diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
new file mode 100644
index 0000000..ad1c6f2
--- /dev/null
+++ b/.github/workflows/tests.yml
@@ -0,0 +1,27 @@
+name: Tests
+on:
+  pull_request:
+    branches:
+      - '*'
+permissions:
+  contents: read
+  id-token: write
+concurrency:
+  cancel-in-progress: true
+  group: ${{ github.workflow }}-${{ github.ref }}
+jobs:
+  cookiecutter:
+    runs-on: ubuntu-latest
+    steps:
+    - name: Checkout
+      uses: actions/checkout@v4
+    - name: Install uv
+      uses: astral-sh/setup-uv@v5
+      with:
+        enable-cache: true
+    - name: Setup Python
+      uses: actions/setup-python@v5
+      with:
+        python-version-file: .python-version
+    - name: Test
+      run: uv run just test
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..ed29e00
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,14 @@
+# https://git-scm.com/docs/gitignore
+
+# IDE
+/.idea/
+/.vscode/
+
+# Python
+.venv/
+*.py[cod]
+__pycache__/
+.mypy_cache/
+.ruff_cache/
+.pytest_cache/
+.ipynb_checkpoints/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..efc69e0
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,15 @@
+# https://pre-commit.com
+# https://pre-commit.com/hooks.html
+
+default_language_version:
+  python: python3.13
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: 'v5.0.0'
+    hooks:
+      - id: check-added-large-files
+      - id: check-case-conflict
+      - id: check-merge-conflict
+      - id: end-of-file-fixer
+      - id: mixed-line-ending
+      - id: trailing-whitespace
diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000..24ee5b1
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.13
diff --git a/README.md b/README.md
index 838df9f..b22bd2a 100644
--- a/README.md
+++ b/README.md
@@ -23,11 +23,11 @@ You have the freedom to structure your `src/` and `tests/` directories according
 (This section was copied into the created project's README so tool info is available to users.)
 
 * **Streamlined Project Structure:** A well-defined directory layout for source code, tests, documentation, tasks, and Docker configurations.
-* **Poetry Integration:** Effortless dependency management and packaging with [Poetry](https://python-poetry.org/).
+Uv Integration: Effortless dependency management and packaging with [uv](https://docs.astral.sh/uv/).
 * **Automated Testing and Checks:** Pre-configured workflows using [Pytest](https://docs.pytest.org/), [Ruff](https://docs.astral.sh/ruff/), [Mypy](https://mypy.readthedocs.io/), [Bandit](https://bandit.readthedocs.io/), and [Coverage](https://coverage.readthedocs.io/) to ensure code quality, style, security, and type safety.
 * **Pre-commit Hooks:** Automatic code formatting and linting with [Ruff](https://docs.astral.sh/ruff/) and other pre-commit hooks to maintain consistency.
 * **Dockerized Deployment:** Dockerfile and docker-compose.yml for building and running the package within a containerized environment ([Docker](https://www.docker.com/)).
-* **Invoke Task Automation:** [PyInvoke](https://www.pyinvoke.org/) tasks to simplify development workflows such as cleaning, installing, formatting, checking, building, documenting and running the project.
+* **uv+just Task Automation:** [just](https://github.com/casey/just) commands to simplify development workflows such as cleaning, installing, formatting, checking, building, documenting and running the project.
 * **Comprehensive Documentation:** [pdoc](https://pdoc.dev/) generates API documentation, and Markdown files provide clear usage instructions.
 * **GitHub Workflow Integration:** Continuous integration and deployment workflows are set up using [GitHub Actions](https://github.com/features/actions), automating testing, checks, and publishing.
 
@@ -67,20 +67,23 @@ git init
 
 - `src/{{cookiecutter.package}}`: Your Python package source code.
 - `tests/`: Unit tests for your package.
-- `tasks/`: PyInvoke tasks for automation.
+- `tasks/`: `just` commands for automation.
 - `Dockerfile`: Configuration for building your Docker image.
 - `docker-compose.yml`: Orchestration file for running your project.
 
 4. **Start developing!**
 
-Use the provided Invoke tasks to manage your development workflow:
-
-- `invoke installs`: Install dependencies and pre-commit hooks.
-- `invoke formats`: Format your code.
-- `invoke checks`: Run code quality, type, security, and test checks.
-- `invoke docs`: Generate API documentation.
-- `invoke packages`: Build your Python package.
-- `invoke containers`: Build and run your Docker image.
+Use the provided `just` commands to manage your development workflow:
+
+- `uv run just check`: Run code quality, type, security, and test checks.
+- `uv run just clean`: Clean up generated files.
+- `uv run just commit`: Commit changes to your repository.
+- `uv run just doc`: Generate API documentation.
+- `uv run just docker`: Build and run your Docker image.
+- `uv run just format`: Format your code with Ruff.
+- `uv run just install`: Install dependencies, pre-commit hooks, and GitHub rulesets.
+- `uv run just package`: Build your Python package.
+- `uv run just project`: Run the project in the CLI.
 
 ## Example Usage
 
diff --git a/justfile b/justfile
new file mode 100644
index 0000000..8b93c66
--- /dev/null
+++ b/justfile
@@ -0,0 +1,33 @@
+# https://just.systems/man/en/
+
+# REQUIRES
+
+find := require("find")
+rm := require("rm")
+uv := require("uv")
+
+# DEFAULTS
+
+# display help information
+default:
+    @just --list
+
+# TASKS
+
+# clean the project
+clean:
+    rm -rf .venv/
+    rm -rf .mypy_cache/
+    rm -rf .pytest_cache/
+
+# install the project
+install:
+    uv sync --all-groups
+
+# setup the project hooks
+hooks:
+    uv run pre-commit install
+
+# run the project unit tests
+test:
+    uv run pytest tests/
diff --git a/poetry.toml b/poetry.toml
deleted file mode 100644
index 7783e1b..0000000
--- a/poetry.toml
+++ /dev/null
@@ -1,5 +0,0 @@
-# https://python-poetry.org/docs/configuration/
-
-[virtualenvs]
-in-project = true
-prefer-active-python = true
diff --git a/pyproject.toml b/pyproject.toml
index 4df96b1..1083e03 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,45 +1,41 @@
-# https://python-poetry.org/docs/pyproject/
+# https://docs.astral.sh/uv/reference/settings/
+# https://packaging.python.org/en/latest/guides/writing-pyproject-toml/
 
-# PACKAGE
+# PROJECT
 
-[tool.poetry]
+[project]
 name = "cookiecutter-mlops-package"
-version = "1.0.0"
-description = "Build and deploy Python packages and Docker images for MLOps tasks."
-repository = "https://github.com/fmind/cookiecutter-mlops-package"
-authors = ["Médéric HURIER <github@fmind.dev>"]
+version = "4.1.0"
+description = "Build and deploy Python packages and Docker images for MLOps projects."
+authors = [{ name = "Médéric HURIER", email = "github@fmind.dev" }]
 readme = "README.md"
-license = "MIT"
-package-mode = false
+requires-python = ">=3.13"
+license = { file = "LICENSE.txt" }
 
