diff --git a/.github/workflows/python-build-package.yml b/.github/workflows/python-build-package.yml
index 2b3f5109..e9d0fe3b 100644
--- a/.github/workflows/python-build-package.yml
+++ b/.github/workflows/python-build-package.yml
@@ -16,7 +16,7 @@ permissions:
   contents: read
 
 jobs:
-  build:
+  build-wheels:
     runs-on: ${{ matrix.platform.runner }}
     strategy:
       matrix:
@@ -34,7 +34,7 @@ jobs:
         with:
           python-version: '3.12'
       - name: Install uv
-        run: curl -LsSf https://astral.sh/uv/0.4.7/install.sh | sh
+        run: curl -LsSf https://astral.sh/uv/0.5.22/install.sh | sh
       - if: matrix.platform.runner == 'ubuntu-latest'
         uses: actions/cache@1bd1e32a3bdc45362d1e726936510720a7c30a57 # v4.2.0
         with:
@@ -76,14 +76,7 @@ jobs:
       - run: "python3 -c 'import magika; m = magika.Magika(); print(m)'"
       - run: magika -r tests_data/basic
       - run: python3 ./python/scripts/run_quick_test_magika_cli.py
-        # Windows' onnxruntime/ort returns different results wrt. Linux/MacOS. For
-        # now keep building even in case of misdetections.
-        # TODO(https://github.com/google/magika/issues/892): remove when this is fixed.
-        continue-on-error: ${{ matrix.platform.runner == 'windows-latest' }}
       - run: python3 ./python/scripts/run_quick_test_magika_module.py
-        # TODO(https://github.com/google/magika/issues/892): same as above,
-        # remove when this is fixed.
-        continue-on-error: ${{ matrix.platform.runner == 'windows-latest' }}
       - name: Upload wheels
         if: github.event_name != 'pull_request'
         uses: actions/upload-artifact@v4
@@ -91,20 +84,29 @@ jobs:
           name: wheels-${{ matrix.platform.runner }}-${{ matrix.platform.target }}
           path: dist
 
-  sdist:
+  build-pure-python-wheel:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
-      - run: python3 ./python/scripts/fix_package_version.py
-      - name: Build sdist
-        uses: PyO3/maturin-action@v1
-        with:
-          command: sdist
-          args: --out=../dist
-          working-directory: python
-      - name: Upload sdist
+      - name: Install uv
+        run: curl -LsSf https://astral.sh/uv/0.5.22/install.sh | sh
+      - run: uv run ./scripts/prepare_pyproject_for_pure_python_wheel.py
+        working-directory: python
+      - name: Build pure python wheel
+        run: uv build --wheel --out-dir ../dist
+        working-directory: python
+        name: Check that `uv add magika.whl` works
+        run: mkdir /tmp/test-uv && cp -vR dist/*.whl /tmp/test-uv && cd /tmp/test-uv && uv init && uv add ./$(\ls -1 *.whl | head -n 1)
+      - name: Install wheels
+        run: python3 -m pip install $(python -c "import glob; print(glob.glob('dist/*.whl')[0])")
+      - run: magika --version
+      - run: "python3 -c 'import magika; m = magika.Magika(); print(m)'"
+      - run: magika -r tests_data/basic
+      - run: python3 ./python/scripts/run_quick_test_magika_cli.py
+      - run: python3 ./python/scripts/run_quick_test_magika_module.py
+      - name: Upload wheel
         if: github.event_name != 'pull_request'
         uses: actions/upload-artifact@v4
         with:
-          name: wheels-sdist
+          name: wheels-pure
           path: dist
diff --git a/.github/workflows/python-test-suite.yml b/.github/workflows/python-test-suite.yml
index 9c2d5900..4d4f8805 100644
--- a/.github/workflows/python-test-suite.yml
+++ b/.github/workflows/python-test-suite.yml
@@ -34,7 +34,7 @@ jobs:
           python-version: '${{ matrix.python-version }}'
 
       - name: Install uv
-        run: curl -LsSf https://astral.sh/uv/0.4.7/install.sh | sh
+        run: curl -LsSf https://astral.sh/uv/0.5.22/install.sh | sh
 
