diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 067cefcb..cf65fe33 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -6,7 +6,7 @@ jobs:
   changes:
     runs-on: ubuntu-latest
     outputs:
-      backend: ${{ steps.filter.outputs.backend }}
+      skore: ${{ steps.filter.outputs.skore }}
       skore-ui: ${{ steps.filter.outputs.skore-ui }}
     permissions:
       pull-requests: read
@@ -15,12 +15,12 @@ jobs:
         id: filter
         with:
           filters: |
-            backend:
-              - 'src/**'
-              - 'tests/**'
-              - 'pyproject.toml'
-              - 'requirements*.txt'
-              - '.github/workflows/backend.yml'
+            skore:
+              - 'skore/src/**'
+              - 'skore/tests/**'
+              - 'skore/pyproject.toml'
+              - 'skore/requirements*.txt'
+              - '.github/workflows/skore.yml'
             skore-ui:
               - 'skore-ui/**'
               - '.github/workflows/skore-ui.yml'
@@ -30,10 +30,10 @@ jobs:
     permissions:
       contents: read
 
-  lint-and-test-backend:
+  lint-and-test-skore:
     needs: [lint-all-files, changes]
-    if: ${{ needs.changes.outputs.backend == 'true' }}
-    uses: ./.github/workflows/backend.yml
+    if: ${{ needs.changes.outputs.skore == 'true' }}
+    uses: ./.github/workflows/skore.yml
     permissions:
       contents: read
 
@@ -48,7 +48,7 @@ jobs:
   ci-all-green:
     needs:
       - lint-all-files
-      - lint-and-test-backend
+      - lint-and-test-skore
       - lint-and-test-skore-ui
     if: ${{ always() }}
     runs-on: Ubuntu-latest
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index b00e36e5..19faa927 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -36,7 +36,7 @@ jobs:
         run: make build-skore-ui
 
       - name: Override VERSION.txt with tag
-        run: echo "${GITHUB_REF_NAME}" > VERSION.txt
+        run: echo "${GITHUB_REF_NAME}" > skore/VERSION.txt
 
       - name: Set up Python 3.12
         uses: actions/setup-python@v5
@@ -46,19 +46,21 @@ jobs:
       - name: Build package distributions
         run: |
           python -m pip install build
+
+          cd skore
           python -m build
 
       - name: Checks whether distribution’s long description will render correctly on PyPI
         continue-on-error: true
         run: |
           python -m pip install twine
-          python -m twine check dist/*
+          python -m twine check skore/dist/*
 
       - name: Upload package distributions
         uses: actions/upload-artifact@v4
         with:
           name: python-package-distributions
-          path: dist/
+          path: skore/dist/
 
   publish:
     name: Publish package distributions to TestPyPI using trusted publisher
diff --git a/.github/workflows/skore-ui.yml b/.github/workflows/skore-ui.yml
index a6b0f081..7e859b6a 100644
--- a/.github/workflows/skore-ui.yml
+++ b/.github/workflows/skore-ui.yml
@@ -2,6 +2,11 @@ name: Reusable skore-ui workflow
 
 on: [workflow_call]
 
+defaults:
+  run:
+    shell: 'bash'
+    working-directory: './skore-ui'
+
 jobs:
   lint-skore-ui:
     runs-on: ubuntu-latest
@@ -14,8 +19,6 @@ jobs:
           cache-dependency-path: skore-ui/package-lock.json
       - name: Lint skore-ui
         run: |
-          cd skore-ui
-
           npm install
           npm run type-check
           npm run lint
@@ -34,8 +37,6 @@ jobs:
           cache-dependency-path: skore-ui/package-lock.json
       - name: Test skore-ui
         run: |
-          cd skore-ui
-
           npm install
           npm run test:unit:coverage
       - name: Report coverage
@@ -56,10 +57,7 @@ jobs:
           cache: 'npm'
           cache-dependency-path: skore-ui/package-lock.json
       - name: Build skore-ui
-        shell: bash
         run: |
-          cd skore-ui
-
           npm install
           npm run build
           npm run build:lib -- --emptyOutDir false
diff --git a/.github/workflows/backend.yml b/.github/workflows/skore.yml
similarity index 78%
rename from .github/workflows/backend.yml
rename to .github/workflows/skore.yml
index cc3a5728..7c7b02cd 100644
--- a/.github/workflows/backend.yml
+++ b/.github/workflows/skore.yml
@@ -1,10 +1,14 @@
-name: Reusable backend workflow
+name: Reusable skore workflow
 
