diff --git a/.github/workflows/changelog.yml b/.github/workflows/changelog.yml
index 4730161..9046187 100644
--- a/.github/workflows/changelog.yml
+++ b/.github/workflows/changelog.yml
@@ -25,4 +25,4 @@ jobs:
           changelog_filename: CHANGELOG.md
           committer_username: 'github-actions[bot]'
           committer_email: 'github-actions[bot]@users.noreply.github.com'
-          release_version: ${{ github.event.inputs.release_version }}
\ No newline at end of file
+          release_version: ${{ github.event.inputs.release_version }}
diff --git a/.gitignore b/.gitignore
index 6017c88..cb6ff03 100644
--- a/.gitignore
+++ b/.gitignore
@@ -175,4 +175,4 @@ cython_debug/
 .pypirc
 
 # MacOS ds_store files
-.DS_Store
\ No newline at end of file
+.DS_Store
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..fa31d6c
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,17 @@
+repos:
+  - repo: https://github.com/charliermarsh/ruff-pre-commit
+    rev: v0.11.11
+    hooks:
+      - id: ruff
+        args: [ --fix ]
+      - id: ruff-format
+
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v4.4.0 # 2025-05-24
+    hooks:
+      - id: trailing-whitespace
+      - id: end-of-file-fixer
+      - id: check-yaml
+      - id: check-toml
+      - id: check-merge-conflict
+      - id: check-added-large-files
diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000..94a78fc
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.9.22
diff --git a/Dockerfile b/Dockerfile
index 8b91747..03a93ae 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,5 +1,5 @@
 from python:3.9-slim
 WORKDIR /app
 COPY . /app
-RUN pip install -r requirements.txt
-CMD ["python", "main.py"]
\ No newline at end of file
+RUN pip install -e .
+CMD ["python", "main.py"]
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..eb74ba4
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,23 @@
+.PHONY: install format lint test check update
+
+install:
+	uv sync
+
+format:
+	uv run ruff format .
+
+lint:
+	uv run ruff check .
+
+fix:
+	uv run ruff check . --fix
+
+test:
+	uv run pytest
+
+check:
+	uv run pre-commit run --all-files
+
+update:
+	uv lock --upgrade
+	uv run pre-commit autoupdate
diff --git a/README.md b/README.md
index ff2bb54..f9e67c3 100644
--- a/README.md
+++ b/README.md
@@ -30,6 +30,23 @@ MarkPDFDown is designed to simplify the process of converting PDF documents into
 