       - name: Install all projects dependencies (with the requested python version)
         working-directory: python
diff --git a/python/pyproject.toml b/python/pyproject.toml
index 394ba185..9f06dbcb 100644
--- a/python/pyproject.toml
+++ b/python/pyproject.toml
@@ -2,10 +2,10 @@
 name = "magika"
 description = "A tool to determine the content type of a file with deep learning"
 authors = [
-    {author = "Magika Developers", email = "magika-dev@google.com"},
+    {name = "Magika Developers", email = "magika-dev@google.com"},
 ]
 readme = "README.md"
-license = "Apache-2.0"
+license = {"text" = "Apache-2.0"}
 requires-python = ">=3.8"
 keywords = ["content type detection", "machine learning"]
 classifiers = [
@@ -57,6 +57,8 @@ dev-dependencies = [
     "pytest>=8.3.2",
     "ruff>=0.6.3",
     "twine>=5.1.1",
+    "tomli-w>=1.0.0",
+    "tomli>=2.0.1",
 ]
 
 [build-system]
diff --git a/python/scripts/prepare_pyproject_for_pure_python_wheel.py b/python/scripts/prepare_pyproject_for_pure_python_wheel.py
new file mode 100644
index 00000000..6b7d9c95
--- /dev/null
+++ b/python/scripts/prepare_pyproject_for_pure_python_wheel.py
@@ -0,0 +1,45 @@
+# Copyright 2024 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+
+from pathlib import Path
+
+import tomli
+import tomli_w
+
+
+def main() -> None:
+    pyproject_toml_path = Path(__file__).parent.parent / "pyproject.toml"
+
+    pyproject_content = tomli.loads(pyproject_toml_path.read_text())
+
+    # Remove entry about maturin, we don't need it
+    _ = pyproject_content["tool"].pop("maturin")
+
+    # Tell uv we want to use the hatchling build system
+    pyproject_content["build-system"] = {
+        "requires": ["hatchling"],
+        "build-backend": "hatchling.build",
+    }
+
+    # Make the python's magika client available as a script
+    pyproject_content["project"]["scripts"] = {
+        "magika": "magika.cli.magika_client:main",
+    }
+
+    pyproject_toml_path.write_text(tomli_w.dumps(pyproject_content))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/python/scripts/run_quick_test_magika_cli.py b/python/scripts/run_quick_test_magika_cli.py
index 7a9d7293..6a02764a 100755
--- a/python/scripts/run_quick_test_magika_cli.py
+++ b/python/scripts/run_quick_test_magika_cli.py
@@ -26,19 +26,36 @@
 import subprocess
 import sys
 from pathlib import Path
+from typing import Optional
 
 import click
 
 
 @click.command()
-def main() -> None:
+@click.option(
+    "--client-path",
+    type=click.Path(exists=True, file_okay=True, dir_okay=False, resolve_path=True),
+)
+def main(client_path: Optional[Path]) -> None:
+    """Tests the Rust or Python Magika client. By default, it runs "magika"
+    (expected in PATH). Use --client-path to specify a different client
+    executable.
+    """
+
     basic_tests_dir = (
         Path(__file__).resolve().parent.parent.parent / "tests_data" / "basic"
     )
     assert basic_tests_dir.is_dir()
 
+    if client_path is None:
+        client_path = Path("magika")
+    print(f'Testing client: "{client_path}"')
+
+    p = subprocess.run([str(client_path), "--version"], capture_output=True, text=True)
+    print(f'Output of "magika --version": {p.stdout.strip()}')
+
     p = subprocess.run(
-        ["magika", "-r", "--label", str(basic_tests_dir)],
+        [str(client_path), "-r", "--label", "--no-colors", str(basic_tests_dir)],
         capture_output=True,
         text=True,
     )
diff --git a/python/scripts/magika_python_module_tester.py b/python/src/magika/cli/magika_client.py
similarity index 98%
rename from python/scripts/magika_python_module_tester.py
rename to python/src/magika/cli/magika_client.py
index a5d2a4ff..6a5658ae 100755
--- a/python/scripts/magika_python_module_tester.py
+++ b/python/src/magika/cli/magika_client.py
@@ -154,9 +154,6 @@ def main(
         with_colors = False
 
