diff --git a/R-minimal/Dockerfile b/R-minimal/Dockerfile
index ffca25b..f13cef7 100644
--- a/R-minimal/Dockerfile
+++ b/R-minimal/Dockerfile
@@ -1,6 +1,6 @@
 # For finding latest versions of the base image see
 # https://github.com/SwissDataScienceCenter/renkulab-docker
-ARG RENKU_BASE_IMAGE=renku/renkulab-r:4.0.5-0.10.0
+ARG RENKU_BASE_IMAGE=renku/renkulab-r:4.0.5-0.10.1
 FROM ${RENKU_BASE_IMAGE}
 
 # Uncomment and adapt if code is to be included in the image
@@ -35,14 +35,15 @@ ARG RENKU_VERSION={{ __renku_version__ | default("0.16.0") }}
 
 # Install renku from pypi or from github if it's a dev version
 RUN if [ -n "$RENKU_VERSION" ] ; then \
-        currentversion=$(pipx list | sed -n "s/^\s*package\srenku\s\([^,]\+\),.*$/\1/p") ; \
+        source .renku/venv/bin/activate ; \
+        currentversion=$(renku --version) ; \
         if [ "$RENKU_VERSION" != "$currentversion" ] ; then \
-            pipx uninstall renku ; \
-            gitversion=$(echo "$RENKU_VERSION" | sed -n "s/^[[:digit:]]\+\.[[:digit:]]\+\.[[:digit:]]\+\(\.dev[[:digit:]]\+\)*\(+g\([a-f0-9]\+\)\)*\(+dirty\)*$/\3/p"); \
+            pip uninstall renku ; \
+            gitversion=$(echo "$RENKU_VERSION" | sed -n "s/^[[:digit:]]\+\.[[:digit:]]\+\.[[:digit:]]\+\(\.dev[[:digit:]]\+\)*\(+g\([a-f0-9]\+\)\)*\(+dirty\)*$/\3/p") ; \
             if [ -n "$gitversion" ] ; then \
-                pipx install --force "git+https://github.com/SwissDataScienceCenter/renku-python.git@$gitversion" ;\
+                pip install --force "git+https://github.com/SwissDataScienceCenter/renku-python.git@$gitversion" ;\
             else \
-                pipx install --force renku==${RENKU_VERSION} ;\
+                pip install --force renku==${RENKU_VERSION} ;\
             fi \
         fi \
     fi
diff --git a/bioc-minimal/Dockerfile b/bioc-minimal/Dockerfile
index 85c5d9b..52071e4 100644
--- a/bioc-minimal/Dockerfile
+++ b/bioc-minimal/Dockerfile
@@ -1,6 +1,6 @@
 # see https://github.com/SwissDataScienceCenter/renkulab-docker
 # to swap this image for the latest version available
-FROM renku/renkulab-bioc:RELEASE_3_12-0.10.0
+FROM renku/renkulab-bioc:RELEASE_3_12-0.10.1
 
 # Uncomment and adapt if code is to be included in the image
 # COPY src /code/src
@@ -34,14 +34,15 @@ ARG RENKU_VERSION={{ __renku_version__ | default("0.16.0") }}
 