 # DEPENDENCIES
 
-[tool.poetry.dependencies]
-python = "^3.12"
+[dependency-groups]
+dev = [
+    "commitizen>=4.1.0",
+    "pre-commit>=4.0.1",
+    "pytest-cookies>=0.7.0",
+    "pytest-shell-utilities>=1.9.7",
+    "pytest>=8.3.4",
+    "rust-just>=1.39.0",
+]
 
-[tool.poetry.group.dev.dependencies]
-commitizen = "^3.28.0"
-invoke = "^2.2.0"
-pre-commit = "^3.7.1"
-pytest = "^8.3.2"
-pytest-cookies = "^0.7.0"
-pytest-shell-utilities = "^1.9.0"
+# TOOLS
 
-# CONFIGURATIONS
+[tool.uv]
+package = false
 
 [tool.commitizen]
 name = "cz_conventional_commits"
 tag_format = "v$version"
 version_scheme = "pep440"
-version_provider = "poetry"
+version_provider = "pep621"
 update_changelog_on_bump = true
 
 [tool.pytest.ini_options]
 log_cli = true
 log_cli_level = "INFO"
-
-# SYSTEMS
-
-[build-system]
-requires = ["poetry-core"]
-build-backend = "poetry.core.masonry.api"
diff --git a/tasks.py b/tasks.py
deleted file mode 100644
index 5460133..0000000
--- a/tasks.py
+++ /dev/null
@@ -1,25 +0,0 @@
-"""Tasks of the project."""
-
-# %% IMPORTS
-
-from invoke import task
-from invoke.context import Context
-
-# %% TASKS
-
-@task
-def install(ctx: Context) -> None:
-    """Install the project."""
-    ctx.run("poetry install")
-
-
-@task
-def hooks(ctx: Context) -> None:
-    """Setup the project hooks."""
-    ctx.run("poetry run pre-commit install")
-
-
-@task
-def test(ctx: Context) -> None:
-    """Run the project unit tests."""
-    ctx.run("poetry run pytest tests/")
diff --git a/tests/test_cookiecutter.py b/tests/test_cookiecutter.py
index 50df86d..4d7111c 100644
--- a/tests/test_cookiecutter.py
+++ b/tests/test_cookiecutter.py
@@ -9,14 +9,14 @@
 
 COMMANDS = [
     "git init",
-    "invoke cleans.reset",
-    "invoke installs",
-    "invoke formats",
-    "invoke checks",
-    "invoke docs",
-    "invoke projects",
-    "invoke packages",
-    "invoke containers",
+    "uv run just clean",
+    "uv run just install",
+    "uv run just format",
+    "uv run just check",
+    "uv run just doc",
+    "uv run just project",
+    "uv run just package",
+    "uv run just docker",
 ]
 
