diff --git a/.github/workflows/ruff.yml b/.github/workflows/ruff.yml
new file mode 100644
index 0000000..d75fd2f
--- /dev/null
+++ b/.github/workflows/ruff.yml
@@ -0,0 +1,23 @@
+name: Ruff
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  lint:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: '3.11'
+      - name: Install ruff
+        run: |
+          python -m pip install --upgrade pip
+          pip install ruff
+      - name: Run ruff check
+        run: ruff check .
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..a1c1ddb
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,6 @@
+repos:
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.14.0
+    hooks:
+      - id: ruff-check
+      - id: ruff-format
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..ada5641
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,26 @@
+
+.PHONY: lint format test add-dev
+
+# write help 
+help:
+	@echo "Available commands:"
+	@echo "  lint      - Run linters"
+	@echo "  format    - Format code"
+	@echo "  test      - Run tests"
+	@echo "  add-dev   - Add development dependencies"
+
+# Use uv to run tools in the project's environment. Example:
+#   uv add --dev ruff
+
+lint:
+	uv ruff check .
+
+format:
+	uv ruff format .
+
+add-dev:
+	# Add ruff to the project's dev tools using uv
+	uv add --dev ruff
+
+test:
+	python -m pytest -q
diff --git a/README.md b/README.md
index 9995f53..f3520d2 100644
--- a/README.md
+++ b/README.md
@@ -189,3 +189,37 @@ except ollama.ResponseError as e:
   if e.status_code == 404:
     ollama.pull(model)
 ```
+
+## Contributing / Linting
+
+
+We use Ruff for linting and formatting. This project uses uv for managing dev tools. Recommended commands:
+
+```sh
+# add ruff to the project dev tools (adds to uv config)
+uv add --dev ruff
+
+# lint
+uv ruff check .
+
+# format in-place
+uv ruff format .
+```
+
+Alternatives: install Ruff globally with `pipx`, `pip`, or Homebrew if you prefer.
+
+Pre-commit hooks are provided. To enable them locally:
+
+```sh
+pip install --upgrade pre-commit
+pre-commit install
+pre-commit run --all-files
+```
+
+There's also a Makefile with convenient targets:
+
+```sh
+make lint
+make format
+```
+
diff --git a/ollama/__init__.py b/ollama/__init__.py
index 92bba28..f22d632 100644
--- a/ollama/__init__.py
+++ b/ollama/__init__.py
@@ -1,3 +1,8 @@
+"""Ollama Python client package.
+
+Convenience exports for the top-level API.
+"""
+
 from ollama._client import AsyncClient, Client
 from ollama._types import (
   ChatResponse,
diff --git a/ollama/_client.py b/ollama/_client.py
index dcd8126..2ff9418 100644
--- a/ollama/_client.py
+++ b/ollama/_client.py
@@ -86,14 +86,23 @@ def __init__(
     headers: Optional[Mapping[str, str]] = None,
     **kwargs,
   ) -> None:
-    """
-    Creates a httpx client. Default parameters are the same as those defined in httpx
+    """Create a httpx client. Default parameters are the same as those defined in httpx.
+
     except for the following:
+    Args:
+      client: The httpx client to use.
+      host: The host URL for the API.
+      follow_redirects: Whether to follow redirects.
+      timeout: The timeout for requests.
+      headers: Headers to include in requests.
+      **kwargs: Additional keyword arguments for the httpx client.
+
+    Defaults:
     - `follow_redirects`: True
     - `timeout`: None
     `kwargs` are passed to the httpx client.
-    """
 
+    """
     headers = {
       k.lower(): v
       for k, v in {
@@ -243,8 +252,7 @@ def generate(
     options: Optional[Union[Mapping[str, Any], Options]] = None,
     keep_alive: Optional[Union[float, str]] = None,
   ) -> Union[GenerateResponse, Iterator[GenerateResponse]]:
-    """
-    Create a response using the requested model.
