Pyright - Fast Python Type Checker progressive_disclosure: entry_point: summary: "Fast Python type checker from Microsoft with VS Code integration and strict modes" when_to_use: - "When needing faster type checking than mypy" - "When using VS Code (Pylance)" - "When requiring stricter type checking" - "When migrating from mypy" quick_start: - "npm install -g pyright" - "Create pyrightconfig.json" - "pyright ." token_estimate: entry: 65-80 full: 3500-4500 Installation Node.js (Recommended)
Global installation
npm install -g pyright
Per-project installation
npm install --save-dev pyright
Verify installation
pyright --version
VS Code (Pylance)
Pyright powers Pylance extension:
Install Pylance extension (includes pyright)
code --install-extension ms-python.vscode-pylance
pip Installation
Community wrapper
pip install pyright
Note: Still requires Node.js runtime
Configuration pyrightconfig.json { "include": [ "src" ], "exclude": [ "/node_modules", "/pycache", ".venv" ], "typeCheckingMode": "basic", "pythonVersion": "3.11", "pythonPlatform": "Linux", "reportMissingImports": true, "reportMissingTypeStubs": false, "strictListInference": true, "strictDictionaryInference": true, "strictSetInference": true }
Type Checking Modes
Basic Mode (Default):
{ "typeCheckingMode": "basic", "reportUnusedImport": "warning", "reportUnusedVariable": "warning" }
Standard Mode:
{ "typeCheckingMode": "standard", "reportUnknownParameterType": "error", "reportUnknownArgumentType": "error", "reportUnknownVariableType": "error" }
Strict Mode (Maximum type safety):
{ "typeCheckingMode": "strict", "reportPrivateUsage": "error", "reportConstantRedefinition": "error", "reportIncompatibleMethodOverride": "error", "reportIncompatibleVariableOverride": "error", "reportUnnecessaryIsInstance": "warning", "reportUnnecessaryCast": "warning" }
Per-File Configuration
pyright: strict
"""Strict type checking for this file."""
pyright: basic
"""Basic type checking."""
pyright: reportGeneralTypeIssues=false
"""Disable specific diagnostics."""
VS Code Integration settings.json { "python.languageServer": "Pylance", "python.analysis.typeCheckingMode": "basic", "python.analysis.diagnosticMode": "workspace", "python.analysis.autoImportCompletions": true, "python.analysis.inlayHints.functionReturnTypes": true, "python.analysis.inlayHints.variableTypes": true, "python.analysis.completeFunctionParens": true }
Workspace Configuration { "python.analysis.extraPaths": [ "./src", "./lib" ], "python.analysis.stubPath": "./typings", "python.analysis.diagnosticSeverityOverrides": { "reportUnusedImport": "warning", "reportUnusedVariable": "warning", "reportGeneralTypeIssues": "error" } }
Type Checking Features Type Narrowing from typing import Union
def process(value: Union[str, int]) -> str: # Pyright narrows type based on isinstance if isinstance(value, str): return value.upper() # value is str here else: return str(value) # value is int here
Type guards
from typing import TypeGuard
def is_str_list(val: list[object]) -> TypeGuard[list[str]]: return all(isinstance(x, str) for x in val)
def process_list(items: list[object]) -> None: if is_str_list(items): # items is list[str] here print(", ".join(items))
Protocol Support from typing import Protocol
class Drawable(Protocol): def draw(self) -> None: ...
class Circle: def draw(self) -> None: print("Drawing circle")
def render(obj: Drawable) -> None: obj.draw()
Works with structural typing
render(Circle()) # ✓ No explicit inheritance needed
TypedDict from typing import TypedDict, NotRequired
class User(TypedDict): name: str age: int email: NotRequired[str] # Optional in Python 3.11+
def create_user(data: User) -> None: print(data["name"]) # ✓ Type-safe # print(data["missing"]) # ✗ Error
user: User = { "name": "Alice", "age": 30 } # ✓ email is optional
Literal Types from typing import Literal
Mode = Literal["read", "write", "append"]
def open_file(mode: Mode) -> None: ...
open_file("read") # ✓ open_file("delete") # ✗ Error
Advanced Features Variance and Generics from typing import TypeVar, Generic, Sequence
T_co = TypeVar("T_co", covariant=True) T_contra = TypeVar("T_contra", contravariant=True)
class Reader(Generic[T_co]): def read(self) -> T_co: ...
class Writer(Generic[T_contra]): def write(self, item: T_contra) -> None: ...
