diff --git a/graphfleet/tools/convert_pdfs_to_txt.py b/graphfleet/tools/convert_pdfs_to_txt.py
new file mode 100644
index 000000000..570c2bb0f
--- /dev/null
+++ b/graphfleet/tools/convert_pdfs_to_txt.py
@@ -0,0 +1,23 @@
+import os
+from PyPDF2 import PdfReader
+
+# Directory containing PDF files
+directory = 'graphfleet/input/pdf'
+
+# Function to convert PDF to text
+def convert_pdf_to_txt(pdf_path, txt_path):
+    with open(pdf_path, 'rb') as pdf_file:
+        reader = PdfReader(pdf_file)
+        text = ''
+        for page_num in range(len(reader.pages)):
+            text += reader.pages[page_num].extract_text()
+        with open(txt_path, 'w', encoding='utf-8') as txt_file:
+            txt_file.write(text)
+
+# Loop through all PDF files in the directory
+for filename in os.listdir(directory):
+    if filename.endswith('.pdf'):
+        pdf_path = os.path.join(directory, filename)
+        txt_path = os.path.join(directory, filename.replace('.pdf', '.txt'))
+        convert_pdf_to_txt(pdf_path, txt_path)
+        print(f'Converted {filename} to text.')
\ No newline at end of file
diff --git a/notebook/get-started-graphfleet.ipynb b/notebook/get-started-graphfleet.ipynb
index 2f1ff5dc5..492ea3cf2 100644
--- a/notebook/get-started-graphfleet.ipynb
+++ b/notebook/get-started-graphfleet.ipynb
@@ -1,25 +1,18 @@
 {
  "cells": [
   {
-   "cell_type": "code",
-   "execution_count": 2,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\u001b[31;1mNo module named 'packaging'\u001b[39;22m\n",
-      "\n",
-      "\u001b[31;1mNo module named 'packaging'\u001b[39;22m\n"
-     ]
-    }
-   ],
    "source": [
-    "! poetry shell\n",
-    "! poetry install\n"
+    "To use "
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/notebook/graph-visualization.ipynb b/notebook/graph-visualization.ipynb
index 436d63573..3d8ae74b6 100644
--- a/notebook/graph-visualization.ipynb
+++ b/notebook/graph-visualization.ipynb
@@ -78,11 +78,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
-    "INPUT_DIR = \"/Volumes/Samsung-SSD-T7/Qredence/_Poetry/AgenticFleetPackage/GraphFleetProd/graphfleet/output/20240719-023135/artifacts\"\n",
+    "INPUT_DIR = \"../graphfleet/output/20240719-023135/artifacts\"\n",
     "LANCEDB_URI = f\"{INPUT_DIR}/lancedb\"\n",
     "\n",
     "COMMUNITY_REPORT_TABLE = \"create_final_community_reports\"\n",
@@ -103,7 +103,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -121,7 +121,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -142,13 +142,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.2\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
       "Note: you may need to restart the kernel to use updated packages.\n"
      ]
     }
@@ -232,7 +235,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -288,7 +291,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -305,13 +308,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "dea34c63aa48405294956a6822606b01",
+       "model_id": "ab94d989dbee4ddf91c369abd430399b",
        "version_major": 2,
        "version_minor": 0
       },
diff --git a/notebook/local_search.ipynb b/notebook/local_search.ipynb
index 9b9783b1e..478502773 100644
--- a/notebook/local_search.ipynb
+++ b/notebook/local_search.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -74,7 +74,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "INPUT_DIR = \"/Volumes/Samsung-SSD-T7/Qredence/_Poetry/AgenticFleetPackage/GraphFleetProd/graphfleet/output/20240719-023135/artifacts\"\n",
+    "INPUT_DIR = \"../graphfleet/output/20240719-023135/artifacts\"\n",
     "LANCEDB_URI = f\"{INPUT_DIR}/lancedb\"\n",
     "\n",
     "COMMUNITY_REPORT_TABLE = \"create_final_community_reports\"\n",
diff --git a/poetry.lock b/poetry.lock
index 492356947..a6b54ee19 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -370,6 +370,137 @@ charset-normalizer = ["charset-normalizer"]
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
+[[package]]
+name = "bitarray"
+version = "2.9.2"
+description = "efficient arrays of booleans -- C extension"
+optional = false
+python-versions = "*"
+files = [
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 [package.dependencies]
@@ -916,7 +1042,7 @@ nox = ["nox"]
 pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
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 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -936,13 +1062,13 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "dask"
-version = "2024.7.0"
+version = "2024.7.1"
 description = "Parallel PyData with Task Scheduling"
 optional = false
 python-versions = ">=3.9"
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-distributed = ["distributed (==2024.7.0)"]
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 test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
 