+    """Create a response using the requested model.
 
     Raises `RequestError` if a model is not provided.
 
@@ -252,7 +260,6 @@ def generate(
 
     Returns `GenerateResponse` if `stream` is `False`, otherwise returns a `GenerateResponse` generator.
     """
-
     return self._request(
       GenerateResponse,
       'POST',
@@ -315,38 +322,43 @@ def chat(
     options: Optional[Union[Mapping[str, Any], Options]] = None,
     keep_alive: Optional[Union[float, str]] = None,
   ) -> Union[ChatResponse, Iterator[ChatResponse]]:
-    """
-    Create a chat response using the requested model.
+    """Create a chat response using the requested model.
 
     Args:
-      tools:
-        A JSON schema as a dict, an Ollama Tool or a Python Function.
-        Python functions need to follow Google style docstrings to be converted to an Ollama Tool.
-        For more information, see: https://google.github.io/styleguide/pyguide.html#38-comments-and-docstrings
-      stream: Whether to stream the response.
-      format: The format of the response.
+      model (str): The model to use for the chat.
+      messages (Sequence[Union[Mapping[str, Any], Message]]): A list of messages comprising the conversation.
+      tools (Sequence[Union[Mapping[str, Any], Tool, Callable]]): A JSON schema as a dict, an Ollama Tool or a Python Function. Python
+        functions need to follow Google style docstrings to be converted to an
+        Ollama Tool. For more information, see:
+        https://google.github.io/styleguide/pyguide.html#38-comments-and-docstrings.
+      stream (bool): Whether to stream the response.
+      think (Union[bool, Literal["low", "medium", "high"]]): reasoning (on or off) or one of `low`, `medium`, `high` or a boolean.
+      format (Union[Literal["", "json"], JsonSchemaValue]): The format of the response.
+      options (Union[Mapping[str, Any], Options]): Additional options to pass to the model e.g. temperature, top_p, etc.
+      keep_alive (Union[float, str]): Keep the model alive after the request completes for the specified duration.
 
     Example:
       def add_two_numbers(a: int, b: int) -> int:
-        '''
-        Add two numbers together.
+          '''Add two numbers together.
 
-        Args:
-          a: First number to add
-          b: Second number to add
+    Args:
+              a: First number to add.
+              b: Second number to add.
 
-        Returns:
-          int: The sum of a and b
-        '''
-        return a + b
+    Returns:
+              int: The sum of a and b.
+          '''
+          return a + b
 
       client.chat(model='llama3.2', tools=[add_two_numbers], messages=[...])
 
-    Raises `RequestError` if a model is not provided.
+    Raises:
+      RequestError: If a model is not provided.
+      ResponseError: If the request could not be fulfilled.
 
-    Raises `ResponseError` if the request could not be fulfilled.
+    Returns:
+      ChatResponse if ``stream`` is ``False``, otherwise returns a ``ChatResponse`` generator.
 
-    Returns `ChatResponse` if `stream` is `False`, otherwise returns a `ChatResponse` generator.
     """
     return self._request(
       ChatResponse,
@@ -395,9 +407,7 @@ def embeddings(
     options: Optional[Union[Mapping[str, Any], Options]] = None,
     keep_alive: Optional[Union[float, str]] = None,
   ) -> EmbeddingsResponse:
-    """
-    Deprecated in favor of `embed`.
-    """
+    """Deprecate in favor of `embed`."""
     return self._request(
       EmbeddingsResponse,
       'POST',
@@ -435,10 +445,12 @@ def pull(
     insecure: bool = False,
     stream: bool = False,
   ) -> Union[ProgressResponse, Iterator[ProgressResponse]]:
-    """
+    """Pull a model from a remote registry.
+
     Raises `ResponseError` if the request could not be fulfilled.
 
     Returns `ProgressResponse` if `stream` is `False`, otherwise returns a `ProgressResponse` generator.