 ## Installation
 
+### Using uv (Recommended)
+
+```bash
+# Install uv if you haven't already
+curl -LsSf https://astral.sh/uv/install.sh | sh
+
+# Clone the repository
+git clone https://github.com/MarkPDFdown/markpdfdown.git
+cd markpdfdown
+
+# Install dependencies and create virtual environment
+uv sync
+
+```
+
+### Using conda
+
 ```bash
 conda create -n markpdfdown python=3.9
 conda activate markpdfdown
@@ -39,17 +56,16 @@ git clone https://github.com/MarkPDFdown/markpdfdown.git
 cd markpdfdown
 
 # Install dependencies
-pip install -r requirements.txt
-
+pip install -e .
 ```
 ## Usage
 ```bash
 # Set up your OpenAI API key
-export OPENAI_API_KEY=<your-api-key>
+export OPENAI_API_KEY="your-api-key"
 # Optionally, set up your OpenAI API base
-export OPENAI_API_BASE=<your-api-base>
+export OPENAI_API_BASE="your-api-base"
 # Optionally, set up your OpenAI API model
-export OPENAI_DEFAULT_MODEL=<your-model>
+export OPENAI_DEFAULT_MODEL="your-model"
 
 # pdf to markdown
 python main.py < tests/input.pdf > output.md
@@ -64,12 +80,52 @@ python main.py page_start page_end < tests/input.pdf > output.md
 
 ## Docker Usage
 ```bash
-docker run -i -e OPENAI_API_KEY=<your-api-key> -e OPENAI_API_BASE=<your-api-base> -e OPENAI_DEFAULT_MODEL=<your-model> jorbenzhu/markpdfdown < input.pdf > output.md
+docker run -i -e OPENAI_API_KEY=your-api-key -e OPENAI_API_BASE=your-api-base -e OPENAI_DEFAULT_MODEL=your-model jorbenzhu/markpdfdown < input.pdf > output.md
+```
+
+## Development Setup
+
+### Code Quality Tools
+
+This project uses `ruff` for linting and formatting, and `pre-commit` for automated code quality checks.
+
+#### Install development dependencies
+
+```bash
+# If using uv
+uv sync --group dev
+
+# If using pip
+pip install -e ".[dev]"
+```
+
+#### Set up pre-commit hooks
+
+```bash
+# Install pre-commit hooks
+pre-commit install
+
+# Run pre-commit on all files (optional)
+pre-commit run --all-files
+```
+
+#### Code formatting and linting
+
+```bash
+# Format code with ruff
+ruff format
+
+# Run linting checks
+ruff check
+
+# Fix auto-fixable issues
+ruff check --fix
 ```
 
 ## Requirements
 - Python 3.9+
-- Dependencies listed in `requirements.txt`
+- [uv](https://astral.sh/uv/) (recommended for package management) or conda/pip
+- Dependencies specified in `pyproject.toml`
 - Access to the specified multimodal AI model
 
 ## Contributing
@@ -77,9 +133,22 @@ Contributions are welcome! Please feel free to submit a Pull Request.
 
 1. Fork the repository
 2. Create your feature branch ( `git checkout -b feature/amazing-feature` )
-3. Commit your changes ( `git commit -m 'feat: Add some amazing feature'` )
-4. Push to the branch ( `git push origin feature/amazing-feature` )
-5. Open a Pull Request
+3. Set up the development environment:
+   ```bash
+   uv sync --group dev
+   pre-commit install
+   ```
+4. Make your changes and ensure code quality:
+   ```bash
+   ruff format
+   ruff check --fix
+   pre-commit run --all-files
+   ```
+5. Commit your changes ( `git commit -m 'feat: Add some amazing feature'` )
+6. Push to the branch ( `git push origin feature/amazing-feature` )
+7. Open a Pull Request
+
+Please ensure your code follows the project's coding standards by running the linting and formatting tools before submitting.
 
 ## License
 This project is licensed under the Apache License 2.0. See the LICENSE file for details.
diff --git a/README_zh.md b/README_zh.md
index 4603e31..79df3d7 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -30,6 +30,22 @@ MarkPDFDown 是一款智能PDF转换Markdown工具，通过先进的多模态AI
 
 ## 安装指南
 
+### 使用 uv（推荐）
+
+```bash
+# 安装 uv（如果尚未安装）
+curl -LsSf https://astral.sh/uv/install.sh | sh
+
+# 克隆仓库
+git clone https://github.com/MarkPDFdown/markpdfdown.git
+cd markpdfdown
+
+# 安装依赖并创建虚拟环境
+uv sync
+```
+
+### 使用 conda
+
 ```bash
 conda create -n markpdfdown python=3.9
 conda activate markpdfdown
@@ -39,7 +55,7 @@ git clone https://github.com/MarkPDFdown/markpdfdown.git
 cd markpdfdown
 
 # 安装依赖
-pip install -r requirements.txt
+pip install -e .
 ```
 
 ## 使用指南
@@ -69,9 +85,49 @@ python main.py 起始页码 结束页码 < input.pdf > output.md
 docker run -i -e OPENAI_API_KEY=<你的API密钥> -e OPENAI_API_BASE=<你的API端点> -e OPENAI_DEFAULT_MODEL=<你的模型> jorbenzhu/markpdfdown < input.pdf > output.md
 ```
 
+## 开发环境设置
+
+### 代码质量工具
+
+本项目使用 `ruff` 进行代码检查和格式化，使用 `pre-commit` 进行自动化代码质量检查。
+
+#### 安装开发依赖
+
+```bash
+# 如果使用 uv
+uv sync --group dev
+
+# 如果使用 pip
+pip install -e ".[dev]"
+```
+
+#### 设置 pre-commit 钩子
+
+```bash
+# 安装 pre-commit 钩子
+pre-commit install
+
+# 在所有文件上运行 pre-commit（可选）
+pre-commit run --all-files
+```
+
+#### 代码格式化和检查
+
+```bash
+# 使用 ruff 格式化代码
+ruff format
+
+# 运行代码检查
+ruff check
+
+# 修复可自动修复的问题
+ruff check --fix
+```
+
 ## 依赖环境
 - Python 3.9+
-- 依赖库详见 `requirements.txt`
+- [uv](https://astral.sh/uv/)（推荐的包管理工具）或 conda/pip
+- 项目依赖详见 `pyproject.toml`
 - 可访问的多模态AI模型服务
 