 # Install renku from pypi or from github if it's a dev version
 RUN if [ -n "$RENKU_VERSION" ] ; then \
-        currentversion=$(pipx list | sed -n "s/^\s*package\srenku\s\([^,]\+\),.*$/\1/p") ; \
+        source .renku/venv/bin/activate ; \
+        currentversion=$(renku --version) ; \
         if [ "$RENKU_VERSION" != "$currentversion" ] ; then \
-            pipx uninstall renku ; \
-            gitversion=$(echo "$RENKU_VERSION" | sed -n "s/^[[:digit:]]\+\.[[:digit:]]\+\.[[:digit:]]\+\(\.dev[[:digit:]]\+\)*\(+g\([a-f0-9]\+\)\)*\(+dirty\)*$/\3/p"); \
+            pip uninstall renku ; \
+            gitversion=$(echo "$RENKU_VERSION" | sed -n "s/^[[:digit:]]\+\.[[:digit:]]\+\.[[:digit:]]\+\(\.dev[[:digit:]]\+\)*\(+g\([a-f0-9]\+\)\)*\(+dirty\)*$/\3/p") ; \
             if [ -n "$gitversion" ] ; then \
-                pipx install --force "git+https://github.com/SwissDataScienceCenter/renku-python.git@$gitversion" ;\
+                pip install --force "git+https://github.com/SwissDataScienceCenter/renku-python.git@$gitversion" ;\
             else \
-                pipx install --force renku==${RENKU_VERSION} ;\
+                pip install --force renku==${RENKU_VERSION} ;\
             fi \
         fi \
     fi
diff --git a/julia-minimal/Dockerfile b/julia-minimal/Dockerfile
index 2bf2492..6ee675a 100644
--- a/julia-minimal/Dockerfile
+++ b/julia-minimal/Dockerfile
@@ -1,6 +1,6 @@
 # For finding latest versions of the base image see
 # https://github.com/SwissDataScienceCenter/renkulab-docker
-ARG RENKU_BASE_IMAGE=renku/renkulab-julia:1.6.1-0.10.0
+ARG RENKU_BASE_IMAGE=renku/renkulab-julia:1.6.1-0.10.1
 FROM ${RENKU_BASE_IMAGE}
 
 # Uncomment and adapt if code is to be included in the image
@@ -40,14 +40,15 @@ ARG RENKU_VERSION={{ __renku_version__ | default("0.16.0") }}
 
 # Install renku from pypi or from github if it's a dev version
 RUN if [ -n "$RENKU_VERSION" ] ; then \
-        currentversion=$(pipx list | sed -n "s/^\s*package\srenku\s\([^,]\+\),.*$/\1/p") ; \
+        source .renku/venv/bin/activate ; \
+        currentversion=$(renku --version) ; \
         if [ "$RENKU_VERSION" != "$currentversion" ] ; then \
-            pipx uninstall renku ; \
-            gitversion=$(echo "$RENKU_VERSION" | sed -n "s/^[[:digit:]]\+\.[[:digit:]]\+\.[[:digit:]]\+\(\.dev[[:digit:]]\+\)*\(+g\([a-f0-9]\+\)\)*\(+dirty\)*$/\3/p"); \
+            pip uninstall renku ; \
+            gitversion=$(echo "$RENKU_VERSION" | sed -n "s/^[[:digit:]]\+\.[[:digit:]]\+\.[[:digit:]]\+\(\.dev[[:digit:]]\+\)*\(+g\([a-f0-9]\+\)\)*\(+dirty\)*$/\3/p") ; \
             if [ -n "$gitversion" ] ; then \
-                pipx install --force "git+https://github.com/SwissDataScienceCenter/renku-python.git@$gitversion" ;\
+                pip install --force "git+https://github.com/SwissDataScienceCenter/renku-python.git@$gitversion" ;\
             else \
-                pipx install --force renku==${RENKU_VERSION} ;\
+                pip install --force renku==${RENKU_VERSION} ;\
             fi \
         fi \
     fi
diff --git a/minimal/Dockerfile b/minimal/Dockerfile
index 788bbe3..c4908a9 100644
--- a/minimal/Dockerfile
+++ b/minimal/Dockerfile
@@ -1,6 +1,6 @@
 # For finding latest versions of the base image see
 # https://github.com/SwissDataScienceCenter/renkulab-docker
-ARG RENKU_BASE_IMAGE=renku/renkulab-py:3.9-0.10.0
+ARG RENKU_BASE_IMAGE=renku/renkulab-py:3.9-0.10.1
 FROM ${RENKU_BASE_IMAGE}
 
 # Uncomment and adapt if code is to be included in the image
@@ -39,14 +39,15 @@ ARG RENKU_VERSION={{ __renku_version__ | default("0.16.0") }}
 