+
     """
     return self._request(
       ProgressResponse,
@@ -477,10 +489,12 @@ def push(
     insecure: bool = False,
     stream: bool = False,
   ) -> Union[ProgressResponse, Iterator[ProgressResponse]]:
-    """
+    """Push a new model to the server.
+
     Raises `ResponseError` if the request could not be fulfilled.
 
     Returns `ProgressResponse` if `stream` is `False`, otherwise returns a `ProgressResponse` generator.
+
     """
     return self._request(
       ProgressResponse,
@@ -543,10 +557,12 @@ def create(
     *,
     stream: bool = False,
   ) -> Union[ProgressResponse, Iterator[ProgressResponse]]:
-    """
+    """Create a new model from the provided files and parameters.
+
     Raises `ResponseError` if the request could not be fulfilled.
 
     Returns `ProgressResponse` if `stream` is `False`, otherwise returns a `ProgressResponse` generator.
+
     """
     return self._request(
       ProgressResponse,
@@ -634,17 +650,18 @@ def ps(self) -> ProcessResponse:
     )
 
   def web_search(self, query: str, max_results: int = 3) -> WebSearchResponse:
-    """
-    Performs a web search
+    """Perform a web search.
 
     Args:
-      query: The query to search for
-      max_results: The maximum number of results to return (default: 3)
+        query: The query to search for.
+        max_results: The maximum number of results to return (default: 3).
 
     Returns:
-      WebSearchResponse with the search results
+        A :class:`WebSearchResponse` with the search results.
+
     Raises:
-      ValueError: If OLLAMA_API_KEY environment variable is not set
+        ValueError: If ``OLLAMA_API_KEY`` environment variable is not set.
+
     """
     if not self._client.headers.get('authorization', '').startswith('Bearer '):
       raise ValueError('Authorization header with Bearer token is required for web search')
@@ -660,14 +677,14 @@ def web_search(self, query: str, max_results: int = 3) -> WebSearchResponse:
     )
 
   def web_fetch(self, url: str) -> WebFetchResponse:
-    """
-    Fetches the content of a web page for the provided URL.
+    """Fetch the content of a web page for the provided URL.
 
     Args:
-      url: The URL to fetch
+        url: The URL to fetch.
 
     Returns:
-      WebFetchResponse with the fetched result
+        A :class:`WebFetchResponse` with the fetched result.
+
     """
     if not self._client.headers.get('authorization', '').startswith('Bearer '):
       raise ValueError('Authorization header with Bearer token is required for web fetch')
@@ -751,15 +768,15 @@ async def inner():
     return cls(**(await self._request_raw(*args, **kwargs)).json())
 
   async def web_search(self, query: str, max_results: int = 3) -> WebSearchResponse:
-    """
-    Performs a web search
+    """Perform a web search.
 
     Args:
-      query: The query to search for
-      max_results: The maximum number of results to return (default: 3)
+        query: The query to search for.
+        max_results: The maximum number of results to return (default: 3).
 
     Returns:
-      WebSearchResponse with the search results
+        A :class:`WebSearchResponse` with the search results.
+
     """
     return await self._request(
       WebSearchResponse,
@@ -772,14 +789,14 @@ async def web_search(self, query: str, max_results: int = 3) -> WebSearchRespons
     )
 
   async def web_fetch(self, url: str) -> WebFetchResponse:
-    """
-    Fetches the content of a web page for the provided URL.
+    """Fetch the content of a web page for the provided URL.
 
     Args:
-      url: The URL to fetch
+        url: The URL to fetch.
 
     Returns:
-      WebFetchResponse with the fetched result
+        A :class:`WebFetchResponse` with the fetched result.
+
     """
     return await self._request(
       WebFetchResponse,
@@ -845,8 +862,7 @@ async def generate(
     options: Optional[Union[Mapping[str, Any], Options]] = None,
     keep_alive: Optional[Union[float, str]] = None,
   ) -> Union[GenerateResponse, AsyncIterator[GenerateResponse]]:
-    """
-    Create a response using the requested model.
