diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 00000000..67b129bf
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,25 @@
+name: ci 
+on:
+  push:
+    branches:
+      - master 
+      - main
+permissions:
+  contents: write
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v4
+        with:
+          python-version: 3.x
+      - run: echo "cache_id=$(date --utc '+%V')" >> $GITHUB_ENV 
+      - uses: actions/cache@v3
+        with:
+          key: mkdocs-material-${{ env.cache_id }}
+          path: .cache
+          restore-keys: |
+            mkdocs-material-
+      - run: pip install mkdocs-material 
+      - run: mkdocs gh-deploy --force
diff --git a/docs/index.md b/docs/index.md
new file mode 100644
index 00000000..000ea345
--- /dev/null
+++ b/docs/index.md
@@ -0,0 +1,17 @@
+# Welcome to MkDocs
+
+For full documentation visit [mkdocs.org](https://www.mkdocs.org).
+
+## Commands
+
+* `mkdocs new [dir-name]` - Create a new project.
+* `mkdocs serve` - Start the live-reloading docs server.
+* `mkdocs build` - Build the documentation site.
+* `mkdocs -h` - Print help message and exit.
+
+## Project layout
+
+    mkdocs.yml    # The configuration file.
+    docs/
+        index.md  # The documentation homepage.
+        ...       # Other markdown pages, images and other files.
diff --git a/docs/overrides/main.html b/docs/overrides/main.html
new file mode 100644
index 00000000..bfff3ef9
--- /dev/null
+++ b/docs/overrides/main.html
@@ -0,0 +1,26 @@
+{% extends "base.html" %}
+<!-- 
+{% block content %}
+{% if page.nb_url %}
+    <a href="{{ page.nb_url }}" title="Download Notebook" class="md-content__button md-icon jp-DownloadNB">
+        {% include ".icons/material/download.svg" %}
+    </a>
+{% endif %} 
+
+{{ super() }}
+
+{% endblock content %} -->
+
+{% block announce %}
+<div style="text-align: center">
+    If you're using FastEmbed from Qdrant, join the
+    <a rel="me" href="https://discord.gg/g6g4tagk">
+        <span class="twemoji mastodon">
+            {% include ".icons/fontawesome/brands/discord.svg" %}
+        </span>
+        <strong>Discord server</strong>
+    </a>
+    to get help and share your work! Or check out <a rel="me" href="https://login.cloud.qdrant.io/">Qdrant Cloud</a> to
+    get started with vector search!
+</div>
+{% endblock %}
\ No newline at end of file
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 00000000..8c531fb1
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,25 @@
+site_name: FastEmbed
+theme:
+  name: material
+  palette: 
+    # Palette toggle for light mode
+    - scheme: default
+      toggle:
+        icon: material/brightness-7 
+        name: Switch to dark mode
+
+    # Palette toggle for dark mode
+    - scheme: slate
+      toggle:
+        icon: material/brightness-4
+        name: Switch to light mode
+
+markdown_extensions:
+  - abbr
+  - admonition
+  - attr_list
+  # - highlight
+  - def_list
+  - toc:
+      permalink: true
+      toc_depth: 3
diff --git a/poetry.lock b/poetry.lock
index 7790610b..c12dcf4e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -917,6 +917,23 @@ smb = ["smbprotocol"]
 ssh = ["paramiko"]
 tqdm = ["tqdm"]
 
+[[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 = "huggingface-hub"
 version = "0.16.4"
@@ -1440,6 +1457,24 @@ docs = ["autodoc-traits", "jinja2 (<3.2.0)", "mistune (<4)", "myst-parser", "pyd
 openapi = ["openapi-core (>=0.16.1,<0.17.0)", "ruamel-yaml"]
 test = ["hatch", "ipykernel", "jupyterlab-server[openapi]", "openapi-spec-validator (>=0.5.1,<0.7.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
 