 on: [workflow_call]
 
 jobs:
   build-skore-ui:
     runs-on: ubuntu-latest
+    defaults:
+      run:
+        shell: 'bash'
+        working-directory: './skore-ui'
     steps:
       - uses: actions/checkout@v4
       - uses: actions/setup-node@v4
@@ -14,8 +18,6 @@ jobs:
           cache-dependency-path: skore-ui/package-lock.json
       - shell: bash
         run: |
-          cd skore-ui
-
           npm install
           npm run build
           npm run build:lib -- --emptyOutDir false
@@ -24,51 +26,52 @@ jobs:
           name: skore-ui-package-distributions
           path: skore-ui/dist
 
-  test-backend:
+  test-skore:
     runs-on: ubuntu-latest
     needs: build-skore-ui
+    defaults:
+      run:
+        shell: 'bash'
+        working-directory: './skore'
     strategy:
       fail-fast: true
       matrix:
         python-version: ['3.11', '3.12']
-
     steps:
       - uses: actions/checkout@v4
       - uses: actions/setup-python@v5
         with:
           python-version: ${{ matrix.python-version }}
           cache: 'pip'
-
-      - name: Lint
-        run: |
-          python -m pip install --upgrade pip
-          python -m pip install --upgrade pre-commit
-          pre-commit run --all-files ruff
-
       - name: Download package distributions
         uses: actions/download-artifact@v4
         with:
           name: skore-ui-package-distributions
-          path: src/skore/ui/static
-
-      - name: Build
+          path: skore/src/skore/ui/static
+      - name:
+        timeout-minutes: 10
         run: |
+          python -m pip install --upgrade pip
+          python -m pip install --upgrade pre-commit
           python -m pip install --upgrade build
+
+          # Lint
+          pre-commit run --all-files ruff
+
+          # Build
           python -m build
 
-      - name: Install
-        run: |
+          # Install
           python -m pip install dist/*.whl --no-dependencies
           python -m pip install -r requirements.txt -r requirements-test.txt
 
-      - name: Test
-        timeout-minutes: 5
-        run: python -m pytest
+          # Test
+          python -m pytest
 
   cleanup:
     runs-on: ubuntu-latest
     if: always()
-    needs: test-backend
+    needs: test-skore
     steps:
       - uses: geekyeggo/delete-artifact@v5
         with:
diff --git a/LICENSE b/LICENSE
deleted file mode 100644
index cac38aea..00000000
--- a/LICENSE
+++ /dev/null
@@ -1,21 +0,0 @@
-MIT License
-
-Copyright (c) 2024 Probabl
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
-of this software and associated documentation files (the "Software"), to deal
-in the Software without restriction, including without limitation the rights
-to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
-copies of the Software, and to permit persons to whom the Software is
-furnished to do so, subject to the following conditions:
-
-The above copyright notice and this permission notice shall be included in all
-copies or substantial portions of the Software.
-
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
-AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.
diff --git a/LICENSE b/LICENSE
new file mode 120000
index 00000000..bbcef39a
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1 @@
+skore/LICENSE
\ No newline at end of file
diff --git a/Makefile b/Makefile
index 3774e50d..d71f17f1 100644
--- a/Makefile
+++ b/Makefile
@@ -1,48 +1,37 @@
 SKORE_ROOT ?= ".datamander"
 
 pip-compile:
-	pip-compile --output-file=requirements.txt pyproject.toml
-	pip-compile --extra=test --output-file=requirements-test.txt pyproject.toml
-	pip-compile --extra=tools --output-file=requirements-tools.txt pyproject.toml
+	python -m piptools compile --output-file=skore/requirements.txt skore/pyproject.toml
+	python -m piptools compile --extra=test --output-file=skore/requirements-test.txt skore/pyproject.toml
+	python -m piptools compile --extra=tools --output-file=skore/requirements-tools.txt skore/pyproject.toml
 