 # Install renku from pypi or from github if it's a dev version
 RUN if [ -n "$RENKU_VERSION" ] ; then \
-        currentversion=$(pipx list | sed -n "s/^\s*package\srenku\s\([^,]\+\),.*$/\1/p") ; \
+        source .renku/venv/bin/activate ; \
+        currentversion=$(renku --version) ; \
         if [ "$RENKU_VERSION" != "$currentversion" ] ; then \
-            pipx uninstall renku ; \
-            gitversion=$(echo "$RENKU_VERSION" | sed -n "s/^[[:digit:]]\+\.[[:digit:]]\+\.[[:digit:]]\+\(\.dev[[:digit:]]\+\)*\(+g\([a-f0-9]\+\)\)*\(+dirty\)*$/\3/p"); \
+            pip uninstall renku ; \
+            gitversion=$(echo "$RENKU_VERSION" | sed -n "s/^[[:digit:]]\+\.[[:digit:]]\+\.[[:digit:]]\+\(\.dev[[:digit:]]\+\)*\(+g\([a-f0-9]\+\)\)*\(+dirty\)*$/\3/p") ; \
             if [ -n "$gitversion" ] ; then \
-                pipx install --force "git+https://github.com/SwissDataScienceCenter/renku-python.git@$gitversion" ;\
+                pip install --force "git+https://github.com/SwissDataScienceCenter/renku-python.git@$gitversion" ;\
             else \
-                pipx install --force renku==${RENKU_VERSION} ;\
+                pip install --force renku==${RENKU_VERSION} ;\
             fi \
         fi \
     fi
diff --git a/python-minimal/Dockerfile b/python-minimal/Dockerfile
index 7d0c620..34fb460 100644
--- a/python-minimal/Dockerfile
+++ b/python-minimal/Dockerfile
@@ -1,6 +1,6 @@
 # For finding latest versions of the base image see
 # https://github.com/SwissDataScienceCenter/renkulab-docker
-ARG RENKU_BASE_IMAGE=renku/renkulab-py:3.9-0.10.0
+ARG RENKU_BASE_IMAGE=renku/renkulab-py:3.9-0.10.1
 FROM ${RENKU_BASE_IMAGE}
 
 # Uncomment and adapt if code is to be included in the image
@@ -34,14 +34,15 @@ ARG RENKU_VERSION={{ __renku_version__ | default("0.16.0") }}
 
 # Install renku from pypi or from github if it's a dev version
 RUN if [ -n "$RENKU_VERSION" ] ; then \
-        currentversion=$(pipx list | sed -n "s/^\s*package\srenku\s\([^,]\+\),.*$/\1/p") ; \
+        source .renku/venv/bin/activate ; \
+        currentversion=$(renku --version) ; \
         if [ "$RENKU_VERSION" != "$currentversion" ] ; then \
-            pipx uninstall renku ; \
-            gitversion=$(echo "$RENKU_VERSION" | sed -n "s/^[[:digit:]]\+\.[[:digit:]]\+\.[[:digit:]]\+\(\.dev[[:digit:]]\+\)*\(+g\([a-f0-9]\+\)\)*\(+dirty\)*$/\3/p"); \
+            pip uninstall renku ; \
+            gitversion=$(echo "$RENKU_VERSION" | sed -n "s/^[[:digit:]]\+\.[[:digit:]]\+\.[[:digit:]]\+\(\.dev[[:digit:]]\+\)*\(+g\([a-f0-9]\+\)\)*\(+dirty\)*$/\3/p") ; \
             if [ -n "$gitversion" ] ; then \
-                pipx install --force "git+https://github.com/SwissDataScienceCenter/renku-python.git@$gitversion" ;\
+                pip install --force "git+https://github.com/SwissDataScienceCenter/renku-python.git@$gitversion" ;\
             else \
-                pipx install --force renku==${RENKU_VERSION} ;\
+                pip install --force renku==${RENKU_VERSION} ;\
             fi \
         fi \
     fi