+[[package]]
+name = "markdown"
+version = "3.4.4"
+description = "Python implementation of John Gruber's Markdown."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "Markdown-3.4.4-py3-none-any.whl", hash = "sha256:a4c1b65c0957b4bd9e7d86ddc7b3c9868fb9670660f6f99f6d1bca8954d5a941"},
+    {file = "Markdown-3.4.4.tar.gz", hash = "sha256:225c6123522495d4119a90b3a3ba31a1e87a70369e03f14799ea9c0d7183a3d6"},
+]
+
+[package.dependencies]
+importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
+
+[package.extras]
+docs = ["mdx-gh-links (>=0.2)", "mkdocs (>=1.0)", "mkdocs-nature (>=0.4)"]
+testing = ["coverage", "pyyaml"]
+
 [[package]]
 name = "markupsafe"
 version = "2.1.3"
@@ -1513,6 +1548,17 @@ files = [
 [package.dependencies]
 traitlets = "*"
 
+[[package]]
+name = "mergedeep"
+version = "1.3.4"
+description = "A deep merge function for 🐍."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "mergedeep-1.3.4-py3-none-any.whl", hash = "sha256:70775750742b25c0d8f36c55aed03d24c3384d17c951b3175d898bd778ef0307"},
+    {file = "mergedeep-1.3.4.tar.gz", hash = "sha256:0096d52e9dad9939c3d975a774666af186eda617e6ca84df4c94dec30004f2a8"},
+]
+
 [[package]]
 name = "mistune"
 version = "3.0.1"
@@ -1524,6 +1570,70 @@ files = [
     {file = "mistune-3.0.1.tar.gz", hash = "sha256:e912116c13aa0944f9dc530db38eb88f6a77087ab128f49f84a48f4c05ea163c"},
 ]
 
+[[package]]
+name = "mkdocs"
+version = "1.5.2"
+description = "Project documentation with Markdown."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "mkdocs-1.5.2-py3-none-any.whl", hash = "sha256:60a62538519c2e96fe8426654a67ee177350451616118a41596ae7c876bb7eac"},
+    {file = "mkdocs-1.5.2.tar.gz", hash = "sha256:70d0da09c26cff288852471be03c23f0f521fc15cf16ac89c7a3bfb9ae8d24f9"},
+]
+
+[package.dependencies]
+click = ">=7.0"
+colorama = {version = ">=0.4", markers = "platform_system == \"Windows\""}
+ghp-import = ">=1.0"
+importlib-metadata = {version = ">=4.3", markers = "python_version < \"3.10\""}
+jinja2 = ">=2.11.1"
+markdown = ">=3.2.1"
+markupsafe = ">=2.0.1"
+mergedeep = ">=1.3.4"
+packaging = ">=20.5"
+pathspec = ">=0.11.1"
+platformdirs = ">=2.2.0"
+pyyaml = ">=5.1"
+pyyaml-env-tag = ">=0.1"
+watchdog = ">=2.0"
+
+[package.extras]
+i18n = ["babel (>=2.9.0)"]
+min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-import (==1.0)", "importlib-metadata (==4.3)", "jinja2 (==2.11.1)", "markdown (==3.2.1)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "packaging (==20.5)", "pathspec (==0.11.1)", "platformdirs (==2.2.0)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "typing-extensions (==3.10)", "watchdog (==2.0)"]
+
+[[package]]
+name = "mkdocs-material"
+version = "9.1.21"
+description = "Documentation that simply works"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "mkdocs_material-9.1.21-py3-none-any.whl", hash = "sha256:58bb2f11ef240632e176d6f0f7d1cff06be1d11c696a5a1b553b808b4280ed47"},
+    {file = "mkdocs_material-9.1.21.tar.gz", hash = "sha256:71940cdfca84ab296b6362889c25395b1621273fb16c93deda257adb7ff44ec8"},
+]
+
+[package.dependencies]
+colorama = ">=0.4"
+jinja2 = ">=3.0"
+markdown = ">=3.2"
+mkdocs = ">=1.5.0"
+mkdocs-material-extensions = ">=1.1"
+pygments = ">=2.14"
+pymdown-extensions = ">=9.9.1"
+regex = ">=2022.4.24"
+requests = ">=2.26"
+
+[[package]]
+name = "mkdocs-material-extensions"
+version = "1.1.1"
+description = "Extension pack for Python Markdown and MkDocs Material."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "mkdocs_material_extensions-1.1.1-py3-none-any.whl", hash = "sha256:e41d9f38e4798b6617ad98ca8f7f1157b1e4385ac1459ca1e4ea219b556df945"},
+    {file = "mkdocs_material_extensions-1.1.1.tar.gz", hash = "sha256:9c003da71e2cc2493d910237448c672e00cefc800d3d6ae93d2fc69979e3bd93"},
+]
+
 [[package]]
 name = "mpmath"
 version = "1.3.0"
@@ -2359,6 +2469,21 @@ files = [
 [package.extras]
 plugins = ["importlib-metadata"]
 
