# PyRustor
[](https://pypi.org/project/pyrustor/)
[](https://pypi.org/project/pyrustor/)
[](https://pypi.org/project/pyrustor/)
[](LICENSE)
[](https://www.rust-lang.org)
[](https://github.com/loonghao/PyRustor/actions)
English | [δΈζ](README_zh.md)
A **blazingly fast** Python code parsing and refactoring tool written in Rust with Python bindings.
## π Features
### π **Core Advantages**
- **β‘ Superior Performance**: Built on Ruff's blazing-fast Python parser - 10-100x faster than traditional Python tools
- **π Python AST Parsing**: Parse Python code into AST for analysis using Ruff's proven parsing engine
- **π οΈ Code Refactoring**: Rename functions, classes, modernize syntax
- **𧡠Safe Concurrency**: Built with Rust's fearless concurrency
- **π Python Bindings**: Easy-to-use Python API
### ποΈ **Refactoring Operations**
- **Function Renaming**: Rename functions throughout codebase
- **Class Renaming**: Rename classes and update references
- **Import Modernization**: Update deprecated imports to modern alternatives
- **Syntax Modernization**: Convert old Python syntax to modern patterns
- **Custom Transformations**: Apply custom AST transformations
## π Quick Start
```bash
pip install pyrustor
```
```python
import pyrustor
# Parse Python code
parser = pyrustor.Parser()
ast = parser.parse_string("def hello(): pass")
# Create refactor instance
refactor = pyrustor.Refactor(ast)
refactor.rename_function("hello", "greet")
# Get the modified code
result = refactor.get_code()
print(result) # def greet(): pass
```
### β¨ Key Features Demonstration
```python
import pyrustor
# 1. Function and Class Renaming
code = '''
def old_function(x, y):
return x + y
class OldClass:
def method(self):
return old_function(1, 2)
'''
parser = pyrustor.Parser()
ast = parser.parse_string(code)
refactor = pyrustor.Refactor(ast)
# Rename function and class
refactor.rename_function("old_function", "new_function")
refactor.rename_class("OldClass", "NewClass")
print("Refactored code:")
print(refactor.get_code())
# 2. Import Modernization
legacy_code = '''
import ConfigParser
import imp
from urllib2 import urlopen
'''
ast2 = parser.parse_string(legacy_code)
refactor2 = pyrustor.Refactor(ast2)
# Modernize imports
refactor2.replace_import("ConfigParser", "configparser")
refactor2.replace_import("imp", "importlib")
refactor2.replace_import("urllib2", "urllib.request")
print("Modernized imports:")
print(refactor2.get_code())
# 3. Get detailed change information
print("Changes made:")
for change in refactor2.change_summary():
print(f" - {change}")
```
## π¦ Installation
### From PyPI (Recommended)
```bash
# Standard installation (Python version-specific wheels)
pip install pyrustor
# ABI3 installation (compatible with Python 3.8+)
pip install pyrustor --prefer-binary
```
### Prerequisites (Building from Source)
- Rust 1.87+ (for building from source)
- Python 3.8+
- maturin (for building Python bindings)
### Build from Source
```bash
# Clone the repository
git clone https://github.com/loonghao/PyRustor.git
cd PyRustor
# Install dependencies
just install
# Build the extension
just build
```
## π§ Usage Examples
### Basic Operations
```python
import pyrustor
# Parse Python code
parser = pyrustor.Parser()
ast = parser.parse_string("""
def old_function():
return "Hello, World!"
class OldClass:
pass
""")
# Create refactor instance
refactor = pyrustor.Refactor(ast)
# Rename function
refactor.rename_function("old_function", "new_function")
# Rename class
refactor.rename_class("OldClass", "NewClass")
# Get refactored code
print(refactor.get_code())
```
### File Operations
```python
import pyrustor
# Parse from file
parser = pyrustor.Parser()
ast = parser.parse_file("example.py")
# Apply refactoring
refactor = pyrustor.Refactor(ast)
refactor.modernize_syntax()
# Save to file
refactor.save_to_file("refactored_example.py")
# Get change summary
print(refactor.change_summary())
```
### Complete Refactoring Workflow
```python
import pyrustor
def modernize_legacy_code(source_code: str) -> str:
"""Complete workflow for modernizing legacy Python code."""