 ## 贡献指南
@@ -79,9 +135,22 @@ docker run -i -e OPENAI_API_KEY=<你的API密钥> -e OPENAI_API_BASE=<你的API
 
 1. Fork 本仓库
 2. 新建功能分支（ `git checkout -b feature/somefeat` ）
-3. 提交修改（ `git commit -m 'feat: 添加XX新功能'` ）
-4. 推送分支（ `git push origin feature/somefeat` ）
-5. 提交Pull Request
+3. 设置开发环境：
+   ```bash
+   uv sync --group dev
+   pre-commit install
+   ```
+4. 进行修改并确保代码质量：
+   ```bash
+   ruff format
+   ruff check --fix
+   pre-commit run --all-files
+   ```
+5. 提交修改（ `git commit -m 'feat: 添加XX新功能'` ）
+6. 推送分支（ `git push origin feature/somefeat` ）
+7. 提交Pull Request
+
+请确保在提交前运行代码检查和格式化工具，以符合项目的代码规范。
 
 ## 开源协议
 本项目采用 Apache License 2.0 开源协议，详见 LICENSE 文件。
@@ -97,4 +166,4 @@ docker run -i -e OPENAI_API_KEY=<你的API密钥> -e OPENAI_API_BASE=<你的API
 [Size]: https://img.shields.io/docker/image-size/jorbenzhu/markpdfdown/latest?color=066da5&label=size
 [Pulls]: https://img.shields.io/docker/pulls/jorbenzhu/markpdfdown.svg?style=flat&label=pulls&logo=docker
 [Tag]: https://img.shields.io/github/release/markpdfdown/markpdfdown.svg
-[License]: https://img.shields.io/github/license/markpdfdown/markpdfdown
\ No newline at end of file
+[License]: https://img.shields.io/github/license/markpdfdown/markpdfdown
diff --git a/core/FileWorker.py b/core/FileWorker.py
index bb3c58a..4bf03d5 100644
--- a/core/FileWorker.py
+++ b/core/FileWorker.py
@@ -1,58 +1,62 @@
-import os
 import logging
-from typing import List
+import os
 
 logger = logging.getLogger(__name__)
 
+
 class FileWorker:
     """
     Base class Worker, define common interface
     """
+
     def __init__(self, input_path: str):
         """
         Initialize Worker
-        
+
         Args:
             input_path (str): Input file path
         """
         self.input_path = input_path
-        
-    def convert_to_images(self, output_dir: str = ".", **kwargs) -> List[str]:
+
+    def convert_to_images(self, output_dir: str = ".", **kwargs) -> list[str]:
         """
         Convert input file to images
-        
+
         Args:
             output_dir (str): Output directory
             **kwargs: Other parameters
-            
+
         Returns:
             List[str]: List of generated image paths
         """
         raise NotImplementedError("Subclasses must implement this method")
 
+
 def create_worker(input_path: str, start_page: int = 1, end_page: int = 0):
     """
     Create corresponding Worker instance based on file extension
-    
+
     Args:
         input_path (str): Input file path
         start_page (int): Starting page number
         end_page (int): Ending page number
-        
+
     Returns:
         Worker: Worker instance
     """
     _, ext = os.path.splitext(input_path)
     ext = ext.lower()
-    
+
     worker = None
-    if ext == '.pdf':
+    if ext == ".pdf":
         from .PDFWorker import PDFWorker
+
         worker = PDFWorker(input_path, start_page, end_page)
-    elif ext == '.jpg' or ext == '.jpeg' or ext == '.png' or ext == '.bmp':
+    elif ext == ".jpg" or ext == ".jpeg" or ext == ".png" or ext == ".bmp":
         from .ImageWorker import ImageWorker
+
         worker = ImageWorker(input_path)
     else:
         raise ValueError(f"Unsupported file type: {ext}")
-        
-    return worker 
\ No newline at end of file
+
+    return worker
diff --git a/core/ImageWorker.py b/core/ImageWorker.py
index 905f1df..7ca8e53 100644
--- a/core/ImageWorker.py
+++ b/core/ImageWorker.py
@@ -1,26 +1,26 @@
-import os
 import logging
-from typing import List
+import os
+
 from .FileWorker import FileWorker
 
 logger = logging.getLogger(__name__)
 
+
 class ImageWorker(FileWorker):
     """
     Worker class for processing image files
     """
+
     def __init__(self, input_path: str):
         super().__init__(input_path)
-        self.output_dir = os.path.dirname(input_path)    
+        self.output_dir = os.path.dirname(input_path)
         logger.info("Processing image file %s", input_path)
-        
-
 
