diff --git a/deepeval/integrations/hugging_face/tests/test_callbacks.py b/deepeval/integrations/hugging_face/tests/test_callbacks.py
index 36dc99228..2edc4f2bf 100644
--- a/deepeval/integrations/hugging_face/tests/test_callbacks.py
+++ b/deepeval/integrations/hugging_face/tests/test_callbacks.py
@@ -1,5 +1,4 @@
-"""Test for callbacks
-"""
+"""Test for callbacks"""
 
 from transformers import (
     Seq2SeqTrainer,
diff --git a/deepeval/key_handler.py b/deepeval/key_handler.py
index 7844515c8..5395e4af2 100644
--- a/deepeval/key_handler.py
+++ b/deepeval/key_handler.py
@@ -1,5 +1,4 @@
-"""File for handling API key
-"""
+"""File for handling API key"""
 
 import json
 from enum import Enum
diff --git a/deepeval/metrics/ragas.py b/deepeval/metrics/ragas.py
index d47ec2401..408d6e2fe 100644
--- a/deepeval/metrics/ragas.py
+++ b/deepeval/metrics/ragas.py
@@ -1,5 +1,4 @@
-"""An implementation of the Ragas metric
-"""
+"""An implementation of the Ragas metric"""
 
 from typing import Optional, Union, Any, List
 from langchain_core.language_models import BaseChatModel
diff --git a/deepeval/metrics/utils.py b/deepeval/metrics/utils.py
index cc3d638d0..27e9675ea 100644
--- a/deepeval/metrics/utils.py
+++ b/deepeval/metrics/utils.py
@@ -29,7 +29,7 @@
 def copy_metrics(
     metrics: List[
         Union[BaseMetric, BaseConversationalMetric, BaseMultimodalMetric]
-    ]
+    ],
 ) -> List[Union[BaseMetric, BaseMultimodalMetric, BaseConversationalMetric]]:
     copied_metrics = []
     for metric in metrics:
diff --git a/deepeval/monitor/utils.py b/deepeval/monitor/utils.py
index 761b09284..45132849d 100644
--- a/deepeval/monitor/utils.py
+++ b/deepeval/monitor/utils.py
@@ -5,7 +5,7 @@
 def process_additional_data(
     additional_data: Optional[
         Dict[str, Union[str, Link, List[Link], Dict]]
-    ] = None
+    ] = None,
 ):
     custom_properties = None
     if additional_data:
diff --git a/deepeval/test_case/utils.py b/deepeval/test_case/utils.py
index b9fa21b5f..a5497356b 100644
--- a/deepeval/test_case/utils.py
+++ b/deepeval/test_case/utils.py
@@ -6,7 +6,7 @@
 def check_valid_test_cases_type(
     test_cases: Union[
         List[Union[LLMTestCase, MLLMTestCase]], List[ConversationalTestCase]
-    ]
+    ],
 ):
     llm_test_case_count = 0
     conversational_test_case_count = 0
diff --git a/poetry.lock b/poetry.lock
index 224d211f4..aba4e0eda 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -224,33 +224,33 @@ lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "24.10.0"
+version = "25.1.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.9"
 files = [
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-    {file = "black-24.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1c536fcf674217e87b8cc3657b81809d3c085d7bf3ef262ead700da345bfa6ea"},
-    {file = "black-24.10.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:649fff99a20bd06c6f727d2a27f401331dc0cc861fb69cde910fe95b01b5928f"},
-    {file = "black-24.10.0-cp310-cp310-win_amd64.whl", hash = "sha256:fe4d6476887de70546212c99ac9bd803d90b42fc4767f058a0baa895013fbb3e"},
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+    {file = "black-25.1.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:8f0b18a02996a836cc9c9c78e5babec10930862827b1b724ddfe98ccf2f2fe4f"},
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+    {file = "black-25.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:030b9759066a4ee5e5aca28c3c77f9c64789cdd4de8ac1df642c40b708be6171"},
+    {file = "black-25.1.0-cp313-cp313-win_amd64.whl", hash = "sha256:a22f402b410566e2d1c950708c77ebf5ebd5d0d88a6a2e87c86d9fb48afa0d18"},
+    {file = "black-25.1.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:a1ee0a0c330f7b5130ce0caed9936a904793576ef4d2b98c40835d6a65afa6a0"},
+    {file = "black-25.1.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:f3df5f1bf91d36002b0a75389ca8663510cf0531cca8aa5c1ef695b46d98655f"},
+    {file = "black-25.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d9e6827d563a2c820772b32ce8a42828dc6790f095f441beef18f96aa6f8294e"},
+    {file = "black-25.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:bacabb307dca5ebaf9c118d2d2f6903da0d62c9faa82bd21a33eecc319559355"},
+    {file = "black-25.1.0-py3-none-any.whl", hash = "sha256:95e8176dae143ba9097f351d174fdaf0ccd29efb414b362ae3fd72bf0f710717"},
+    {file = "black-25.1.0.tar.gz", hash = "sha256:33496d5cd1222ad73391352b4ae8da15253c5de89b93a80b3e2c8d9a19ec2666"},
 ]
 