parser = pyrustor.Parser()
ast = parser.parse_string(source_code)
refactor = pyrustor.Refactor(ast)
# Step 1: Modernize imports
refactor.replace_import("ConfigParser", "configparser")
refactor.replace_import("urllib2", "urllib.request")
refactor.replace_import("imp", "importlib")
# Step 2: Rename outdated functions/classes
refactor.rename_function("old_function", "new_function")
refactor.rename_class("LegacyClass", "ModernClass")
# Step 3: Apply syntax modernization
refactor.modernize_syntax()
# Step 4: Get the final result
return refactor.get_code()
# Example usage
legacy_code = '''
import ConfigParser
import urllib2
def old_function():
config = ConfigParser.ConfigParser()
response = urllib2.urlopen("http://example.com")
return response.read()
class LegacyClass:
def __init__(self):
self.data = old_function()
'''
modernized = modernize_legacy_code(legacy_code)
print("Modernized code:")
print(modernized)
# Get detailed change information
parser = pyrustor.Parser()
ast = parser.parse_string(legacy_code)
refactor = pyrustor.Refactor(ast)
refactor.replace_import("ConfigParser", "configparser")
refactor.rename_function("old_function", "new_function")
print("\nChanges made:")
for change in refactor.change_summary():
print(f" - {change}")
```
### Error Handling and Validation
```python
import pyrustor
def safe_refactor(code: str, old_name: str, new_name: str) -> tuple[str, bool]:
"""Safely refactor code with error handling."""
try:
parser = pyrustor.Parser()
ast = parser.parse_string(code)
refactor = pyrustor.Refactor(ast)
# Attempt to rename function
refactor.rename_function(old_name, new_name)
return refactor.get_code(), True
except Exception as e:
print(f"Refactoring failed: {e}")
return code, False # Return original code if refactoring fails
# Example usage
code = "def hello(): pass"
result, success = safe_refactor(code, "hello", "greet")
if success:
print("Refactoring successful:")
print(result)
else:
print("Refactoring failed, original code preserved")
```
### Advanced Refactoring
```python
import pyrustor
parser = pyrustor.Parser()
ast = parser.parse_string("""
import ConfigParser
from imp import reload
def format_string(name, age):
return "Name: %s, Age: %d" % (name, age)
""")
refactor = pyrustor.Refactor(ast)
# Modernize imports
refactor.replace_import("ConfigParser", "configparser")
refactor.replace_import("imp", "importlib")
# Modernize syntax
refactor.modernize_syntax()
print(refactor.to_string())
print("Changes made:")
print(refactor.change_summary())
```
### Ruff Formatter Integration
```python
import pyrustor
# Messy code that needs refactoring and formatting
messy_code = '''def old_function( x,y ):
return x+y
class OldClass:
def __init__(self,name):
self.name=name'''
parser = pyrustor.Parser()
ast = parser.parse_string(messy_code)
refactor = pyrustor.Refactor(ast)
# Refactor with automatic formatting
refactor.rename_function_with_format("old_function", "new_function", apply_formatting=True)
refactor.rename_class_with_format("OldClass", "NewClass", apply_formatting=True)
# Or apply formatting at the end
refactor.modernize_syntax()
formatted_result = refactor.refactor_and_format()
print("Beautifully formatted result:")
print(formatted_result)
```
### Building pyupgrade-style Tools
```python
import pyrustor
def modernize_python_code(source_code: str) -> str:
"""Build a pyupgrade-style modernization tool."""
parser = pyrustor.Parser()
ast = parser.parse_string(source_code)
refactor = pyrustor.Refactor(ast)
# Apply common modernizations
refactor.replace_import("ConfigParser", "configparser")
refactor.replace_import("urllib2", "urllib.request")
refactor.modernize_syntax() # % formatting -> f-strings, etc.
