diff --git a/docs/index.md b/docs/index.md
new file mode 100644
index 0000000..1b85661
--- /dev/null
+++ b/docs/index.md
@@ -0,0 +1,23 @@
+# 🦙 Python Bindings for `llama.cpp`
+
+Simple Python bindings for **@ggerganov's** [`llama.cpp`](https://github.com/ggerganov/llama.cpp) library.
+This package provides:
+
+- Low-level access to C API via `ctypes` interface.
+- High-level Python API for text completion
+  - OpenAI-like API
+  - LangChain compatibility
+
+
+## API Reference
+
+::: llama_cpp.Llama
+    options:
+        members:
+            - __init__
+            - __call__
+        show_root_heading: true
+
+::: llama_cpp.llama_cpp
+    options:
+        show_if_no_docstring: true
\ No newline at end of file
diff --git a/llama_cpp/llama.py b/llama_cpp/llama.py
index 9ae2a30..d5c2245 100644
--- a/llama_cpp/llama.py
+++ b/llama_cpp/llama.py
@@ -8,6 +8,8 @@ from . import llama_cpp
 
 
 class Llama:
+    """High-level Python wrapper for a llama.cpp model."""
+
     def __init__(
         self,
         model_path: str,
@@ -18,7 +20,25 @@ class Llama:
         logits_all: bool = False,
         vocab_only: bool = False,
         n_threads: Optional[int] = None,
-    ):
+    ) -> "Llama":
+        """Load a llama.cpp model from `model_path`.
+
+        Args:
+            model_path: Path to the model directory.
+            n_ctx: Number of tokens to keep in memory.
+            n_parts: Number of parts to split the model into. If -1, the number of parts is automatically determined.
+            seed: Random seed.
+            f16_kv: Use half-precision for key/value matrices.
+            logits_all: Return logits for all tokens, not just the vocabulary.
+            vocab_only: Only use tokens in the vocabulary.
+            n_threads: Number of threads to use. If None, the number of threads is automatically determined.
+
+        Raises:
+            ValueError: If the model path does not exist.
+
+        Returns:
+            A Llama instance.
+        """
         self.model_path = model_path
 
         self.last_n = 64
@@ -56,6 +76,27 @@ class Llama:
         repeat_penalty: float = 1.1,
         top_k: int = 40,
     ):
+        """Generate text from a prompt.
+
+        Args:
+            prompt: The prompt to generate text from.
+            suffix: A suffix to append to the generated text. If None, no suffix is appended.
+            max_tokens: The maximum number of tokens to generate.
+            temperature: The temperature to use for sampling.
+            top_p: The top-p value to use for sampling.
+            logprobs: The number of logprobs to return. If None, no logprobs are returned.
+            echo: Whether to echo the prompt.
+            stop: A list of strings to stop generation when encountered.
+            repeat_penalty: The penalty to apply to repeated tokens.
+            top_k: The top-k value to use for sampling.
+
+        Raises:
+            ValueError: If the requested tokens exceed the context window.
+            RuntimeError: If the prompt fails to tokenize or the model fails to evaluate the prompt.
+
+        Returns:
+            Response object containing the generated text.
+        """
         text = b""
         finish_reason = "length"
         completion_tokens = 0
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 0000000..c869451
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,10 @@
+site_name: llama-cpp-python
+
+theme:
+  name: "material"
+
+plugins:
+  - mkdocstrings
+
+watch:
+  - llama_cpp
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index 8b800b6..306dbd5 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,3 +1,5 @@
+# This file is automatically @generated by Poetry 1.4.1 and should not be changed by hand.
+
 [[package]]
 name = "black"
 version = "23.1.0"
@@ -5,477 +7,7 @@ description = "The uncompromising code formatter."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-
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-
-[package.extras]
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-
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-[package.dependencies]
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-
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-
-[package.dependencies]
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-
-[[package]]
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-
-[metadata]
-lock-version = "1.1"
-python-versions = "^3.8.1"
-content-hash = "bad919c2a7df383396f760cee0676f27f6620005fd11ba1a23b7f8d96e45feab"
-
-[metadata.files]
-black = [
+files = [
     {file = "black-23.1.0-cp310-cp310-macosx_10_16_arm64.whl", hash = "sha256:b6a92a41ee34b883b359998f0c8e6eb8e99803aa8bf3123bf2b2e6fec505a221"},
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@@ -502,15 +34,61 @@ black = [
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 ]
-bleach = [
+
+[package.dependencies]
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+pathspec = ">=0.9.0"
+platformdirs = ">=2"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+colorama = ["colorama (>=0.4.3)"]
+d = ["aiohttp (>=3.7.4)"]
+jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
+uvloop = ["uvloop (>=0.15.2)"]
+
+[[package]]
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+description = "An easy safelist-based HTML-sanitizing tool."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
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+webencodings = "*"
+
+[package.extras]
+css = ["tinycss2 (>=1.1.0,<1.2)"]
+
+[[package]]
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+version = "2022.12.7"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
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 ]
-cffi = [
+
+[[package]]
+name = "cffi"
+version = "1.15.1"
+description = "Foreign Function Interface for Python calling C code."
+category = "dev"
+optional = false
+python-versions = "*"
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@@ -576,7 +154,18 @@ cffi = [
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 ]
-charset-normalizer = [
+
+[package.dependencies]
+pycparser = "*"
+
+[[package]]
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+version = "3.1.0"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "dev"
+optional = false
+python-versions = ">=3.7.0"
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@@ -653,15 +242,42 @@ charset-normalizer = [
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 ]
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+python-versions = ">=3.7"
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+[package.dependencies]
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+
+[[package]]
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 ]
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+
+[[package]]
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+version = "39.0.2"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
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@@ -686,127 +302,983 @@ cryptography = [
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+tox = ["tox"]
+
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+python-versions = ">=3.7"
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     {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"},
     {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"},
 ]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.8.1"
+content-hash = "afd79c20d4d465c212d6dba49a5ca2409a2b8baafdbdc11f4f48c40eb7f703db"
diff --git a/pyproject.toml b/pyproject.toml
index b38f588..0f5c2bc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,6 +19,9 @@ python = "^3.8.1"
 [tool.poetry.group.dev.dependencies]
 black = "^23.1.0"
 twine = "^4.0.2"
+mkdocs = "^1.4.2"
+mkdocstrings = {extras = ["python"], version = "^0.20.0"}
+mkdocs-material = "^9.1.4"
 
 [build-system]
 requires = [