+[[package]]
+name = "pymdown-extensions"
+version = "10.1"
+description = "Extension pack for Python Markdown."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pymdown_extensions-10.1-py3-none-any.whl", hash = "sha256:ef25dbbae530e8f67575d222b75ff0649b1e841e22c2ae9a20bad9472c2207dc"},
+    {file = "pymdown_extensions-10.1.tar.gz", hash = "sha256:508009b211373058debb8247e168de4cbcb91b1bff7b5e961b2c3e864e00b195"},
+]
+
+[package.dependencies]
+markdown = ">=3.2"
+pyyaml = "*"
+
 [[package]]
 name = "pyreadline3"
 version = "3.4.1"
@@ -2514,6 +2639,20 @@ files = [
     {file = "PyYAML-6.0.1.tar.gz", hash = "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43"},
 ]
 
+[[package]]
+name = "pyyaml-env-tag"
+version = "0.1"
+description = "A custom YAML tag for referencing environment variables in YAML files. "
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "pyyaml_env_tag-0.1-py3-none-any.whl", hash = "sha256:af31106dec8a4d68c60207c1886031cbf839b68aa7abccdb19868200532c2069"},
+    {file = "pyyaml_env_tag-0.1.tar.gz", hash = "sha256:70092675bda14fdec33b31ba77e7543de9ddc88f2e5b99160396572d11525bdb"},
+]
+
+[package.dependencies]
+pyyaml = "*"
+
 [[package]]
 name = "pyzmq"
 version = "25.1.1"
@@ -2918,29 +3057,42 @@ python-versions = "*"
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@@ -3415,6 +3567,45 @@ brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
 secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
+[[package]]
+name = "watchdog"
+version = "3.0.0"
+description = "Filesystem events monitoring"
+optional = false
+python-versions = ">=3.7"
+files = [
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+    {file = "watchdog-3.0.0-py3-none-win32.whl", hash = "sha256:3ed7c71a9dccfe838c2f0b6314ed0d9b22e77d268c67e015450a29036a81f60f"},
+    {file = "watchdog-3.0.0-py3-none-win_amd64.whl", hash = "sha256:4c9956d27be0bb08fc5f30d9d0179a855436e655f046d288e2bcc11adfae893c"},
+    {file = "watchdog-3.0.0-py3-none-win_ia64.whl", hash = "sha256:5d9f3a10e02d7371cd929b5d8f11e87d4bad890212ed3901f9b4d68767bee759"},
+    {file = "watchdog-3.0.0.tar.gz", hash = "sha256:4d98a320595da7a7c5a18fc48cb633c2e73cda78f93cac2ef42d42bf609a33f9"},
+]
+
+[package.extras]
+watchmedo = ["PyYAML (>=3.10)"]
+
 [[package]]
 name = "wcwidth"
 version = "0.2.6"
@@ -3667,4 +3858,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.0,<3.12"
-content-hash = "3037d55838b87f7e371893c4a499d7903366e37a0e2e2abff1cb4beeb1ad74b7"
+content-hash = "a4d59617f3cad897f32f7540a50de89200ed3235fda8ccf47135bde81c47f94b"
diff --git a/pyproject.toml b/pyproject.toml
index 0e573b26..b0dd34ea 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,6 +24,7 @@ black = "^23.7.0"
 optimum = "^1.11.1"
 onnx = "^1.11.0"
 notebook = ">=7.0.2"
+mkdocs-material = "^9.1.21"
 pytest = "^7.4.0"
 
 [tool.poetry.dependencies.onnxruntime-silicon]