 # %% TESTS
@@ -25,14 +25,13 @@
 def test_project_generation(cookies: Cookies) -> None:
     """Test the generation of the project."""
     # given
-    context  = {
-        "user": "test",
+    context = {
+        "user": "tester",
         "name": "MLOps 123",
-        "license": "apache-2",
+        "license": "Apache-2.0",  # Note: needs to be a "valid SPDX identifier"
         "version": "1.0.0",
-        "description": "DONE",
-        "python_version": "3.12",
-        "mlflow_version": "2.14.3",
+        "description": "A test project.",
+        "python_version": "3.13",
     }
     repository = context['name'].lower().replace(' ', '-')
     package = repository.replace('-', '_')
@@ -47,13 +46,12 @@ def test_project_generation(cookies: Cookies) -> None:
     assert result.context == {
         "user": context['user'],
         "name": context['name'],
-        "repository": repository,
         "package": package,
+        "repository": repository,
         "license": context['license'],
         "version": context['version'],
         "description": context['description'],
         "python_version": context['python_version'],
-        "mlflow_version": context['mlflow_version'],
     }
     # - commands
     shell = Subprocess(cwd=result.project_path)
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..55e726b
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,655 @@
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diff --git a/CHANGELOG.md b/{{cookiecutter.repository}}/.env.example
similarity index 100%
rename from CHANGELOG.md
rename to {{cookiecutter.repository}}/.env.example
diff --git a/{{cookiecutter.repository}}/.github/actions/setup/action.yml b/{{cookiecutter.repository}}/.github/actions/setup/action.yml
index 09c8777..cd4f2ef 100644
--- a/{{cookiecutter.repository}}/.github/actions/setup/action.yml
+++ b/{{cookiecutter.repository}}/.github/actions/setup/action.yml
@@ -3,9 +3,11 @@ description: Setup for project workflows
 runs:
   using: composite
   steps:
-    - run: pipx install invoke poetry
-      shell: bash
-    - uses: actions/setup-python@v5
+    - name: Install uv
+      uses: astral-sh/setup-uv@v5
       with:
-        python-version: {{cookiecutter.python_version}}
-        cache: poetry
+        enable-cache: true
+    - name: Setup Python
+      uses: actions/setup-python@v5
+      with:
+        python-version-file: .python-version
diff --git a/{{cookiecutter.repository}}/.github/rulesets/main.json b/{{cookiecutter.repository}}/.github/rulesets/main.json
new file mode 100644
index 0000000..98d3035
--- /dev/null
+++ b/{{cookiecutter.repository}}/.github/rulesets/main.json
@@ -0,0 +1,58 @@
+{
+  "name": "main",
+  "target": "branch",
+  "enforcement": "active",
+  "conditions": {
+    "ref_name": {
+      "exclude": [],
+      "include": [
+        "~DEFAULT_BRANCH"
+      ]
+    }
+  },
+  "rules": [
+    {
+      "type": "deletion"
+    },
+    {
+      "type": "required_linear_history"
+    },
+    {
+      "type": "pull_request",
+      "parameters": {
+        "required_approving_review_count": 0,
+        "dismiss_stale_reviews_on_push": true,
+        "require_code_owner_review": false,
+        "require_last_push_approval": false,
+        "required_review_thread_resolution": false,
+        "allowed_merge_methods": [
+          "squash",
+          "rebase"
+        ]
+      }
+    },
+    {
+      "type": "required_status_checks",
+      "parameters": {
+        "strict_required_status_checks_policy": true,
+        "do_not_enforce_on_create": false,
+        "required_status_checks": [
+          {
+            "context": "checks",
+            "integration_id": 15368
+          }
+        ]
+      }
+    },
+    {
+      "type": "non_fast_forward"
+    }
+  ],
+  "bypass_actors": [
+    {
+      "actor_id": 5,
+      "actor_type": "RepositoryRole",
+      "bypass_mode": "always"
+    }
+  ]
+}
diff --git a/{{cookiecutter.repository}}/.github/workflows/check.yml b/{{cookiecutter.repository}}/.github/workflows/check.yml
index c9a1bb3..53508f1 100644
--- a/{{cookiecutter.repository}}/.github/workflows/check.yml
+++ b/{{cookiecutter.repository}}/.github/workflows/check.yml
@@ -2,7 +2,7 @@ name: Check
 on:
   pull_request:
     branches:
-      - main
+      - '*'
 concurrency:
   cancel-in-progress: true
   group: {% raw %}${{ github.workflow }}-${{ github.ref }}{% endraw %}
@@ -12,5 +12,9 @@ jobs:
     steps:
       - uses: actions/checkout@v4
       - uses: ./.github/actions/setup
-      - run: poetry install --with checks
-      - run: poetry run invoke checks
+      - run: uv sync --group=check
+      - run: uv run just check-code
+      - run: uv run just check-type
+      - run: uv run just check-format
+      - run: uv run just check-security
+      - run: uv run just check-coverage
diff --git a/{{cookiecutter.repository}}/.github/workflows/publish.yml b/{{cookiecutter.repository}}/.github/workflows/publish.yml
index 210dca7..c3a4814 100644
--- a/{{cookiecutter.repository}}/.github/workflows/publish.yml
+++ b/{{cookiecutter.repository}}/.github/workflows/publish.yml
@@ -5,7 +5,7 @@ on:
       - edited
       - published
 env:
-  DOCKER_IMAGE: ghcr.io/{{cookiecutter.user}}/{{cookiecutter.repository}}
+  DOCKER_IMAGE: ghcr.io/fmind/mlops-python-package
 concurrency:
   cancel-in-progress: true
   group: publish-workflow
@@ -15,8 +15,8 @@ jobs:
     steps:
       - uses: actions/checkout@v4
       - uses: ./.github/actions/setup
-      - run: poetry install --with docs
-      - run: poetry run invoke docs
+      - run: uv sync --group=doc
+      - run: uv run just doc
       - uses: JamesIves/github-pages-deploy-action@v4
         with:
           folder: docs/
@@ -28,8 +28,8 @@ jobs:
     steps:
       - uses: actions/checkout@v4
       - uses: ./.github/actions/setup
-      - run: poetry install --with dev
-      - run: poetry run invoke packages
+      - run: uv sync --only-dev
+      - run: uv run just package
       - uses: docker/login-action@v3
         with:
           registry: ghcr.io
diff --git a/{{cookiecutter.repository}}/.gitignore b/{{cookiecutter.repository}}/.gitignore
index 23bdea3..0abc593 100644
--- a/{{cookiecutter.repository}}/.gitignore
+++ b/{{cookiecutter.repository}}/.gitignore
@@ -29,168 +29,3 @@
 # Python
 *.py[cod]
 __pycache__/
-
-# https://github.com/github/gitignore/blob/main/Python.gitignore
-
-# Byte-compiled / optimized / DLL files
-__pycache__/
-*.py[cod]
-*$py.class
-
-# C extensions
-*.so
-
-# Distribution / packaging
-.Python
-build/
-develop-eggs/
-dist/
-downloads/
-eggs/
-.eggs/
-lib/
-lib64/
-parts/
-sdist/
-var/
-wheels/
-share/python-wheels/
-*.egg-info/
-.installed.cfg
-*.egg
-MANIFEST
-
-# PyInstaller
-#  Usually these files are written by a python script from a template
-#  before PyInstaller builds the exe, so as to inject date/other infos into it.
-*.manifest
-*.spec
-
-# Installer logs
-pip-log.txt
-pip-delete-this-directory.txt
-
-# Unit test / coverage reports
-htmlcov/
-.tox/
-.nox/
-.coverage
-.coverage.*
-.cache
-nosetests.xml
-coverage.xml
-*.cover
-*.py,cover
-.hypothesis/
-.pytest_cache/
-cover/
-
-# Translations
-*.mo
-*.pot
-
-# Django stuff:
-*.log
-local_settings.py
-db.sqlite3
-db.sqlite3-journal
-
-# Flask stuff:
-instance/
-.webassets-cache
-
-# Scrapy stuff:
-.scrapy
-
-# Sphinx documentation
-docs/_build/
-
-# PyBuilder
-.pybuilder/
-target/
-
-# Jupyter Notebook
-.ipynb_checkpoints
-
-# IPython
-profile_default/
-ipython_config.py
-
-# pyenv
-#   For a library or package, you might want to ignore these files since the code is
-#   intended to run in multiple environments; otherwise, check them in:
-# .python-version
-
-# pipenv
-#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
-#   However, in case of collaboration, if having platform-specific dependencies or dependencies
-#   having no cross-platform support, pipenv may install dependencies that don't work, or not
-#   install all needed dependencies.
-#Pipfile.lock
-
-# poetry
-#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
-#   This is especially recommended for binary packages to ensure reproducibility, and is more
-#   commonly ignored for libraries.
-#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
-#poetry.lock
-
-# pdm
-#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
-#pdm.lock
-#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
-#   in version control.
-#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
-.pdm.toml
-.pdm-python
-.pdm-build/
-
-# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
-__pypackages__/
-
-# Celery stuff
-celerybeat-schedule
-celerybeat.pid
-
-# SageMath parsed files
-*.sage.py
-
-# Environments
-.env
-.venv
-env/
-venv/
-ENV/
-env.bak/
-venv.bak/
-
-# Spyder project settings
-.spyderproject
-.spyproject
-
-# Rope project settings
-.ropeproject
-
-# mkdocs documentation
-/site
-
-# mypy
-.mypy_cache/
-.dmypy.json
-dmypy.json
-
-# Pyre type checker
-.pyre/
-
-# pytype static type analyzer
-.pytype/
-
-# Cython debug symbols
-cython_debug/
-
-# 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
-#  and can be added to the global gitignore or merged into this file.  For a more nuclear
-#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
-#.idea/
diff --git a/{{cookiecutter.repository}}/.pre-commit-config.yaml b/{{cookiecutter.repository}}/.pre-commit-config.yaml
index 0b893e6..98b4fa3 100644
--- a/{{cookiecutter.repository}}/.pre-commit-config.yaml
+++ b/{{cookiecutter.repository}}/.pre-commit-config.yaml
@@ -5,7 +5,7 @@ default_language_version:
   python: python{{cookiecutter.python_version}}
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.6.0
+    rev: 'v5.0.0'
     hooks:
       - id: check-added-large-files
       - id: check-case-conflict
@@ -16,18 +16,18 @@ repos:
       - id: end-of-file-fixer
       - id: mixed-line-ending
       - id: trailing-whitespace
-  - repo: https://github.com/python-poetry/poetry
-    rev: 1.8.3
-    hooks:
-      - id: poetry-check
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.5.0
+    rev: 'v0.9.9'
     hooks:
       - id: ruff
       - id: ruff-format
+  - repo: https://github.com/PyCQA/bandit
+    rev: '1.8.3'
+    hooks:
+    - id: bandit
   # - repo: https://github.com/commitizen-tools/commitizen
-  #   rev: v3.27.0
+  #   rev: 'v4.4.1'
   #   hooks:
   #     - id: commitizen
   #     - id: commitizen-branch
-  #       stages: [push]
+  #       stages: [pre-push]
diff --git a/{{cookiecutter.repository}}/.python-version b/{{cookiecutter.repository}}/.python-version
new file mode 100644
index 0000000..a2b2ca5
--- /dev/null
+++ b/{{cookiecutter.repository}}/.python-version
@@ -0,0 +1 @@
+{{cookiecutter.python_version}}
diff --git a/{{cookiecutter.repository}}/Dockerfile b/{{cookiecutter.repository}}/Dockerfile
index 19d9a46..8059e6f 100644
--- a/{{cookiecutter.repository}}/Dockerfile
+++ b/{{cookiecutter.repository}}/Dockerfile
@@ -1,15 +1,14 @@
 # https://docs.docker.com/engine/reference/builder/
-FROM python:{{cookiecutter.python_version}}-slim
 
