diff --git a/Makefile b/Makefile
index b986e95..129b055 100644
--- a/Makefile
+++ b/Makefile
@@ -24,18 +24,14 @@ build: ## Build wheel file using poetry
 	@echo "🚀 Creating wheel file"
 	@poetry build
 
-.PHONY: docs-test
-docs-test: ## Test if documentation can be built without warnings or errors
-	@poetry run mkdocs build -s
-
-.PHONY: docs
-docs: ## Build and serve the documentation
-	@poetry run mkdocs serve
-
 .PHONY: serve
-serve: ## Serve API with uvicorn
+serve: ## Serve API with uvicorn in development mode
 	@poetry run uvicorn pypi_scout.api.main:app --reload
 
+.PHONY: frontend
+frontend: ## Serve frontend in development mode
+	@cd frontend; npm run dev
+
 .PHONY: help
 help:
 	@grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | awk 'BEGIN {FS = ":.*?## "}; {printf "\033[36m%-20s\033[0m %s\n", $$1, $$2}'
diff --git a/poetry.lock b/poetry.lock
index 4fc1922..b640108 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -33,144 +33,6 @@ doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphin
 test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
 trio = ["trio (>=0.23)"]
 
-[[package]]
-name = "appnope"
-version = "0.1.4"
-description = "Disable App Nap on macOS >= 10.9"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
-    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
-]
-
-[[package]]
-name = "argon2-cffi"
-version = "23.1.0"
-description = "Argon2 for Python"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
-    {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
-]
-
-[package.dependencies]
-argon2-cffi-bindings = "*"
-
-[package.extras]
-dev = ["argon2-cffi[tests,typing]", "tox (>4)"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-copybutton", "sphinx-notfound-page"]
-tests = ["hypothesis", "pytest"]
-typing = ["mypy"]
-
-[[package]]
-name = "argon2-cffi-bindings"
-version = "21.2.0"
-description = "Low-level CFFI bindings for Argon2"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
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-]
-
-[package.dependencies]
-cffi = ">=1.0.1"
-
-[package.extras]
-dev = ["cogapp", "pre-commit", "pytest", "wheel"]
-tests = ["pytest"]
-
-[[package]]
-name = "arrow"
-version = "1.3.0"
-description = "Better dates & times for Python"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
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-]
-
-[package.dependencies]
-python-dateutil = ">=2.7.0"
-types-python-dateutil = ">=2.8.10"
-
-[package.extras]
-doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"]
-test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"]
-
-[[package]]
-name = "asttokens"
-version = "2.4.1"
-description = "Annotate AST trees with source code positions"
-optional = false
-python-versions = "*"
-files = [
-    {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
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-
-[package.dependencies]
-six = ">=1.12.0"
-
-[package.extras]
-astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
-test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
-
-[[package]]
-name = "async-lru"
-version = "2.0.4"
-description = "Simple LRU cache for asyncio"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "async-lru-2.0.4.tar.gz", hash = "sha256:b8a59a5df60805ff63220b2a0c5b5393da5521b113cd5465a44eb037d81a5627"},
-    {file = "async_lru-2.0.4-py3-none-any.whl", hash = "sha256:ff02944ce3c288c5be660c42dbcca0742b32c3b279d6dceda655190240b99224"},
-]
-
-[package.dependencies]
-typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
-
-[[package]]
-name = "attrs"
-version = "23.2.0"
-description = "Classes Without Boilerplate"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
-    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
-]
-
-[package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
-
 [[package]]
 name = "azure-core"
 version = "1.30.2"
@@ -210,20 +72,6 @@ typing-extensions = ">=4.6.0"
 [package.extras]
 aio = ["azure-core[aio] (>=1.28.0)"]
 
