diff --git a/.github/workflows/pr.yaml b/.github/workflows/pr.yaml
index 19c92be0..0c72d94b 100644
--- a/.github/workflows/pr.yaml
+++ b/.github/workflows/pr.yaml
@@ -43,3 +43,29 @@ jobs:
         run: |
           poetry run coverage run -m pytest tests/unit
           poetry run coverage report --fail-under=90
+  test_contextual:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [ '3.9', '3.12' ]
+        vendor: ["anthropic", "cohere", "mistralai", "openai", "sentence_transformers", "google"]
+    steps:
+      - name: Check out repository code
+        uses: actions/checkout@v4
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install Poetry
+        uses: snok/install-poetry@v1
+        with:
+          virtualenvs-create: true
+          virtualenvs-in-project: true
+          installer-parallel: true
+      - name: Set Python version for Poetry
+        run: poetry env use python${{ matrix.python-version }}
+      - name: Install dependencies
+        run: poetry install --extras ${{ matrix.vendor }}
+      - name: Run unit tests and check coverage
+        run: |
+          poetry run pytest -k ${{ matrix.vendor }} tests/unit
diff --git a/poetry.lock b/poetry.lock
index 3b0f41ad..0ad1669a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -527,13 +527,13 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "cohere"
-version = "5.11.1"
+version = "5.11.2"
 description = ""
 optional = true
 python-versions = "<4.0,>=3.8"
 files = [
-    {file = "cohere-5.11.1-py3-none-any.whl", hash = "sha256:117c718bfbc7637cf22c1025e8e2bf820ebeef51f7fbb2b9d74f3e9c0a9c6c25"},
-    {file = "cohere-5.11.1.tar.gz", hash = "sha256:821e20593def7796d314be9bcba87e9ecf69dc6ef17172f842447275f8679d0f"},
+    {file = "cohere-5.11.2-py3-none-any.whl", hash = "sha256:310adb975817068488ba60d2d39e65b8fd28756df9a4905d5b16a69f79d78db7"},
+    {file = "cohere-5.11.2.tar.gz", hash = "sha256:99498e20343947ef1e1e01165312dd2fbf40be4f9eac336f9b71efba55e7ba6e"},
 ]
 
 [package.dependencies]
@@ -1004,13 +1004,13 @@ tqdm = ["tqdm"]
 
 [[package]]
 name = "google-api-core"
-version = "2.21.0"
+version = "2.22.0"
 description = "Google API client core library"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "google_api_core-2.21.0-py3-none-any.whl", hash = "sha256:6869eacb2a37720380ba5898312af79a4d30b8bca1548fb4093e0697dc4bdf5d"},
-    {file = "google_api_core-2.21.0.tar.gz", hash = "sha256:4a152fd11a9f774ea606388d423b68aa7e6d6a0ffe4c8266f74979613ec09f81"},
+    {file = "google_api_core-2.22.0-py3-none-any.whl", hash = "sha256:a6652b6bd51303902494998626653671703c420f6f4c88cfd3f50ed723e9d021"},
+    {file = "google_api_core-2.22.0.tar.gz", hash = "sha256:26f8d76b96477db42b55fd02a33aae4a42ec8b86b98b94969b7333a2c828bf35"},
 ]
 
 [package.dependencies]
@@ -1024,7 +1024,10 @@ grpcio-status = [
     {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
     {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
 ]
-proto-plus = ">=1.22.3,<2.0.0dev"
+proto-plus = [
+    {version = ">=1.22.3,<2.0.0dev", markers = "python_version < \"3.13\""},
+    {version = ">=1.25.0,<2.0.0dev", markers = "python_version >= \"3.13\""},
+]
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
 requests = ">=2.18.0,<3.0.0.dev0"
 
@@ -1155,20 +1158,23 @@ grpc = ["grpcio (>=1.38.0,<2.0dev)", "grpcio-status (>=1.38.0,<2.0.dev0)"]
 