# Return beautifully formatted result
return refactor.refactor_and_format()
# Example usage
legacy_code = '''import ConfigParser
def greet(name):
return "Hello, %s!" % name'''
modernized = modernize_python_code(legacy_code)
print(modernized)
# Output: Clean, modern Python code with f-strings and updated imports
```
## π API Reference
### Parser Class
```python
parser = pyrustor.Parser()
# Parse from string
ast = parser.parse_string(source_code)
# Parse from file
ast = parser.parse_file("path/to/file.py")
# Parse directory
results = parser.parse_directory("path/to/dir", recursive=True)
```
### PythonAst Class
```python
# Check if AST is empty
if ast.is_empty():
print("No code found")
# Get statistics
print(f"Statements: {ast.statement_count()}")
print(f"Functions: {ast.function_names()}")
print(f"Classes: {ast.class_names()}")
print(f"Imports: {ast.imports()}")
# Convert back to string
source_code = ast.to_string()
```
### Refactor Class
```python
refactor = pyrustor.Refactor(ast)
# Basic refactoring
refactor.rename_function("old_name", "new_name")
refactor.rename_class("OldClass", "NewClass")
refactor.replace_import("old_module", "new_module")
# Refactoring with automatic formatting
refactor.rename_function_with_format("old_name", "new_name", apply_formatting=True)
refactor.rename_class_with_format("OldClass", "NewClass", apply_formatting=True)
refactor.modernize_syntax_with_format(apply_formatting=True)
# Advanced refactoring
refactor.modernize_syntax()
refactor.modernize_imports()
# Formatting options
refactor.format_code() # Apply Ruff formatting
formatted_result = refactor.refactor_and_format() # Refactor + format in one step
conditional_format = refactor.to_string_with_format(apply_formatting=True)
# Get results
refactored_code = refactor.to_string()
changes = refactor.change_summary()
# Save to file
refactor.save_to_file("output.py")
```
## π§ͺ Development
### Setup Development Environment
```bash
# Install just (command runner)
cargo install just
# Setup development environment
just dev
# Run tests
just test
# Format code
just format
# Run linting
just lint
# Build release
just release
```
### Testing
PyRustor has comprehensive test coverage with 257+ tests across Rust and Python components.
```bash
# Run all tests (Rust + Python)
just test
# Run specific test categories
just test-rust # 91 Rust tests
just test-python # 166 Python tests
# Run with coverage reporting
just coverage-all # Generate coverage reports for both languages
just coverage-python # Python coverage only
just coverage-rust # Rust coverage only
# Run specific test types
pytest tests/ -m "unit" # Unit tests only
pytest tests/ -m "integration" # Integration tests only
pytest tests/ -m "benchmark" # Performance benchmarks
pytest tests/ -m "not slow" # Skip slow tests
```
#### Test Categories
- **Unit Tests**: Core functionality testing
- **Integration Tests**: End-to-end workflow testing
- **Edge Case Tests**: Boundary conditions and error handling
- **Performance Tests**: Benchmarking and regression detection
- **Unicode Tests**: International character support
- **Error Handling Tests**: Robust error recovery
#### Coverage Reports
After running coverage tests, view detailed reports:
- **Python**: `htmlcov/index.html`
- **Rust**: `target/tarpaulin/tarpaulin-report.html`
### Quality Assurance
```bash
# Run all quality checks
just check-all
# Individual quality checks
just quality # Code quality analysis
just security # Security vulnerability scanning
just performance # Performance benchmarking
just docs-check # Documentation validation
# CI-specific checks
just ci-check-all # All checks optimized for CI
```
### Available Commands
```bash
just --list # Show all available commands
```
## π€ Contributing
1. Fork the repository
2. Create a feature branch
3. Make your changes
4. Add tests
5. Submit a pull request
## π License
This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.
## π Acknowledgments
- [**Ruff**](https://github.com/astral-sh/ruff) - PyRustor is built on Ruff's high-performance Python AST parsing engine (`ruff_python_ast`). Ruff is an extremely fast Python linter and code formatter written in Rust, developed by [Astral](https://astral.sh). We leverage Ruff's proven parsing technology to deliver blazing-fast Python code analysis and refactoring capabilities.
