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Get Started Free →Python type safety with type hints, generics, protocols, and strict type checking. Use when adding type annotations, implementing generic classes, defining structural interfaces, or configuring mypy/pyright.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -20% | 0% |
| case-22 | ✓→✗ | ▼ Worse | 52% | 0% |
| case-02 | ✓→✓ | = Same ✓ | 68% | 0% |
| case-03 | ✓→✓ | = Same ✓ | 85% | 0% |
| case-04 | ✓→✓ | = Same ✓ | 74% | 0% |
Leverage Python's type system to catch errors at static analysis time. Type annotations serve as enforced documentation that tooling validates automatically.
Declare expected types for function parameters, return values, and variables.
Write reusable code that preserves type information across different types.
Define structural interfaces without inheritance (duck typing with type safety).
Use guards and conditionals to narrow types within code blocks.
pythondef get_user(user_id: str) -> User | None: """Return type makes 'might not exist' explicit.""" ... # Type checker enforces handling None case user = get_user("123") if user is None: raise UserNotFoundError("123") print(user.name) # Type checker knows user is User here
Every public function, method, and class should have type annotations.
pythondef get_user(user_id: str) -> User: """Retrieve user by ID.""" ... def process_batch( items: list[Item], max_workers: int = 4, ) -> BatchResult[ProcessedItem]: """Process items concurrently.""" ... class UserRepository: def __init__(self, db: Database) -> None: self._db = db async def find_by_id(self, user_id: str) -> User | None: """Return User if found, None otherwise.""" ... async def find_by_email(self, email: str) -> User | None: ... async def save(self, user: User) -> User: """Save and return user with generated ID.""" ...
Use mypy --strict or pyright in CI to catch type errors early. For existing projects, enable strict mode incrementally using per-module overrides.
Python 3.10+ provides cleaner union syntax.
python# Preferred (3.10+) def find_user(user_id: str) -> User | None: ... def parse_value(v: str) -> int | float | str: ... # Older style (still valid, needed for 3.9) from typing import Optional, Union def find_user(user_id: str) -> Optional[User]: ...
Use conditionals to narrow types for the type checker.
pythondef process_user(user_id: str) -> UserData: user = find_user(user_id) if user is None: raise UserNotFoundError(f"User {user_id} not found") # Type checker knows user is User here, not User | None return UserData( name=user.name, email=user.email, ) def process_items(items: list[Item | None]) -> list[ProcessedItem]: # Filter and narrow types valid_items = [item for item in items if item is not None] # valid_items is now list[Item] return [process(item) for item in valid_items]
Create type-safe reusable containers.
pythonfrom typing import TypeVar, Generic T = TypeVar("T") E = TypeVar("E", bound=Exception) class Result(Generic[T, E]): """Represents either a success value or an error.""" def __init__( self, value: T | None = None, error: E | None = None, ) -> None: if (value is None) == (error is None): raise ValueError("Exactly one of value or error must be set") self._value = value self._error = error @property def is_success(self) -> bool: return self._error is None @property def is_failure(self) -> bool: return self._error is not None def unwrap(self) -> T: """Get value or raise the error.""" if self._error is not None: raise self._error return self._value # type: ignore[return-value] def unwrap_or(self, default: T) -> T: """Get value or return default.""" if self._error is not None: return default return self._value # type: ignore[return-value] # Usage preserves types def parse_config(path: str) -> Result[Config, ConfigError]: try: return Result(value=Config.from_file(path)) except ConfigError as e: return Result(error=e) result = parse_config("config.yaml") if result.is_success: config = result.unwrap() # Type: Config
Detailed sections (starting with ## Advanced Patterns) live in references/details.md. Read that file when the navigation summary above is insufficient.
T | None - Modern union syntax over Optional[T]mypy --strict in CIAny - Use specific types or generics. Any is acceptable for truly dynamic data or when interfacing with untyped third-party codeOther measured skills in the registry, with their headline benchmark lift.