 [package.dependencies]
@@ -270,13 +270,13 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "certifi"
-version = "2024.12.14"
+version = "2025.1.31"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
-    {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
+    {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
+    {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
 ]
 
 [[package]]
@@ -666,13 +666,13 @@ vision = ["Pillow (>=9.4.0)"]
 
 [[package]]
 name = "deprecated"
-version = "1.2.17"
+version = "1.2.18"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
 files = [
-    {file = "Deprecated-1.2.17-py2.py3-none-any.whl", hash = "sha256:69cdc0a751671183f569495e2efb14baee4344b0236342eec29f1fde25d61818"},
-    {file = "deprecated-1.2.17.tar.gz", hash = "sha256:0114a10f0bbb750b90b2c2296c90cf7e9eaeb0abb5cf06c80de2c60138de0a82"},
+    {file = "Deprecated-1.2.18-py2.py3-none-any.whl", hash = "sha256:bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec"},
+    {file = "deprecated-1.2.18.tar.gz", hash = "sha256:422b6f6d859da6f2ef57857761bfb392480502a64c3028ca9bbe86085d72115d"},
 ]
 
 [package.dependencies]
@@ -1201,13 +1201,13 @@ files = [
 
 [[package]]
 name = "huggingface-hub"
-version = "0.27.1"
+version = "0.28.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.27.1-py3-none-any.whl", hash = "sha256:1c5155ca7d60b60c2e2fc38cbb3ffb7f7c3adf48f824015b219af9061771daec"},
-    {file = "huggingface_hub-0.27.1.tar.gz", hash = "sha256:c004463ca870283909d715d20f066ebd6968c2207dae9393fdffb3c1d4d8f98b"},
+    {file = "huggingface_hub-0.28.1-py3-none-any.whl", hash = "sha256:aa6b9a3ffdae939b72c464dbb0d7f99f56e649b55c3d52406f49e0a5a620c0a7"},
+    {file = "huggingface_hub-0.28.1.tar.gz", hash = "sha256:893471090c98e3b6efbdfdacafe4052b20b84d59866fb6f54c33d9af18c303ae"},
 ]
 
 [package.dependencies]
@@ -1220,13 +1220,13 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "libcst (==1.4.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "libcst (==1.4.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 cli = ["InquirerPy (==0.3.4)"]
-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "libcst (==1.4.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "libcst (==1.4.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
 hf-transfer = ["hf-transfer (>=0.1.4)"]
 inference = ["aiohttp"]
-quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.5.0)"]
+quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.9.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
 testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
@@ -1558,19 +1558,19 @@ type = ["pygobject-stubs", "pytest-mypy", "shtab", "types-pywin32"]
 
 [[package]]
 name = "langchain"
-version = "0.3.15"
+version = "0.3.17"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langchain-0.3.15-py3-none-any.whl", hash = "sha256:2657735184054cae8181ac43fce6cbc9ee64ca81a2ad2aed3ccd6e5d6fe1f19f"},
-    {file = "langchain-0.3.15.tar.gz", hash = "sha256:1204d67f8469cd8da5621d2b39501650a824d4c0d5a74264dfe3df9a7528897e"},
+    {file = "langchain-0.3.17-py3-none-any.whl", hash = "sha256:4d6d3cf454cc261a5017fd1fa5014cffcc7aeaccd0ec0530fc10c5f71e6e97a0"},
+    {file = "langchain-0.3.17.tar.gz", hash = "sha256:cef56f0a7c8369f35f1fa2690ecf0caa4504a36a5383de0eb29b8a5e26f625a0"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""}
-langchain-core = ">=0.3.31,<0.4.0"
+langchain-core = ">=0.3.33,<0.4.0"
 langchain-text-splitters = ">=0.3.3,<0.4.0"
 langsmith = ">=0.1.17,<0.4"
 numpy = [
@@ -1585,21 +1585,21 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-community"
-version = "0.3.15"
+version = "0.3.16"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langchain_community-0.3.15-py3-none-any.whl", hash = "sha256:5b6ac359f75922a826566f94eb9a9b5c763cc78f395f0baf2f5638e62fdae1dd"},
-    {file = "langchain_community-0.3.15.tar.gz", hash = "sha256:c2fee46a0ea1b94c475bd4263edb53d5615dbe37c5263480bf55cb8e465ac235"},
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 ]
 
 [package.dependencies]
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 dataclasses-json = ">=0.5.7,<0.7"
 httpx-sse = ">=0.4.0,<0.5.0"
-langchain = ">=0.3.15,<0.4.0"
-langchain-core = ">=0.3.31,<0.4.0"
+langchain = ">=0.3.16,<0.4.0"
+langchain-core = ">=0.3.32,<0.4.0"
 langsmith = ">=0.1.125,<0.4"
 numpy = [
     {version = ">=1.22.4,<2", markers = "python_version < \"3.12\""},
@@ -1613,13 +1613,13 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.31"
+version = "0.3.33"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1636,17 +1636,17 @@ typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-openai"
-version = "0.3.2"
+version = "0.3.3"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
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 ]
 