 [[package]]
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 [package.dependencies]
-dask = "2024.7.0"
+dask = "2024.7.1"
 pandas = ">=2"
 pyarrow = ">=7.0.0"
 
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 [package.dependencies]
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 smart-open = ">=1.8.1"
 
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+test-win = ["POT", "pytest", "pytest-cov", "testfixtures"]
+
+[[package]]
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+description = ""
+optional = false
+python-versions = "<3.13,>=3.10"
+files = [
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+python-dotenv = ">=1.0.0,<2.0.0"
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+uvloop = {version = ">=0.19.0,<0.20.0", markers = "platform_system != \"Windows\""}
 
 [[package]]
 name = "graspologic"
@@ -2240,17 +2413,17 @@ files = [
 
 [[package]]
 name = "lancedb"
-version = "0.10.1"
+version = "0.9.0"
 description = "lancedb"
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 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -2260,7 +2433,7 @@ deprecation = "*"
 overrides = ">=0.7"
 packaging = "*"
 pydantic = ">=1.10"
-pylance = "0.14.1"
+pylance = "0.13.0"
 ratelimiter = ">=1.0,<2.0"
 requests = ">=2.31.0"
 retry = ">=0.9.2"
@@ -3014,13 +3187,13 @@ files = [
 
 [[package]]
 name = "openai"
-version = "1.35.15"
+version = "1.37.0"
 description = "The official Python library for the openai API"
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 python-versions = ">=3.7.1"
 files = [
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 ]
 
 [package.dependencies]
@@ -3203,6 +3376,23 @@ six = "*"
 [package.extras]
 test = ["pytest", "pytest-cov", "scipy"]
 
+[[package]]
+name = "pdfreader"
+version = "0.1.15"
+description = "Pythonic API for parsing PDF files"
+optional = false
+python-versions = ">=3.4"
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+pycryptodome = ">=3.9.9"
+python-dateutil = ">=2.8.1"
+
 [[package]]
 name = "pexpect"
 version = "4.9.0"
@@ -3516,13 +3706,13 @@ files = [
 
 [[package]]
 name = "pure-eval"
-version = "0.2.2"
+version = "0.2.3"
 description = "Safely evaluate AST nodes without side effects"
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 python-versions = "*"
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 ]
 
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+description = "Cryptographic library for Python"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
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+]
+
 [[package]]
 name = "pydantic"
 version = "2.8.2"
@@ -3771,17 +4002,17 @@ tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
 [[package]]
 name = "pylance"
-version = "0.14.1"
+version = "0.13.0"
 description = "python wrapper for Lance columnar format"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -3827,6 +4058,24 @@ files = [
 [package.extras]
 diagrams = ["jinja2", "railroad-diagrams"]
 
+[[package]]
+name = "pypdf2"
+version = "3.0.1"
+description = "A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files"
+optional = false
+python-versions = ">=3.6"
+files = [
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+]
+
+[package.extras]
+crypto = ["PyCryptodome"]
+dev = ["black", "flit", "pip-tools", "pre-commit (<2.18.0)", "pytest-cov", "wheel"]
+docs = ["myst_parser", "sphinx", "sphinx_rtd_theme"]
+full = ["Pillow", "PyCryptodome"]
+image = ["Pillow"]
+
 [[package]]
 name = "pyright"
 version = "1.1.372"
@@ -3847,13 +4096,13 @@ dev = ["twine (>=3.4.1)"]
 
 [[package]]
 name = "pytest"
-version = "8.2.2"
+version = "8.3.1"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pytest-8.2.2-py3-none-any.whl", hash = "sha256:c434598117762e2bd304e526244f67bf66bbd7b5d6cf22138be51ff661980343"},
-    {file = "pytest-8.2.2.tar.gz", hash = "sha256:de4bb8104e201939ccdc688b27a89a7be2079b22e2bd2b07f806b6ba71117977"},
+    {file = "pytest-8.3.1-py3-none-any.whl", hash = "sha256:e9600ccf4f563976e2c99fa02c7624ab938296551f280835ee6516df8bc4ae8c"},
+    {file = "pytest-8.3.1.tar.gz", hash = "sha256:7e8e5c5abd6e93cb1cc151f23e57adc31fcf8cfd2a3ff2da63e23f732de35db6"},
 ]
 