 [[package]]
 name = "google-cloud-resource-manager"
-version = "1.12.5"
+version = "1.13.0"
 description = "Google Cloud Resource Manager API client library"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "google_cloud_resource_manager-1.12.5-py2.py3-none-any.whl", hash = "sha256:2708a718b45c79464b7b21559c701b5c92e6b0b1ab2146d0a256277a623dc175"},
-    {file = "google_cloud_resource_manager-1.12.5.tar.gz", hash = "sha256:b7af4254401ed4efa3aba3a929cb3ddb803fa6baf91a78485e45583597de5891"},
+    {file = "google_cloud_resource_manager-1.13.0-py2.py3-none-any.whl", hash = "sha256:33beb4528c2b7aee7a97ed843710581a7b4a27f3dd1fa41a0bf3359b3d68853f"},
+    {file = "google_cloud_resource_manager-1.13.0.tar.gz", hash = "sha256:ae4bf69443f14b37007d4d84150115b0942e8b01650fd7a1fc6ff4dc1760e5c4"},
 ]
 
 [package.dependencies]
 google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
 grpc-google-iam-v1 = ">=0.12.4,<1.0.0dev"
-proto-plus = ">=1.22.3,<2.0.0dev"
+proto-plus = [
+    {version = ">=1.22.3,<2.0.0dev", markers = "python_version < \"3.13\""},
+    {version = ">=1.25.0,<2.0.0dev", markers = "python_version >= \"3.13\""},
+]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
 
 [[package]]
@@ -1373,168 +1379,168 @@ protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4
 
 [[package]]
 name = "grpcio"
-version = "1.67.0"
+version = "1.67.1"
 description = "HTTP/2-based RPC framework"
 optional = true
 python-versions = ">=3.8"
 files = [
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 protobuf = ">=5.26.1,<6.0dev"
 setuptools = "*"
 
@@ -1634,13 +1640,13 @@ files = [
 
 [[package]]
 name = "huggingface-hub"
-version = "0.26.1"
+version = "0.26.2"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = true
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -1898,13 +1904,13 @@ files = [
 
 [[package]]
 name = "langchain-core"
-version = "0.3.12"
+version = "0.3.13"
 description = "Building applications with LLMs through composability"
 optional = true
 python-versions = "<4.0,>=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1912,8 +1918,8 @@ jsonpatch = ">=1.33,<2.0"
 langsmith = ">=0.1.125,<0.2.0"
 packaging = ">=23.2,<25"
 pydantic = [
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     {version = ">=2.5.2,<3.0.0", markers = "python_full_version < \"3.12.4\""},
+    {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
 ]
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
@@ -1921,35 +1927,35 @@ typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-huggingface"
-version = "0.1.0"
+version = "0.1.1"
 description = "An integration package connecting Hugging Face and LangChain"
 optional = true
 python-versions = "<4.0,>=3.9"
 files = [
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 ]
 
 [package.dependencies]
 huggingface-hub = ">=0.23.0"
-langchain-core = ">=0.3.0,<0.4"
+langchain-core = ">=0.3.13,<0.4.0"
 sentence-transformers = ">=2.6.0"
 tokenizers = ">=0.19.1"
 transformers = ">=4.39.0"
 
 [[package]]
 name = "langchain-openai"
-version = "0.2.3"
+version = "0.2.4"
 description = "An integration package connecting OpenAI and LangChain"
 optional = true
 python-versions = "<4.0,>=3.9"
 files = [
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+    {file = "langchain_openai-0.2.4.tar.gz", hash = "sha256:8fe494ea0b61241fe213bede8234e41e6927b348eaa8f6ce60f547676b0f2e14"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.12,<0.4.0"
+langchain-core = ">=0.3.13,<0.4.0"
 openai = ">=1.52.0,<2.0.0"
 tiktoken = ">=0.7,<1"
 
@@ -1982,8 +1988,8 @@ files = [
 httpx = ">=0.23.0,<1"
 orjson = ">=3.9.14,<4.0.0"
 pydantic = [
-    {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
     {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""},
+    {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
 ]
 requests = ">=2,<3"
 requests-toolbelt = ">=1.0.0,<2.0.0"
@@ -3009,8 +3015,8 @@ files = [
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
     {version = ">=1.23.2", markers = "python_version == \"3.11\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
     {version = ">=1.22.4", markers = "python_version < \"3.11\""},
 ]
 python-dateutil = ">=2.8.2"
@@ -3165,8 +3171,8 @@ pinecone-plugin-interface = ">=0.0.7,<0.0.8"
 tqdm = ">=4.64.1"
 typing-extensions = ">=3.7.4"
 urllib3 = [
-    {version = ">=1.26.5", markers = "python_version >= \"3.12\" and python_version < \"4.0\""},
     {version = ">=1.26.0", markers = "python_version >= \"3.8\" and python_version < \"3.12\""},
+    {version = ">=1.26.5", markers = "python_version >= \"3.12\" and python_version < \"4.0\""},
 ]
 