+    """Create a response using the requested model.
 
     Raises `RequestError` if a model is not provided.
 
@@ -916,40 +932,47 @@ async def chat(
     options: Optional[Union[Mapping[str, Any], Options]] = None,
     keep_alive: Optional[Union[float, str]] = None,
   ) -> Union[ChatResponse, AsyncIterator[ChatResponse]]:
-    """
-    Create a chat response using the requested model.
+    """Create a chat response using the specified model.
+
+    This method sends a chat request to the Ollama server, using the given model and input messages.
+    It supports tools, reasoning mode (`think`), custom formatting, and streaming responses.
 
     Args:
-      tools:
-        A JSON schema as a dict, an Ollama Tool or a Python Function.
-        Python functions need to follow Google style docstrings to be converted to an Ollama Tool.
-        For more information, see: https://google.github.io/styleguide/pyguide.html#38-comments-and-docstrings
-      stream: Whether to stream the response.
-      format: The format of the response.
+        model (str): The name of the model to use for chat.
+        messages (Optional[Sequence[Union[Mapping[str, Any], Message]]]): The conversation history or prompt.
+        tools (Optional[Sequence[Union[Mapping[str, Any], Tool, Callable]]]): Optional tools available to the model.
+            Accepts JSON schemas, Ollama `Tool` objects, or Python functions.
+            Python functions must follow Google-style docstrings to be converted automatically.
+            See: https://google.github.io/styleguide/pyguide.html#38-comments-and-docstrings
+        stream (bool): whether to stream the response.
+        think (Optional[Union[bool, Literal["low", "medium", "high"]]]): Enables the model's reasoning mode.
+            Can be set to True for default reasoning or use levels ("low", "medium", "high").
+        format (Optional[Union[str, JsonSchemaValue]]): The output format. Use "json" or a custom schema.
+        options (Optional[Union[Mapping[str, Any], Options]]): Additional model options like temperature or top_k.
+        keep_alive (Optional[Union[float, str]]): Time to keep the model alive in memory (e.g., "5m", 60.0).
 
     Example:
-      def add_two_numbers(a: int, b: int) -> int:
-        '''
-        Add two numbers together.
-
-        Args:
-          a: First number to add
-          b: Second number to add
+        def add_two_numbers(a: int, b: int) -> int:
+          '''Add two numbers together.
 
-        Returns:
-          int: The sum of a and b
-        '''
-        return a + b
+    Args:
+            a: First number to add.
+            b: Second number to add.
 
-      await client.chat(model='llama3.2', tools=[add_two_numbers], messages=[...])
+    Returns:
+            int: The sum of a and b.
+          '''
+          return a + b
 
-    Raises `RequestError` if a model is not provided.
+    Raises:
+        RequestError: If the request is invalid or a required field is missing.
+        ResponseError: If the request could not be fulfilled by the server.
 
-    Raises `ResponseError` if the request could not be fulfilled.
+    Returns:
+        ChatResponse: If `stream` is False.
+        AsyncIterator[ChatResponse]: If `stream` is True; yields incremental responses.
 
-    Returns `ChatResponse` if `stream` is `False`, otherwise returns an asynchronous `ChatResponse` generator.
     """
-
     return await self._request(
       ChatResponse,
       'POST',
@@ -997,9 +1020,7 @@ async def embeddings(
     options: Optional[Union[Mapping[str, Any], Options]] = None,
     keep_alive: Optional[Union[float, str]] = None,
   ) -> EmbeddingsResponse:
-    """
-    Deprecated in favor of `embed`.
-    """
+    """Deprecate in favor of `embed`."""
     return await self._request(
       EmbeddingsResponse,
       'POST',
@@ -1037,7 +1058,8 @@ async def pull(
     insecure: bool = False,
     stream: bool = False,
   ) -> Union[ProgressResponse, AsyncIterator[ProgressResponse]]:
-    """
+    """Pull a model from remote registry.