-    def convert_to_images(self) -> List[str]:
+    def convert_to_images(self) -> list[str]:
         """
         Mock function for image conversion
 
         Returns:
             List[str]: List of generated image paths
         """
-        return [self.input_path]
\ No newline at end of file
+        return [self.input_path]
diff --git a/core/LLMClient.py b/core/LLMClient.py
index 53d264a..d2827ad 100644
--- a/core/LLMClient.py
+++ b/core/LLMClient.py
@@ -1,14 +1,17 @@
 import logging
+from typing import Optional
+
 import openai
-from typing import List, Dict, Optional
 
 logger = logging.getLogger(__name__)
 
+
 class LLMClient:
     """
     OpenAI API compatible client class
     """
-    def __init__(self, base_url:str, api_key: str, model: str):
+
+    def __init__(self, base_url: str, api_key: str, model: str):
         """
         Initialize OpenAI API client
         :param base_url: Base URL for OpenAI API
@@ -18,29 +21,26 @@ def __init__(self, base_url:str, api_key: str, model: str):
         self.base_url = base_url
         self.api_key = api_key
         self.model = model
-        self.client = openai.OpenAI(
-                base_url=base_url,
-                api_key=api_key
-            )
-        
+        self.client = openai.OpenAI(base_url=base_url, api_key=api_key)
+
     def completion(
         self,
         user_message: str,
         system_prompt: Optional[str] = None,
-        image_paths: Optional[List[str]] = None,
+        image_paths: Optional[list[str]] = None,
         temperature: float = 0.7,
-        max_tokens: int = 8192
+        max_tokens: int = 8192,
     ) -> str:
         """
         Create chat dialogue (supports multimodal)
-        
+
         Args:
             user_message: User message content
             system_prompt: System prompt (optional)
             image_paths: List of image paths (optional)
             temperature: Generation temperature
             max_tokens: Maximum number of tokens
-            
+
         Returns:
             str: Model generated response content
         """
@@ -49,24 +49,22 @@ def completion(
         if image_paths:
             for img_path in image_paths:
                 base64_image = self.encode_image(img_path)
-                user_content.append({
-                    "type": "image_url",
-                    "image_url": {
-                        "url": f"data:image/jpeg;base64,{base64_image}"
+                user_content.append(
+                    {
+                        "type": "image_url",
+                        "image_url": {"url": f"data:image/jpeg;base64,{base64_image}"},
                     }
-                })
+                )
 
         messages = []
         if system_prompt:
             messages = [
                 {"role": "system", "content": system_prompt},
-                {"role": "user", "content": user_content}
+                {"role": "user", "content": user_content},
             ]
         else:
-            messages = [
-                {"role": "user", "content": user_content}
-            ]
-        
+            messages = [{"role": "user", "content": user_content}]
+
         try:
             response = None
             if "openrouter.ai" in str(self.base_url).lower():
@@ -78,22 +76,23 @@ def completion(
                     extra_headers={
                         "X-Title": "MarkPDFdown",
                         "HTTP-Referer": "https://github.com/jorben/markpdfdown",
-                        },
-                    )
+                    },
+                )
             else:
                 response = self.client.chat.completions.create(
                     model=self.model,
                     messages=messages,
                     temperature=temperature,
-                    max_tokens=max_tokens
-                    )
+                    max_tokens=max_tokens,
+                )
             return response.choices[0].message.content
-            
+
         except Exception as e:
             logger.error(f"API request failed: {str(e)}")
             raise e
-    
+
     def encode_image(self, image_path: str) -> str:
         import base64
+
         with open(image_path, "rb") as image_file:
-            return base64.b64encode(image_file.read()).decode('utf-8')
\ No newline at end of file
+            return base64.b64encode(image_file.read()).decode("utf-8")
diff --git a/core/PDFWorker.py b/core/PDFWorker.py
index f90ea0b..1651a3e 100644
--- a/core/PDFWorker.py
+++ b/core/PDFWorker.py
@@ -1,19 +1,22 @@
-import os
 import logging
+import os
+
 import PyPDF2
-from typing import List
+
 from .FileWorker import FileWorker
 
 logger = logging.getLogger(__name__)
 