 [package.extras]
@@ -3446,8 +3452,8 @@ files = [
 annotated-types = ">=0.6.0"
 pydantic-core = "2.23.4"
 typing-extensions = [
-    {version = ">=4.12.2", markers = "python_version >= \"3.13\""},
     {version = ">=4.6.1", markers = "python_version < \"3.13\""},
+    {version = ">=4.12.2", markers = "python_version >= \"3.13\""},
 ]
 
 [package.extras]
@@ -3780,8 +3786,8 @@ grpcio = ">=1.41.0"
 grpcio-tools = ">=1.41.0"
 httpx = {version = ">=0.20.0", extras = ["http2"]}
 numpy = [
-    {version = ">=1.26", markers = "python_version >= \"3.12\""},
     {version = ">=1.21", markers = "python_version >= \"3.8\" and python_version < \"3.12\""},
+    {version = ">=1.26", markers = "python_version >= \"3.12\""},
 ]
 portalocker = ">=2.7.0,<3.0.0"
 pydantic = ">=1.10.8"
@@ -4123,11 +4129,6 @@ files = [
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@@ -4222,23 +4223,23 @@ train = ["accelerate (>=0.20.3)", "datasets"]
 
 [[package]]
 name = "setuptools"
-version = "75.2.0"
+version = "75.3.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = true
 python-versions = ">=3.8"
 files = [
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+    {file = "setuptools-75.3.0.tar.gz", hash = "sha256:fba5dd4d766e97be1b1681d98712680ae8f2f26d7881245f2ce9e40714f1a686"},
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+core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.collections", "jaraco.functools", "jaraco.text (>=3.7)", "more-itertools", "more-itertools (>=8.8)", "packaging", "packaging (>=24)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
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-type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.11.*)", "pytest-mypy"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test (>=5.5)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.12.*)", "pytest-mypy"]
 
 [[package]]
 name = "shapely"
@@ -4850,13 +4851,13 @@ optree = ["optree (>=0.12.0)"]
 
 [[package]]
 name = "tqdm"
-version = "4.66.5"
+version = "4.66.6"
 description = "Fast, Extensible Progress Meter"
 optional = true
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -5053,13 +5054,13 @@ crypto-eth-addresses = ["eth-hash[pycryptodome] (>=0.7.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.27.0"
+version = "20.27.1"
 description = "Virtual Python Environment builder"
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 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -5173,93 +5174,93 @@ files = [
 