 [package.dependencies]
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+langchain-core = ">=0.3.33,<0.4.0"
 openai = ">=1.58.1,<2.0.0"
 tiktoken = ">=0.7,<1"
 
@@ -1666,13 +1666,13 @@ langchain-core = ">=0.3.29,<0.4.0"
 
 [[package]]
 name = "langsmith"
-version = "0.3.1"
+version = "0.3.3"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1692,35 +1692,34 @@ pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4,<14.0.0)"]
 
 [[package]]
 name = "llama-cloud"
-version = "0.1.10"
+version = "0.1.6"
 description = ""
 optional = false
 python-versions = "<4,>=3.8"
 files = [
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 httpx = ">=0.20.0"
 pydantic = ">=1.10"
 
 [[package]]
 name = "llama-index"
-version = "0.12.13"
+version = "0.12.15"
 description = "Interface between LLMs and your data"
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
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 llama-index-cli = ">=0.4.0,<0.5.0"
-llama-index-core = ">=0.12.13,<0.13.0"
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 llama-index-embeddings-openai = ">=0.3.0,<0.4.0"
 llama-index-indices-managed-llama-cloud = ">=0.4.0"
 llama-index-llms-openai = ">=0.3.0,<0.4.0"
@@ -1733,13 +1732,13 @@ nltk = ">3.8.1"
 
 [[package]]
 name = "llama-index-agent-openai"
-version = "0.4.2"
+version = "0.4.3"
 description = "llama-index agent openai integration"
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1765,13 +1764,13 @@ llama-index-llms-openai = ">=0.3.0,<0.4.0"
 
 [[package]]
 name = "llama-index-core"
-version = "0.12.13"
+version = "0.12.15"
 description = "Interface between LLMs and your data"
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1816,17 +1815,17 @@ openai = ">=1.1.0"
 
 [[package]]
 name = "llama-index-indices-managed-llama-cloud"
-version = "0.6.4"
+version = "0.6.3"
 description = "llama-index indices llama-cloud integration"
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
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 [package.dependencies]
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+llama-cloud = ">=0.1.5"
 llama-index-core = ">=0.12.0,<0.13.0"
 
 [[package]]
@@ -2420,13 +2419,13 @@ files = [
 
 [[package]]
 name = "openai"
-version = "1.60.1"
+version = "1.61.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3063,18 +3062,18 @@ files = [
 
 [[package]]
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+version = "2.11.0a1"
 description = "Data validation using Python type hints"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 [package.dependencies]
 annotated-types = ">=0.6.0"
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 typing-extensions = ">=4.12.2"
 
 [package.extras]
@@ -3083,111 +3082,98 @@ timezone = ["tzdata"]
 
 [[package]]
 name = "pydantic-core"
-version = "2.27.2"
+version = "2.28.0"
 description = "Core functionality for Pydantic validation and serialization"
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 ]
 
diff --git a/setup.py b/setup.py
index fac917761..42ddc7bc0 100644
--- a/setup.py
+++ b/setup.py
@@ -33,6 +33,7 @@
         "pytest-xdist",
         "portalocker",
         "langchain",
+        "llama-index",
         "langchain-core",
         "langchain_openai",
         "langchain-community",
diff --git a/tests/test_answer_relevancy.py b/tests/test_answer_relevancy.py
index 430a1c624..108fad062 100644
--- a/tests/test_answer_relevancy.py
+++ b/tests/test_answer_relevancy.py
@@ -1,5 +1,4 @@
-"""Tests for answer relevancy
-"""
+"""Tests for answer relevancy"""
 
 import pytest
 from deepeval.metrics.answer_relevancy.schema import Verdicts
diff --git a/tests/test_benchmarks.py b/tests/test_benchmarks.py
index 05f7a84d8..c96c4929f 100644
--- a/tests/test_benchmarks.py
+++ b/tests/test_benchmarks.py
@@ -1,5 +1,4 @@
-"""Tests for various benchmark functions.
-"""
+"""Tests for various benchmark functions."""
 
 # import pytest
 # from deepeval.benchmarks import GSM8K
diff --git a/tests/test_custom_metric.py b/tests/test_custom_metric.py
index 484b2baac..5d9d37d5c 100644
--- a/tests/test_custom_metric.py
+++ b/tests/test_custom_metric.py
@@ -1,5 +1,4 @@
-"""Test for custom metrics in Python
-"""
+"""Test for custom metrics in Python"""
 
 from deepeval.test_case import LLMTestCase
 from deepeval.metrics import BaseMetric
diff --git a/tests/test_scoring.py b/tests/test_scoring.py
index 343cf2232..246f6b4af 100644
--- a/tests/test_scoring.py
+++ b/tests/test_scoring.py
@@ -1,5 +1,4 @@
-"""Tests for metrics calculator
-"""
+"""Tests for metrics calculator"""
 
 import unittest
 from deepeval.scorer import Scorer