # PyCharm
 #  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
 #  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
@@ -163,4 +169,3 @@ mapping/*# pixi environments
 .pixi
 # pixi environments
 .pixi
-
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 00000000..66e72ea8
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,48 @@
+exclude: (^.pixi/|.snap|^files/)
+repos:
+  - repo: local
+    hooks:
+      - id: pixi-install
+        name: pixi-install
+        entry: pixi install -e fmt
+        language: system
+        always_run: true
+        require_serial: true
+        pass_filenames: false
+      # pre-commit-hooks
+      - id: check-yaml
+        name: check-yaml
+        entry: pixi run -e fmt check-yaml
+        language: system
+        types: [yaml]
+      - id: end-of-file
+        name: end-of-file
+        entry: pixi run -e fmt end-of-file-fixer
+        language: system
+        types: [text]
+        stages: [commit, push, manual]
+      - id: trailing-whitespace
+        name: trailing-whitespace
+        entry: pixi run -e fmt trailing-whitespace-fixer
+        language: system
+        types: [text]
+        stages: [commit, push, manual]
+      # Use ruff for python examples
+      - id: ruff
+        name: ruff
+        entry: pixi run -e fmt ruff check --fix --exit-non-zero-on-fix --force-exclude
+        language: system
+        types_or: [python, pyi]
+        require_serial: true
+      - id: ruff-format
+        name: ruff-format
+        entry: pixi run -e fmt ruff format --force-exclude
+        language: system
+        types_or: [python, pyi]
+        require_serial: true
+      # typos
+      - id: typos
+        name: typos
+        entry: pixi run -e fmt typos --write-changes --force-exclude
+        language: system
+        types: [text]
diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
index 0d5d536e..df0c6838 100644
--- a/CODE_OF_CONDUCT.md
+++ b/CODE_OF_CONDUCT.md
@@ -125,4 +125,4 @@ enforcement ladder](https://github.com/mozilla/diversity).
 
 For answers to common questions about this code of conduct, see the FAQ at
 https://www.contributor-covenant.org/faq. Translations are available at
-https://www.contributor-covenant.org/translations.
\ No newline at end of file
+https://www.contributor-covenant.org/translations.
diff --git a/README.md b/README.md
index 2da3220a..3415a958 100644
--- a/README.md
+++ b/README.md
@@ -47,4 +47,3 @@ More simplified version of our mapping is stored here: `files/mapping_as_graysku
 