-install:
+install-skore:
 	python -m pip install \
-		-e . \
-		-r requirements.txt \
-		-r requirements-test.txt \
-		-r requirements-tools.txt
-	pre-commit install
-
-check-wip:
-	pre-commit run --all-files
-	python -m pytest tests
-
-serve-api:
-	SKORE_ROOT=$(SKORE_ROOT) python -m uvicorn \
-		--factory skore.ui.app:create_app \
-		--reload --reload-dir ./src \
-		--host 0.0.0.0 \
-		--port 22140 \
-		--timeout-graceful-shutdown 0
+		-e skore/ \
+		-r skore/requirements.txt \
+		-r skore/requirements-test.txt \
+		-r skore/requirements-tools.txt
 
-serve-ui:
-	SKORE_ROOT=$(SKORE_ROOT) python -m uvicorn \
-		--factory skore.ui.app:create_app \
-		--reload --reload-dir ./src \
-		--host 0.0.0.0 \
-		--port 22140 \
-		--timeout-graceful-shutdown 0
+	pre-commit install
 
 build-skore-ui:
 	# cleanup
 	rm -rf skore-ui/dist
-	rm -rf src/skore/ui/static
+	rm -rf skore/src/skore/ui/static
 	# build
-	(\
-		cd skore-ui;\
-		npm install;\
-		npm run build;\
-		npm run build:lib -- --emptyOutDir false;\
+	( \
+		cd skore-ui; \
+		npm install; \
+		npm run build; \
+		npm run build:lib -- --emptyOutDir false; \
 	)
 	# move
-	mv skore-ui/dist/ src/skore/ui/static
+	mv skore-ui/dist/ skore/src/skore/ui/static
+
+serve-skore-ui:
+	SKORE_ROOT=$(SKORE_ROOT) python -m uvicorn \
+		--factory skore.ui.app:create_app \
+		--reload --reload-dir skore/src \
+		--host 0.0.0.0 \
+		--port 22140 \
+		--timeout-graceful-shutdown 0
diff --git a/README.md b/README.md
deleted file mode 100644
index 8e12397a..00000000
--- a/README.md
+++ /dev/null
@@ -1,79 +0,0 @@
-# skore
-
-![lint](https://github.com/probabl-ai/skore/actions/workflows/lint.yml/badge.svg)
-![tests](https://github.com/probabl-ai/skore/actions/workflows/backend.yml/badge.svg)
-![UI tests](https://github.com/probabl-ai/skore/actions/workflows/skore-ui.yml/badge.svg)
-
-## Installation
-
-For now, the only supported method to use skore is from source.
-Follow the instructions in [CONTRIBUTING.md](/CONTRIBUTING.md#quick-start) to install dependencies and start the UI.
-
-## Quick start
-
-For a complete introductory example, see our [basic usage notebook](/examples/basic_usage.ipynb). The resulting skore report has been exported to [this HTML file](https://gist.github.com/augustebaum/6b21dbd7f7d5a584fbf2c1956692574e): download it and open it in your browser to visualize it.
-
-In your shell, run the following to create a project file `project.skore` (the default) in your current working directory:
-```sh
-python -m skore create
-```
-
-Run the following in your Python code to load the project:
-```python
-from skore import load
-
-project = load("project.skore")
-```
-
-You can save items you need to track in your project:
-```python
-project.put("my int", 3)
-```
-
-You can also get them back:
-```python
-project.get("my int")
-```
-
-By default, strings are assumed to be Markdown:
-```python
-project.put("my string", "Hello world!")
-```
-
-Note that `put` overwrites previous data
-```python
-project.put("my string", "Hello again!")
-```
-
-You can list all the keys in a project with:
-```python
-project.list_keys()
-```
-
-You can delete items with:
-```python
-project.delete_item("my int")
-```
-
-Then, in the directory containing your project, run the following command to start the UI locally:
-```sh
-python -m skore launch project.skore
-```
-
-This will automatically open a browser at the UI's location.
-
-
-## Roadmap
-
-With Skore, you can:
-- Store data
-- Visualize data
-
-In the future, you will be able to:
-- Share visualizations of your data