 [package.dependencies]
@@ -3861,7 +4110,7 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=1.5,<2.0"
+pluggy = ">=1.5,<2"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
@@ -4495,29 +4744,29 @@ files = [
 
 [[package]]
 name = "ruff"
-version = "0.5.3"
+version = "0.5.4"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
 files = [
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-    {file = "ruff-0.5.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:03bfe9ab5bdc0b08470c3b261643ad54ea86edc32b64d1e080892d7953add3ad"},
-    {file = "ruff-0.5.3-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:7704582a026fa02cca83efd76671a98ee6eb412c4230209efe5e2a006c06db62"},
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-    {file = "ruff-0.5.3-py3-none-musllinux_1_2_i686.whl", hash = "sha256:77d49484429ed7c7e6e2e75a753f153b7b58f875bdb4158ad85af166a1ec1822"},
-    {file = "ruff-0.5.3-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:642cbff6cbfa38d2566d8db086508d6f472edb136cbfcc4ea65997745368c29e"},
-    {file = "ruff-0.5.3-py3-none-win32.whl", hash = "sha256:eafc45dd8bdc37a00b28e68cc038daf3ca8c233d73fea276dcd09defb1352841"},
-    {file = "ruff-0.5.3-py3-none-win_amd64.whl", hash = "sha256:cbaec2ddf4f78e5e9ecf5456ea0f496991358a1d883862ed0b9e947e2b6aea93"},
-    {file = "ruff-0.5.3-py3-none-win_arm64.whl", hash = "sha256:05fbd2cb404775d6cd7f2ff49504e2d20e13ef95fa203bd1ab22413af70d420b"},
-    {file = "ruff-0.5.3.tar.gz", hash = "sha256:2a3eb4f1841771fa5b67a56be9c2d16fd3cc88e378bd86aaeaec2f7e6bcdd0a2"},
+    {file = "ruff-0.5.4-py3-none-linux_armv6l.whl", hash = "sha256:82acef724fc639699b4d3177ed5cc14c2a5aacd92edd578a9e846d5b5ec18ddf"},
+    {file = "ruff-0.5.4-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:da62e87637c8838b325e65beee485f71eb36202ce8e3cdbc24b9fcb8b99a37be"},
+    {file = "ruff-0.5.4-py3-none-macosx_11_0_arm64.whl", hash = "sha256:e98ad088edfe2f3b85a925ee96da652028f093d6b9b56b76fc242d8abb8e2059"},
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+    {file = "ruff-0.5.4-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0cf497a47751be8c883059c4613ba2f50dd06ec672692de2811f039432875278"},
+    {file = "ruff-0.5.4-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:09c14ed6a72af9ccc8d2e313d7acf7037f0faff43cde4b507e66f14e812e37f7"},
+    {file = "ruff-0.5.4-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:628f6b8f97b8bad2490240aa84f3e68f390e13fabc9af5c0d3b96b485921cd60"},
+    {file = "ruff-0.5.4-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3520a00c0563d7a7a7c324ad7e2cde2355733dafa9592c671fb2e9e3cd8194c1"},
+    {file = "ruff-0.5.4-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:93789f14ca2244fb91ed481456f6d0bb8af1f75a330e133b67d08f06ad85b516"},
+    {file = "ruff-0.5.4-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:029454e2824eafa25b9df46882f7f7844d36fd8ce51c1b7f6d97e2615a57bbcc"},
+    {file = "ruff-0.5.4-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:9492320eed573a13a0bc09a2957f17aa733fff9ce5bf00e66e6d4a88ec33813f"},
+    {file = "ruff-0.5.4-py3-none-musllinux_1_2_i686.whl", hash = "sha256:a6e1f62a92c645e2919b65c02e79d1f61e78a58eddaebca6c23659e7c7cb4ac7"},
+    {file = "ruff-0.5.4-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:768fa9208df2bec4b2ce61dbc7c2ddd6b1be9fb48f1f8d3b78b3332c7d71c1ff"},
+    {file = "ruff-0.5.4-py3-none-win32.whl", hash = "sha256:e1e7393e9c56128e870b233c82ceb42164966f25b30f68acbb24ed69ce9c3a4e"},
+    {file = "ruff-0.5.4-py3-none-win_amd64.whl", hash = "sha256:58b54459221fd3f661a7329f177f091eb35cf7a603f01d9eb3eb11cc348d38c4"},
+    {file = "ruff-0.5.4-py3-none-win_arm64.whl", hash = "sha256:bd53da65f1085fb5b307c38fd3c0829e76acf7b2a912d8d79cadcdb4875c1eb7"},
+    {file = "ruff-0.5.4.tar.gz", hash = "sha256:2795726d5f71c4f4e70653273d1c23a8182f07dd8e48c12de5d867bfb7557eed"},
 ]
 