+
     Raises `ResponseError` if the request could not be fulfilled.
 
     Returns `ProgressResponse` if `stream` is `False`, otherwise returns a `ProgressResponse` generator.
@@ -1079,7 +1101,8 @@ async def push(
     insecure: bool = False,
     stream: bool = False,
   ) -> Union[ProgressResponse, AsyncIterator[ProgressResponse]]:
-    """
+    """Push a model to remote registry.
+
     Raises `ResponseError` if the request could not be fulfilled.
 
     Returns `ProgressResponse` if `stream` is `False`, otherwise returns a `ProgressResponse` generator.
@@ -1145,12 +1168,31 @@ async def create(
     *,
     stream: bool = False,
   ) -> Union[ProgressResponse, AsyncIterator[ProgressResponse]]:
-    """
-    Raises `ResponseError` if the request could not be fulfilled.
+    """Create a new model instance.
 
-    Returns `ProgressResponse` if `stream` is `False`, otherwise returns a `ProgressResponse` generator.
-    """
+    Sends a POST request to the /api/create endpoint with the specified parameters.
+    The response can be streamed or returned as a single object depending on the `stream` flag.
 
+    Args:
+        model (str): The name or path of the model to create.
+        quantize (Optional[str]): The quantization mode to use.
+        from_ (Optional[str]): The base model to use for creating the new model.
+        files (Optional[Dict[str, str]]): Additional files to include.
+        adapters (Optional[Dict[str, str]]): Adapters to use.
+        template (Optional[str]): Template to use for the model.
+        license (Optional[Union[str, List[str]]]): License information.
+        system (Optional[str]): System prompt.
+        parameters (Optional[Union[Mapping[str, Any], Options]]): Model parameters.
+        messages (Optional[Sequence[Union[Mapping[str, Any], Message]]]): Messages for the model.
+        stream (bool): Whether to stream the response.
+
+    Raises:
+        ResponseError: If the request could not be fulfilled.
+
+    Returns:
+        ProgressResponse: If `stream` is `False`, otherwise returns an asynchronous generator of `ProgressResponse`.
+
+    """
     return await self._request(
       ProgressResponse,
       'POST',
@@ -1172,6 +1214,15 @@ async def create(
     )
 
   async def create_blob(self, path: Union[str, Path]) -> str:
+    """Asynchronously upload a blob from a file path.
+
+    Args:
+        path (Union[str, Path]): The path to the file to upload.
+
+    Returns:
+        str: The digest of the uploaded blob.
+
+    """
     sha256sum = sha256()
     async with await anyio.open_file(path, 'rb') as r:
       while True:
@@ -1249,16 +1300,20 @@ def _copy_images(images: Optional[Sequence[Union[Image, Any]]]) -> Iterator[Imag
     yield image if isinstance(image, Image) else Image(value=image)
 
 
-def _copy_messages(messages: Optional[Sequence[Union[Mapping[str, Any], Message]]]) -> Iterator[Message]:
+def _copy_messages(
+  messages: Optional[Sequence[Union[Mapping[str, Any], Message]]],
+) -> Iterator[Message]:
   for message in messages or []:
     yield Message.model_validate(
       {k: list(_copy_images(v)) if k == 'images' else v for k, v in dict(message).items() if v},
     )
 
 
-def _copy_tools(tools: Optional[Sequence[Union[Mapping[str, Any], Tool, Callable]]] = None) -> Iterator[Tool]:
+def _copy_tools(
+  tools: Optional[Sequence[Union[Mapping[str, Any], Tool, Callable]]] = None,
+) -> Iterator[Tool]:
   for unprocessed_tool in tools or []:
-    yield convert_function_to_tool(unprocessed_tool) if callable(unprocessed_tool) else Tool.model_validate(unprocessed_tool)
+    yield (convert_function_to_tool(unprocessed_tool) if callable(unprocessed_tool) else Tool.model_validate(unprocessed_tool))
 
 
 def _as_path(s: Optional[Union[str, PathLike]]) -> Union[Path, None]:
@@ -1272,7 +1327,8 @@ def _as_path(s: Optional[Union[str, PathLike]]) -> Union[Path, None]:
 
 
 def _parse_host(host: Optional[str]) -> str:
-  """
+  """Parse a host string into a fully-qualified host URL.