-[[package]]
-name = "babel"
-version = "2.15.0"
-description = "Internationalization utilities"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "Babel-2.15.0-py3-none-any.whl", hash = "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb"},
-    {file = "babel-2.15.0.tar.gz", hash = "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"},
-]
-
-[package.extras]
-dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
-
 [[package]]
 name = "beautifulsoup4"
 version = "4.12.3"
@@ -245,24 +93,6 @@ charset-normalizer = ["charset-normalizer"]
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
-[[package]]
-name = "bleach"
-version = "6.1.0"
-description = "An easy safelist-based HTML-sanitizing tool."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "bleach-6.1.0-py3-none-any.whl", hash = "sha256:3225f354cfc436b9789c66c4ee030194bee0568fbf9cbdad3bc8b5c26c5f12b6"},
-    {file = "bleach-6.1.0.tar.gz", hash = "sha256:0a31f1837963c41d46bbf1331b8778e1308ea0791db03cc4e7357b97cf42a8fe"},
-]
-
-[package.dependencies]
-six = ">=1.9.0"
-webencodings = "*"
-
-[package.extras]
-css = ["tinycss2 (>=1.1.0,<1.3)"]
-
 [[package]]
 name = "cachetools"
 version = "5.3.3"
@@ -495,23 +325,6 @@ files = [
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
 
-[[package]]
-name = "comm"
-version = "0.2.2"
-description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"},
-    {file = "comm-0.2.2.tar.gz", hash = "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e"},
-]
-
-[package.dependencies]
-traitlets = ">=4"
-
-[package.extras]
-test = ["pytest"]
-
 [[package]]
 name = "coverage"
 version = "7.5.4"
@@ -633,59 +446,6 @@ ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
-[[package]]
-name = "debugpy"
-version = "1.8.1"
-description = "An implementation of the Debug Adapter Protocol for Python"
-optional = false
-python-versions = ">=3.8"
-files = [
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-[[package]]
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-version = "5.1.1"
-description = "Decorators for Humans"
-optional = false
-python-versions = ">=3.5"
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-[[package]]
-name = "defusedxml"
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-description = "XML bomb protection for Python stdlib modules"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
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-
 [[package]]
 name = "deprecated"
 version = "1.2.14"
@@ -781,20 +541,6 @@ files = [
 [package.extras]
 test = ["pytest (>=6)"]
 
-[[package]]
-name = "executing"
-version = "2.0.1"
-description = "Get the currently executing AST node of a frame, and other information"
-optional = false
-python-versions = ">=3.5"
-files = [
-    {file = "executing-2.0.1-py2.py3-none-any.whl", hash = "sha256:eac49ca94516ccc753f9fb5ce82603156e590b27525a8bc32cce8ae302eb61bc"},
-    {file = "executing-2.0.1.tar.gz", hash = "sha256:35afe2ce3affba8ee97f2d69927fa823b08b472b7b994e36a52a964b93d16147"},
-]
-
-[package.extras]
-tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
-
 [[package]]
 name = "fastapi"
 version = "0.111.0"
@@ -839,20 +585,6 @@ typer = ">=0.12.3"
 [package.extras]
 standard = ["fastapi", "uvicorn[standard] (>=0.15.0)"]
 
-[[package]]
-name = "fastjsonschema"
-version = "2.20.0"
-description = "Fastest Python implementation of JSON schema"
-optional = false
-python-versions = "*"
-files = [
-    {file = "fastjsonschema-2.20.0-py3-none-any.whl", hash = "sha256:5875f0b0fa7a0043a91e93a9b8f793bcbbba9691e7fd83dca95c28ba26d21f0a"},
-    {file = "fastjsonschema-2.20.0.tar.gz", hash = "sha256:3d48fc5300ee96f5d116f10fe6f28d938e6008f59a6a025c2649475b87f76a23"},
-]
-
-[package.extras]
-devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
-
 [[package]]
 name = "filelock"
 version = "3.15.4"
@@ -869,17 +601,6 @@ docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1
 testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)", "virtualenv (>=20.26.2)"]
 typing = ["typing-extensions (>=4.8)"]
 
-[[package]]
-name = "fqdn"
-version = "1.5.1"
-description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
-optional = false
-python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
-files = [
-    {file = "fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014"},
-    {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
-]
-
 [[package]]
 name = "fsspec"
 version = "2024.6.0"
@@ -939,37 +660,6 @@ tqdm = "*"
 [package.extras]
 test = ["build", "mypy", "pytest", "pytest-xdist", "ruff", "twine", "types-requests", "types-setuptools"]
 
