diff --git a/comps/integrations/langchain/.gitignore b/comps/integrations/langchain/.gitignore
new file mode 100644
index 0000000000..bee8a64b79
--- /dev/null
+++ b/comps/integrations/langchain/.gitignore
@@ -0,0 +1 @@
+__pycache__
diff --git a/comps/integrations/langchain/dist/langchain_opea-0.1.0-py3-none-any.whl b/comps/integrations/langchain/dist/langchain_opea-0.1.0-py3-none-any.whl
index 5c636c68de..f0871e5c64 100644
Binary files a/comps/integrations/langchain/dist/langchain_opea-0.1.0-py3-none-any.whl and b/comps/integrations/langchain/dist/langchain_opea-0.1.0-py3-none-any.whl differ
diff --git a/comps/integrations/langchain/dist/langchain_opea-0.1.0.tar.gz b/comps/integrations/langchain/dist/langchain_opea-0.1.0.tar.gz
index 877649cfb2..038c24a172 100644
Binary files a/comps/integrations/langchain/dist/langchain_opea-0.1.0.tar.gz and b/comps/integrations/langchain/dist/langchain_opea-0.1.0.tar.gz differ
diff --git a/comps/integrations/langchain/langchain_opea/embeddings.py b/comps/integrations/langchain/langchain_opea/embeddings.py
index 1b54eaaf08..695c96384f 100644
--- a/comps/integrations/langchain/langchain_opea/embeddings.py
+++ b/comps/integrations/langchain/langchain_opea/embeddings.py
@@ -10,7 +10,29 @@
 import openai
 
 class OPEAEmbeddings(OpenAIEmbeddings):
-    """`OPEA` OPENAI Compatible Embeddings API."""
+    """`OPEA` OPENAI Compatible Embeddings API.
+        Instantiate:
+        .. code-block:: python
+
+            from langchain_opea import OPEAEmbeddings
+
+            embeddings = OPEAEmbeddings(
+                model="text-embedding-3-large"
+                opea_api_base="https://<your-opea-endpoint>",
+                opea_api_keyy=... # Can provide an API key directly.
+            )
+
+    Embed single text:
+        .. code-block:: python
+
+            input_text = "The meaning of life is 42"
+            vector = embed.embed_query(input_text)
+            print(vector[:3])
+
+        .. code-block:: python
+
+            [-0.024603435769677162, -0.007543657906353474, 0.0039630369283258915]
+"""
 
     model_name: str = Field(alias="model")
     """Model name to use."""
diff --git a/comps/integrations/langchain/langchain_opea/llms.py b/comps/integrations/langchain/langchain_opea/llms.py
index e57200016c..b9436afa2e 100644
--- a/comps/integrations/langchain/langchain_opea/llms.py
+++ b/comps/integrations/langchain/langchain_opea/llms.py
@@ -14,7 +14,7 @@ class OPEALLM(BaseOpenAI):  # type: ignore[override]
     OPEALLM is a class to interact with OPEA OpenAI compatible large
     language model endpoints.
 
-    To use, you should have the environment variable ``OPEA_API_TOKEN`` set
+    To use, you should have the environment variable ``opea_api_key`` set
     with your API token, or pass it as a named parameter to the constructor.
 
     Example:
@@ -45,6 +45,8 @@ class OPEALLM(BaseOpenAI):  # type: ignore[override]
     opea_api_base: str = Field(default="http://localhost:8080/v1/")
     """Base URL path for API requests."""
 
+    top_p: float = 0.6
+
     @classmethod
     def get_lc_namespace(cls) -> List[str]:
         """Get the namespace of the langchain object."""
@@ -93,7 +95,7 @@ def validate_environment(self) -> Self:
 
     @property
     def _invocation_params(self) -> Dict[str, Any]:
-        openai_params = {"model": self.model_name}
+        openai_params = {"model": self.model_name, "top_p": self.top_p if self.top_p else 0.6}
         return {**openai_params, **super()._invocation_params}
 
     @property
diff --git a/comps/integrations/langchain/poetry.lock b/comps/integrations/langchain/poetry.lock
index 88aca8881e..f107170a80 100644
--- a/comps/integrations/langchain/poetry.lock
+++ b/comps/integrations/langchain/poetry.lock
@@ -1,99 +1,99 @@
-# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.3"
+version = "2.4.4"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
+    {file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"},
+    {file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.11.7"
+version = "3.11.11"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
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 [package.dependencies]
@@ -111,13 +111,13 @@ speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 
 [[package]]
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+version = "1.3.2"
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-python-versions = ">=3.7"
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 sniffio = ">=1.1"
-typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
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 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -169,146 +169,133 @@ files = [
 