+
   >>> _parse_host(None)
   'http://127.0.0.1:11434'
   >>> _parse_host('')
@@ -1334,7 +1390,6 @@ def _parse_host(host: Optional[str]) -> str:
   >>> _parse_host('[0001:002:003:0004::1]:56789/path/')
   'http://[0001:002:003:0004::1]:56789/path'
   """
-
   host, port = host or '', 11434
   scheme, _, hostport = host.partition('://')
   if not hostport:
diff --git a/ollama/_types.py b/ollama/_types.py
index 638fb9e..1cf47bd 100644
--- a/ollama/_types.py
+++ b/ollama/_types.py
@@ -18,7 +18,8 @@
 
 class SubscriptableBaseModel(BaseModel):
   def __getitem__(self, key: str) -> Any:
-    """
+    """Get an attribute by key.
+
     >>> msg = Message(role='user')
     >>> msg['role']
     'user'
@@ -33,7 +34,8 @@ def __getitem__(self, key: str) -> Any:
     raise KeyError(key)
 
   def __setitem__(self, key: str, value: Any) -> None:
-    """
+    """Set an attribute by key.
+
     >>> msg = Message(role='user')
     >>> msg['role'] = 'assistant'
     >>> msg['role']
@@ -47,7 +49,8 @@ def __setitem__(self, key: str, value: Any) -> None:
     setattr(self, key, value)
 
   def __contains__(self, key: str) -> bool:
-    """
+    """Return True if the model contains the given key.
+
     >>> msg = Message(role='user')
     >>> 'nonexistent' in msg
     False
@@ -85,7 +88,8 @@ def __contains__(self, key: str) -> bool:
     return False
 
   def get(self, key: str, default: Any = None) -> Any:
-    """
+    """Return attribute value for key or default if not present.
+
     >>> msg = Message(role='user')
     >>> msg.get('role')
     'user'
@@ -244,9 +248,7 @@ class BaseGenerateResponse(SubscriptableBaseModel):
 
 
 class GenerateResponse(BaseGenerateResponse):
-  """
-  Response returned by generate requests.
-  """
+  """Response returned by generate requests."""
 
   response: str
   'Response content. When streaming, this contains a fragment of the response.'
@@ -259,12 +261,10 @@ class GenerateResponse(BaseGenerateResponse):
 
 
 class Message(SubscriptableBaseModel):
-  """
-  Chat message.
-  """
+  """Chat message."""
 
   role: str
-  "Assumed role of the message. Response messages has role 'assistant' or 'tool'."
+  'Assumed role of the message. Response messages has role "assistant" or "tool".'
 
   content: Optional[str] = None
   'Content of the message. Response messages contains message fragments when streaming.'
@@ -273,29 +273,24 @@ class Message(SubscriptableBaseModel):
   'Thinking content. Only present when thinking is enabled.'
 
   images: Optional[Sequence[Image]] = None
-  """
-  Optional list of image data for multimodal models.
+  """Optional list of image data for multimodal models.
 
-  Valid input types are:
+    Valid input types are:
 
-  - `str` or path-like object: path to image file
-  - `bytes` or bytes-like object: raw image data
+    - `str` or path-like object: path to image file
+    - `bytes` or bytes-like object: raw image data
 
-  Valid image formats depend on the model. See the model card for more information.
-  """
+    Valid image formats depend on the model. See the model card for more information.