-[[package]]
-name = "ghp-import"
-version = "2.1.0"
-description = "Copy your docs directly to the gh-pages branch."
-optional = false
-python-versions = "*"
-files = [
-    {file = "ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343"},
-    {file = "ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619"},
-]
-
-[package.dependencies]
-python-dateutil = ">=2.8.1"
-
-[package.extras]
-dev = ["flake8", "markdown", "twine", "wheel"]
-
-[[package]]
-name = "griffe"
-version = "0.47.0"
-description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "griffe-0.47.0-py3-none-any.whl", hash = "sha256:07a2fd6a8c3d21d0bbb0decf701d62042ccc8a576645c7f8799fe1f10de2b2de"},
-    {file = "griffe-0.47.0.tar.gz", hash = "sha256:95119a440a3c932b13293538bdbc405bee4c36428547553dc6b327e7e7d35e5a"},
-]
-
-[package.dependencies]
-colorama = ">=0.4"
-
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -1133,25 +823,6 @@ files = [
     {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
 ]
 
-[[package]]
-name = "importlib-metadata"
-version = "7.2.0"
-description = "Read metadata from Python packages"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "importlib_metadata-7.2.0-py3-none-any.whl", hash = "sha256:04e4aad329b8b948a5711d394fa8759cb80f009225441b4f2a02bd4d8e5f426c"},
-    {file = "importlib_metadata-7.2.0.tar.gz", hash = "sha256:3ff4519071ed42740522d494d04819b666541b9752c43012f85afb2cc220fcc6"},
-]
-
-[package.dependencies]
-zipp = ">=0.5"
-
-[package.extras]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
-
 [[package]]
 name = "importlib-resources"
 version = "6.4.0"
@@ -1195,76 +866,6 @@ files = [
     {file = "intel_openmp-2021.4.0-py2.py3-none-win_amd64.whl", hash = "sha256:eef4c8bcc8acefd7f5cd3b9384dbf73d59e2c99fc56545712ded913f43c4a94f"},
 ]
 
-[[package]]
-name = "ipykernel"
-version = "6.29.4"
-description = "IPython Kernel for Jupyter"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "ipykernel-6.29.4-py3-none-any.whl", hash = "sha256:1181e653d95c6808039c509ef8e67c4126b3b3af7781496c7cbfb5ed938a27da"},
-    {file = "ipykernel-6.29.4.tar.gz", hash = "sha256:3d44070060f9475ac2092b760123fadf105d2e2493c24848b6691a7c4f42af5c"},
-]
-
-[package.dependencies]
-appnope = {version = "*", markers = "platform_system == \"Darwin\""}
-comm = ">=0.1.1"
-debugpy = ">=1.6.5"
-ipython = ">=7.23.1"
-jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-matplotlib-inline = ">=0.1"
-nest-asyncio = "*"
-packaging = "*"
-psutil = "*"
-pyzmq = ">=24"
-tornado = ">=6.1"
-traitlets = ">=5.4.0"
-
-[package.extras]
-cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
-pyqt5 = ["pyqt5"]
-pyside6 = ["pyside6"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
-
-[[package]]
-name = "ipython"
-version = "8.18.1"
-description = "IPython: Productive Interactive Computing"
-optional = false
-python-versions = ">=3.9"
-files = [
-    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
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-
-[package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-decorator = "*"
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
-jedi = ">=0.16"
-matplotlib-inline = "*"
-pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-prompt-toolkit = ">=3.0.41,<3.1.0"
-pygments = ">=2.4.0"
-stack-data = "*"
-traitlets = ">=5"
-typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
-
-[package.extras]
-all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
-black = ["black"]
-doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
-kernel = ["ipykernel"]
-nbconvert = ["nbconvert"]
-nbformat = ["nbformat"]
-notebook = ["ipywidgets", "notebook"]
-parallel = ["ipyparallel"]
-qtconsole = ["qtconsole"]
-test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
-
 [[package]]
 name = "isodate"
 version = "0.6.1"
@@ -1279,39 +880,6 @@ files = [
 [package.dependencies]
 six = "*"
 