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-weaviate = ["weaviate-client (>=3.15)"]
-web = ["fastapi (>=0.87.0)"]
-
 [[package]]
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 version = "1.2.2"
@@ -400,20 +351,6 @@ files = [
 [package.extras]
 test = ["pytest (>=6)"]
 
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-description = "Let your Python tests travel through time"
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@@ -549,13 +486,13 @@ trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
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-version = "0.27.2"
+version = "0.28.1"
 description = "The next generation HTTP client."
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 python-versions = ">=3.8"
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 [package.dependencies]
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 certifi = "*"
 httpcore = "==1.*"
 idna = "*"
-sniffio = "*"
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
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 [[package]]
@@ -708,75 +645,75 @@ files = [
 
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+version = "0.3.29"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = ">=3.9,<4.0"
-files = []
-develop = true
+python-versions = "<4.0,>=3.9"
+files = [
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 packaging = ">=23.2,<25"
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 typing-extensions = ">=4.7"
 
-[package.source]
-type = "directory"
-url = "../../core"
-
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+version = "0.2.14"
 description = "An integration package connecting OpenAI and LangChain"
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-python-versions = ">=3.9,<4.0"
-files = []
-develop = true
+python-versions = "<4.0,>=3.9"
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 tiktoken = ">=0.7,<1"
 
-[package.source]
-type = "directory"
-url = "../openai"
-
 [[package]]
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-files = []
-develop = true
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-
-[package.source]
-type = "directory"
-url = "../../standard-tests"
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+pytest-socket = ">=0.6.0,<1"
+syrupy = ">=4,<5"
 
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+version = "0.2.10"
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 requests-toolbelt = ">=1.0.0,<2.0.0"
 
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 [package.extras]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
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 [package.extras]
@@ -1300,130 +1261,116 @@ timezone = ["tzdata"]
 
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 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
-[[package]]
-name = "pygments"
-version = "2.18.0"
-description = "Pygments is a syntax highlighting package written in Python."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "pygments-2.18.0-py3-none-any.whl", hash = "sha256:b8e6aca0523f3ab76fee51799c488e38782ac06eafcf95e7ba832985c8e7b13a"},
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-]
-
-[package.extras]
-windows-terminal = ["colorama (>=0.4.6)"]
-
 [[package]]
 name = "pytest"
 version = "7.4.4"
@@ -1448,39 +1395,36 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
 
 [[package]]
 name = "pytest-asyncio"
-version = "0.21.2"
+version = "0.23.8"
 description = "Pytest support for asyncio"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "pytest_asyncio-0.21.2-py3-none-any.whl", hash = "sha256:ab664c88bb7998f711d8039cacd4884da6430886ae8bbd4eded552ed2004f16b"},
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+    {file = "pytest_asyncio-0.23.8-py3-none-any.whl", hash = "sha256:50265d892689a5faefb84df80819d1ecef566eb3549cf915dfb33569359d1ce2"},
+    {file = "pytest_asyncio-0.23.8.tar.gz", hash = "sha256:759b10b33a6dc61cce40a8bd5205e302978bbbcc00e279a8b61d9a6a3c82e4d3"},
 ]
 
 [package.dependencies]
-pytest = ">=7.0.0"
+pytest = ">=7.0.0,<9"
 
 [package.extras]
 docs = ["sphinx (>=5.3)", "sphinx-rtd-theme (>=1.0)"]
-testing = ["coverage (>=6.2)", "flaky (>=3.5.0)", "hypothesis (>=5.7.1)", "mypy (>=0.931)", "pytest-trio (>=0.7.0)"]
+testing = ["coverage (>=6.2)", "hypothesis (>=5.7.1)"]
 