-# Install dependencies with poetry
-RUN pip install --progress-bar off poetry==1.8.2
-COPY poetry.lock pyproject.toml ./
-RUN poetry export -f requirements.txt --output requirements.txt --without-hashes
-RUN pip install --progress-bar off -r requirements.txt
-RUN rm poetry.lock pyproject.toml
+FROM ghcr.io/astral-sh/uv:python{{cookiecutter.python_version}}-bookworm
+COPY dist/*.whl .
+RUN uv pip install --system *.whl
+CMD ["{{cookiecutter.repository}}", "--help"]
 
 COPY ./src /app
 ENV PYTHONPATH="${PYTHONPATH}:/app"
 WORKDIR /app
 
-CMD ["uvicorn", "example_app.main:app", "--host", "0.0.0.0"]
+CMD ["{{cookiecutter.repository}}", "--help"]
+# Example command
+# CMD ["uvicorn", "example_app.main:app", "--host", "0.0.0.0"]
diff --git a/{{cookiecutter.repository}}/README.md b/{{cookiecutter.repository}}/README.md
index e827219..2d38585 100644
--- a/{{cookiecutter.repository}}/README.md
+++ b/{{cookiecutter.repository}}/README.md
@@ -6,7 +6,7 @@
 [![License](https://img.shields.io/github/license/{{cookiecutter.user}}/{{cookiecutter.repository}})](https://github.com/{{cookiecutter.user}}/{{cookiecutter.repository}}/blob/main/LICENCE.txt)
 [![Release](https://img.shields.io/github/v/release/{{cookiecutter.user}}/{{cookiecutter.repository}})](https://github.com/{{cookiecutter.user}}/{{cookiecutter.repository}}/releases)
 
-# Description
+# Description	
 
 {{cookiecutter.description}}.
 
@@ -14,67 +14,52 @@
 
 # Installation
 
-Initialize your project with the provided invoke command.
-```bash
-# Install dependencies and pre-commit hooks
-invoke installs
+Initialize your project with the provided `just` command.
+```bash	
+# Install dependencies and pre-commit hooks	
+uv run just install	
 ```
-
 # Usage
 
 (The source comes with an example python package and an example FastAPI app. Delete this comment and add details for your application.)
 
 Test the example package
 ```bash
-poetry run {{cookiecutter.repository}}
+uv run {{cookiecutter.repository}}
 ```
 
 Test the example API with Docker:
-```bash
-poetry add fastapi uvicorn
+```bash	
+uv add fastapi uvicorn	
 
-# Invoke docker compose
-invoke containers
+# Invoke docker compose	
+uv run just docker-compose
 
-# Or run with docker compose
-docker compose up --build
+# Or run with docker compose	
+docker compose up --build	
 
-# Or run with docker
-# Note: specify platform if running on Apple M chip 
-docker build --platform linux/amd64 -t angle-to-geo-image -f Dockerfile .
-docker run -it --platform linux/amd64 --name angle-to-geo-test-ctr -p 8000:8000 angle-to-geo-image
+# Or run with docker	
+# Note: specify platform if running on Apple M chip 	
+docker build --platform linux/amd64 -t {{cookiecutter.repository}}-image -f Dockerfile .	
+docker run -it --platform linux/amd64 --name {{cookiecutter.repository}}-ctr -p 8000:8000 {{cookiecutter.repository}}-image	
 ```
 
+Test the API using the local environment:
 ```bash
-poetry add fastapi uvicorn
-# Test the API using the local environment
-cd src
-poetry run uvicorn example_app.main:app --reload
+cd src	
+uv run uvicorn example_app.main:app --reload
 ```
 
 ## Development Features
 
+(This section was copied into the created project's README so tool info is available to users.)
+
 * **Streamlined Project Structure:** A well-defined directory layout for source code, tests, documentation, tasks, and Docker configurations.
-* **Poetry Integration:** Effortless dependency management and packaging with [Poetry](https://python-poetry.org/).
+Uv Integration: Effortless dependency management and packaging with [uv](https://docs.astral.sh/uv/).
 * **Automated Testing and Checks:** Pre-configured workflows using [Pytest](https://docs.pytest.org/), [Ruff](https://docs.astral.sh/ruff/), [Mypy](https://mypy.readthedocs.io/), [Bandit](https://bandit.readthedocs.io/), and [Coverage](https://coverage.readthedocs.io/) to ensure code quality, style, security, and type safety.
 * **Pre-commit Hooks:** Automatic code formatting and linting with [Ruff](https://docs.astral.sh/ruff/) and other pre-commit hooks to maintain consistency.
 * **Dockerized Deployment:** Dockerfile and docker-compose.yml for building and running the package within a containerized environment ([Docker](https://www.docker.com/)).
-* **Invoke Task Automation:** [PyInvoke](https://www.pyinvoke.org/) tasks to simplify development workflows such as cleaning, installing, formatting, checking, building, documenting, and running MLflow projects.
+* **uv+just Task Automation:** [just](https://github.com/casey/just) commands to simplify development workflows such as cleaning, installing, formatting, checking, building, documenting and running the project.
 * **Comprehensive Documentation:** [pdoc](https://pdoc.dev/) generates API documentation, and Markdown files provide clear usage instructions.
 * **GitHub Workflow Integration:** Continuous integration and deployment workflows are set up using [GitHub Actions](https://github.com/features/actions), automating testing, checks, and publishing.
 
