diff --git a/python/Dockerfile b/python/Dockerfile
index d686f62..1f507b9 100644
--- a/python/Dockerfile
+++ b/python/Dockerfile
@@ -34,7 +34,8 @@ RUN ln -s /usr/bin/python3 /usr/bin/python; \
     ln -s /usr/bin/python3-config /usr/bin/python-config;
 
 RUN mkdir "$PIP_CACHE_DIR" && chmod a+rwx "$PIP_CACHE_DIR" \
-    && apk add python3 && python3 -m ensurepip --upgrade \
+    && apk add python3 py3-pip && if [ "$version" = "3.11" ]; then apk add pipx; fi \
+    && rm -rf /usr/lib/python*/EXTERNALLY-MANAGED \
     && pip install -U pip setuptools wheel \
     && clean
 
diff --git a/python/README.md b/python/README.md
index 7d3a890..ae76348 100644
--- a/python/README.md
+++ b/python/README.md
@@ -9,30 +9,32 @@ programming language.
 Configuration by environment variables
 --------------------------------------
 
--   `VENV_PATH` - Path to a virtual environment that will be activated after the
-    start.
--   `PIP_CACHE_DIR` (default `/pip-cache`) - Path to directory with pip cache.
--   `PIP_NO_COMPILE` (default 1)
--   `PIPENV_VENV_IN_PROJECT` (default 1)
+- `VENV_PATH` - Path to a virtual environment that will be activated after the
+  start.
+- `PIP_CACHE_DIR` (default `/pip-cache`) - Path to directory with pip cache.
+- `PIP_NO_COMPILE` (default 1)
+- `PIPENV_VENV_IN_PROJECT` (default 1)
 
 Utilities
 ---------
 
--   `pyclean` - Remove all `.pyc`, `.pyo` and `__pycache__` files from directory
-    (default `/`).
--   [micropipenv](https://pypi.org/project/micropipenv/) - A lightweight wrapper
-    for pip to support requirements.txt, Pipenv and Poetry lock files or
-    converting them to pip-tools compatible output.
+- `pyclean` - Remove all `.pyc`, `.pyo` and `__pycache__` files from directory
+  (default `/`).
+- [pipx](https://pipx.pypa.io) - Install and Run Python Applications in Isolated
+  Environments.
+- [micropipenv](https://pypi.org/project/micropipenv/) - A lightweight wrapper
+  for pip to support requirements.txt, Pipenv and Poetry lock files or
+  converting them to pip-tools compatible output.
 
 Packaging
 ---------
 
--   [twine](https://github.com/pypa/twine) - Utilities for interacting with PyPI
--   [pipenv](https://pipenv.pypa.io) - Python Dev Workflow for Humans
--   [poetry](https://python-poetry.org/) - Python packaging and dependency
-    management made easy
--   [flit](https://flit.readthedocs.io)- Simple way to put Python packages and
-    modules on PyPI
+- [twine](https://github.com/pypa/twine) - Utilities for interacting with PyPI
+- [pipenv](https://pipenv.pypa.io) - Python Dev Workflow for Humans
+- [poetry](https://python-poetry.org/) - Python packaging and dependency
+  management made easy
+- [flit](https://flit.readthedocs.io)- Simple way to put Python packages and
+  modules on PyPI
 
 uWSGI
 -----
@@ -72,4 +74,4 @@ Tags
 Related images
 --------------
 
--   [PyInstaller](https://github.com/minidocks/pyinstaller)
+- [PyInstaller](https://github.com/minidocks/pyinstaller)