 [[package]]
-name = "pytest-mock"
-version = "3.14.0"
-description = "Thin-wrapper around the mock package for easier use with pytest"
+name = "pytest-socket"
+version = "0.7.0"
+description = "Pytest Plugin to disable socket calls during tests"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.8,<4.0"
 files = [
-    {file = "pytest-mock-3.14.0.tar.gz", hash = "sha256:2719255a1efeceadbc056d6bf3df3d1c5015530fb40cf347c0f9afac88410bd0"},
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+    {file = "pytest_socket-0.7.0.tar.gz", hash = "sha256:71ab048cbbcb085c15a4423b73b619a8b35d6a307f46f78ea46be51b1b7e11b3"},
 ]
 
 [package.dependencies]
 pytest = ">=6.2.5"
 
-[package.extras]
-dev = ["pre-commit", "pytest-asyncio", "tox"]
-
 [[package]]
 name = "pytest-watcher"
 version = "0.3.5"
@@ -1496,20 +1440,6 @@ files = [
 tomli = {version = ">=2.0.1,<3.0.0", markers = "python_version < \"3.11\""}
 watchdog = ">=2.0.0"
 
-[[package]]
-name = "python-dateutil"
-version = "2.9.0.post0"
-description = "Extensions to the standard Python datetime module"
-optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-files = [
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-]
-
-[package.dependencies]
-six = ">=1.5"
-
 [[package]]
 name = "pyyaml"
 version = "6.0.2"
@@ -1710,25 +1640,6 @@ files = [
 [package.dependencies]
 requests = ">=2.0.1,<3.0.0"
 
-[[package]]
-name = "rich"
-version = "13.9.4"
-description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
-optional = false
-python-versions = ">=3.8.0"
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-[package.dependencies]
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-typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.11\""}
-
-[package.extras]
-jupyter = ["ipywidgets (>=7.5.1,<9)"]
-
 [[package]]
 name = "ruff"
 version = "0.5.7"
@@ -1756,17 +1667,6 @@ files = [
     {file = "ruff-0.5.7.tar.gz", hash = "sha256:8dfc0a458797f5d9fb622dd0efc52d796f23f0a1493a9527f4e49a550ae9a7e5"},
 ]
 
-[[package]]
-name = "six"
-version = "1.16.0"
-description = "Python 2 and 3 compatibility utilities"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
-files = [
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-]
-
 [[package]]
 name = "sniffio"
 version = "1.3.1"
@@ -1856,13 +1756,43 @@ blobfile = ["blobfile (>=2)"]
 
 [[package]]
 name = "tomli"
-version = "2.1.0"
+version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "tomli-2.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:a38aa0308e754b0e3c67e344754dff64999ff9b513e691d0e786265c93583c69"},
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 ]
 
 [[package]]
@@ -1886,20 +1816,6 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
-[[package]]
-name = "types-requests"
-version = "2.32.0.20241016"
-description = "Typing stubs for requests"
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
-
-[package.dependencies]
-urllib3 = ">=2"
-
 [[package]]
 name = "typing-extensions"
 version = "4.12.2"
@@ -1911,30 +1827,15 @@ files = [
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
-[[package]]
-name = "typing-inspect"
-version = "0.9.0"
-description = "Runtime inspection utilities for typing module."
-optional = false
-python-versions = "*"
-files = [
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-]
-
-[package.dependencies]
-mypy-extensions = ">=0.3.0"
-typing-extensions = ">=3.7.4"
-
 [[package]]
 name = "urllib3"
-version = "2.2.3"
+version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
@@ -1987,93 +1888,93 @@ watchmedo = ["PyYAML (>=3.10)"]
 
 [[package]]
 name = "yarl"
-version = "1.18.0"
+version = "1.18.3"
 description = "Yet another URL library"
 optional = false
 python-versions = ">=3.9"
 files = [
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+    {file = "yarl-1.18.3.tar.gz", hash = "sha256:ac1801c45cbf77b6c99242eeff4fffb5e4e73a800b5c4ad4fc0be5def634d2e1"},
 ]
 
 [package.dependencies]
@@ -2084,4 +1985,4 @@ propcache = ">=0.2.0"
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<4.0"
-content-hash = "df184c08b8561a31c587e9fd643cd80fa9b9fee422dfe73e0243bafe6e0e6964"
+content-hash = "51bb3873e750ec851d47dae1b14224f2a8050eb079ba2e1d8920423450f8a9b2"
diff --git a/comps/integrations/langchain/pyproject.toml b/comps/integrations/langchain/pyproject.toml
index 0058d31cfc..5e3226c8fc 100644
--- a/comps/integrations/langchain/pyproject.toml
+++ b/comps/integrations/langchain/pyproject.toml
@@ -5,24 +5,70 @@ build-backend = "poetry.core.masonry.api"
 [tool.poetry]
 name = "langchain-opea"
 version = "0.1.0"
-description = "An integration package connecting OPEA Microservices and LangChain"
+description = "An integration package connecting OPEA and LangChain"
 authors = []
 readme = "README.md"
-repository = "https://github.com/opea-project"
+repository = "https://github.com/langchain-ai/langchain"
 license = "MIT"
 