+
 class PDFWorker(FileWorker):
     """
     Worker class for processing PDF files
     """
+
     def __init__(self, input_path: str, start_page: int = 1, end_page: int = 0):
         super().__init__(input_path)
         self.reader = PyPDF2.PdfReader(input_path)
-        self.total_pages = len(self.reader.pages) 
+        self.total_pages = len(self.reader.pages)
         self.start_page = start_page
         self.end_page = end_page
         self.output_dir = os.path.dirname(input_path)
@@ -23,19 +26,19 @@ def __init__(self, input_path: str, start_page: int = 1, end_page: int = 0):
             start_page = 1
         if end_page == 0 or end_page > self.total_pages:
             end_page = self.total_pages
-            
+
         logger.info("Processing PDF from page %d to page %d", start_page, end_page)
-        
+
         # If page number range is the entire document, no extraction is needed
         if start_page == 1 and end_page == self.total_pages:
             return
-            
+
         # Extract specified page number range of PDF
         extracted_path = self.extract_pages(start_page, end_page)
         if not extracted_path:
             logger.warning("Page extraction failed, using original file")
             return
-            
+
         logger.info("Page extraction completed")
         self.input_path = extracted_path
 
@@ -47,17 +50,18 @@ def get_total_pages(self) -> int:
             int: Total number of pages
         """
         return self.total_pages
-    
 
-    def extract_pages(self, start_page: int, end_page: int, output_name: str = None) -> str:
+    def extract_pages(
+        self, start_page: int, end_page: int, output_name: str = None
+    ) -> str:
         """
         Extract PDF content from a specified page range
-        
+
         Args:
             start_page (int): Starting page number (starts from 1)
             end_page (int): Ending page number (starts from 1)
             output_name (str): Custom output file name (optional)
-            
+
         Returns:
             str: Generated PDF file path, empty string on failure
         """
@@ -65,47 +69,48 @@ def extract_pages(self, start_page: int, end_page: int, output_name: str = None)
             # Convert page numbers to 0-based index
             start = max(0, start_page - 1)
             end = min(self.total_pages - 1, end_page - 1)
-            
+
             if start > end:
                 start, end = end, start  # Automatically correct page number order
-                
+
             writer = PyPDF2.PdfWriter()
-            
+
             # Add content from specified pages
             for page_num in range(start, end + 1):
                 writer.add_page(self.reader.pages[page_num])
-            
+
             # Generate output file name
             if not output_name:
-                base_name = os.path.basename(self.input_path).rsplit('.', 1)[0]
+                base_name = os.path.basename(self.input_path).rsplit(".", 1)[0]
                 output_name = f"{base_name}_pages_{start_page}-{end_page}.pdf"
-            
+
             os.makedirs(self.output_dir, exist_ok=True)
             output_path = os.path.join(self.output_dir, output_name)
-            
+
             # Write to file
-            with open(output_path, 'wb') as out_file:
+            with open(output_path, "wb") as out_file:
                 writer.write(out_file)
-                
+
             return output_path
-            
+
         except Exception as e:
             logger.error(f"Page extraction failed: {str(e)}")
             return ""
 
-    def convert_to_images(self, dpi: int = 300, fmt: str = 'jpg') -> List[str]:
+    def convert_to_images(self, dpi: int = 300, fmt: str = "jpg") -> list[str]:
         """
         Convert each PDF page to a high-quality image
-        
+
         Args:
             dpi (int): Output image resolution (default 300)
             fmt (str): Image format (supports jpg/png, default jpg)
-            
+
         Returns:
             List[str]: List of generated image paths
         """
         try:
             import fitz  # PyMuPDF
+
             os.makedirs(self.output_dir, exist_ok=True)
             img_paths = []
 
@@ -113,12 +118,14 @@ def convert_to_images(self, dpi: int = 300, fmt: str = 'jpg') -> List[str]:
             for page_num in range(len(doc)):
                 page = doc.load_page(page_num)
                 pix = page.get_pixmap(dpi=dpi)
-                output_path = os.path.join(self.output_dir, f"page_{page_num+1:04d}.{fmt}")
+                output_path = os.path.join(
+                    self.output_dir, f"page_{page_num + 1:04d}.{fmt}"
+                )
                 pix.save(output_path)
                 img_paths.append(output_path)
-            
+
             return img_paths
-            
+
         except Exception as e:
             logger.error(f"PDF conversion to images failed: {str(e)}")
-            return []
\ No newline at end of file
+            return []
diff --git a/core/Util.py b/core/Util.py
index 0cb002e..5a64530 100644
--- a/core/Util.py
+++ b/core/Util.py
@@ -4,9 +4,7 @@ def remove_markdown_warp(text, language="markdown"):
     """
     text = text.strip()
     if text.startswith("```" + language):
-        text = text[len("```" + language):]
+        text = text[len("```" + language) :]
     if text.endswith("```"):
-        text = text[:-len("```")]
+        text = text[: -len("```")]
     return text.strip()
-
-
diff --git a/main.py b/main.py
index 94536df..adbe2ec 100644
--- a/main.py
+++ b/main.py
@@ -1,22 +1,30 @@
+import logging
 import os
+import shutil
 import sys
 import time
-import shutil
-import logging
+
 from core import LLMClient
 from core.FileWorker import create_worker
-from core.Util import *
+from core.Util import remove_markdown_warp
 