 [[package]]
 name = "yarl"
-version = "1.16.0"
+version = "1.17.0"
 description = "Yet another URL library"
 optional = true
 python-versions = ">=3.9"
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+    {file = "yarl-1.17.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:deec9693b67f6af856a733b8a3e465553ef09e5e8ead792f52c25b699b8f9e6e"},
+    {file = "yarl-1.17.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c804b07622ba50a765ca7fb8145512836ab65956de01307541def869e4a456c9"},
+    {file = "yarl-1.17.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1d013a7c9574e98c14831a8f22d27277688ec3b2741d0188ac01a910b009987a"},
+    {file = "yarl-1.17.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:e2cfcba719bd494c7413dcf0caafb51772dec168c7c946e094f710d6aa70494e"},
+    {file = "yarl-1.17.0-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:c068aba9fc5b94dfae8ea1cedcbf3041cd4c64644021362ffb750f79837e881f"},
+    {file = "yarl-1.17.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:3616df510ffac0df3c9fa851a40b76087c6c89cbcea2de33a835fc80f9faac24"},
+    {file = "yarl-1.17.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:755d6176b442fba9928a4df787591a6a3d62d4969f05c406cad83d296c5d4e05"},
+    {file = "yarl-1.17.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:c18f6e708d1cf9ff5b1af026e697ac73bea9cb70ee26a2b045b112548579bed2"},
+    {file = "yarl-1.17.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:5b937c216b6dee8b858c6afea958de03c5ff28406257d22b55c24962a2baf6fd"},
+    {file = "yarl-1.17.0-cp313-cp313-win32.whl", hash = "sha256:d0131b14cb545c1a7bd98f4565a3e9bdf25a1bd65c83fc156ee5d8a8499ec4a3"},
+    {file = "yarl-1.17.0-cp313-cp313-win_amd64.whl", hash = "sha256:01c96efa4313c01329e88b7e9e9e1b2fc671580270ddefdd41129fa8d0db7696"},
+    {file = "yarl-1.17.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:0d44f67e193f0a7acdf552ecb4d1956a3a276c68e7952471add9f93093d1c30d"},
+    {file = "yarl-1.17.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:16ea0aa5f890cdcb7ae700dffa0397ed6c280840f637cd07bffcbe4b8d68b985"},
+    {file = "yarl-1.17.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:cf5469dc7dcfa65edf5cc3a6add9f84c5529c6b556729b098e81a09a92e60e51"},
+    {file = "yarl-1.17.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e662bf2f6e90b73cf2095f844e2bc1fda39826472a2aa1959258c3f2a8500a2f"},
+    {file = "yarl-1.17.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8260e88f1446904ba20b558fa8ce5d0ab9102747238e82343e46d056d7304d7e"},
+    {file = "yarl-1.17.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5dc16477a4a2c71e64c5d3d15d7ae3d3a6bb1e8b955288a9f73c60d2a391282f"},
+    {file = "yarl-1.17.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:46027e326cecd55e5950184ec9d86c803f4f6fe4ba6af9944a0e537d643cdbe0"},
+    {file = "yarl-1.17.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:fc95e46c92a2b6f22e70afe07e34dbc03a4acd07d820204a6938798b16f4014f"},
+    {file = "yarl-1.17.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:16ca76c7ac9515320cd09d6cc083d8d13d1803f6ebe212b06ea2505fd66ecff8"},
+    {file = "yarl-1.17.0-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:eb1a5b97388f2613f9305d78a3473cdf8d80c7034e554d8199d96dcf80c62ac4"},
+    {file = "yarl-1.17.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:41fd5498975418cdc34944060b8fbeec0d48b2741068077222564bea68daf5a6"},
+    {file = "yarl-1.17.0-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:146ca582ed04a5664ad04b0e0603934281eaab5c0115a5a46cce0b3c061a56a1"},
+    {file = "yarl-1.17.0-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:6abb8c06107dbec97481b2392dafc41aac091a5d162edf6ed7d624fe7da0587a"},
+    {file = "yarl-1.17.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:4d14be4613dd4f96c25feb4bd8c0d8ce0f529ab0ae555a17df5789e69d8ec0c5"},
+    {file = "yarl-1.17.0-cp39-cp39-win32.whl", hash = "sha256:174d6a6cad1068f7850702aad0c7b1bca03bcac199ca6026f84531335dfc2646"},
+    {file = "yarl-1.17.0-cp39-cp39-win_amd64.whl", hash = "sha256:6af417ca2c7349b101d3fd557ad96b4cd439fdb6ab0d288e3f64a068eea394d0"},
+    {file = "yarl-1.17.0-py3-none-any.whl", hash = "sha256:62dd42bb0e49423f4dd58836a04fcf09c80237836796025211bbe913f1524993"},
+    {file = "yarl-1.17.0.tar.gz", hash = "sha256:d3f13583f378930377e02002b4085a3d025b00402d5a80911726d43a67911cd9"},
 ]
 
 [package.dependencies]
@@ -5303,4 +5304,4 @@ weaviate = ["weaviate-client"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9.0"
-content-hash = "0c52f5ece4b6b909273fbdc9afa3baaa088db66e9f0be3f4926c4482400b618c"
+content-hash = "a6e94b1b682bf083ee8eb25c9ba76da80170898bd022391193dff800fd63cdfc"
diff --git a/pyproject.toml b/pyproject.toml
index abf775ee..ca4d9be6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -71,7 +71,7 @@ openai = ["openai"]
 mistralai = ["mistralai"]
 qdrant = ["qdrant-client"]
 kg_creation_tools = ["pygraphviz"]
-sentence-transformers = ["sentence-transformers"]
+sentence_transformers = ["sentence-transformers"]
 experimental = ["pypdf", "fsspec", "langchain-text-splitters", "pygraphviz", "llama-index"]
 examples = ["langchain-openai", "langchain-huggingface"]
 