 [tool.mypy]
 disallow_untyped_defs = "True"
 
+[tool.poetry.urls]
+"Source Code" = "https://github.com/langchain-ai/langchain/tree/master/libs/partners/opea"
+"Release Notes" = "https://github.com/langchain-ai/langchain/releases?q=tag%3A%22opea%3D%3D0%22&expanded=true"
+
 [tool.poetry.dependencies]
 python = ">=3.9,<4.0"
-langchain-openai = ">=0.2,<0.3"
+langchain-openai = ">=0.2.14,<0.3"
 langchain-core = ">=0.3.29,<0.4"
 requests = ">=2,<3"
 aiohttp = ">=3.9.1,<4"
 
 [tool.ruff.lint]
-select = ["E", "F", "I", "D"]
+select = ["E", "F", "I", "T201"]
 
 [tool.coverage.run]
 omit = ["tests/*"]
+
+[tool.pytest.ini_options]
+addopts = "--strict-markers --strict-config --durations=5"
+markers = [
+    "compile: mark placeholder test used to compile integration tests without running them",
+]
+asyncio_mode = "auto"
+
+[tool.poetry.group.test]
+optional = true
+
+[tool.poetry.group.codespell]
+optional = true
+
+[tool.poetry.group.test_integration]
+optional = true
+
+[tool.poetry.group.lint]
+optional = true
+
+[tool.poetry.group.dev]
+optional = true
+
+[tool.poetry.group.dev.dependencies]
+
+[tool.poetry.group.test.dependencies]
+pytest = "^7.4.3"
+pytest-asyncio = "^0.23.2"
+pytest-socket = "^0.7.0"
+pytest-watcher = "^0.3.4"
+langchain-tests = "^0.3.5"
+
+[tool.poetry.group.codespell.dependencies]
+codespell = "^2.2.6"
+
+[tool.poetry.group.test_integration.dependencies]
+
+[tool.poetry.group.lint.dependencies]
+ruff = "^0.5"
+
+[tool.poetry.group.typing.dependencies]
+mypy = "^1.10"
diff --git a/comps/integrations/langchain/scripts/check_imports.py b/comps/integrations/langchain/scripts/check_imports.py
index ba8de50118..58a460c149 100644
--- a/comps/integrations/langchain/scripts/check_imports.py
+++ b/comps/integrations/langchain/scripts/check_imports.py
@@ -10,8 +10,8 @@
             SourceFileLoader("x", file).load_module()
         except Exception:
             has_failure = True
-            print(file)
+            print(file)  # noqa: T201
             traceback.print_exc()
-            print()
+            print()  # noqa: T201
 
     sys.exit(1 if has_failure else 0)
diff --git a/comps/integrations/langchain/scripts/lint_imports.sh b/comps/integrations/langchain/scripts/lint_imports.sh
new file mode 100755
index 0000000000..19ccec1480
--- /dev/null
+++ b/comps/integrations/langchain/scripts/lint_imports.sh
@@ -0,0 +1,18 @@
+#!/bin/bash
+
+set -eu
+
+# Initialize a variable to keep track of errors
+errors=0
+
+# make sure not importing from langchain, langchain_experimental, or langchain_community
+git --no-pager grep '^from langchain\.' . && errors=$((errors+1))
+git --no-pager grep '^from langchain_experimental\.' . && errors=$((errors+1))
+git --no-pager grep '^from langchain_community\.' . && errors=$((errors+1))
+
+# Decide on an exit status based on the errors
+if [ "$errors" -gt 0 ]; then
+    exit 1
+else
+    exit 0
+fi
diff --git a/comps/integrations/langchain/tests/integration_tests/test_chat_models.py b/comps/integrations/langchain/tests/integration_tests/test_chat_models.py
index 13a5e07f05..7418db222c 100644
--- a/comps/integrations/langchain/tests/integration_tests/test_chat_models.py
+++ b/comps/integrations/langchain/tests/integration_tests/test_chat_models.py
@@ -8,9 +8,9 @@
 
