diff --git a/.gitignore b/.gitignore
index 7e6010c..ccea222 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,7 +3,6 @@
 
 # environments / builds
 .venv/*
-testdata*
 /dist
 /build
 /*.egg-info
diff --git a/dev/releases/3.2.yml b/dev/releases/3.2.yml
index cf2dbed..1968394 100644
--- a/dev/releases/3.2.yml
+++ b/dev/releases/3.2.yml
@@ -45,3 +45,7 @@ minor_release_name: "Nicole"
     - "[Bugfix] Fixed initial permission check"
     - "[Bugfix] Fixed and updated various texts"
     - "[Bugfix] Fixed moving tracks to different album"
+3.2.4:
+    notes:
+    - "[Architecture] Removed daemonization capabilities"
+    - "[Technical] Pinned dependencies"
\ No newline at end of file
diff --git a/dev/update_dist_files.py b/dev/update_dist_files.py
index 0bd6c8e..10da73a 100644
--- a/dev/update_dist_files.py
+++ b/dev/update_dist_files.py
@@ -1,3 +1,7 @@
+"""
+Create necessary files from sources of truth. Currently just the requirements.txt files.
+"""
+
 import toml
 import os
 import jinja2
diff --git a/dev/write_tags.py b/dev/write_tags.py
index 7b467a7..6105ce9 100644
--- a/dev/write_tags.py
+++ b/dev/write_tags.py
@@ -1,3 +1,7 @@
+"""
+Read the changelogs / version metadata and create all git tags
+"""
+
 import os
 import subprocess as sp
 import yaml
diff --git a/install/install_alpine.sh b/install/install_alpine.sh
deleted file mode 100644
index 5de1f41..0000000
--- a/install/install_alpine.sh
+++ /dev/null
@@ -1,20 +0,0 @@
-#!/usr/bin/env sh
-apk update
-apk add \
-	gcc \
-	g++ \
-	python3-dev \
-	libxml2-dev \
-	libxslt-dev \
-	libffi-dev \
-	libc-dev \
-	py3-pip \
-	linux-headers \
-	python3 \
-	py3-lxml \
-	tzdata \
-	vips
-
-apk add py3-pip
-pip install wheel
-pip install malojaserver
diff --git a/install/install_debian.sh b/install/install_debian.sh
deleted file mode 100644
index 3886e39..0000000
--- a/install/install_debian.sh
+++ /dev/null
@@ -1,9 +0,0 @@
-#!/usr/bin/env sh
-apt update
-apt install \
-	python3-pip \
-	python3
-
-apt install python3-pip
-pip install wheel
-pip install malojaserver
diff --git a/install/install_dependencies_alpine.sh b/install/install_dependencies_alpine.sh
deleted file mode 100644
index 20bca2b..0000000
--- a/install/install_dependencies_alpine.sh
+++ /dev/null
@@ -1,16 +0,0 @@
-#!/usr/bin/env sh
-apk update
-apk add \
-	gcc \
-	g++ \
-	python3-dev \
-	libxml2-dev \
-	libxslt-dev \
-	libffi-dev \
-	libc-dev \
-	py3-pip \
-	linux-headers \
-	python3 \
-	py3-lxml \
-	tzdata \
-	vips
diff --git a/install/install_dependencies_arch.sh b/install/install_dependencies_arch.sh
deleted file mode 100755
index ab3a614..0000000
--- a/install/install_dependencies_arch.sh
+++ /dev/null
@@ -1,15 +0,0 @@
-#!/usr/bin/env sh
-pacman -Syu
-pacman -S --needed \
-	gcc \
-	python3 \
-	libxml2 \
-	libxslt \
-	libffi \
-	glibc \
-	python-pip \
-	linux-headers \
-	python \
-	python-lxml \
-	tzdata \
-	libvips
diff --git a/install/install_dependencies_debian.sh b/install/install_dependencies_debian.sh
deleted file mode 100644
index 776bb6c..0000000
--- a/install/install_dependencies_debian.sh
+++ /dev/null
@@ -1,5 +0,0 @@
-#!/usr/bin/env sh
-apt update
-apt install \
-	python3-pip \
-	python3