@@ -84,6 +84,15 @@ testpaths = ["tests"]
 filterwarnings = [
     "",
 ]
+markers = [
+    "anthropic: marks tests for anthropic env only",
+    "cohere: marks tests for cohere env only",
+    "mistralai: marks tests for mistral env only",
+    "sentence_transformers: marks tests for sentence_transformers env only",
+    "openai: marks tests for openai env only",
+    "google: marks tests for vertexai env only",
+    "experimental: marks tests for experimental features",
+]
 
 [tool.coverage.paths]
 source = ["src"]
diff --git a/tests/unit/embeddings/test_cohere_embedder.py b/tests/unit/embeddings/test_cohere_embedder.py
index 244e90c5..81ce1abf 100644
--- a/tests/unit/embeddings/test_cohere_embedder.py
+++ b/tests/unit/embeddings/test_cohere_embedder.py
@@ -17,6 +17,8 @@
 import pytest
 from neo4j_graphrag.embeddings.cohere import CohereEmbeddings
 
+pytestmark = pytest.mark.cohere
+
 
 @patch("neo4j_graphrag.embeddings.cohere.cohere", None)
 def test_cohere_embedder_missing_cohere_dependency() -> None:
diff --git a/tests/unit/embeddings/test_mistralai_embedder.py b/tests/unit/embeddings/test_mistralai_embedder.py
index f962f7c3..0427809d 100644
--- a/tests/unit/embeddings/test_mistralai_embedder.py
+++ b/tests/unit/embeddings/test_mistralai_embedder.py
@@ -17,6 +17,8 @@
 import pytest
 from neo4j_graphrag.embeddings import MistralAIEmbeddings
 
+pytestmark = pytest.mark.mistralai
+
 
 @patch("neo4j_graphrag.embeddings.mistral.Mistral", None)
 def test_mistralai_embedder_missing_dependency() -> None:
diff --git a/tests/unit/embeddings/test_openai_embedder.py b/tests/unit/embeddings/test_openai_embedder.py
index a1b940f0..06304418 100644
--- a/tests/unit/embeddings/test_openai_embedder.py
+++ b/tests/unit/embeddings/test_openai_embedder.py
@@ -14,8 +14,14 @@
 #  limitations under the License.
 from unittest.mock import MagicMock, Mock, patch
 
-import openai
 import pytest
+
+pytestmark = pytest.mark.openai
+
+try:
+    import openai
+except ImportError:
+    pass
 from neo4j_graphrag.embeddings.openai import (
     AzureOpenAIEmbeddings,
     OpenAIEmbeddings,
diff --git a/tests/unit/embeddings/test_sentence_transformers.py b/tests/unit/embeddings/test_sentence_transformers.py
index 197095e4..20b46300 100644
--- a/tests/unit/embeddings/test_sentence_transformers.py
+++ b/tests/unit/embeddings/test_sentence_transformers.py
@@ -1,8 +1,14 @@
 from unittest.mock import MagicMock, Mock, patch
 
-import numpy as np
 import pytest
-import torch
+
+pytestmark = pytest.mark.sentence_transformers
+
+try:
+    import numpy as np
+    import torch
+except ImportError:
+    np = None
 from neo4j_graphrag.embeddings.base import Embedder
 from neo4j_graphrag.embeddings.sentence_transformers import (
     SentenceTransformerEmbeddings,
@@ -18,6 +24,7 @@ def get_mock_sentence_transformers() -> MagicMock:
     return mock
 
 
+@pytest.mark.skipif(np is None, reason="numpy is not installed")
 @patch("builtins.__import__")
 def test_initialization(mock_import: Mock) -> None:
     MockSentenceTransformer = get_mock_sentence_transformers()
@@ -27,6 +34,7 @@ def test_initialization(mock_import: Mock) -> None:
     assert isinstance(instance, Embedder)
 
 
+@pytest.mark.skipif(np is None, reason="numpy is not installed")
 @patch("builtins.__import__")
 def test_initialization_with_custom_model(mock_import: Mock) -> None:
     MockSentenceTransformer = get_mock_sentence_transformers()
@@ -36,6 +44,7 @@ def test_initialization_with_custom_model(mock_import: Mock) -> None:
     MockSentenceTransformer.SentenceTransformer.assert_called_with(custom_model)
 
