diff --git a/Dockerfile b/Dockerfile
index aee0608..9c08f15 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -5,13 +5,7 @@ RUN cd /frontend && yarn --prod && yarn build
 
 FROM alpine:3.11
 
-COPY requirements.txt /opt/maubot/requirements.txt
-WORKDIR /opt/maubot
-RUN apk add --no-cache --virtual .build-deps \
-        python3-dev \
-        build-base \
-        git \
-    && apk add --no-cache \
+RUN apk add --no-cache \
         ca-certificates \
         su-exec \
         py3-aiohttp \
@@ -19,19 +13,28 @@ RUN apk add --no-cache --virtual .build-deps \
         py3-attrs \
         py3-bcrypt \
         py3-cffi \
-        py3-pillow \
-        py3-magic \
         py3-psycopg2 \
         py3-ruamel.yaml \
         py3-jinja2 \
         py3-click \
         py3-packaging \
         py3-markdown \
-    && pip3 install -r requirements.txt \
-        feedparser dateparser langdetect python-gitlab \
-    && apk del .build-deps
+        py3-pillow \
+        py3-magic \
+        py3-feedparser
 # TODO remove pillow, magic and feedparser when maubot supports installing dependencies
 
+COPY requirements.txt /opt/maubot/requirements.txt
+WORKDIR /opt/maubot
+RUN apk add --virtual .build-deps \
+        python3-dev \
+        build-base \
+        git \
+    && pip3 install -r requirements.txt \
+        dateparser langdetect python-gitlab \
+    && apk del .build-deps
+# TODO also remove dateparser, langdetect and python-gitlab when maubot supports installing dependencies
+
 COPY . /opt/maubot
 COPY ./docker/mbc.sh /usr/local/bin/mbc
 COPY --from=frontend-builder /frontend/build /opt/maubot/frontend
diff --git a/Dockerfile.ci b/Dockerfile.ci
index 76f3e1c..3a9afa3 100644
--- a/Dockerfile.ci
+++ b/Dockerfile.ci
@@ -1,12 +1,6 @@
 FROM alpine:3.11
 
-COPY requirements.txt /opt/maubot/requirements.txt
-WORKDIR /opt/maubot
-RUN apk add --no-cache --virtual .build-deps \
-        python3-dev \
-        build-base \
-        git \
-    && apk add --no-cache \
+RUN apk add --no-cache \
         ca-certificates \
         su-exec \
         py3-aiohttp \
@@ -14,19 +8,28 @@ RUN apk add --no-cache --virtual .build-deps \
         py3-attrs \
         py3-bcrypt \
         py3-cffi \
-        py3-pillow \
-        py3-magic \
         py3-psycopg2 \
         py3-ruamel.yaml \
         py3-jinja2 \
         py3-click \
         py3-packaging \
         py3-markdown \
-    && pip3 install -r requirements.txt \
-        feedparser dateparser langdetect python-gitlab \
-    && apk del .build-deps
+        py3-pillow \
+        py3-magic \
+        py3-feedparser
 # TODO remove pillow, magic and feedparser when maubot supports installing dependencies
 
+COPY requirements.txt /opt/maubot/requirements.txt
+WORKDIR /opt/maubot
+RUN apk add --virtual .build-deps \
+        python3-dev \
+        build-base \
+        git \
+    && pip3 install -r requirements.txt \
+        dateparser langdetect python-gitlab \
+    && apk del .build-deps
+# TODO also remove dateparser, langdetect and python-gitlab when maubot supports installing dependencies
+
 COPY . /opt/maubot
 COPY ./docker/mbc.sh /usr/local/bin/mbc
 ENV UID=1337 GID=1337 XDG_CONFIG_HOME=/data
diff --git a/requirements.txt b/requirements.txt
index b32f18f..fc97360 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,14 +1,14 @@
-mautrix
-aiohttp
-SQLAlchemy
-alembic
-commonmark
-ruamel.yaml
-attrs
-bcrypt
-packaging
+mautrix==0.5.0.beta1
+aiohttp>=3,<4
+SQLAlchemy>=1,<2
+alembic>=1,<2
+commonmark>=0.9,<1
+ruamel.yaml>=0.15.35,<0.17
+attrs>=18.1.0
+bcrypt>=3,<4
+packaging>=10
 
-click
-colorama
-PyInquirer
-jinja2
+click>=7,<8
+colorama>=0.4,<0.5
+PyInquirer>=1,<2
+jinja2>=2,<3
diff --git a/setup.py b/setup.py
index 7ae94a4..a1f0ba4 100644
--- a/setup.py
+++ b/setup.py
@@ -2,6 +2,9 @@ import setuptools
 import glob
 import os
 
+with open("requirements.txt") as reqs:
+    install_requires = reqs.read().splitlines()
+
 path = os.path.join(os.path.abspath(os.path.dirname(__file__)), "maubot", "__meta__.py")
 __version__ = "UNKNOWN"
 with open(path) as f:
@@ -21,22 +24,7 @@ setuptools.setup(
 
     packages=setuptools.find_packages(),
 
-    install_requires=[
-        "mautrix>=0.4,<0.5",
-        "aiohttp>=3.0.1,<4",
-        "SQLAlchemy>=1.2.3,<2",
-        "alembic>=1.0.0,<2",
-        "commonmark>=0.9.1,<1",
-        "ruamel.yaml>=0.15.35,<0.17",
-        "attrs>=18.1.0",
-        "bcrypt>=3.1.4,<4",
-        "packaging>=10",
-
-        "click>=7,<8",
-        "colorama>=0.4,<0.5",
-        "PyInquirer>=1,<2",
-        "jinja2>=2,<3",
-    ],
+    install_requires=install_requires,
 
     classifiers=[
         "Development Status :: 3 - Alpha",