-Use the provided Invoke tasks to manage your development workflow:
-
-- `invoke installs`: Install dependencies and pre-commit hooks.
-- `invoke formats`: Format your code.
-- `invoke checks`: Run code quality, type, security, and test checks.
-- `invoke docs`: Generate API documentation.
-- `invoke packages`: Build your Python package.
-- `invoke containers`: Build and run your Docker image.
-
-### Using Ruff with PyCharm
-
-Note: First version of [Ruff plugin](https://github.com/koxudaxi/ruff-pycharm-plugin) would have issues (v0.0.27) apparently due to my PyCharm version (2023.2).
-
-I upgraded to (2024.2) and Ruff 0.0.39 and now autosave works.
-
diff --git a/{{cookiecutter.repository}}/docker-compose.yml b/{{cookiecutter.repository}}/docker-compose.yml
index bb1c479..134016e 100644
--- a/{{cookiecutter.repository}}/docker-compose.yml
+++ b/{{cookiecutter.repository}}/docker-compose.yml
@@ -3,7 +3,7 @@
 services:
   fastapi_app:  # Name your service
     build: .  # Build the image from the current directory (.)
-    command: ["uvicorn", "angle_to_geo.main:app", "--host", "0.0.0.0", "--reload"]
+    command: ["uvicorn", "{{cookiecutter.repository}}.main:app", "--host", "0.0.0.0", "--reload"]
     ports:
       - "8000:8000"  # Map container port 8000 to host port 8000
     volumes:
diff --git a/{{cookiecutter.repository}}/invoke.yaml b/{{cookiecutter.repository}}/invoke.yaml
deleted file mode 100644
index 272d689..0000000
--- a/{{cookiecutter.repository}}/invoke.yaml
+++ /dev/null
@@ -1,8 +0,0 @@
-# https://docs.pyinvoke.org/en/latest/index.html
-
-run:
-  echo: true
-project:
-  name: {{cookiecutter.name}}
-  package: {{cookiecutter.package}}
-  repository: {{cookiecutter.repository}}
diff --git a/{{cookiecutter.repository}}/justfile b/{{cookiecutter.repository}}/justfile
new file mode 100644
index 0000000..e274338
--- /dev/null
+++ b/{{cookiecutter.repository}}/justfile
@@ -0,0 +1,37 @@
+# https://just.systems/man/en/
+
+# REQUIRES
+
+docker := require("docker")
+find := require("find")
+rm := require("rm")
+uv := require("uv")
+
+# SETTINGS
+
+set dotenv-load := true
+
+# VARIABLES
+
+PACKAGE := "{{cookiecutter.package}}"
+REPOSITORY := "{{cookiecutter.repository}}"
+SOURCES := "src"
+TESTS := "tests"
+
+# DEFAULTS
+
+# display help information
+default:
+    @just --list
+
+# IMPORTS
+
+import 'tasks/check.just'
+import 'tasks/clean.just'
+import 'tasks/commit.just'
+import 'tasks/doc.just'
+import 'tasks/docker.just'
+import 'tasks/format.just'
+import 'tasks/install.just'
+import 'tasks/package.just'
+import 'tasks/project.just'
diff --git a/{{cookiecutter.repository}}/poetry.toml b/{{cookiecutter.repository}}/poetry.toml
deleted file mode 100644
index 7783e1b..0000000
--- a/{{cookiecutter.repository}}/poetry.toml
+++ /dev/null
@@ -1,5 +0,0 @@
-# https://python-poetry.org/docs/configuration/
-
-[virtualenvs]
-in-project = true
-prefer-active-python = true
diff --git a/{{cookiecutter.repository}}/pyproject.toml b/{{cookiecutter.repository}}/pyproject.toml
index abe7d16..97cbc34 100644
--- a/{{cookiecutter.repository}}/pyproject.toml
+++ b/{{cookiecutter.repository}}/pyproject.toml
@@ -1,49 +1,54 @@
-# https://python-poetry.org/docs/pyproject/
+# https://docs.astral.sh/uv/reference/settings/
+# https://packaging.python.org/en/latest/guides/writing-pyproject-toml/
 
 # PROJECT
 
-[tool.poetry]
+[project]
 name = "{{cookiecutter.repository}}"
 version = "{{cookiecutter.version}}"
 description = "{{cookiecutter.description}}"
-repository = "https://github.com/{{cookiecutter.user}}/{{cookiecutter.repository}}"
-documentation = "https://{{cookiecutter.user}}.github.io/{{cookiecutter.repository}}/"
-authors = ["{{cookiecutter.user}}"]
+authors = [{ name = "{{cookiecutter.user}}" }]
 readme = "README.md"
 license = "{{cookiecutter.license}}"
-packages = [{ include = "{{cookiecutter.package}}", from = "src" }]
+requires-python = ">={{cookiecutter.python_version}}"
+dependencies = [
+    "hatchling>=1.27.0",
+]
+
+# LINKS
+
+[project.urls]
+Homepage = "https://github.com/{{cookiecutter.user}}/{{cookiecutter.repository}}"
+Documentation = "https://{{cookiecutter.user}}.github.io/{{cookiecutter.repository}}/"
+Repository = "https://github.com/{{cookiecutter.user}}/{{cookiecutter.repository}}e"
+"Bug Tracker" = "https://github.com/{{cookiecutter.user}}/{{cookiecutter.repository}}/issues"
 
 # SCRIPTS
 
-[tool.poetry.scripts]
+[project.scripts]
 {{cookiecutter.repository}} = "{{cookiecutter.package}}.scripts:main"
 
 # DEPENDENCIES
 
-[tool.poetry.dependencies]
-python = "^{{cookiecutter.python_version}}"
-loguru = "^0.7.2"
-
-[tool.poetry.group.checks.dependencies]
-bandit = "^1.7.9"
-coverage = "^7.5.4"
-mypy = "^1.10.1"
-pytest = "^8.2.2"
-pytest-cov = "^5.0.0"
-pytest-xdist = "^3.6.1"
-ruff = "^0.5.0"
-
-[tool.poetry.group.commits.dependencies]
-commitizen = "^3.27.0"
-pre-commit = "^3.7.1"
-
-[tool.poetry.group.dev.dependencies]
-invoke = "^2.2.0"
-
-[tool.poetry.group.docs.dependencies]
-pdoc = "^14.5.1"
-
-# CONFIGURATIONS
+[dependency-groups]
+check = [
+    "bandit>=1.8.3",
+    "coverage>=7.6.12",
+    "mypy>=1.15.0",
+    "pytest>=8.3.5",
+    "pytest-cov>=6.0.0",
+    "pytest-mock>=3.14.0",
+    "pytest-xdist>=3.6.1",
+    "ruff>=0.9.9",
+]
+commit = ["commitizen>=4.4.1", "pre-commit>=4.1.0"]
+dev = ["rust-just>=1.39.0"]
+doc = ["pdoc>=15.0.1"]
+
+# TOOLS
+
+[tool.uv]
+default-groups = ["check", "commit", "dev", "doc"]
 
 [tool.bandit]
 targets = ["src"]
@@ -52,7 +57,7 @@ targets = ["src"]
 name = "cz_conventional_commits"
 tag_format = "v$version"
 version_scheme = "pep440"
-version_provider = "poetry"
+version_provider = "pep621"
 update_changelog_on_bump = true
 
 [tool.coverage.run]
@@ -62,11 +67,12 @@ omit = ["__main__.py"]
 
 [tool.mypy]
 pretty = true
-strict = true
-python_version = "3.12"
+python_version = "3.13"
 check_untyped_defs = true
 ignore_missing_imports = true
-disable_error_code = "import-untyped"
+strict = false
+disable_error_code = ["import-untyped", "disallow-untyped-decorators"]
+# See https://mypy.readthedocs.io/en/stable/config_file.html#untyped-definitions-and-calls
 
 [tool.pytest.ini_options]
 addopts = "--verbosity=2"
@@ -76,8 +82,7 @@ pythonpath = ["src"]
 fix = true
 indent-width = 4
 line-length = 100
-target-version = "py312"
-src = ["src"]
+target-version = "py313"
 
 [tool.ruff.lint]
 extend-select = ["I"]
@@ -94,5 +99,5 @@ convention = "google"
 # SYSTEMS
 
 [build-system]
-requires = ["poetry-core"]
-build-backend = "poetry.core.masonry.api"
+requires = ["hatchling"]
+build-backend = "hatchling.build"
diff --git a/{{cookiecutter.repository}}/src/example_app/__init__.py b/{{cookiecutter.repository}}/src/example_app/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/{{cookiecutter.repository}}/src/example_app/main.py b/{{cookiecutter.repository}}/src/example_app/main.py
index b5b63c5..41bbc5b 100644
--- a/{{cookiecutter.repository}}/src/example_app/main.py
+++ b/{{cookiecutter.repository}}/src/example_app/main.py
@@ -1,15 +1,8 @@
-"""
-Setup:
-    pip install fastapi uvicorn
-
-Run:
-    uvicorn main:app --reload
-"""
-
+# Ensure to install before running
 from fastapi import FastAPI
 
 app = FastAPI()
 