+    """
 
   tool_name: Optional[str] = None
   'Name of the executed tool.'
 
   class ToolCall(SubscriptableBaseModel):
-    """
-    Model tool calls.
-    """
+    """Model tool calls."""
 
     class Function(SubscriptableBaseModel):
-      """
-      Tool call function.
-      """
+      """Tool call function."""
 
       name: str
       'Name of the function.'
@@ -307,9 +302,7 @@ class Function(SubscriptableBaseModel):
     'Function to be called.'
 
   tool_calls: Optional[Sequence[ToolCall]] = None
-  """
-  Tools calls to be made by the model.
-  """
+  """Tools calls to be made by the model."""
 
 
 class Tool(SubscriptableBaseModel):
@@ -362,9 +355,7 @@ def serialize_model(self, nxt):
 
 
 class ChatResponse(BaseGenerateResponse):
-  """
-  Response returned by chat requests.
-  """
+  """Response returned by chat requests."""
 
   message: Message
   'Response message.'
@@ -387,9 +378,7 @@ class EmbedRequest(BaseRequest):
 
 
 class EmbedResponse(BaseGenerateResponse):
-  """
-  Response returned by embed requests.
-  """
+  """Response returned by embed requests."""
 
   embeddings: Sequence[Sequence[float]]
   'Embeddings of the inputs.'
@@ -406,33 +395,29 @@ class EmbeddingsRequest(BaseRequest):
 
 
 class EmbeddingsResponse(SubscriptableBaseModel):
-  """
-  Response returned by embeddings requests.
-  """
+  """Response returned by embeddings requests."""
 
   embedding: Sequence[float]
   'Embedding of the prompt.'
 
 
 class PullRequest(BaseStreamableRequest):
-  """
-  Request to pull the model.
-  """
+  """Request to pull the model."""
 
   insecure: Optional[bool] = None
   'Allow insecure (HTTP) connections.'
 
 
 class PushRequest(BaseStreamableRequest):
-  """
-  Request to pull the model.
-  """
+  """Request to push the model."""
 
   insecure: Optional[bool] = None
   'Allow insecure (HTTP) connections.'
 
 
 class CreateRequest(BaseStreamableRequest):
+  """Request to create a new model."""
+
   @model_serializer(mode='wrap')
   def serialize_model(self, nxt):
     output = nxt(self)
@@ -440,9 +425,6 @@ def serialize_model(self, nxt):
       output['from'] = output.pop('from_')
     return output
 
-  """
-  Request to create a new model.
-  """
   quantize: Optional[str] = None
   from_: Optional[str] = None
   files: Optional[Dict[str, str]] = None
@@ -476,15 +458,11 @@ class Model(SubscriptableBaseModel):
 
 
 class DeleteRequest(BaseRequest):
-  """
-  Request to delete a model.
-  """
+  """Request to delete a model."""
 
 
 class CopyRequest(BaseModel):
-  """
-  Request to copy a model.
-  """
+  """Request to copy a model."""
 
   source: str
   'Source model to copy.'
@@ -504,9 +482,7 @@ class ProgressResponse(StatusResponse):
 
 
 class ShowRequest(BaseRequest):
-  """
-  Request to show model information.
-  """
+  """Request to show model information."""
 
 
 class ShowResponse(SubscriptableBaseModel):
@@ -567,9 +543,7 @@ class WebFetchResponse(SubscriptableBaseModel):
 
 
 class RequestError(Exception):
-  """
-  Common class for request errors.
-  """
+  """Common class for request errors."""
 
   def __init__(self, error: str):
     super().__init__(error)
@@ -578,9 +552,7 @@ def __init__(self, error: str):
 
 
 class ResponseError(Exception):
-  """
-  Common class for response errors.
-  """
+  """Common class for response errors."""
