diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 000000000..2f7f940d5
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,61 @@
+FROM ubuntu:18.04
+
+LABEL maintainer="Hector Palacios (hectorpal@gmail.com)"
+
+# Install required packages
+RUN apt-get update \
+    && DEBIAN_FRONTEND=noninteractive apt-get install --no-install-recommends -y \
+        bash-completion \
+        ca-certificates \
+        git \
+        libseccomp-dev \
+        python3 \
+        python3-pip \
+        python3-venv \
+        squashfs-tools \
+        tzdata \
+        unzip \
+        vim \
+        wget \
+    && rm -rf /var/lib/apt/lists/*
+
+RUN pip3 install --upgrade pip \
+    && pip3 install setuptools
+
+RUN dpkg --add-architecture i386
+RUN apt-get update \
+    && DEBIAN_FRONTEND=noninteractive apt-get install --no-install-recommends -y \
+        build-essential \
+        file \
+        time \
+        libc6-i386 \
+        gcc-multilib \
+        g++-multilib \
+        libstdc++5:i386 \
+        flex \
+        bison \
+        python \
+        zlib1g-dev \
+        cmake
+
+#  && rm -rf /var/lib/apt/lists/*
+# Not sure I need libc6-i386
+# g*-multilib is an overkill but will be useful for compiling
+
+RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.6 1 && \
+  /usr/bin/python3 -m pip install --upgrade pip && \
+  pip3 install numpy z3-solver
+
+# Install OpenJDK-11
+RUN apt-get update && \
+    apt-get install -y openjdk-11-jre-headless && \
+    apt-get clean;
+
+WORKDIR /mnt/pddl-generators
+
+COPY . .
+
+RUN ./build_all save-logs
+
+# default command to execute when container starts
+CMD /bin/bash
diff --git a/README.md b/README.md
index 7122fa71c..e97914ec1 100644
--- a/README.md
+++ b/README.md
@@ -8,6 +8,10 @@ to generate benchmarks for the International Planning Competition (IPC).
 * Build single generator: ``cd assembly; make``
 * Test generators: ``sudo apt install tox && tox``
 
+## Docker instructions
+* Build in Docker image: ``docker build -t pddl-generators .``
+* Run Docker container: ``docker run -ti -t pddl-generators``
+
 # Feedback
 * Bug reports and pull requests are appreciated.
 
diff --git a/build_all b/build_all
index c112a3597..5bbcafc10 100755
--- a/build_all
+++ b/build_all
@@ -4,24 +4,38 @@ set -euo pipefail
 
 cd "$(dirname "$0")"
 
+build_dir ()
+{
+  if [ -e CMakeLists.txt ]; then
+      cmake .
+  fi
+  if [ -e Makefile ]; then
+      # Handle "./build_all test" and "./build_all clean" separately:
+      # don't try to run the command if it doesn't exist.
+      if [ "$#" -eq 1 ] && [ "$@" == "test" ]; then
+          make --dry-run test > /dev/null && (make test > /dev/null && echo "Tests passed." || exit 1)
+      elif [ "$#" -eq 1 ] && [ "$@" == "clean" ]; then
+          make --dry-run clean > /dev/null && (make clean > /dev/null && echo "Cleaned up." || exit 1)
+      else
+          make "$@"
+      fi
+  fi
+}
+
+SAVE_LOGS="n"
+if [ "$#" -eq 1 ] && [ "$@" == "save-logs" ]; then
+  SAVE_LOGS="y"
+  shift
+fi
 for DIR in * ; do
     if [ -d $DIR ]; then
         echo
         echo "Domain: $DIR"
         cd $DIR
-        if [ -e CMakeLists.txt ]; then
-            cmake .
-        fi
-        if [ -e Makefile ]; then
-            # Handle "./build_all test" and "./build_all clean" separately:
-            # don't try to run the command if it doesn't exist.
-            if [ "$#" -eq 1 ] && [ "$@" == "test" ]; then
-                make --dry-run test > /dev/null && (make test > /dev/null && echo "Tests passed." || exit 1)
-            elif [ "$#" -eq 1 ] && [ "$@" == "clean" ]; then
-                make --dry-run clean > /dev/null && (make clean > /dev/null && echo "Cleaned up." || exit 1)
-            else
-                make "$@"
-            fi
+        if [ "$SAVE_LOGS" == "y" ]; then
+          build_dir > make-out.log 2> make-err.log
+        else
+          build_dir
         fi
         cd ..
     fi