diff --git a/.github/workflows/framework.yml b/.github/workflows/framework.yml
index a8ff69204b58..86cb1b7c9bc9 100644
--- a/.github/workflows/framework.yml
+++ b/.github/workflows/framework.yml
@@ -38,7 +38,9 @@ jobs:
         with:
           python-version: ${{ matrix.python }}
       - name: Install dependencies (mandatory only)
-        run: python -m poetry install --all-extras
+        run: |
+          python -m poetry install --all-extras
+          python -m pip install dev
       - name: Check if protos need recompilation
         run: ./dev/check-protos.sh
       - name: Lint + Test (isort/black/docformatter/mypy/pylint/flake8/pytest)
diff --git a/.github/workflows/pr_check.yml b/.github/workflows/pr_check.yml
index 47bb4b284136..087e5f20eac5 100644
--- a/.github/workflows/pr_check.yml
+++ b/.github/workflows/pr_check.yml
@@ -22,4 +22,6 @@ jobs:
           python-version: 3.11
           poetry-skip: 'true'
       - name: Check PR title format 
-        run: python ./dev/check_pr_title.py "${{ github.event.pull_request.title }}"
+        run: |
+          python -m pip install dev
+          flwr-dev check-title "${{ github.event.pull_request.title }}"
diff --git a/dev/build-docs.sh b/dev/build-docs.sh
index f4bf958b0ebf..e00189ca32a6 100755
--- a/dev/build-docs.sh
+++ b/dev/build-docs.sh
@@ -8,7 +8,7 @@ cd $ROOT
 ./dev/build-baseline-docs.sh
 
 cd $ROOT
-python dev/build-example-docs.py
+flwr-dev build-examples
 
 cd $ROOT
 ./datasets/dev/build-flwr-datasets-docs.sh
diff --git a/dev/flwr_dev/app.py b/dev/flwr_dev/app.py
index 262411a69abd..705fc54561e1 100644
--- a/dev/flwr_dev/app.py
+++ b/dev/flwr_dev/app.py
@@ -14,7 +14,6 @@
 # ==============================================================================
 """Flower command line interface."""
 
-from typing import Annotated
 import typer
 from typer.main import get_command
 from flwr_dev.check_pr_title import check_title
@@ -35,15 +34,7 @@
     no_args_is_help=True,
 )
 
-
-def check_title_app(
-    title: Annotated[str, typer.Argument(help="Title of the PR to check")]
-):
-    """Check validity of a PR title."""
-    check_title(title)
-
-
-cli.command()(check_title_app)
+cli.command()(check_title)
 cli.command()(build_examples)
 cli.command()(build_images)
 cli.command()(check_copyrights)
diff --git a/dev/flwr_dev/check_pr_title.py b/dev/flwr_dev/check_pr_title.py
index 24bd497fff3d..312bd9af18a4 100644
--- a/dev/flwr_dev/check_pr_title.py
+++ b/dev/flwr_dev/check_pr_title.py
@@ -18,11 +18,16 @@
 import re
 import sys
 import tomllib
+from typing import Annotated
+
+import typer
 
 from flwr_dev.common import get_git_root
 
 
-def check_title(pr_title):
+def check_title(
+    pr_title: Annotated[str, typer.Argument(help="Title of the PR to check")]
+):
     """Check if the title of a PR is valid."""
     # Load the YAML configuration
     with (pathlib.Path(get_git_root()) / "dev" / "changelog_config.toml").open(
diff --git a/dev/format.sh b/dev/format.sh
index e1e2abc307f1..efdac72ca83e 100755
--- a/dev/format.sh
+++ b/dev/format.sh
@@ -3,8 +3,8 @@ set -e
 cd "$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"/../
 
 # Python
-python -m flwr_tool.check_copyright src/py/flwr
-python -m flwr_tool.init_py_fix src/py/flwr
+flwr-dev check-copyrights src/py/flwr
+flwr-dev fix-init src/py/flwr
 python -m isort --skip src/py/flwr/proto src/py
 python -m black -q --exclude src/py/flwr/proto src/py
 python -m docformatter -i -r src/py/flwr -e src/py/flwr/proto
diff --git a/dev/test.sh b/dev/test.sh
index 58ac0b3d24cd..88e9377b2134 100755
--- a/dev/test.sh
+++ b/dev/test.sh
@@ -19,7 +19,7 @@ python -m black --exclude "src\/py\/flwr\/proto" --check src/py/flwr benchmarks
 echo "- black: done"
 
 echo "- init_py_check: start"
-python -m flwr_tool.init_py_check src/py/flwr src/py/flwr_tool
+flwr-dev check-init src/py/flwr src/py/flwr_tool
 echo "- init_py_check: done"
 
 echo "- docformatter: start"
@@ -59,7 +59,7 @@ echo "- All Markdown checks passed"
 echo "- Start license checks"
 
 echo "- copyright: start"
-python -m flwr_tool.check_copyright src/py/flwr
+flwr-dev check-copyrights src/py/flwr
 echo "- copyright: done"
 
 echo "- licensecheck: start"