-[[package]]
-name = "isoduration"
-version = "20.11.0"
-description = "Operations with ISO 8601 durations"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"},
-    {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"},
-]
-
-[package.dependencies]
-arrow = ">=0.15.0"
-
-[[package]]
-name = "jedi"
-version = "0.19.1"
-description = "An autocompletion tool for Python that can be used for text editors."
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
-    {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
-]
-
-[package.dependencies]
-parso = ">=0.8.3,<0.9.0"
-
-[package.extras]
-docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
-qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
-testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
-
 [[package]]
 name = "jinja2"
 version = "3.1.4"
@@ -1340,281 +908,6 @@ files = [
     {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
 ]
 
-[[package]]
-name = "json5"
-version = "0.9.25"
-description = "A Python implementation of the JSON5 data format."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "json5-0.9.25-py3-none-any.whl", hash = "sha256:34ed7d834b1341a86987ed52f3f76cd8ee184394906b6e22a1e0deb9ab294e8f"},
-    {file = "json5-0.9.25.tar.gz", hash = "sha256:548e41b9be043f9426776f05df8635a00fe06104ea51ed24b67f908856e151ae"},
-]
-
-[[package]]
-name = "jsonpointer"
-version = "3.0.0"
-description = "Identify specific nodes in a JSON document (RFC 6901)"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
-    {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
-]
-
-[[package]]
-name = "jsonschema"
-version = "4.22.0"
-description = "An implementation of JSON Schema validation for Python"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "jsonschema-4.22.0-py3-none-any.whl", hash = "sha256:ff4cfd6b1367a40e7bc6411caec72effadd3db0bbe5017de188f2d6108335802"},
-    {file = "jsonschema-4.22.0.tar.gz", hash = "sha256:5b22d434a45935119af990552c862e5d6d564e8f6601206b305a61fdf661a2b7"},
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-
-[package.dependencies]
-attrs = ">=22.2.0"
-fqdn = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-idna = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-isoduration = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-jsonpointer = {version = ">1.13", optional = true, markers = "extra == \"format-nongpl\""}
-jsonschema-specifications = ">=2023.03.6"
-referencing = ">=0.28.4"
-rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
-rpds-py = ">=0.7.1"
-uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
-
-[package.extras]
-format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
-
-[[package]]
-name = "jsonschema-specifications"
-version = "2023.12.1"
-description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
-optional = false
-python-versions = ">=3.8"
-files = [
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-
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-[package.extras]
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-[package.extras]
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-docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme", "sphinxcontrib-spelling"]
-test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "rich"]
-
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-[[package]]
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@@ -1802,24 +1095,6 @@ html5 = ["html5lib"]
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-
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@@ -1913,20 +1188,6 @@ files = [
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@@ -1938,174 +1199,6 @@ files = [
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-python = ["mkdocstrings-python (>=0.5.2)"]
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-
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 [[package]]
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@@ -2141,98 +1234,6 @@ docs = ["sphinx"]
 gmpy = ["gmpy2 (>=2.1.0a4)"]
 tests = ["pytest (>=4.6)"]
 
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@@ -3004,24 +1845,6 @@ files = [
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@@ -3860,22 +2358,6 @@ dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy", "pycodestyle", "pyde
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 [[package]]
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 [[package]]
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@@ -4273,26 +2682,6 @@ typing-extensions = ">=4.8.0"
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 [[package]]
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@@ -4340,21 +2729,6 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
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 [[package]]
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@@ -4461,17 +2835,6 @@ rich = ">=10.11.0"
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@@ -4691,50 +3040,6 @@ platformdirs = ">=3.9.1,<5"
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-    {file = "watchdog-4.0.1.tar.gz", hash = "sha256:eebaacf674fa25511e8867028d281e602ee6500045b57f43b08778082f7f8b44"},
-]
-
-[package.extras]
-watchmedo = ["PyYAML (>=3.10)"]
-
 [[package]]
 name = "watchfiles"
 version = "0.22.0"
@@ -4822,59 +3127,6 @@ files = [
 [package.dependencies]
 anyio = ">=3.0.0"
 