 logging.basicConfig(
     level=logging.INFO,
-    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
-    handlers=[
-        logging.StreamHandler(sys.stderr)
-    ]
+    format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
+    handlers=[logging.StreamHandler(sys.stderr)],
 )
 logger = logging.getLogger(__name__)
 
-def completion(message, model="", system_prompt="", image_paths=None, temperature=0.5, max_tokens=8192, retry_times=3):
+
+def completion(
+    message,
+    model="",
+    system_prompt="",
+    image_paths=None,
+    temperature=0.5,
+    max_tokens=8192,
+    retry_times=3,
+):
     """
     Call OpenAI's completion interface for text generation
 
@@ -30,7 +38,7 @@ def completion(message, model="", system_prompt="", image_paths=None, temperatur
     Returns:
         str: Generated text content
     """
-    
+
     # Get API key and API base URL from environment variables
     api_key = os.getenv("OPENAI_API_KEY")
     if not api_key:
@@ -39,7 +47,7 @@ def completion(message, model="", system_prompt="", image_paths=None, temperatur
     base_url = os.getenv("OPENAI_API_BASE")
     if not base_url:
         base_url = "https://api.openai.com/v1/"
-    
+
     # If no model is specified, use the default model
     if not model:
         model = os.getenv("OPENAI_DEFAULT_MODEL")
@@ -51,7 +59,13 @@ def completion(message, model="", system_prompt="", image_paths=None, temperatur
     # Call completion method with retry mechanism
     for _ in range(retry_times):
         try:
-            response = client.completion(user_message=message, system_prompt=system_prompt, image_paths=image_paths, temperature=temperature, max_tokens=max_tokens)
+            response = client.completion(
+                user_message=message,
+                system_prompt=system_prompt,
+                image_paths=image_paths,
+                temperature=temperature,
+                max_tokens=max_tokens,
+            )
             return response
         except Exception as e:
             logger.error(f"LLM call failed: {str(e)}")
@@ -59,6 +73,7 @@ def completion(message, model="", system_prompt="", image_paths=None, temperatur
             time.sleep(0.5)
     return ""
 