     _l = get_logger(use_colors=with_colors)
-    _l.warning(
-        "This CLI is deprecated and only used for testing the python module! Use the Rust CLI instead."
-    )
 
     if verbose:
         _l.setLevel(logging.INFO)
@@ -164,6 +161,7 @@ def main(
         _l.setLevel(logging.DEBUG)
 
     if output_version:
+        _l.raw_print_to_stdout("Magika python client")
         _l.raw_print_to_stdout(f"Magika version: {VERSION}")
         _l.raw_print_to_stdout(f"Default model: {Magika._get_default_model_name()}")
         sys.exit(0)
diff --git a/python/tests/test_python_module_tester.py b/python/tests/test_python_magika_client.py
similarity index 76%
rename from python/tests/test_python_module_tester.py
rename to python/tests/test_python_magika_client.py
index cffeaafa..4baa1c3c 100644
--- a/python/tests/test_python_module_tester.py
+++ b/python/tests/test_python_magika_client.py
@@ -16,16 +16,16 @@
 from pathlib import Path
 
 
-def test_python_module_tester() -> None:
+def test_python_magika_client() -> None:
     python_root_dir = Path(__file__).parent.parent
-    python_module_tester_path = (
-        python_root_dir / "scripts" / "magika_python_module_tester.py"
+    python_magika_client_path = (
+        python_root_dir / "src" / "magika" / "cli" / "magika_client.py"
     ).resolve()
 
     # quick test to check there are no obvious problems
-    cmd = [str(python_module_tester_path), "--help"]
+    cmd = [str(python_magika_client_path), "--help"]
     subprocess.run(cmd, capture_output=True, check=True)
 
     # quick test to check there are no crashes
-    cmd = [str(python_module_tester_path), str(python_module_tester_path)]
+    cmd = [str(python_magika_client_path), str(python_magika_client_path)]
     subprocess.run(cmd, capture_output=True, check=True)
diff --git a/python/uv.lock b/python/uv.lock
index ef221b37..b6773994 100644
--- a/python/uv.lock
+++ b/python/uv.lock
@@ -199,7 +199,7 @@ name = "click"
 version = "8.1.7"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "colorama", marker = "platform_system == 'Windows'" },
+    { name = "colorama", marker = "sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/96/d3/f04c7bfcf5c1862a2a5b845c6b2b360488cf47af55dfa79c98f6a6bf98b5/click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de", size = 336121 }
 wheels = [
@@ -510,7 +510,6 @@ wheels = [
 
 [[package]]
 name = "magika"
-version = "0.1.0rc2.dev0"
 source = { editable = "." }
 dependencies = [
     { name = "click" },
@@ -529,6 +528,8 @@ dev = [
     { name = "mypy" },
     { name = "pytest" },
     { name = "ruff" },
+    { name = "tomli" },
+    { name = "tomli-w" },
     { name = "twine" },
 ]
 
@@ -548,6 +549,8 @@ dev = [
     { name = "mypy", specifier = ">=1.11.2" },
     { name = "pytest", specifier = ">=8.3.2" },
     { name = "ruff", specifier = ">=0.6.3" },
+    { name = "tomli", specifier = ">=2.0.1" },
+    { name = "tomli-w", specifier = ">=1.0.0" },
     { name = "twine", specifier = ">=5.1.1" },
 ]
 
@@ -1186,6 +1189,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/97/75/10a9ebee3fd790d20926a90a2547f0bf78f371b2f13aa822c759680ca7b9/tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc", size = 12757 },
 ]
 
+[[package]]
+name = "tomli-w"
+version = "1.0.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/49/05/6bf21838623186b91aedbda06248ad18f03487dc56fbc20e4db384abde6c/tomli_w-1.0.0.tar.gz", hash = "sha256:f463434305e0336248cac9c2dc8076b707d8a12d019dd349f5c1e382dd1ae1b9", size = 6531 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/bb/01/1da9c66ecb20f31ed5aa5316a957e0b1a5e786a0d9689616ece4ceaf1321/tomli_w-1.0.0-py3-none-any.whl", hash = "sha256:9f2a07e8be30a0729e533ec968016807069991ae2fd921a78d42f429ae5f4463", size = 5984 },
+]
+
 [[package]]
 name = "traitlets"
 version = "5.14.3"