 
 Developed with ❤️ at [prefix.dev](https://prefix.dev).
-
diff --git a/pixi.lock b/pixi.lock
index 51b7cec8..7ae19580 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -1,45 +1,58 @@
-version: 4
+version: 5
 environments:
   default:
     channels:
     - url: https://conda.anaconda.org/conda-forge/
+    indexes:
+    - https://pypi.org/simple
     packages:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/boto3-1.34.77-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/boto3-stubs-1.34.162-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/botocore-1.34.82-pyge38_1234567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py39h3d6467e_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/botocore-stubs-1.35.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py312h30efb56_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.2.2-hbcca054_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.3.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.6-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jmespath-1.0.1-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.40-h41732ed_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.3-h58526e2_2.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.6.2-h59595ed_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.4.2-h7f98852_5.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-13.2.0-h807b86a_5.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-13.2.0-h807b86a_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libnsl-2.0.1-hd590300_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.45.2-h2797004_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-13.2.0-h7e041cc_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.38.1-h0b41bf4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.2.13-hd590300_5.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.4.20240210-h59595ed_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-1.1.1w-hd590300_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.1-h4bc722e_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-24.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pip-24.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha2e5f31_6.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.9.0-hffdb5ce_5_cpython.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.12.0-hab00c5b_0_cpython.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-dotenv-1.0.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.9-4_cp39.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.12-5_cp312.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8228510_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.31.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/s3transfer-0.10.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-72.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.16.0-pyh6c4a22f_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/sqlite-3.45.2-h2c6b66d_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h4845f30_101.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/types-awscrt-0.21.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/types-s3transfer-0.6.0.post4-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.12.2-hd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.12.2-pyha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2024a-h0c530f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-1.26.18-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/wheel-0.44.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/xz-5.2.6-h166bdaf_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.2.13-hd590300_5.conda
       - pypi: https://files.pythonhosted.org/packages/e0/44/827b2a91a5816512fcaf3cc4ebc465ccd5d598c45cefa6703fcf4a79018f/attrs-23.2.0-py3-none-any.whl
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       - pypi: git+https://github.com/channel-mirrors/conda-oci-mirror.git@25ea3e436f0b0bc5a9c646121efafc9c68e116cd
@@ -50,43 +63,51 @@ environments:
       - pypi: https://files.pythonhosted.org/packages/ee/07/44bd408781594c4d0a027666ef27fab1e441b109dc3b76b4f836f8fd04fe/jsonschema_specifications-2023.12.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/10/a9/121aa64e09dd869422a65158a9df596d0750460baac11085bca3d1444795/oras-0.1.14-py3-none-any.whl
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-      - pypi: https://files.pythonhosted.org/packages/fd/ea/92231b62681961812e9fbd8ef9be7137856784406bf6a384976bb7b46472/rpds_py-0.18.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/c3/96/2211a1ca4b4e259e222169074ec0fa41f0ee18665dfc68988a139dc7e6e8/rpds_py-0.18.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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       - pypi: .
       osx-arm64:
       - conda: https://conda.anaconda.org/conda-forge/noarch/boto3-1.34.77-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/boto3-stubs-1.34.162-pyhd8ed1ab_0.conda