 @app.get("/")
-def hello_world():
-    return {"Hello": "World"}
\ No newline at end of file
+def hello_world() -> dict[str, str]:
+    return {"Hello": "World"}
diff --git a/{{cookiecutter.repository}}/tasks/__init__.py b/{{cookiecutter.repository}}/tasks/__init__.py
deleted file mode 100644
index 9d2aa99..0000000
--- a/{{cookiecutter.repository}}/tasks/__init__.py
+++ /dev/null
@@ -1,33 +0,0 @@
-"""Task collections for the project."""
-
-# mypy: ignore-errors
-
-# %% IMPORTS
-
-from invoke import Collection
-
-from . import (
-    checks,
-    cleans,
-    commits,
-    containers,
-    docs,
-    formats,
-    installs,
-    packages,
-)
-
-# %% NAMESPACES
-
-ns = Collection()
-
-# %% COLLECTIONS
-
-ns.add_collection(checks)
-ns.add_collection(cleans)
-ns.add_collection(commits)
-ns.add_collection(containers)
-ns.add_collection(docs)
-ns.add_collection(formats)
-ns.add_collection(installs)
-ns.add_collection(packages)
diff --git a/{{cookiecutter.repository}}/tasks/check.just b/{{cookiecutter.repository}}/tasks/check.just
new file mode 100644
index 0000000..f7b84ba
--- /dev/null
+++ b/{{cookiecutter.repository}}/tasks/check.just
@@ -0,0 +1,33 @@
+# run check tasks
+[group('check')]
+check: check-code check-type check-format check-security check-coverage
+
+# check code quality
+[group('check')]
+check-code:
+    {% raw %}uv run ruff check {{SOURCES}} {{TESTS}}{% endraw %}
+
+# check code coverage
+[group('check')]
+check-coverage numprocesses="auto" cov_fail_under="80":
+    {% raw %}uv run pytest --numprocesses={{numprocesses}} --cov={{SOURCES}} --cov-fail-under={{cov_fail_under}} {{TESTS}}{% endraw %}
+
+# check code format
+[group('check')]
+check-format:
+    {% raw %}uv run ruff format --check {{SOURCES}} {{TESTS}}{% endraw %}
+
+# check code security
+[group('check')]
+check-security:
+    {% raw %}uv run bandit --recursive --configfile=pyproject.toml {{SOURCES}}{% endraw %}
+
+# check unit tests
+[group('check')]
+check-test numprocesses="auto":
+    {% raw %}uv run pytest --numprocesses={{numprocesses}} {{TESTS}}{% endraw %}
+
+# check code typing
+[group('check')]
+check-type:
+    {% raw %}uv run mypy {{SOURCES}} {{TESTS}}{% endraw %}
diff --git a/{{cookiecutter.repository}}/tasks/checks.py b/{{cookiecutter.repository}}/tasks/checks.py
deleted file mode 100644
index 853d109..0000000
--- a/{{cookiecutter.repository}}/tasks/checks.py
+++ /dev/null
@@ -1,55 +0,0 @@
-"""Check tasks for pyinvoke."""
-
-# %% IMPORTS
-
-from invoke.context import Context
-from invoke.tasks import task
-
-# %% TASKS
-
-
-@task
-def poetry(ctx: Context) -> None:
-    """Check poetry config files."""
-    ctx.run("poetry check --lock")
-
-
-@task
-def format(ctx: Context) -> None:
-    """Check the formats with ruff."""
-    ctx.run("poetry run ruff format --check src/ tasks/ tests/")
-
-
-@task
-def type(ctx: Context) -> None:
-    """Check the types with mypy."""
-    ctx.run("poetry run mypy src/ tasks/ tests/")
-
-
-@task
-def code(ctx: Context) -> None:
-    """Check the codes with ruff."""
-    ctx.run("poetry run ruff check src/ tasks/ tests/")
-
-
-@task
-def test(ctx: Context) -> None:
-    """Check the tests with pytest."""
-    ctx.run("poetry run pytest --numprocesses='auto' tests/")
-
-
-@task
-def security(ctx: Context) -> None:
-    """Check the security with bandit."""
-    ctx.run("poetry run bandit --recursive --configfile=pyproject.toml src/")
-
-
-@task
-def coverage(ctx: Context) -> None:
-    """Check the coverage with coverage."""
-    ctx.run("poetry run pytest --numprocesses='auto' --cov=src/ --cov-fail-under=80 tests/")
-
-
-@task(pre=[poetry, format, type, code, security, coverage], default=True)
-def all(_: Context) -> None:
-    """Run all check tasks."""
diff --git a/{{cookiecutter.repository}}/tasks/clean.just b/{{cookiecutter.repository}}/tasks/clean.just
new file mode 100644
index 0000000..21061a5
--- /dev/null
+++ b/{{cookiecutter.repository}}/tasks/clean.just
@@ -0,0 +1,71 @@
+# run clean tasks
+[group('clean')]
+clean: clean-build clean-cache clean-constraints clean-coverage clean-docs clean-mlruns clean-mypy clean-outputs clean-pytest clean-python clean-requirements clean-ruff
+
+# clean build folders
+[group('clean')]
+clean-build:
+    rm -rf dist/
+    rm -rf build/
+
+# clean cache folder
+[group('clean')]
+clean-cache:
+    rm -rf .cache/
+
+# clean constraints file
+[group('clean')]
+clean-constraints:
+    rm -rf constraints.txt
+
+# clean coverage files
+[group('clean')]
+clean-coverage:
+    rm -rf .coverage*
+
+# clean docs folder
+[group('clean')]
+clean-docs:
+    rm -rf docs/
+
+# clean mlruns folder
+[group('clean')]
+clean-mlruns:
+    rm -rf mlruns/*
+
+# clean mypy folders
+[group('clean')]
+clean-mypy:
+    rm -rf .mypy_cache/
+
+# clean outputs folder
+[group('clean')]
+clean-outputs:
+    rm -rf outputs/*
+
+# clean pytest cache
+[group('clean')]
+clean-pytest:
+    rm -rf .pytest_cache/
+
+# clean python caches
+[group('clean')]
+clean-python:
+    find . -type f -name '*.py[co]' -delete
+    find . -type d -name __pycache__ -exec rm -r {} \+
+
+# clean requirements file
+[group('clean')]
+clean-requirements:
+    rm -f requirements.txt
+
+# clean ruff cache
+[group('clean')]
+clean-ruff:
+    rm -rf .ruff_cache/
+
+# clean venv folder
+[confirm]
+[group('clean')]
+clean-venv:
+    rm -rf .venv/
diff --git a/{{cookiecutter.repository}}/tasks/cleans.py b/{{cookiecutter.repository}}/tasks/cleans.py
deleted file mode 100644
index be82427..0000000
--- a/{{cookiecutter.repository}}/tasks/cleans.py
+++ /dev/null
@@ -1,105 +0,0 @@
-"""Clean tasks for pyinvoke."""
-
-# %% IMPORTS
-
-from invoke.context import Context
-from invoke.tasks import task
-
-# %% TASKS
-
-# %% - Tools
-
-
-@task
-def mypy(ctx: Context) -> None:
-    """Clean the mypy tool."""
-    ctx.run("rm -rf .mypy_cache/")
-
-
-@task
-def ruff(ctx: Context) -> None:
-    """Clean the ruff tool."""