 
+@pytest.mark.skipif(np is None, reason="numpy is not installed")
 @patch("builtins.__import__")
 def test_embed_query(mock_import: Mock) -> None:
     MockSentenceTransformer = get_mock_sentence_transformers()
diff --git a/tests/unit/embeddings/test_vertexai_embedder.py b/tests/unit/embeddings/test_vertexai_embedder.py
index 4805575d..cf4da828 100644
--- a/tests/unit/embeddings/test_vertexai_embedder.py
+++ b/tests/unit/embeddings/test_vertexai_embedder.py
@@ -17,6 +17,8 @@
 import pytest
 from neo4j_graphrag.embeddings.vertexai import VertexAIEmbeddings
 
+pytestmark = pytest.mark.google
+
 
 @patch("neo4j_graphrag.embeddings.vertexai.vertexai", None)
 def test_vertexai_embedder_missing_dependency() -> None:
diff --git a/tests/unit/experimental/pipeline/test_kg_builder.py b/tests/unit/experimental/pipeline/test_kg_builder.py
index 64da47a0..42611fee 100644
--- a/tests/unit/experimental/pipeline/test_kg_builder.py
+++ b/tests/unit/experimental/pipeline/test_kg_builder.py
@@ -18,11 +18,18 @@
 import neo4j
 import pytest
 from neo4j_graphrag.embeddings import Embedder
-from neo4j_graphrag.experimental.components.entity_relation_extractor import OnError
-from neo4j_graphrag.experimental.components.schema import SchemaEntity, SchemaRelation
-from neo4j_graphrag.experimental.pipeline.exceptions import PipelineDefinitionError
-from neo4j_graphrag.experimental.pipeline.kg_builder import SimpleKGPipeline
-from neo4j_graphrag.experimental.pipeline.pipeline import PipelineResult
+
+try:
+    from neo4j_graphrag.experimental.components.entity_relation_extractor import OnError
+    from neo4j_graphrag.experimental.components.schema import (
+        SchemaEntity,
+        SchemaRelation,
+    )
+    from neo4j_graphrag.experimental.pipeline.exceptions import PipelineDefinitionError
+    from neo4j_graphrag.experimental.pipeline.kg_builder import SimpleKGPipeline
+    from neo4j_graphrag.experimental.pipeline.pipeline import PipelineResult
+except ImportError:
+    pass
 from neo4j_graphrag.llm.base import LLMInterface
 
 
diff --git a/tests/unit/llm/test_anthropic_llm.py b/tests/unit/llm/test_anthropic_llm.py
index c8d5f6f8..d316bd8c 100644
--- a/tests/unit/llm/test_anthropic_llm.py
+++ b/tests/unit/llm/test_anthropic_llm.py
@@ -17,10 +17,15 @@
 from typing import Generator
 from unittest.mock import AsyncMock, MagicMock, Mock, patch
 
-import anthropic
+try:
+    import anthropic
+except ImportError:
+    anthropic = None
 import pytest
 from neo4j_graphrag.llm.anthropic_llm import AnthropicLLM
 
+pytestmark = pytest.mark.anthropic
+
 
 @pytest.fixture
 def mock_anthropic() -> Generator[MagicMock, None, None]:
diff --git a/tests/unit/llm/test_cohere_llm.py b/tests/unit/llm/test_cohere_llm.py
index db1b9db8..66c48527 100644
--- a/tests/unit/llm/test_cohere_llm.py
+++ b/tests/unit/llm/test_cohere_llm.py
@@ -16,12 +16,17 @@
 from typing import Generator
 from unittest.mock import AsyncMock, MagicMock, Mock, patch
 
-import cohere.core
+try:
+    import cohere.core
+except ImportError:
+    pass
 import pytest
 from neo4j_graphrag.exceptions import LLMGenerationError
 from neo4j_graphrag.llm import LLMResponse
 from neo4j_graphrag.llm.cohere_llm import CohereLLM
 
+pytestmark = pytest.mark.cohere
+
 
 @pytest.fixture
 def mock_cohere() -> Generator[MagicMock, None, None]:
diff --git a/tests/unit/llm/test_mistralaillm.py b/tests/unit/llm/test_mistralai_llm.py
similarity index 98%
rename from tests/unit/llm/test_mistralaillm.py
rename to tests/unit/llm/test_mistralai_llm.py
index 0e0f1b6c..b1319ef5 100644
--- a/tests/unit/llm/test_mistralaillm.py
+++ b/tests/unit/llm/test_mistralai_llm.py
@@ -20,6 +20,8 @@
 from neo4j_graphrag.exceptions import LLMGenerationError
 from neo4j_graphrag.llm import LLMResponse, MistralAILLM
 