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+  sha256: f78961b194e33eed5fdccb668774651ec9423a043069fa7a4e3e2f853b08aa0c
+  md5: 284008712816c64c85bf2b7fa9f3b264
+  depends:
+  - distlib <1,>=0.3.7
+  - filelock <4,>=3.12.2
+  - platformdirs <5,>=3.9.1
+  - python >=3.8
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/virtualenv?source=hash-mapping
+  size: 4363507
+  timestamp: 1719150878323
 - kind: conda
   name: vs2015_runtime
   version: 14.38.33130
@@ -1878,8 +4065,42 @@ packages:
   - vc14_runtime >=14.38.33130
   license: BSD-3-Clause
   license_family: BSD
+  purls: []
   size: 16988
   timestamp: 1702511261442
+- kind: conda
+  name: vs2015_runtime
+  version: 14.40.33810
+  build: h3bf8584_20
+  build_number: 20
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/vs2015_runtime-14.40.33810-h3bf8584_20.conda
+  sha256: 0c2803f7a788c51f28235a7228dc2ab3f107b4b16ab0845a3e595c8c51e50a7a
+  md5: c21f1b4a3a30bbc3ef35a50957578e0e
+  depends:
+  - vc14_runtime >=14.40.33810
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 17395
+  timestamp: 1717709043353
+- kind: conda
+  name: wheel
+  version: 0.44.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/wheel-0.44.0-pyhd8ed1ab_0.conda
+  sha256: d828764736babb4322b8102094de38074dedfc71f5ff405c9dfee89191c14ebc
+  md5: d44e3b085abcaef02983c6305b84b584
+  depends:
+  - python >=3.8
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/wheel?source=compressed-mapping
+  size: 58585
+  timestamp: 1722797131787
 - kind: conda
   name: win_inet_pton
   version: 1.1.0
@@ -1895,7 +4116,7 @@ packages:
   - python >=3.6
   license: PUBLIC-DOMAIN
   purls:
-  - pkg:pypi/win-inet-pton
+  - pkg:pypi/win-inet-pton?source=hash-mapping
   size: 8191
   timestamp: 1667051294134
 - kind: conda
@@ -1909,6 +4130,7 @@ packages:
   depends:
   - libgcc-ng >=12
   license: LGPL-2.1 and GPL-2.0
+  purls: []
   size: 418368
   timestamp: 1660346797927
 - kind: conda
@@ -1920,44 +4142,76 @@ packages:
   sha256: 59d78af0c3e071021cfe82dc40134c19dab8cdf804324b62940f5c8cd71803ec
   md5: 39c6b54e94014701dd157f4f576ed211
   license: LGPL-2.1 and GPL-2.0
+  purls: []
   size: 235693
   timestamp: 1660346961024
 - kind: conda
-  name: zlib
-  version: 1.2.13
-  build: h53f4e23_5
-  build_number: 5
-  subdir: osx-arm64
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/zlib-1.2.13-h53f4e23_5.conda
-  sha256: de0ee1e24aa6867058d3b852a15c8d7f49f262f5828772700c647186d4a96bbe
-  md5: a08383f223b10b71492d27566fafbf6c
+  name: xz
+  version: 5.2.6
+  build: h8d14728_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/xz-5.2.6-h8d14728_0.tar.bz2
+  sha256: 54d9778f75a02723784dc63aff4126ff6e6749ba21d11a6d03c1f4775f269fe0
+  md5: 515d77642eaa3639413c6b1bc3f94219
   depends:
-  - libzlib 1.2.13 h53f4e23_5
-  license: Zlib
-  license_family: Other
-  size: 79577
-  timestamp: 1686575471024
+  - vc >=14.1,<15
+  - vs2015_runtime >=14.16.27033
+  license: LGPL-2.1 and GPL-2.0
+  purls: []
+  size: 217804
+  timestamp: 1660346976440
 - kind: conda
-  name: zlib
-  version: 1.2.13
-  build: hd590300_5
-  build_number: 5
+  name: yaml
+  version: 0.2.5
+  build: h3422bc3_2
+  build_number: 2
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/yaml-0.2.5-h3422bc3_2.tar.bz2
+  sha256: 93181a04ba8cfecfdfb162fc958436d868cc37db504c58078eab4c1a3e57fbb7
+  md5: 4bb3f014845110883a3c5ee811fd84b4
+  license: MIT
+  license_family: MIT
+  purls: []
+  size: 88016
+  timestamp: 1641347076660
+- kind: conda
+  name: yaml
+  version: 0.2.5
+  build: h7f98852_2
+  build_number: 2
   subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.2.13-hd590300_5.conda
-  sha256: 9887a04d7e7cb14bd2b52fa01858f05a6d7f002c890f618d9fcd864adbfecb1b
-  md5: 68c34ec6149623be41a1933ab996a209
+  url: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h7f98852_2.tar.bz2
+  sha256: a4e34c710eeb26945bdbdaba82d3d74f60a78f54a874ec10d373811a5d217535
+  md5: 4cb3ad778ec2d5a7acbdf254eb1c42ae
   depends:
-  - libgcc-ng >=12
-  - libzlib 1.2.13 hd590300_5
-  license: Zlib
-  license_family: Other
-  size: 92825
-  timestamp: 1686575231103
+  - libgcc-ng >=9.4.0
+  license: MIT
+  license_family: MIT
+  purls: []
+  size: 89141
+  timestamp: 1641346969816
+- kind: conda
+  name: yaml
+  version: 0.2.5
+  build: h8ffe710_2
+  build_number: 2
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/yaml-0.2.5-h8ffe710_2.tar.bz2
+  sha256: 4e2246383003acbad9682c7c63178e2e715ad0eb84f03a8df1fbfba455dfedc5
+  md5: adbfb9f45d1004a26763652246a33764
+  depends:
+  - vc >=14.1,<15.0a0
+  - vs2015_runtime >=14.16.27012
+  license: MIT
+  license_family: MIT
+  purls: []
+  size: 63274
+  timestamp: 1641347623319
 - kind: pypi
   name: zstandard
   version: 0.22.0
-  url: https://files.pythonhosted.org/packages/9f/46/911443d9d91749d27b355e2eb2b7aace6f01dca668cf602fd1669be6941a/zstandard-0.22.0-cp39-cp39-win_amd64.whl
-  sha256: e9e9d4e2e336c529d4c435baad846a181e39a982f823f7e4495ec0b0ec8538d2