-[[package]]
-name = "wcwidth"
-version = "0.2.13"
-description = "Measures the displayed width of unicode strings in a terminal"
-optional = false
-python-versions = "*"
-files = [
-    {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
-    {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
-]
-
-[[package]]
-name = "webcolors"
-version = "24.6.0"
-description = "A library for working with the color formats defined by HTML and CSS."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "webcolors-24.6.0-py3-none-any.whl", hash = "sha256:8cf5bc7e28defd1d48b9e83d5fc30741328305a8195c29a8e668fa45586568a1"},
-    {file = "webcolors-24.6.0.tar.gz", hash = "sha256:1d160d1de46b3e81e58d0a280d0c78b467dc80f47294b91b1ad8029d2cedb55b"},
-]
-
-[package.extras]
-docs = ["furo", "sphinx", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-notfound-page", "sphinxext-opengraph"]
-tests = ["coverage[toml]"]
-
-[[package]]
-name = "webencodings"
-version = "0.5.1"
-description = "Character encoding aliases for legacy web content"
-optional = false
-python-versions = "*"
-files = [
-    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
-    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
-]
-
-[[package]]
-name = "websocket-client"
-version = "1.8.0"
-description = "WebSocket client for Python with low level API options"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
-    {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
-]
-
-[package.extras]
-docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"]
-optional = ["python-socks", "wsaccel"]
-test = ["websockets"]
-
 [[package]]
 name = "websockets"
 version = "12.0"
@@ -5053,4 +3305,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<4.0"
-content-hash = "de83ca89b79716cfc21e06d916d81963401155a517238f9ff066b31ef349a160"
+content-hash = "32f2cd0f5a83447abbe6aceece708ca2ac68784b17f229e003e2c521b829ec44"
diff --git a/pyproject.toml b/pyproject.toml
index 7d51b9d..ebe5d94 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -35,12 +35,6 @@ pytest-mock = "^3.14.0"
 deptry = "^0.12.0"
 pre-commit = "^3.4.0"
 tox = "^4.11.1"
-jupyterlab = "^4.2.2"
-
-[tool.poetry.group.docs.dependencies]
-mkdocs = "^1.4.2"
-mkdocs-material = "^9.2.7"
-mkdocstrings = {extras = ["python"], version = "^0.23.0"}
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
diff --git a/tests/test_vdb.py b/tests/embeddings/test_simple_vector_database.py
similarity index 79%
rename from tests/test_vdb.py
rename to tests/embeddings/test_simple_vector_database.py
index ea40271..4d50e00 100644
--- a/tests/test_vdb.py
+++ b/tests/embeddings/test_simple_vector_database.py
@@ -33,9 +33,7 @@ def vector_db(mock_model, df_embeddings):
 
 
 def test_embeddings_matrix_creation(vector_db):
-    expected_matrix = np.array(
-        [[0.1, 0.2, 0.3], [0.4, 0.5, 0.6], [0.7, 0.8, 0.9]], dtype=np.float32
-    )  # Ensure the expected matrix has dtype float32
+    expected_matrix = np.array([[0.1, 0.2, 0.3], [0.4, 0.5, 0.6], [0.7, 0.8, 0.9]], dtype=np.float32)
 
     np.testing.assert_allclose(vector_db.embeddings_matrix, expected_matrix, rtol=1e-6, atol=1e-8)
 
@@ -44,13 +42,10 @@ def test_find_similar(vector_db):
     query = "Hello"
     result = vector_db.find_similar(query, top_k=2)
 
-    # Check that the result has the expected number of rows
     assert result.shape[0] == 2
 
-    # Check that the similarity scores are between 0 and 1
     assert result["similarity"].min() >= 0
     assert result["similarity"].max() <= 1
 
-    # Check that the result contains the expected columns
     expected_columns = ["id", "text", "similarity"]
     assert set(result.columns) == set(expected_columns)