diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 61dd20a..2d6ce40 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -17,7 +17,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.9']
+        python-version: [ '3.9' ]
     
     steps:
       - name: Checkout code
@@ -34,5 +34,17 @@ jobs:
       - name: Lint
         run: hatch run lint:all
 
-      - name: Run tests 
+      - name: Run Milvus
+        run: |
+          wget https://github.com/milvus-io/milvus/releases/download/v2.4.0-rc.1/milvus-standalone-docker-compose.yml -O docker-compose.yml
+          sudo docker compose up -d
+          sleep 5
+          echo "\nMilvus server started!"
+
+      - name: Run tests
         run: hatch run cov
+
+      - name: Stop and Remove Milvus
+        run: |
+          sudo docker compose down
+          echo "\nMilvus server stopped and removed!"
\ No newline at end of file
diff --git a/README.md b/README.md
index fbe7c9e..69e706f 100644
--- a/README.md
+++ b/README.md
@@ -3,7 +3,6 @@
 [![PyPI - Version](https://img.shields.io/pypi/v/milvus-haystack.svg)](https://pypi.org/project/milvus-haystack)
 [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/milvus-haystack.svg)](https://pypi.org/project/milvus-haystack)
 
-
 ## Installation
 
 ```console
@@ -11,11 +10,14 @@ pip install milvus-haystack
 ```
 
 ## Usage
-First, to start up a Milvus service, follow the ['Start Milvus'](https://milvus.io/docs/install_standalone-docker.md#Start-Milvus) instructions in the documentation. 
+
+First, to start up a Milvus service, follow
+the ['Start Milvus'](https://milvus.io/docs/install_standalone-docker.md#Start-Milvus) instructions in the
+documentation.
 
 Then, to use the `MilvusDocumentStore` in a Haystack pipeline"
 
-```py
+```python
 from haystack import Document
 from milvus_haystack import MilvusDocumentStore
 
@@ -33,8 +35,9 @@ document_store.count_documents()  # 1
 
 Here are the ways to build index, retrieval, and build rag pipeline respectively.
 
-```py
-# Create the indexing Pipeline and index some documents
+### Create the indexing Pipeline and index some documents
+
+```python
 import glob
 import os
 
@@ -70,9 +73,11 @@ indexing_pipeline.connect("embedder", "writer")
 indexing_pipeline.run({"converter": {"sources": file_paths}})
 
 print("Number of documents:", document_store.count_documents())
+```
 
-# ------------------------------------------------------------------------------------
-# Create the retrieval pipeline and try a query
+### Create the retrieval pipeline and try a query
+
+```python
 question = "What is Milvus?"
 
 retrieval_pipeline = Pipeline()
@@ -85,9 +90,11 @@ retrieval_results = retrieval_pipeline.run({"embedder": {"text": question}})
 for doc in retrieval_results["retriever"]["documents"]:
     print(doc.content)
     print("-" * 10)
+```
+
+### Create the RAG pipeline and try a query
 
-# ------------------------------------------------------------------------------------
-# Create the RAG pipeline and try a query
+```python
 from haystack.utils import Secret
 from haystack.components.embedders import SentenceTransformersTextEmbedder
 from haystack.components.builders import PromptBuilder
diff --git a/pyproject.toml b/pyproject.toml
index 6f11de2..ee62cd7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,7 +28,6 @@ dependencies = [
   "haystack-ai",
   "typing_extensions",
   "pymilvus",
-  "milvus",
 ]
 
 [project.urls]
@@ -177,7 +176,6 @@ module = [
   "milvus_haystack.*",
   "pymilvus.*",
   "numpy",
-  "milvus",
   "pytest.*"
 ]
 ignore_missing_imports = true
diff --git a/src/milvus_haystack/__about__.py b/src/milvus_haystack/__about__.py
index de1a290..cbd11ba 100644
--- a/src/milvus_haystack/__about__.py
+++ b/src/milvus_haystack/__about__.py
@@ -1,4 +1,4 @@
 # SPDX-FileCopyrightText: 2023-present Tuana Celik <tuana.celik@deepset.ai>
 #
 # SPDX-License-Identifier: Apache-2.0
-__version__ = "0.0.4"
+__version__ = "0.0.5"
diff --git a/tests/test_document_store.py b/tests/test_document_store.py
index c5222f3..cef74a7 100644
--- a/tests/test_document_store.py
+++ b/tests/test_document_store.py
@@ -12,24 +12,6 @@
 
 
 class TestDocumentStore(CountDocumentsTest, WriteDocumentsTest, DeleteDocumentsTest):
-    from milvus import MilvusServer
-
-    milvus_server = MilvusServer()
-    milvus_server.set_base_dir("test_milvus_base")
-    milvus_server.listen_port = 19530
-    try:
-        milvus_server.stop()
-    except Exception as err:
-        logger.debug("Can not stop Milvus server. %s", err)
-    try:
-        milvus_server.cleanup()
-    except Exception as err:
-        logger.debug("Can not cleanup Milvus. %s", err)
-    try:
-        milvus_server.start()
-    except Exception as err:
-        logger.debug("Can not start Milvus server. %s", err)
-
     @pytest.fixture
     def document_store(self) -> MilvusDocumentStore:
         return MilvusDocumentStore(
diff --git a/tests/test_embedding_retriever.py b/tests/test_embedding_retriever.py
index 4d898f0..0c88538 100644
--- a/tests/test_embedding_retriever.py
+++ b/tests/test_embedding_retriever.py
@@ -10,24 +10,6 @@
 
 
 class TestMilvusEmbeddingTests:
-    from milvus import MilvusServer
-
-    milvus_server = MilvusServer()
-    milvus_server.set_base_dir("test_milvus_base")
-    milvus_server.listen_port = 19530
-    try:
-        milvus_server.stop()
-    except Exception as err:
-        logger.debug("Can not stop Milvus server. %s", err)
-    try:
-        milvus_server.cleanup()
-    except Exception as err:
-        logger.debug("Can not cleanup Milvus. %s", err)
-    try:
-        milvus_server.start()
-    except Exception as err:
-        logger.debug("Can not start Milvus server. %s", err)
-
     @pytest.fixture
     def document_store(self) -> MilvusDocumentStore:
         return MilvusDocumentStore(
diff --git a/tests/test_filters.py b/tests/test_filters.py
index b7a82da..3598152 100644
--- a/tests/test_filters.py
+++ b/tests/test_filters.py
@@ -12,24 +12,6 @@
 
 
 class TestMilvusFilters(FilterDocumentsTest):
-    from milvus import MilvusServer
-
-    milvus_server = MilvusServer()
-    milvus_server.set_base_dir("test_milvus_base")
-    milvus_server.listen_port = 19530
-    try:
-        milvus_server.stop()
-    except Exception as err:
-        logger.debug("Can not stop Milvus server. %s", err)
-    try:
-        milvus_server.cleanup()
-    except Exception as err:
-        logger.debug("Can not cleanup Milvus. %s", err)
-    try:
-        milvus_server.start()
-    except Exception as err:
-        logger.debug("Can not start Milvus server. %s", err)
-
     @pytest.fixture
     def filterable_docs(self) -> List[Document]:
         documents = []