+  url: https://files.pythonhosted.org/packages/7d/80/9e40e57ba17dbbf6c55bcf0ac4ee533c367285209f309bdd9ab290c40536/zstandard-0.22.0-cp312-cp312-macosx_11_0_arm64.whl
+  sha256: f9b2cde1cd1b2a10246dbc143ba49d942d14fb3d2b4bccf4618d475c65464912
   requires_dist:
   - cffi>=1.11 ; platform_python_implementation == 'PyPy'
   - cffi>=1.11 ; extra == 'cffi'
@@ -1965,8 +4219,8 @@ packages:
 - kind: pypi
   name: zstandard
   version: 0.22.0
-  url: https://files.pythonhosted.org/packages/d9/15/7d40ac656fec0710394278e91649bdeea5bec0230fb18dd655f67e7b02e3/zstandard-0.22.0-cp39-cp39-macosx_11_0_arm64.whl
-  sha256: 73a1d6bd01961e9fd447162e137ed949c01bdb830dfca487c4a14e9742dccc93
+  url: https://files.pythonhosted.org/packages/b6/91/15feaf0d389f7d696ed0fbd75b51c6cbc04e9b8b474292a3bb2b5157e093/zstandard-0.22.0-cp312-cp312-win_amd64.whl
+  sha256: de20a212ef3d00d609d0b22eb7cc798d5a69035e81839f549b538eff4105d01c
   requires_dist:
   - cffi>=1.11 ; platform_python_implementation == 'PyPy'
   - cffi>=1.11 ; extra == 'cffi'
@@ -1974,9 +4228,127 @@ packages:
 - kind: pypi
   name: zstandard
   version: 0.22.0
-  url: https://files.pythonhosted.org/packages/85/96/61a79e9e9c9e14e5e1baf84fd71115944320bac525fcd754695ba84e2084/zstandard-0.22.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-  sha256: 48f260e4c7294ef275744210a4010f116048e0c95857befb7462e033f09442fe
+  url: https://files.pythonhosted.org/packages/e5/01/080939755ca12ebbb7fc38b6f4ddecd5e8c416d571d4927ece1360baba2c/zstandard-0.22.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  sha256: 466e6ad8caefb589ed281c076deb6f0cd330e8bc13c5035854ffb9c2014b118c
   requires_dist:
   - cffi>=1.11 ; platform_python_implementation == 'PyPy'
   - cffi>=1.11 ; extra == 'cffi'
   requires_python: '>=3.8'
+- kind: conda
+  name: zstandard
+  version: 0.23.0
+  build: py312h3483029_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.23.0-py312h3483029_0.conda
+  sha256: 7e1e105ea7eab2af591faebf743ff2493f53c313079e316419577925e4492b03
+  md5: eab52e88c858d87cf5a069f79d10bb50
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - cffi >=1.11
+  - libgcc-ng >=12
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 416708
+  timestamp: 1721044154409
+- kind: conda
+  name: zstandard
+  version: 0.23.0
+  build: py312h721a963_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.23.0-py312h721a963_0.conda
+  sha256: 6fc0d2f7a0a49a7c1453bb9eacd5456214b6cf000760067d72f0cce464975fa1
+  md5: caf7f5b85615a132c0fa586b82bd59e6
+  depends:
+  - __osx >=11.0
+  - cffi >=1.11
+  - python >=3.12,<3.13.0a0
+  - python >=3.12,<3.13.0a0 *_cpython
+  - python_abi 3.12.* *_cp312
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 332489
+  timestamp: 1721044244889
+- kind: conda
+  name: zstandard
+  version: 0.23.0
+  build: py312h7606c53_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py312h7606c53_0.conda
+  sha256: 907edf473419a5aff6151900d09bb3f2b2c2ede8964f20ae87cb6fae04d0cbb7
+  md5: c405924e081cb476495ffe72c88e92c2
+  depends:
+  - cffi >=1.11
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 320649
+  timestamp: 1721044547910
+- kind: conda
+  name: zstd
+  version: 1.5.6
+  build: h0ea2cb4_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.6-h0ea2cb4_0.conda
+  sha256: 768e30dc513568491818fb068ee867c57c514b553915536da09e5d10b4ebf3c3
+  md5: 9a17230f95733c04dc40a2b1e5491d74
+  depends:
+  - libzlib >=1.2.13,<2.0.0a0
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 349143
+  timestamp: 1714723445995
+- kind: conda
+  name: zstd
+  version: 1.5.6
+  build: ha6fb4c9_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.6-ha6fb4c9_0.conda
+  sha256: c558b9cc01d9c1444031bd1ce4b9cff86f9085765f17627a6cd85fc623c8a02b
+  md5: 4d056880988120e29d75bfff282e0f45
+  depends:
+  - libgcc-ng >=12
+  - libstdcxx-ng >=12
+  - libzlib >=1.2.13,<2.0.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 554846
+  timestamp: 1714722996770
+- kind: conda
+  name: zstd
+  version: 1.5.6
+  build: hb46c0d2_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.6-hb46c0d2_0.conda
+  sha256: 2d4fd1ff7ee79cd954ca8e81abf11d9d49954dd1fef80f27289e2402ae9c2e09
+  md5: d96942c06c3e84bfcc5efb038724a7fd
+  depends:
+  - __osx >=11.0
+  - libzlib >=1.2.13,<2.0.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 405089
+  timestamp: 1714723101397
diff --git a/pyproject.toml b/pyproject.toml
index 450530a6..59e46204 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,7 @@ authors = [
 ]
 description = "Mapper of conda to pypi"
 readme = "README.md"
-requires-python = "==3.9"
+requires-python = "==3.12"
 classifiers = [
     "Programming Language :: Python :: 3",
     "License :: OSI Approved :: MIT License",
@@ -35,6 +35,7 @@ parselmouth = { path = ".", editable = true }
 [tool.pixi.dependencies]
 requests = ">=2.31.0,<2.32"
 boto3 = ">=1.34,<1.35"
+boto3-stubs = ">=1.34,<1.35"
 python-dotenv = ">=1.0.1,<1.1"
 packaging = "*"
 