 
   def __init__(self, error: str, status_code: int = -1):
     # try to parse content as JSON and extract 'error'
diff --git a/pyproject.toml b/pyproject.toml
index 05eafdc..7ebe850 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -65,3 +65,11 @@ ignore = ['FBT001'] # Boolean-typed positional argument in function definition
 
 [tool.pytest.ini_options]
 addopts = ['--doctest-modules']
+
+[dependency-groups]
+dev = [
+    "pytest>=8.3.5",
+    "pytest-anyio>=0.0.0",
+    "pytest-httpserver>=1.1.1",
+    "ruff>=0.14.0",
+]
diff --git a/uv.lock b/uv.lock
index b310d58..5ff8f27 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,4 +1,5 @@
 version = 1
+revision = 3
 requires-python = ">=3.8"
 resolution-markers = [
     "python_full_version >= '3.9'",
@@ -12,9 +13,9 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions", marker = "python_full_version < '3.9'" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
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+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
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 [[package]]
@@ -30,9 +31,9 @@ dependencies = [
     { name = "sniffio", marker = "python_full_version < '3.9'" },
     { name = "typing-extensions", marker = "python_full_version < '3.9'" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/4d/f9/9a7ce600ebe7804daf90d4d48b1c0510a4561ddce43a596be46676f82343/anyio-4.5.2.tar.gz", hash = "sha256:23009af4ed04ce05991845451e11ef02fc7c5ed29179ac9a420e5ad0ac7ddc5b", size = 171293, upload-time = "2024-10-13T22:18:03.307Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/1b/b4/f7e396030e3b11394436358ca258a81d6010106582422f23443c16ca1873/anyio-4.5.2-py3-none-any.whl", hash = "sha256:c011ee36bc1e8ba40e5a81cb9df91925c218fe9b778554e0b56a21e1b5d4716f", size = 89766, upload-time = "2024-10-13T22:18:01.524Z" },
 ]
 
 [[package]]
@@ -48,36 +49,45 @@ dependencies = [
     { name = "sniffio", marker = "python_full_version >= '3.9'" },
     { name = "typing-extensions", marker = "python_full_version >= '3.9' and python_full_version < '3.13'" },
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+sdist = { url = "https://files.pythonhosted.org/packages/a3/73/199a98fc2dae33535d6b8e8e6ec01f8c1d76c9adb096c6b7d64823038cde/anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a", size = 181126, upload-time = "2025-01-05T13:13:11.095Z" }
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+    { url = "https://files.pythonhosted.org/packages/46/eb/e7f063ad1fec6b3178a3cd82d1a3c4de82cccf283fc42746168188e1cdd5/anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a", size = 96041, upload-time = "2025-01-05T13:13:07.985Z" },
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 [[package]]
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 version = "2025.1.31"
 source = { registry = "https://pypi.org/simple" }
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+    { url = "https://files.pythonhosted.org/packages/38/fc/bce832fd4fd99766c04d1ee0eead6b0ec6486fb100ae5e74c1d91292b982/certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe", size = 166393, upload-time = "2025-01-31T02:16:45.015Z" },
+]
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+[[package]]
+name = "colorama"
+version = "0.4.6"
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 [[package]]
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 version = "0.14.0"
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 [[package]]
@@ -88,9 +98,9 @@ dependencies = [
     { name = "certifi" },
     { name = "h11" },
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 [[package]]
@@ -126,12 +305,63 @@ dependencies = [
     { name = "pydantic" },
 ]
 
+[package.dev-dependencies]
+dev = [
+    { name = "pytest", version = "8.3.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" },
+    { name = "pytest", version = "8.4.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
+    { name = "pytest-anyio" },
+    { name = "pytest-httpserver", version = "1.1.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" },
+    { name = "pytest-httpserver", version = "1.1.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
+    { name = "ruff" },
+]
+
 [package.metadata]
 requires-dist = [
     { name = "httpx", specifier = ">=0.27" },
     { name = "pydantic", specifier = ">=2.9" },
 ]
 
+[package.metadata.requires-dev]
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