 [[package]]
@@ -4662,19 +4911,19 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "71.0.3"
+version = "71.1.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-71.0.3-py3-none-any.whl", hash = "sha256:f501b6e6db709818dc76882582d9c516bf3b67b948864c5fa1d1624c09a49207"},
-    {file = "setuptools-71.0.3.tar.gz", hash = "sha256:3d8531791a27056f4a38cd3e54084d8b1c4228ff9cf3f2d7dd075ec99f9fd70d"},
+    {file = "setuptools-71.1.0-py3-none-any.whl", hash = "sha256:33874fdc59b3188304b2e7c80d9029097ea31627180896fb549c578ceb8a0855"},
+    {file = "setuptools-71.1.0.tar.gz", hash = "sha256:032d42ee9fb536e33087fb66cac5f840eb9391ed05637b3f2a76a7c8fb477936"},
 ]
 
 [package.extras]
 core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.text (>=3.7)", "more-itertools (>=8.8)", "ordered-set (>=3.1.1)", "packaging (>=24)", "platformdirs (>=2.6.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (<7.4)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (<0.4)", "pytest-ruff (>=0.2.1)", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.11.*)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (<0.4)", "pytest-ruff (>=0.2.1)", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "six"
@@ -4856,13 +5105,13 @@ typing = ["mypy (>=1.6,<2.0)", "traitlets (>=5.11.1)"]
 
 [[package]]
 name = "textual"
-version = "0.72.0"
+version = "0.70.0"
 description = "Modern Text User Interface framework"
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
-    {file = "textual-0.72.0-py3-none-any.whl", hash = "sha256:a9886eb96bd6391b8795244d2b8fe592204556c42264ea7513a1211584e17366"},
-    {file = "textual-0.72.0.tar.gz", hash = "sha256:14174ce8d49016a85aa6c0669d0881b5419e98cf46d429f263314295409ed262"},
+    {file = "textual-0.70.0-py3-none-any.whl", hash = "sha256:774bf45782193760ca273b915fd685cada37d0836237d61dc57d5bcdbe2c7ddb"},
+    {file = "textual-0.70.0.tar.gz", hash = "sha256:9ca3f615b5cf442246325e40ef8255424c42b4241d3c62f9c0f96951bab82b1e"},
 ]
 
 [package.dependencies]
@@ -5377,4 +5626,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<3.13"
-content-hash = "fff1a715dae40e3a57f3f8da1ed332b319e391bb1d2d6100e3fdc6a358c9d204"
+content-hash = "e976db9294124fd8a95ce43012c43db24eafe0f46144d275562ddcab27f2fc48"
diff --git a/pyproject.toml b/pyproject.toml
index 5e529d106..81f7896b6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "graphfleet"
-version = "0.1.1"
+version = "0.1.21"
 description = "Build upon GraphRAG, provide a quick solution setup and is part of the overall Qredence System like AgenticFleet and FleetUI"
 authors = ["Zachary <zachary@qredence.ai>"]
 license = "MIT"
@@ -16,9 +16,10 @@ python = ">=3.10,<3.13"
 environs = "^11.0.0"
 datashaper = "^0.0.49"
 
+
 # Vector Stores
 azure-search-documents = "^11.4.0"
-lancedb = "^0.10.0"
+lancedb = ">=0.9.0,<0.10.0"
 
 # Event Loops
 uvloop = { version = "^0.19.0", markers = "platform_system != 'Windows'" }
@@ -53,7 +54,7 @@ tenacity = "^8.5.0"
 swifter = "^1.4.0"
 pydantic = "^2"
 rich = "^13.6.0"
-textual = "^0.72.0"
+textual = ">=0.70.0,<0.71.0"
 devtools = "^0.12.2"
 
 typing-extensions = "^4.12.2"
@@ -67,6 +68,10 @@ yfiles-jupyter-graphs = "^1.7.3"
 jupyter-contrib-nbextensions = "^0.7.0"
 jupyter = "^1.0.0"
 
+graphrag = "^0.1.1"
+packaging = "^24.1"
+pdfreader = "^0.1.15"
+pypdf2 = "^3.0.1"
 [tool.poetry.group.dev.dependencies]
 coverage = "^7.6.0"
 ipykernel = "^6.29.4"