- [PyO3](https://github.com/PyO3/pyo3) for excellent Python-Rust bindings
- [maturin](https://github.com/PyO3/maturin) for seamless Python package building
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"description": "# PyRustor\n\n[](https://pypi.org/project/pyrustor/)\n[](https://pypi.org/project/pyrustor/)\n[](https://pypi.org/project/pyrustor/)\n[](LICENSE)\n[](https://www.rust-lang.org)\n[](https://github.com/loonghao/PyRustor/actions)\n\nEnglish | [\u4e2d\u6587](README_zh.md)\n\nA **blazingly fast** Python code parsing and refactoring tool written in Rust with Python bindings.\n\n## \ud83d\ude80 Features\n\n### \ud83c\udf1f **Core Advantages**\n\n- **\u26a1 Superior Performance**: Built on Ruff's blazing-fast Python parser - 10-100x faster than traditional Python tools\n- **\ud83d\udd04 Python AST Parsing**: Parse Python code into AST for analysis using Ruff's proven parsing engine\n- **\ud83d\udee0\ufe0f Code Refactoring**: Rename functions, classes, modernize syntax\n- **\ud83e\uddf5 Safe Concurrency**: Built with Rust's fearless concurrency\n- **\ud83d\udc0d Python Bindings**: Easy-to-use Python API\n\n### \ud83c\udf9b\ufe0f **Refactoring Operations**\n\n- **Function Renaming**: Rename functions throughout codebase\n- **Class Renaming**: Rename classes and update references\n- **Import Modernization**: Update deprecated imports to modern alternatives\n- **Syntax Modernization**: Convert old Python syntax to modern patterns\n- **Custom Transformations**: Apply custom AST transformations\n\n## \ud83d\ude80 Quick Start\n\n```bash\npip install pyrustor\n```\n\n```python\nimport pyrustor\n\n# Parse Python code\nparser = pyrustor.Parser()\nast = parser.parse_string(\"def hello(): pass\")\n\n# Create refactor instance\nrefactor = pyrustor.Refactor(ast)\nrefactor.rename_function(\"hello\", \"greet\")\n\n# Get the modified code\nresult = refactor.get_code()\nprint(result) # def greet(): pass\n```\n\n### \u2728 Key Features Demonstration\n\n```python\nimport pyrustor\n\n# 1. Function and Class Renaming\ncode = '''\ndef old_function(x, y):\n return x + y\n\nclass OldClass:\n def method(self):\n return old_function(1, 2)\n'''\n\nparser = pyrustor.Parser()\nast = parser.parse_string(code)\nrefactor = pyrustor.Refactor(ast)\n\n# Rename function and class\nrefactor.rename_function(\"old_function\", \"new_function\")\nrefactor.rename_class(\"OldClass\", \"NewClass\")\n\nprint(\"Refactored code:\")\nprint(refactor.get_code())\n\n# 2. Import Modernization\nlegacy_code = '''\nimport ConfigParser\nimport imp\nfrom urllib2 import urlopen\n'''\n\nast2 = parser.parse_string(legacy_code)\nrefactor2 = pyrustor.Refactor(ast2)\n\n# Modernize imports\nrefactor2.replace_import(\"ConfigParser\", \"configparser\")\nrefactor2.replace_import(\"imp\", \"importlib\")\nrefactor2.replace_import(\"urllib2\", \"urllib.request\")\n\nprint(\"Modernized imports:\")\nprint(refactor2.get_code())\n\n# 3. Get detailed change information\nprint(\"Changes made:\")\nfor change in refactor2.change_summary():\n print(f\" - {change}\")\n```\n\n## \ud83d\udce6 Installation\n\n### From PyPI (Recommended)\n\n```bash\n# Standard installation (Python version-specific wheels)\npip install pyrustor\n\n# ABI3 installation (compatible with Python 3.8+)\npip install pyrustor --prefer-binary\n```\n\n### Prerequisites (Building from Source)\n\n- Rust 1.87+ (for building from source)\n- Python 3.8+\n- maturin (for building Python bindings)\n\n### Build from Source\n\n```bash\n# Clone the repository\ngit clone https://github.com/loonghao/PyRustor.git\ncd PyRustor\n\n# Install dependencies\njust install\n\n# Build the extension\njust build\n```\n\n## \ud83d\udd27 Usage Examples\n\n### Basic Operations\n\n```python\nimport pyrustor\n\n# Parse Python code\nparser = pyrustor.Parser()\nast = parser.parse_string(\"\"\"\ndef old_function():\n return \"Hello, World!