+
 def convert_image_to_markdown(image_path):
     """
     Convert image to Markdown format
@@ -81,11 +96,18 @@ def convert_image_to_markdown(image_path):
 {example}
 ```
 """
-    
-    response = completion(message=user_prompt, system_prompt=system_prompt, image_paths=[image_path], temperature=0.3, max_tokens=8192)
+
+    response = completion(
+        message=user_prompt,
+        system_prompt=system_prompt,
+        image_paths=[image_path],
+        temperature=0.3,
+        max_tokens=8192,
+    )
     response = remove_markdown_warp(response, "markdown")
     return response
 
+
 if __name__ == "__main__":
     start_page = 1
     end_page = 0
@@ -100,7 +122,9 @@ def convert_image_to_markdown(image_path):
     input_data = sys.stdin.buffer.read()
     if not input_data:
         logger.error("No input data received")
-        logger.error("Usage: python main.py [start_page] [end_page] < path_to_input.pdf")
+        logger.error(
+            "Usage: python main.py [start_page] [end_page] < path_to_input.pdf"
+        )
         exit(1)
 
     # Create output directory
@@ -110,29 +134,29 @@ def convert_image_to_markdown(image_path):
     # Try to get extension from file name
     input_filename = os.path.basename(sys.stdin.buffer.name)
     input_ext = os.path.splitext(input_filename)[1]
-    
+
     # If there is no extension or the file comes from standard input, try to determine the type by file content
-    if not input_ext or input_filename == '<stdin>':
+    if not input_ext or input_filename == "<stdin>":
         # PDF file magic number/signature is %PDF-
-        if input_data.startswith(b'%PDF-'):
-            input_ext = '.pdf'
+        if input_data.startswith(b"%PDF-"):
+            input_ext = ".pdf"
             logger.info("Recognized as PDF file by file content")
         # JPEG file magic number/signature is FF D8 FF DB
-        elif input_data.startswith(b'\xFF\xD8\xFF\xDB'):
-            input_ext = '.jpg'
+        elif input_data.startswith(b"\xff\xd8\xff\xdb"):
+            input_ext = ".jpg"
             logger.info("Recognized as JPEG file by file content")
         # PNG file magic number/signature is 89 50 4E 47
-        elif input_data.startswith(b'\x89\x50\x4E\x47'):
-            input_ext = '.png'
+        elif input_data.startswith(b"\x89\x50\x4e\x47"):
+            input_ext = ".png"
             logger.info("Recognized as PNG file by file content")
         # BMP file magic number/signature is 42 4D
-        elif input_data.startswith(b'\x42\x4D'):
-            input_ext = '.bmp'
+        elif input_data.startswith(b"\x42\x4d"):
+            input_ext = ".bmp"
             logger.info("Recognized as BMP file by file content")
         else:
             logger.error("Unsupported file type")
             exit(1)
-    
+
     input_path = os.path.join(output_dir, f"input{input_ext}")
     with open(input_path, "wb") as f:
         f.write(input_data)
@@ -143,7 +167,7 @@ def convert_image_to_markdown(image_path):
     except ValueError as e:
         logger.error(str(e))
         exit(1)
-    
+
     # convert to images
     img_paths = worker.convert_to_images()
     logger.info("Image conversion completed")
@@ -161,4 +185,3 @@ def convert_image_to_markdown(image_path):
     # Remote output path
     shutil.rmtree(output_dir)
     exit(0)
-    
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..e9cd1bd
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,55 @@
+[project]
+name = "markpdfdown"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.9"
+dependencies = [
+    "openai==1.66.3",
+    "pymupdf==1.25.3",
+    "pypdf2==3.0.1",
+]
+
+[dependency-groups]
+dev = [
+    "pre-commit>=4.2.0",
+    "pytest==8.3.5",
+    "ruff>=0.11.11",
+]
+
+# Ruff 配置
+[tool.ruff]
+line-length = 88
+target-version = "py313"
+
+[tool.ruff.lint]
+select = [
+    "E",   # pycodestyle errors
+    "W",   # pycodestyle warnings
+    "F",   # pyflakes
+    "I",   # isort
+    "B",   # flake8-bugbear
+    "C4",  # flake8-comprehensions
+    "UP",  # pyupgrade
+]
+ignore = [
+    "E501",  # line too long (handled by formatter)
+    "UP007", # Use `X | Y` for type annotations
+]
+
+[tool.ruff.format]
+quote-style = "double"
+indent-style = "space"
+
+[tool.ruff.lint.isort]
+known-first-party = ["markpdfdown"]
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.hatch.build.targets.wheel]
+packages = ["markpdfdown"]
+
+[tool.hatch.build.targets.wheel.force-include]
+"." = "."
diff --git a/requirements-dev.txt b/requirements-dev.txt
deleted file mode 100644
index 8977a92..0000000
--- a/requirements-dev.txt
+++ /dev/null
@@ -1,24 +0,0 @@
-annotated-types==0.7.0
-anyio==4.8.0
-certifi==2025.1.31
-distro==1.9.0
-exceptiongroup==1.2.2
-h11==0.14.0
-httpcore==1.0.7
-httpx==0.28.1
-idna==3.10
-iniconfig==2.0.0
-jiter==0.9.0
--e .
-openai==1.66.3
-packaging==24.2