 from langchain_opea.chat_models import ChatOPEA
 
-OPEA_API_BASE="http://localhost:8080/v1"
+OPEA_API_BASE="http://localhost:9009/v1"
 OPEA_API_KEY="my_secret_value"
-MODEL_NAME="mistralai/Mistral-7B-Instruct-v0.3"
+MODEL_NAME="Intel/neural-chat-7b-v3-3"
 
 class TestChatOPEA(ChatModelIntegrationTests):
     @property
@@ -27,7 +27,24 @@ def chat_model_params(self) -> dict:
 
     @property
     def supports_image_inputs(self) -> bool:
-        return True
+        return False
+
+    @property
+    def has_tool_calling(self) -> bool:
+        return False
+    
+    @property
+    def supports_image_tool_message(self) -> bool:
+        return False
+
+    @property
+    def returns_usage_metadata(self) -> bool:
+        return False
+    
+    @property
+    def supports_anthropic_inputs(self) -> bool:
+        return False
+    supports_anthropic_inputs
 
     @pytest.mark.xfail(
         reason=(
diff --git a/comps/integrations/langchain/tests/integration_tests/test_llms.py b/comps/integrations/langchain/tests/integration_tests/test_llms.py
index ba75c26a89..a93d7fe067 100644
--- a/comps/integrations/langchain/tests/integration_tests/test_llms.py
+++ b/comps/integrations/langchain/tests/integration_tests/test_llms.py
@@ -2,14 +2,14 @@
 
 from langchain_opea.llms import OPEALLM
 
-OPEA_API_BASE="http://localhost:8080/v1"
+OPEA_API_BASE="http://localhost:9009/v1"
 OPEA_API_KEY="my_secret_value"
-MODEL_NAME="mistralai/Mistral-7B-Instruct-v0.3"
+MODEL_NAME="Intel/neural-chat-7b-v3-3"
 
 
 def test_stream() -> None:
     """Test streaming tokens from OpenAI."""
-    llm = OPEALLM( opea_api_base=OPEA_API_BASE,
+    llm = OPEALLM(opea_api_base=OPEA_API_BASE,
     opea_api_key=OPEA_API_KEY,
     model_name=MODEL_NAME)
 
@@ -19,7 +19,7 @@ def test_stream() -> None:
 
 async def test_astream() -> None:
     """Test streaming tokens from OpenAI."""
-    llm = OPEALLM( opea_api_base=OPEA_API_BASE,
+    llm = OPEALLM(opea_api_base=OPEA_API_BASE,
     opea_api_key=OPEA_API_KEY,
     model_name=MODEL_NAME)
 
@@ -64,7 +64,7 @@ def test_batch() -> None:
 
 async def test_ainvoke() -> None:
     """Test invoke tokens from OPEALLM."""
-    llm = OPEALLM( opea_api_base=OPEA_API_BASE,
+    llm = OPEALLM(opea_api_base=OPEA_API_BASE,
     opea_api_key=OPEA_API_KEY,
     model_name=MODEL_NAME)
 
@@ -74,7 +74,7 @@ async def test_ainvoke() -> None:
 
 def test_invoke() -> None:
     """Test invoke tokens from OPEALLM."""
-    llm = OPEALLM( opea_api_base=OPEA_API_BASE,
+    llm = OPEALLM(opea_api_base=OPEA_API_BASE,
     opea_api_key=OPEA_API_KEY,
     model_name=MODEL_NAME)
 
diff --git a/comps/integrations/langchain/tests/unit_tests/test_llms.py b/comps/integrations/langchain/tests/unit_tests/test_llms.py
index 29b18b46d0..0829d23eed 100644
--- a/comps/integrations/langchain/tests/unit_tests/test_llms.py
+++ b/comps/integrations/langchain/tests/unit_tests/test_llms.py
@@ -39,9 +39,7 @@ def test_initialize_opeallm_bad_path_without_api_base() -> None:
 
 
 
-def test_initialize_opeallm_bad_path_without_api_key
-
-() -> None:
+def test_initialize_opeallm_bad_path_without_api_key() -> None:
     try:
         OPEALLM(
     opea_api_base=OPEA_API_BASE,