-- Extract insights from your data
-- Get tips on how to improve your data science code
-
-## Contributing
-
-See [CONTRIBUTING.md](/CONTRIBUTING.md) for more information and to contribute to the evolution of this library.
diff --git a/README.md b/README.md
new file mode 120000
index 00000000..de33ad91
--- /dev/null
+++ b/README.md
@@ -0,0 +1 @@
+skore/README.md
\ No newline at end of file
diff --git a/VERSION.txt b/VERSION.txt
deleted file mode 100644
index 77d6f4ca..00000000
--- a/VERSION.txt
+++ /dev/null
@@ -1 +0,0 @@
-0.0.0
diff --git a/skore/LICENSE b/skore/LICENSE
new file mode 100644
index 00000000..cac38aea
--- /dev/null
+++ b/skore/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2024 Probabl
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/skore/README.md b/skore/README.md
new file mode 100644
index 00000000..8e12397a
--- /dev/null
+++ b/skore/README.md
@@ -0,0 +1,79 @@
+# skore
+
+![lint](https://github.com/probabl-ai/skore/actions/workflows/lint.yml/badge.svg)
+![tests](https://github.com/probabl-ai/skore/actions/workflows/backend.yml/badge.svg)
+![UI tests](https://github.com/probabl-ai/skore/actions/workflows/skore-ui.yml/badge.svg)
+
+## Installation
+
+For now, the only supported method to use skore is from source.
+Follow the instructions in [CONTRIBUTING.md](/CONTRIBUTING.md#quick-start) to install dependencies and start the UI.
+
+## Quick start
+
+For a complete introductory example, see our [basic usage notebook](/examples/basic_usage.ipynb). The resulting skore report has been exported to [this HTML file](https://gist.github.com/augustebaum/6b21dbd7f7d5a584fbf2c1956692574e): download it and open it in your browser to visualize it.
+
+In your shell, run the following to create a project file `project.skore` (the default) in your current working directory:
+```sh
+python -m skore create
+```
+
+Run the following in your Python code to load the project:
+```python
+from skore import load
+
+project = load("project.skore")
+```
+
+You can save items you need to track in your project:
+```python
+project.put("my int", 3)
+```
+
+You can also get them back:
+```python
+project.get("my int")
+```
+
+By default, strings are assumed to be Markdown:
+```python
+project.put("my string", "Hello world!")
+```
+
+Note that `put` overwrites previous data
+```python
+project.put("my string", "Hello again!")
+```
+
+You can list all the keys in a project with:
+```python
+project.list_keys()
+```
+
+You can delete items with:
+```python
+project.delete_item("my int")
+```
+
+Then, in the directory containing your project, run the following command to start the UI locally:
+```sh
+python -m skore launch project.skore
+```
+
+This will automatically open a browser at the UI's location.
+
+
+## Roadmap
+
+With Skore, you can:
+- Store data
+- Visualize data
+
+In the future, you will be able to:
+- Share visualizations of your data
+- Extract insights from your data
+- Get tips on how to improve your data science code
+
+## Contributing
+
+See [CONTRIBUTING.md](/CONTRIBUTING.md) for more information and to contribute to the evolution of this library.
diff --git a/skore/VERSION.txt b/skore/VERSION.txt
new file mode 100644
index 00000000..9039b6f9
--- /dev/null
+++ b/skore/VERSION.txt
@@ -0,0 +1 @@
+0.0.0+unknown
diff --git a/pyproject.toml b/skore/pyproject.toml
similarity index 99%
rename from pyproject.toml
rename to skore/pyproject.toml
index 1f73826c..97671891 100644
--- a/pyproject.toml
+++ b/skore/pyproject.toml
@@ -45,7 +45,7 @@ requires = ["hatchling"]
 build-backend = "hatchling.build"
 