+pytestmark = pytest.mark.mistralai
+
 
 @patch("neo4j_graphrag.llm.mistralai_llm.Mistral", None)
 def test_mistral_ai_llm_missing_dependency() -> None:
diff --git a/tests/unit/llm/test_openai_llm.py b/tests/unit/llm/test_openai_llm.py
index 546d4e39..7eae785d 100644
--- a/tests/unit/llm/test_openai_llm.py
+++ b/tests/unit/llm/test_openai_llm.py
@@ -14,7 +14,10 @@
 #  limitations under the License.
 from unittest.mock import MagicMock, Mock, patch
 
-import openai
+try:
+    import openai
+except ImportError:
+    openai = None
 import pytest
 from neo4j_graphrag.llm import LLMResponse
 from neo4j_graphrag.llm.openai_llm import AzureOpenAILLM, OpenAILLM
diff --git a/tests/unit/llm/test_vertexai_llm.py b/tests/unit/llm/test_vertexai_llm.py
index adffeb1d..923a537c 100644
--- a/tests/unit/llm/test_vertexai_llm.py
+++ b/tests/unit/llm/test_vertexai_llm.py
@@ -18,6 +18,8 @@
 import pytest
 from neo4j_graphrag.llm.vertexai_llm import VertexAILLM
 
+pytestmark = pytest.mark.google
+
 
 @patch("neo4j_graphrag.llm.vertexai_llm.GenerativeModel", None)
 def test_vertexai_llm_missing_dependency() -> None:
diff --git a/tests/unit/retrievers/external/test_pinecone.py b/tests/unit/retrievers/external/test_pinecone.py
index dd6def4f..4454bdbf 100644
--- a/tests/unit/retrievers/external/test_pinecone.py
+++ b/tests/unit/retrievers/external/test_pinecone.py
@@ -17,6 +17,9 @@
 
 import neo4j
 import pytest
+
+pytest.importorskip("pinecone", "Pinecone is not installed")
+
 from neo4j_graphrag.exceptions import RetrieverInitializationError
 from neo4j_graphrag.retrievers import PineconeNeo4jRetriever
 from neo4j_graphrag.retrievers.external.utils import get_match_query
diff --git a/tests/unit/retrievers/external/test_qdrant.py b/tests/unit/retrievers/external/test_qdrant.py
index e5b678a6..2279eedb 100644
--- a/tests/unit/retrievers/external/test_qdrant.py
+++ b/tests/unit/retrievers/external/test_qdrant.py
@@ -17,12 +17,19 @@
 
 import neo4j
 import pytest
+
+pytest.importorskip("qdrant_client", "Qdrant client is not installed")
+
 from neo4j_graphrag.exceptions import RetrieverInitializationError
 from neo4j_graphrag.retrievers import QdrantNeo4jRetriever
 from neo4j_graphrag.retrievers.external.utils import get_match_query
 from neo4j_graphrag.types import RetrieverResult, RetrieverResultItem
-from qdrant_client import QdrantClient
-from qdrant_client.http.models import QueryResponse, ScoredPoint
+
+try:
+    from qdrant_client import QdrantClient
+    from qdrant_client.http.models import QueryResponse, ScoredPoint
+except ImportError:
+    pass
 
 
 @pytest.fixture(scope="function")
diff --git a/tests/unit/retrievers/external/test_weaviate.py b/tests/unit/retrievers/external/test_weaviate.py
index 0b0e4f85..9a852291 100644
--- a/tests/unit/retrievers/external/test_weaviate.py
+++ b/tests/unit/retrievers/external/test_weaviate.py
@@ -19,6 +19,9 @@
 
 import neo4j
 import pytest
+
+pytest.importorskip("weaviate", "Weaviate is not installed")
+
 from neo4j_graphrag.exceptions import RetrieverInitializationError
 from neo4j_graphrag.retrievers import WeaviateNeo4jRetriever
 from neo4j_graphrag.retrievers.external.utils import get_match_query