-    ctx.run("rm -rf .ruff_cache/")
-
-
-@task
-def pytest(ctx: Context) -> None:
-    """Clean the pytest tool."""
-    ctx.run("rm -rf .pytest_cache/")
-
-
-@task
-def coverage(ctx: Context) -> None:
-    """Clean the coverage tool."""
-    ctx.run("rm -f .coverage*")
-
-
-# %% - Folders
-
-
-@task
-def dist(ctx: Context) -> None:
-    """Clean the dist folder."""
-    ctx.run("rm -f dist/*")
-
-
-@task
-def docs(ctx: Context) -> None:
-    """Clean the docs folder."""
-    ctx.run("rm -rf docs/*")
-
-
-@task
-def cache(ctx: Context) -> None:
-    """Clean the cache folder."""
-    ctx.run("rm -rf .cache/")
-
-
-# %% - Sources
-
-
-@task
-def venv(ctx: Context) -> None:
-    """Clean the venv folder."""
-    ctx.run("rm -rf .venv/")
-
-
-@task
-def poetry(ctx: Context) -> None:
-    """Clean poetry lock file."""
-    ctx.run("rm -f poetry.lock")
-
-
-@task
-def python(ctx: Context) -> None:
-    """Clean python caches and bytecodes."""
-    ctx.run("find . -type f -name '*.py[co]' -delete")
-    ctx.run(r"find . -type d -name __pycache__ -exec rm -r {} \+")
-
-
-# %% - Combines
-
-
-@task(pre=[mypy, ruff, pytest, coverage])
-def tools(_: Context) -> None:
-    """Run all tools tasks."""
-
-
-@task(pre=[dist, docs, cache])
-def folders(_: Context) -> None:
-    """Run all folders tasks."""
-
-
-@task(pre=[venv, poetry, python])
-def sources(_: Context) -> None:
-    """Run all sources tasks."""
-
-
-@task(pre=[tools, folders], default=True)
-def all(_: Context) -> None:
-    """Run all tools and folders tasks."""
-
-
-@task(pre=[all, sources])
-def reset(_: Context) -> None:
-    """Run all tools, folders, sources, and projects tasks."""
diff --git a/{{cookiecutter.repository}}/tasks/commit.just b/{{cookiecutter.repository}}/tasks/commit.just
new file mode 100644
index 0000000..5171dbe
--- /dev/null
+++ b/{{cookiecutter.repository}}/tasks/commit.just
@@ -0,0 +1,14 @@
+# bump package
+[group('commit')]
+commit-bump:
+    uv run cz bump
+
+# commit package
+[group('commit')]
+commit-files:
+    uv run cz commit
+
+# get commit info
+[group('commit')]
+commit-info:
+    uv run cz info
diff --git a/{{cookiecutter.repository}}/tasks/commits.py b/{{cookiecutter.repository}}/tasks/commits.py
deleted file mode 100644
index 88b087b..0000000
--- a/{{cookiecutter.repository}}/tasks/commits.py
+++ /dev/null
@@ -1,31 +0,0 @@
-"""Commits tasks for pyinvoke."""
-
-# %% IMPORTS
-
-from invoke.context import Context
-from invoke.tasks import task
-
-# %% TASKS
-
-
-@task
-def info(ctx: Context) -> None:
-    """Print a guide for messages."""
-    ctx.run("poetry run cz info")
-
-
-@task
-def bump(ctx: Context) -> None:
-    """Bump the version of the package."""
-    ctx.run("poetry run cz bump", pty=True)
-
-
-@task
-def commit(ctx: Context) -> None:
-    """Commit all changes with a message."""
-    ctx.run("poetry run cz commit", pty=True)
-
-
-@task(pre=[commit], default=True)
-def all(_: Context) -> None:
-    """Run all commit tasks."""
diff --git a/{{cookiecutter.repository}}/tasks/containers.py b/{{cookiecutter.repository}}/tasks/containers.py
deleted file mode 100644
index d14152e..0000000
--- a/{{cookiecutter.repository}}/tasks/containers.py
+++ /dev/null
@@ -1,37 +0,0 @@
-"""Container tasks for pyinvoke."""
-
-# %% IMPORTS
-
-from invoke.context import Context
-from invoke.tasks import task
-
-from . import packages
-
-# %% CONFIGS
-
-IMAGE_TAG = "latest"
-
-# %% TASKS
-
-
-@task
-def compose(ctx: Context) -> None:
-    """Start up docker compose."""
-    ctx.run("docker compose up --build")
-
-
-@task(pre=[packages.build])
-def build(ctx: Context, tag: str = IMAGE_TAG) -> None:
-    """Build the container image."""
-    ctx.run(f"docker build --tag={ctx.project.repository}:{tag} .")
-
-
-@task
-def run(ctx: Context, tag: str = IMAGE_TAG) -> None:
-    """Run the container image."""
-    ctx.run(f"docker run --rm {ctx.project.repository}:{tag}")
-
-
-@task(pre=[build, run], default=True)
-def all(_: Context) -> None:
-    """Run all container tasks."""
diff --git a/{{cookiecutter.repository}}/tasks/doc.just b/{{cookiecutter.repository}}/tasks/doc.just
new file mode 100644
index 0000000..9763649
--- /dev/null
+++ b/{{cookiecutter.repository}}/tasks/doc.just
@@ -0,0 +1,13 @@
+# run doc tasks
+[group('doc')]
+doc: doc-build
+
+# build documentation
+[group('doc')]
+doc-build format="google" output="docs": clean-docs
+    {% raw %}uv run pdoc --docformat={{format}} --output-directory={{output}} {{SOURCES}}/{{PACKAGE}}{% endraw %}
+
+# serve documentation
+[group('doc')]
+doc-serve format="google" port="8088":
+    {% raw %}uv run pdoc --docformat={{format}} --port={{port}} {{SOURCES}}/{{PACKAGE}}{% endraw %}
diff --git a/{{cookiecutter.repository}}/tasks/docker.just b/{{cookiecutter.repository}}/tasks/docker.just
new file mode 100644
index 0000000..d9d7440
--- /dev/null
+++ b/{{cookiecutter.repository}}/tasks/docker.just
@@ -0,0 +1,18 @@
+# run docker tasks
+[group('docker')]
+docker: docker-build docker-run
+
+# build docker image
+[group('docker')]
+docker-build tag="latest": package-build
+    {% raw %}docker build --tag={{REPOSITORY}}:{{tag}} .{% endraw %}
+
+# start docker compose
+[group('docker')]
+docker-compose:
+    docker compose up --build
+
+# run latest docker image
+[group('docker')]
+docker-run tag="latest":
+    {% raw %}docker run --rm {{REPOSITORY}}:{{tag}}{% endraw %}
diff --git a/{{cookiecutter.repository}}/tasks/docs.py b/{{cookiecutter.repository}}/tasks/docs.py
deleted file mode 100644
index 21eea9e..0000000
--- a/{{cookiecutter.repository}}/tasks/docs.py
+++ /dev/null
@@ -1,34 +0,0 @@
-"""Docs tasks for pyinvoke."""
-
-# %% IMPORTS
-
-from invoke.context import Context
-from invoke.tasks import task
-
-from . import cleans
-
-# %% CONFIGS
-
-DOC_FORMAT = "google"
-OUTPUT_DIR = "docs/"
-
-# %% TASKS
-
-
-@task
-def serve(ctx: Context, format: str = DOC_FORMAT, port: int = 8088) -> None:
-    """Serve the API docs with pdoc."""