-pluggy==1.5.0
-pydantic==2.10.6
-pydantic_core==2.27.2
-PyMuPDF==1.25.3
-PyPDF2==3.0.1
-pytest==8.3.5
-sniffio==1.3.1
-tomli==2.2.1
-tqdm==4.67.1
-typing_extensions==4.12.2
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 60f1551..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,23 +0,0 @@
-annotated-types==0.7.0
-anyio==4.8.0
-certifi==2025.1.31
-distro==1.9.0
-exceptiongroup==1.2.2
-h11==0.14.0
-httpcore==1.0.7
-httpx==0.28.1
-idna==3.10
-iniconfig==2.0.0
-jiter==0.9.0
-openai==1.66.3
-packaging==24.2
-pluggy==1.5.0
-pydantic==2.10.6
-pydantic_core==2.27.2
-PyMuPDF==1.25.3
-PyPDF2==3.0.1
-pytest==8.3.5
-sniffio==1.3.1
-tomli==2.2.1
-tqdm==4.67.1
-typing_extensions==4.12.2
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 78f719d..0000000
--- a/setup.py
+++ /dev/null
@@ -1,11 +0,0 @@
-from setuptools import setup, find_packages
-
-setup(
-    name="markpdfdown",
-    version="1.0.4",
-    packages=find_packages(),
-    install_requires=[
-        # 从 requirements.txt 中读取依赖
-    ],
-    python_requires=">=3.9",
-) 
\ No newline at end of file
diff --git a/tests/cases/formula_01.md b/tests/cases/formula_01.md
index b4b3508..1d02372 100644
--- a/tests/cases/formula_01.md
+++ b/tests/cases/formula_01.md
@@ -35,5 +35,3 @@ $p_{cls}("correct"|\tilde{X}, P) = p_M("correct"|T(P, \tilde{X}))$, (5)
 ¹We note that the tokenizer we used tokenizes the words "correct" and "incorrect" both into a single token.
 
 3
-
-
diff --git a/tests/cases/input_tables.pdf b/tests/cases/input_tables.pdf
new file mode 100644
index 0000000..8c2c598
Binary files /dev/null and b/tests/cases/input_tables.pdf differ
diff --git a/tests/cases/table_01.md b/tests/cases/table_01.md
index 505c694..4f612d8 100644
--- a/tests/cases/table_01.md
+++ b/tests/cases/table_01.md
@@ -36,5 +36,3 @@ Table 3: Performance of aligned models with a scale of around 2B on benchmark. T
 Safety Evaluation   We also evaluate the safety score of CT-LLM-SFT-DPO compared with baselines such as MiniCPM-2B-sft-fp, Bloom-1.7B, and StableIm-zephyr-3B, etc on evalues responsibility benchmark (Xu et al., 2023). The evaluation consists of two parts: multiple-choice and question-answering. The multiple-choice part includes 1,712 input examples, each comprising a human query and two candidate responses. The evaluated models are
 
 7
-
-
diff --git a/tests/test_util.py b/tests/test_util.py
index 3da27c9..0ca7e93 100644
--- a/tests/test_util.py
+++ b/tests/test_util.py
@@ -1,10 +1,31 @@
-from core.Util import *
+from core.Util import remove_markdown_warp
+
 
 def test_remove_markdown_warp():
     assert remove_markdown_warp("```markdown\nHello, world!\n```") == "Hello, world!"
-    assert remove_markdown_warp("```markdown\nHello, world!\n```", "markdown") == "Hello, world!"
-    assert remove_markdown_warp("\n\n```markdown\nHello, world!\n```\n\n", "markdown") == "Hello, world!"
-    assert remove_markdown_warp("```markdown\nHello, world!\n\`\`\`text\nHi, world!\n\`\`\`\n```", "markdown") == "Hello, world!\n\`\`\`text\nHi, world!\n\`\`\`"
-    assert remove_markdown_warp("\nHello, world!\n\`\`\`text\nHi, world!\n\`\`\`\n", "markdown") == "Hello, world!\n\`\`\`text\nHi, world!\n\`\`\`"
-    assert remove_markdown_warp("```python\nprint('Hello, world!')\n```", "python") == "print('Hello, world!')"
+    assert (
+        remove_markdown_warp("```markdown\nHello, world!\n```", "markdown")
+        == "Hello, world!"
+    )
+    assert (
+        remove_markdown_warp("\n\n```markdown\nHello, world!\n```\n\n", "markdown")
+        == "Hello, world!"
+    )
+    assert (
+        remove_markdown_warp(
+            "```markdown\nHello, world!\n\\`\\`\\`text\nHi, world!\n\\`\\`\\`\n```",
+            "markdown",
+        )
+        == "Hello, world!\n\\`\\`\\`text\nHi, world!\n\\`\\`\\`"
+    )
+    assert (
+        remove_markdown_warp(
+            "\nHello, world!\n\\`\\`\\`text\nHi, world!\n\\`\\`\\`\n", "markdown"
+        )
+        == "Hello, world!\n\\`\\`\\`text\nHi, world!\n\\`\\`\\`"
+    )
+    assert (
+        remove_markdown_warp("```python\nprint('Hello, world!')\n```", "python")
+        == "print('Hello, world!')"
+    )
     assert remove_markdown_warp("```bash\nls -l\n```", "bash") == "ls -l"
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..c882111
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,684 @@
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+revision = 2
+requires-python = ">=3.9"
+
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+version = "0.7.0"
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+
+[[package]]
+name = "anyio"
+version = "4.9.0"
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+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "idna" },
+    { name = "sniffio" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
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