diff --git a/docker-compose.yaml b/docker-compose.yaml
new file mode 100644
index 0000000..fdfe9da
--- /dev/null
+++ b/docker-compose.yaml
@@ -0,0 +1,12 @@
+version: '3.8'
+
+services:
+  qdrant:
+    image: qdrant/qdrant:v1.1.2
+    ports:
+      - "6333:6333"
+      - "6334:6334"
+    ulimits: # Only required for tests, as there are a lot of collections created
+      nofile:
+        soft: 65535
+        hard: 65535
diff --git a/pyproject.toml b/pyproject.toml
index 06e3004..c0c0591 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,16 +8,18 @@ readme = "README.md"
 packages = [ { include = "scholar_sense", from = "src" } ]
 
 [tool.poetry.dependencies]
-python = ">=3.9,<3.9.7 || >3.9.7,<4.0"
+python = ">=3.9,<3.9.7 || >3.9.7,<3.12"
 arxiv = "^1.4.8"
 pandas = "^2.0.3"
 tqdm = "^4.65.0"
 nltk = "^3.8.1"
-docarray = {extras = ["annlite"], version = "^0.36.0"}
+docarray = {extras = ["qdrant"], version = "^0.37.0"}
 torch = { version="^1.13.0", extras=["cuda116"] }
 torchvision = { version="^0.14", extras=["cuda116"] }
 sentence-transformers = "^2.2.2"
 streamlit = "^1.25.0"
+openai = "^0.27.8"
+typer = {extras = ["all"], version = "^0.9.0"}
 
 [tool.poe.tasks]
 force-cuda113 = "python -m pip install torch==1.12.1+cu113 torchvision==0.13.1+cu113 torchaudio==0.12.1+cu113 -f https://download.pytorch.org/whl/torch_stable.html"
@@ -41,6 +43,7 @@ flake8 = "^5.0"
 isort = "^5.10"
 mypy = ">=0.991"
 pre-commit = "^2.16"
+
 [tool.poetry.group.tests.dependencies]
 pytest = "^7.1"
 pytest-cov = "^3.0"
@@ -53,6 +56,9 @@ myst-nb = "^0.16"
 sphinx-autoapi = ">=1.8"
 sphinx-rtd-theme = ">=1.0"
 
+[tool.poetry.scripts]
+scholarsense = "scholar_sense.main:app"
+
 [tool.black]
 target-version = ['py39']
 line_length = 89