@@ -44,6 +45,40 @@ pytest = "*"
 [tool.pixi.feature.test.tasks]
 run_tests = "pytest tests"
 
+[tool.pixi.feature.fmt.dependencies]
+# Formatting python
+ruff = ">=0.5.0,<0.6"
+pre-commit = ">=3.7.1,<4"
+pre-commit-hooks = ">=4.6.0,<5"
+typos = ">=1.23.1,<2"
+mypy = ">=1.10.1,<2"
+
+[tool.pixi.feature.fmt.tasks]
+# Format recipes using ruff
+fmt = "ruff format"
+check-fmt = "ruff check --fix"
+
+pre-commit-install = "pre-commit-install"
+pre-commit-run = "pre-commit run"
+
+[tool.pixi.feature.type-checking.dependencies]
+types-pyyaml = ">=6.0.12.20240311,<6.0.13"
+types-requests = ">=2.31.0,<2.32"
+mypy = ">=1.10.1,<2"
+
+[tool.pixi.feature.type-checking.tasks]
+type-check = "mypy src"
+
+
 
 [tool.pixi.environments]
 test = {features = ["test"], solve-group = "default"}
+fmt = {features = ["fmt"], solve-group = "default"}
+type-checking = { features = ["type-checking"] }
+
+
+[tool.pyright]
+venv = "default"
+pythonVersion = "3.12"
+venvPath = ".pixi/envs"
+exclude = [".pixi/**", ".pytest_cache/**", "**/__pycache__"]
diff --git a/src/parselmouth/conda_forge.py b/src/parselmouth/conda_forge.py
index 09490953..258c5eef 100644
--- a/src/parselmouth/conda_forge.py
+++ b/src/parselmouth/conda_forge.py
@@ -18,7 +18,7 @@ def get_subdir_repodata(subdir: str) -> dict:
     url = f"https://conda.anaconda.org/conda-forge/{subdir}/repodata.json"
     response = requests.get(url)
     if not response.ok:
-        logging.error(f"Requst for repodata to {url} failed. {response.reason}")
+        logging.error(f"Request for repodata to {url} failed. {response.reason}")
 
     response.raise_for_status()
 
diff --git a/src/parselmouth/updater.py b/src/parselmouth/updater.py
index 37832d02..ceb15250 100644
--- a/src/parselmouth/updater.py
+++ b/src/parselmouth/updater.py
@@ -150,7 +150,7 @@ def main(
                     sha = repodatas[package_name]["sha256"]
                     conda_name = artifact["name"]
 
-                    if not is_direct_url:
+                    if not is_direct_url or not source:
                         direct_url = None
                     else:
                         url = source.get("url", None)
diff --git a/tests/test_updater_producer.py b/tests/test_updater_producer.py
index 2d8f7fda..1d851837 100644
--- a/tests/test_updater_producer.py
+++ b/tests/test_updater_producer.py
@@ -17,7 +17,8 @@ def test_updater_producer_catch_new_packages(tmp_path, capsys):
     # serialize back letters
     letters_serialized = json.loads(captured.out)
 
-    assert len(letters_serialized) == 231
+    assert len(letters_serialized) >= 232
+    assert "noarch@u" in letters_serialized
 
     mock_mapping = test_s3_client._uploaded_mapping