\"\n\nclass OldClass:\n pass\n\"\"\")\n\n# Create refactor instance\nrefactor = pyrustor.Refactor(ast)\n\n# Rename function\nrefactor.rename_function(\"old_function\", \"new_function\")\n\n# Rename class\nrefactor.rename_class(\"OldClass\", \"NewClass\")\n\n# Get refactored code\nprint(refactor.get_code())\n```\n\n### File Operations\n\n```python\nimport pyrustor\n\n# Parse from file\nparser = pyrustor.Parser()\nast = parser.parse_file(\"example.py\")\n\n# Apply refactoring\nrefactor = pyrustor.Refactor(ast)\nrefactor.modernize_syntax()\n\n# Save to file\nrefactor.save_to_file(\"refactored_example.py\")\n\n# Get change summary\nprint(refactor.change_summary())\n```\n\n### Complete Refactoring Workflow\n\n```python\nimport pyrustor\n\ndef modernize_legacy_code(source_code: str) -> str:\n \"\"\"Complete workflow for modernizing legacy Python code.\"\"\"\n parser = pyrustor.Parser()\n ast = parser.parse_string(source_code)\n refactor = pyrustor.Refactor(ast)\n\n # Step 1: Modernize imports\n refactor.replace_import(\"ConfigParser\", \"configparser\")\n refactor.replace_import(\"urllib2\", \"urllib.request\")\n refactor.replace_import(\"imp\", \"importlib\")\n\n # Step 2: Rename outdated functions/classes\n refactor.rename_function(\"old_function\", \"new_function\")\n refactor.rename_class(\"LegacyClass\", \"ModernClass\")\n\n # Step 3: Apply syntax modernization\n refactor.modernize_syntax()\n\n # Step 4: Get the final result\n return refactor.get_code()\n\n# Example usage\nlegacy_code = '''\nimport ConfigParser\nimport urllib2\n\ndef old_function():\n config = ConfigParser.ConfigParser()\n response = urllib2.urlopen(\"http://example.com\")\n return response.read()\n\nclass LegacyClass:\n def __init__(self):\n self.data = old_function()\n'''\n\nmodernized = modernize_legacy_code(legacy_code)\nprint(\"Modernized code:\")\nprint(modernized)\n\n# Get detailed change information\nparser = pyrustor.Parser()\nast = parser.parse_string(legacy_code)\nrefactor = pyrustor.Refactor(ast)\nrefactor.replace_import(\"ConfigParser\", \"configparser\")\nrefactor.rename_function(\"old_function\", \"new_function\")\n\nprint(\"\\nChanges made:\")\nfor change in refactor.change_summary():\n print(f\" - {change}\")\n```\n\n### Error Handling and Validation\n\n```python\nimport pyrustor\n\ndef safe_refactor(code: str, old_name: str, new_name: str) -> tuple[str, bool]:\n \"\"\"Safely refactor code with error handling.\"\"\"\n try:\n parser = pyrustor.Parser()\n ast = parser.parse_string(code)\n refactor = pyrustor.Refactor(ast)\n\n # Attempt to rename function\n refactor.rename_function(old_name, new_name)\n\n return refactor.get_code(), True\n\n except Exception as e:\n print(f\"Refactoring failed: {e}\")\n return code, False # Return original code if refactoring fails\n\n# Example usage\ncode = \"def hello(): pass\"\nresult, success = safe_refactor(code, \"hello\", \"greet\")\n\nif success:\n print(\"Refactoring successful:\")\n print(result)\nelse:\n print(\"Refactoring failed, original code preserved\")\n```\n\n### Advanced Refactoring\n\n```python\nimport pyrustor\n\nparser = pyrustor.Parser()\nast = parser.parse_string(\"\"\"\nimport ConfigParser\nfrom imp import reload\n\ndef format_string(name, age):\n return \"Name: %s, Age: %d\" % (name, age)\n\"\"\")\n\nrefactor = pyrustor.Refactor(ast)\n\n# Modernize imports\nrefactor.replace_import(\"ConfigParser\", \"configparser\")\nrefactor.replace_import(\"imp\", \"importlib\")\n\n# Modernize syntax\nrefactor.modernize_syntax()\n\nprint(refactor.to_string())\nprint(\"Changes made:\")\nprint(refactor.change_summary())\n```\n\n### Ruff Formatter Integration\n\n```python\nimport pyrustor\n\n# Messy code that needs refactoring and formatting\nmessy_code = '''def old_function( x,y ):\n return x+y\n\nclass OldClass:\n def __init__(self,name):\n self.name=name'''\n\nparser = pyrustor.Parser()\nast = parser.parse_string(messy_code)\nrefactor = pyrustor.Refactor(ast)\n\n# Refactor with automatic formatting\nrefactor.rename_function_with_format(\"old_function\", \"new_function\", apply_formatting=True)\nrefactor.rename_class_with_format(\"OldClass\", \"NewClass\", apply_formatting=True)\n\n# Or apply formatting at the end\nrefactor.modernize_syntax()\nformatted_result = refactor.refactor_and_format()\n\nprint(\"Beautifully formatted result:\")\nprint(formatted_result)\n```\n\n### Building pyupgrade-style Tools\n\n```python\nimport pyrustor\n\ndef modernize_python_code(source_code: str) -> str:\n \"\"\"Build a pyupgrade-style modernization tool.