 [tool.hatch.version]
-path = "./VERSION.txt"
+path = "VERSION.txt"
 pattern = "(?P<version>[^']+)"
 
 [tool.hatch.build.targets.sdist]
diff --git a/requirements-test.txt b/skore/requirements-test.txt
similarity index 100%
rename from requirements-test.txt
rename to skore/requirements-test.txt
diff --git a/requirements-tools.txt b/skore/requirements-tools.txt
similarity index 100%
rename from requirements-tools.txt
rename to skore/requirements-tools.txt
diff --git a/requirements.txt b/skore/requirements.txt
similarity index 100%
rename from requirements.txt
rename to skore/requirements.txt
diff --git a/src/skore/__init__.py b/skore/src/skore/__init__.py
similarity index 100%
rename from src/skore/__init__.py
rename to skore/src/skore/__init__.py
diff --git a/src/skore/__main__.py b/skore/src/skore/__main__.py
similarity index 100%
rename from src/skore/__main__.py
rename to skore/src/skore/__main__.py
diff --git a/src/skore/cli/__init__.py b/skore/src/skore/cli/__init__.py
similarity index 100%
rename from src/skore/cli/__init__.py
rename to skore/src/skore/cli/__init__.py
diff --git a/src/skore/cli/cli.py b/skore/src/skore/cli/cli.py
similarity index 100%
rename from src/skore/cli/cli.py
rename to skore/src/skore/cli/cli.py
diff --git a/src/skore/cli/create_project.py b/skore/src/skore/cli/create_project.py
similarity index 100%
rename from src/skore/cli/create_project.py
rename to skore/src/skore/cli/create_project.py
diff --git a/src/skore/cli/launch_dashboard.py b/skore/src/skore/cli/launch_dashboard.py
similarity index 100%
rename from src/skore/cli/launch_dashboard.py
rename to skore/src/skore/cli/launch_dashboard.py
diff --git a/src/skore/cli/quickstart_command.py b/skore/src/skore/cli/quickstart_command.py
similarity index 100%
rename from src/skore/cli/quickstart_command.py
rename to skore/src/skore/cli/quickstart_command.py
diff --git a/src/skore/item/__init__.py b/skore/src/skore/item/__init__.py
similarity index 100%
rename from src/skore/item/__init__.py
rename to skore/src/skore/item/__init__.py
diff --git a/src/skore/item/item.py b/skore/src/skore/item/item.py
similarity index 100%
rename from src/skore/item/item.py
rename to skore/src/skore/item/item.py
diff --git a/src/skore/item/item_repository.py b/skore/src/skore/item/item_repository.py
similarity index 100%
rename from src/skore/item/item_repository.py
rename to skore/src/skore/item/item_repository.py
diff --git a/src/skore/item/media_item.py b/skore/src/skore/item/media_item.py
similarity index 100%
rename from src/skore/item/media_item.py
rename to skore/src/skore/item/media_item.py
diff --git a/src/skore/item/numpy_array_item.py b/skore/src/skore/item/numpy_array_item.py
similarity index 100%
rename from src/skore/item/numpy_array_item.py
rename to skore/src/skore/item/numpy_array_item.py
diff --git a/src/skore/item/pandas_dataframe_item.py b/skore/src/skore/item/pandas_dataframe_item.py
similarity index 100%
rename from src/skore/item/pandas_dataframe_item.py
rename to skore/src/skore/item/pandas_dataframe_item.py
diff --git a/src/skore/item/pandas_series_item.py b/skore/src/skore/item/pandas_series_item.py
similarity index 100%
rename from src/skore/item/pandas_series_item.py
rename to skore/src/skore/item/pandas_series_item.py
diff --git a/src/skore/item/primitive_item.py b/skore/src/skore/item/primitive_item.py
similarity index 100%
rename from src/skore/item/primitive_item.py
rename to skore/src/skore/item/primitive_item.py
diff --git a/src/skore/item/sklearn_base_estimator_item.py b/skore/src/skore/item/sklearn_base_estimator_item.py
similarity index 100%
rename from src/skore/item/sklearn_base_estimator_item.py
rename to skore/src/skore/item/sklearn_base_estimator_item.py
diff --git a/src/skore/persistence/__init__.py b/skore/src/skore/persistence/__init__.py
similarity index 100%
rename from src/skore/persistence/__init__.py
rename to skore/src/skore/persistence/__init__.py
diff --git a/src/skore/persistence/abstract_storage.py b/skore/src/skore/persistence/abstract_storage.py
similarity index 100%
rename from src/skore/persistence/abstract_storage.py
rename to skore/src/skore/persistence/abstract_storage.py
diff --git a/src/skore/persistence/disk_cache_storage.py b/skore/src/skore/persistence/disk_cache_storage.py
similarity index 100%
rename from src/skore/persistence/disk_cache_storage.py
rename to skore/src/skore/persistence/disk_cache_storage.py
diff --git a/src/skore/persistence/in_memory_storage.py b/skore/src/skore/persistence/in_memory_storage.py
similarity index 100%
rename from src/skore/persistence/in_memory_storage.py
rename to skore/src/skore/persistence/in_memory_storage.py
diff --git a/src/skore/project.py b/skore/src/skore/project.py
similarity index 100%
rename from src/skore/project.py
rename to skore/src/skore/project.py
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