-    ctx.run(f"poetry run pdoc --docformat={format} --port={port} src/{ctx.project.package}")
-
-
-@task
-def api(ctx: Context, format: str = DOC_FORMAT, output_dir: str = OUTPUT_DIR) -> None:
-    """Generate the API docs with pdoc."""
-    ctx.run(
-        f"poetry run pdoc --docformat={format} --output-directory={output_dir} src/{ctx.project.package}"
-    )
-
-
-@task(pre=[cleans.docs, api], default=True)
-def all(_: Context) -> None:
-    """Run all docs tasks."""
diff --git a/{{cookiecutter.repository}}/tasks/format.just b/{{cookiecutter.repository}}/tasks/format.just
new file mode 100644
index 0000000..78bea80
--- /dev/null
+++ b/{{cookiecutter.repository}}/tasks/format.just
@@ -0,0 +1,13 @@
+# run format tasks
+[group('format')]
+format: format-import format-source
+
+# format code import
+[group('format')]
+format-import:
+    {% raw %}uv run ruff check --select=I --fix {{SOURCES}} {{TESTS}}{% endraw %}
+
+# format code source
+[group('format')]
+format-source:
+    {% raw %}uv run ruff format {{SOURCES}} {{TESTS}}{% endraw %}
diff --git a/{{cookiecutter.repository}}/tasks/formats.py b/{{cookiecutter.repository}}/tasks/formats.py
deleted file mode 100644
index 4631bae..0000000
--- a/{{cookiecutter.repository}}/tasks/formats.py
+++ /dev/null
@@ -1,25 +0,0 @@
-"""Format tasks for pyinvoke."""
-
-# %% IMPORTS
-
-from invoke.context import Context
-from invoke.tasks import task
-
-# %% TASKS
-
-
-@task
-def imports(ctx: Context) -> None:
-    """Format python imports with ruff."""
-    ctx.run("poetry run ruff check --select I --fix")
-
-
-@task
-def sources(ctx: Context) -> None:
-    """Format python sources with ruff."""
-    ctx.run("poetry run ruff format src/ tasks/ tests/")
-
-
-@task(pre=[imports, sources], default=True)
-def all(_: Context) -> None:
-    """Run all format tasks."""
diff --git a/{{cookiecutter.repository}}/tasks/install.just b/{{cookiecutter.repository}}/tasks/install.just
new file mode 100644
index 0000000..e8a74df
--- /dev/null
+++ b/{{cookiecutter.repository}}/tasks/install.just
@@ -0,0 +1,24 @@
+# run install tasks
+[group('install')]
+install: install-project install-hooks
+
+# install git hooks
+[group('install')]
+install-hooks:
+    uv run pre-commit install --hook-type=pre-push
+    uv run pre-commit install --hook-type=commit-msg
+
+# install the project
+[group('install')]
+install-project:
+    uv sync --all-groups
+
+# install github rulesets
+[group('install')]
+install-rulesets:
+    #!/usr/bin/env bash
+    set -euo pipefail
+    repo=$(gh repo view --json=name --jq=.name)
+    owner=$(gh repo view --json=owner --jq=.owner.login)
+    gh api --method POST -H "Accept: application/vnd.github+json" \
+    "/repos/$owner/$repo/rulesets" --input=".github/rulesets/main.json"
diff --git a/{{cookiecutter.repository}}/tasks/installs.py b/{{cookiecutter.repository}}/tasks/installs.py
deleted file mode 100644
index 05669be..0000000
--- a/{{cookiecutter.repository}}/tasks/installs.py
+++ /dev/null
@@ -1,26 +0,0 @@
-"""Install tasks for pyinvoke."""
-
-# %% IMPORTS
-
-from invoke.context import Context
-from invoke.tasks import task
-
-# %% TASKS
-
-
-@task
-def poetry(ctx: Context) -> None:
-    """Install poetry packages."""
-    ctx.run("poetry install")
-
-
-@task
-def pre_commit(ctx: Context) -> None:
-    """Install pre-commit hooks on git."""
-    ctx.run("poetry run pre-commit install --hook-type pre-push")
-    ctx.run("poetry run pre-commit install --hook-type commit-msg")
-
-
-@task(pre=[poetry, pre_commit], default=True)
-def all(_: Context) -> None:
-    """Run all install tasks."""
diff --git a/{{cookiecutter.repository}}/tasks/package.just b/{{cookiecutter.repository}}/tasks/package.just
new file mode 100644
index 0000000..765ca2b
--- /dev/null
+++ b/{{cookiecutter.repository}}/tasks/package.just
@@ -0,0 +1,13 @@
+# run package tasks
+[group('package')]
+package: package-build
+
+# build package constraints
+[group('package')]
+package-constraints constraints="constraints.txt":
+	{% raw %}uv pip compile pyproject.toml --generate-hashes --output-file={{constraints}}{% endraw %}
+
+# build python package
+[group('package')]
+package-build constraints="constraints.txt": clean-build package-constraints
+	{% raw %}uv build --build-constraint={{constraints}} --require-hashes --wheel{% endraw %}
diff --git a/{{cookiecutter.repository}}/tasks/packages.py b/{{cookiecutter.repository}}/tasks/packages.py
deleted file mode 100644
index 38e9c3d..0000000
--- a/{{cookiecutter.repository}}/tasks/packages.py
+++ /dev/null
@@ -1,25 +0,0 @@
-"""Package tasks for pyinvoke."""
-
-# %% IMPORTS
-
-from invoke.context import Context
-from invoke.tasks import task
-
-from . import cleans
-
-# %% CONFIGS
-
-BUILD_FORMAT = "wheel"
-
-# %% TASKS
-
-
-@task(pre=[cleans.dist])
-def build(ctx: Context, format: str = BUILD_FORMAT) -> None:
-    """Build the python package."""
-    ctx.run(f"poetry build --format={format}")
-
-
-@task(pre=[build], default=True)
-def all(_: Context) -> None:
-    """Run all package tasks."""
diff --git a/{{cookiecutter.repository}}/tasks/project.just b/{{cookiecutter.repository}}/tasks/project.just
new file mode 100644
index 0000000..76f278c
--- /dev/null
+++ b/{{cookiecutter.repository}}/tasks/project.just
@@ -0,0 +1,9 @@
+# run project tasks
+[group('project')]
+project: project-requirements
+
+# export requirements file
+[group('project')]
+project-requirements:
+    uv export --format=requirements-txt --no-dev --no-hashes \
+        --no-editable --no-emit-project --output-file=requirements.txt
diff --git a/{{cookiecutter.repository}}/tests/test_scripts.py b/{{cookiecutter.repository}}/tests/test_scripts.py
index 568b8c1..a77d674 100644
--- a/{{cookiecutter.repository}}/tests/test_scripts.py
+++ b/{{cookiecutter.repository}}/tests/test_scripts.py
@@ -4,6 +4,7 @@
 
 # %% FUNCTIONS
 
+
 def test_main() -> None:
     # given
     argv = ["x", "y", "z"]