\"\"\"\n parser = pyrustor.Parser()\n ast = parser.parse_string(source_code)\n refactor = pyrustor.Refactor(ast)\n\n # Apply common modernizations\n refactor.replace_import(\"ConfigParser\", \"configparser\")\n refactor.replace_import(\"urllib2\", \"urllib.request\")\n refactor.modernize_syntax() # % formatting -> f-strings, etc.\n\n # Return beautifully formatted result\n return refactor.refactor_and_format()\n\n# Example usage\nlegacy_code = '''import ConfigParser\ndef greet(name):\n return \"Hello, %s!\" % name'''\n\nmodernized = modernize_python_code(legacy_code)\nprint(modernized)\n# Output: Clean, modern Python code with f-strings and updated imports\n```\n\n## \ud83d\udcda API Reference\n\n### Parser Class\n\n```python\nparser = pyrustor.Parser()\n\n# Parse from string\nast = parser.parse_string(source_code)\n\n# Parse from file\nast = parser.parse_file(\"path/to/file.py\")\n\n# Parse directory\nresults = parser.parse_directory(\"path/to/dir\", recursive=True)\n```\n\n### PythonAst Class\n\n```python\n# Check if AST is empty\nif ast.is_empty():\n print(\"No code found\")\n\n# Get statistics\nprint(f\"Statements: {ast.statement_count()}\")\nprint(f\"Functions: {ast.function_names()}\")\nprint(f\"Classes: {ast.class_names()}\")\nprint(f\"Imports: {ast.imports()}\")\n\n# Convert back to string\nsource_code = ast.to_string()\n```\n\n### Refactor Class\n\n```python\nrefactor = pyrustor.Refactor(ast)\n\n# Basic refactoring\nrefactor.rename_function(\"old_name\", \"new_name\")\nrefactor.rename_class(\"OldClass\", \"NewClass\")\nrefactor.replace_import(\"old_module\", \"new_module\")\n\n# Refactoring with automatic formatting\nrefactor.rename_function_with_format(\"old_name\", \"new_name\", apply_formatting=True)\nrefactor.rename_class_with_format(\"OldClass\", \"NewClass\", apply_formatting=True)\nrefactor.modernize_syntax_with_format(apply_formatting=True)\n\n# Advanced refactoring\nrefactor.modernize_syntax()\nrefactor.modernize_imports()\n\n# Formatting options\nrefactor.format_code() # Apply Ruff formatting\nformatted_result = refactor.refactor_and_format() # Refactor + format in one step\nconditional_format = refactor.to_string_with_format(apply_formatting=True)\n\n# Get results\nrefactored_code = refactor.to_string()\nchanges = refactor.change_summary()\n\n# Save to file\nrefactor.save_to_file(\"output.py\")\n```\n\n## \ud83e\uddea Development\n\n### Setup Development Environment\n\n```bash\n# Install just (command runner)\ncargo install just\n\n# Setup development environment\njust dev\n\n# Run tests\njust test\n\n# Format code\njust format\n\n# Run linting\njust lint\n\n# Build release\njust release\n```\n\n### Testing\n\nPyRustor has comprehensive test coverage with 257+ tests across Rust and Python components.\n\n```bash\n# Run all tests (Rust + Python)\njust test\n\n# Run specific test categories\njust test-rust # 91 Rust tests\njust test-python # 166 Python tests\n\n# Run with coverage reporting\njust coverage-all # Generate coverage reports for both languages\njust coverage-python # Python coverage only\njust coverage-rust # Rust coverage only\n\n# Run specific test types\npytest tests/ -m \"unit\" # Unit tests only\npytest tests/ -m \"integration\" # Integration tests only\npytest tests/ -m \"benchmark\" # Performance benchmarks\npytest tests/ -m \"not slow\" # Skip slow tests\n```\n\n#### Test Categories\n\n- **Unit Tests**: Core functionality testing\n- **Integration Tests**: End-to-end workflow testing\n- **Edge Case Tests**: Boundary conditions and error handling\n- **Performance Tests**: Benchmarking and regression detection\n- **Unicode Tests**: International character support\n- **Error Handling Tests**: Robust error recovery\n\n#### Coverage Reports\n\nAfter running coverage tests, view detailed reports:\n- **Python**: `htmlcov/index.html`\n- **Rust**: `target/tarpaulin/tarpaulin-report.html`\n\n### Quality Assurance\n\n```bash\n# Run all quality checks\njust check-all\n\n# Individual quality checks\njust quality # Code quality analysis\njust security # Security vulnerability scanning\njust performance # Performance benchmarking\njust docs-check # Documentation validation\n\n# CI-specific checks\njust ci-check-all # All checks optimized for CI\n```\n\n### Available Commands\n\n```bash\njust --list # Show all available commands\n```\n\n## \ud83e\udd1d Contributing\n\n1. 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