Covariance: Reader[Dog] is subtype of Reader[Animal]
Contravariance: Writer[Animal] is subtype of Writer[Dog]
ParamSpec from typing import ParamSpec, TypeVar, Callable
P = ParamSpec("P") R = TypeVar("R")
def add_logging(f: Callable[P, R]) -> Callable[P, R]: def wrapper(args: P.args, kwargs: P.kwargs) -> R: print(f"Calling {f.name}") return f(args, **kwargs) return wrapper
@add_logging def greet(name: str, age: int) -> str: return f"Hello {name}, {age}"
Type-safe: greet("Alice", 30)
Type Aliases from typing import TypeAlias
Simple alias
UserId: TypeAlias = int Username: TypeAlias = str
Generic alias
from collections.abc import Sequence Vector: TypeAlias = Sequence[float]
Complex alias
JSON: TypeAlias = dict[str, "JSON"] | list["JSON"] | str | int | float | bool | None
CI/CD Integration GitHub Actions name: Type Check
on: [push, pull_request]
jobs: typecheck: runs-on: ubuntu-latest steps: - uses: actions/checkout@v4
- name: Set up Node.js
uses: actions/setup-node@v4
with:
node-version: '20'
- name: Install pyright
run: npm install -g pyright
- name: Set up Python
uses: actions/setup-python@v5
with:
python-version: '3.11'
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install -r requirements.txt
- name: Run pyright
run: pyright
Pre-commit Hook
.pre-commit-config.yaml
repos: - repo: local hooks: - id: pyright name: pyright entry: pyright language: node types: [python] pass_filenames: false additional_dependencies: ['pyright@1.1.350']
Makefile .PHONY: typecheck typecheck-strict
typecheck: pyright
typecheck-strict: pyright --level strict
typecheck-watch: pyright --watch
typecheck-stats: pyright --stats
Migration from mypy Configuration Mapping { "// mypy: disallow_untyped_defs": "reportUntypedFunctionDecorator", "// mypy: disallow_any_generics": "reportMissingTypeArgument", "// mypy: warn_return_any": "reportUnknownArgumentType", "// mypy: strict_equality": "reportUnnecessaryComparison", "// mypy: warn_unused_ignores": "reportUnnecessaryTypeIgnoreComment" }
Comment Syntax
mypy: ignore-errors
↓ pyright equivalent
pyright: reportGeneralTypeIssues=false
type: ignore
↓ pyright equivalent
pyright: ignore
type: ignore[error-code]
↓ pyright equivalent
pyright: ignore[reportGeneralTypeIssues]
Gradual Migration { "typeCheckingMode": "basic", "include": ["src/new_module"], "exclude": ["src/legacy"], "reportMissingImports": true, "reportMissingTypeStubs": false }
Performance Optimization Baseline Performance
Create performance baseline
pyright --stats --createstub
Compare after changes
pyright --stats
Watch Mode
Fast incremental checking
pyright --watch
With specific path
pyright --watch src/
Parallel Checking { "executionEnvironments": [ { "root": "src", "pythonVersion": "3.11" }, { "root": "tests", "pythonVersion": "3.11", "extraPaths": ["src"] } ] }
Common Patterns Optional Handling from typing import Optional
def get_user(user_id: int) -> Optional[str]: return "Alice" if user_id == 1 else None
Before pyright 1.1.200
user = get_user(1) if user is not None: print(user.upper())
With pyright type narrowing
user = get_user(1) if user: # Narrows to str print(user.upper())
Union Narrowing from typing import Union
def process(value: Union[str, list[str]]) -> str: if isinstance(value, list): return ", ".join(value) # value is list[str] return value # value is str
Overload from typing import overload, Literal
@overload def open_file(path: str, mode: Literal["r"]) -> str: ...
@overload def open_file(path: str, mode: Literal["rb"]) -> bytes: ...
def open_file(path: str, mode: str) -> str | bytes: if mode == "rb": return b"binary data" return "text data"
Type-safe usage
text: str = open_file("file.txt", "r") data: bytes = open_file("file.bin", "rb")
Assertion Functions from typing import Never
def assert_never(value: Never) -> Never: raise AssertionError(f"Unexpected value: {value}")
def handle_status(status: Literal["success", "error"]) -> None: if status == "success": print("OK") elif status == "error": print("Failed") else: assert_never(status) # Exhaustiveness check
Pyright vs mypy Performance Comparison
Typical project (10K lines)
mypy: ~5-10 seconds
pyright: ~1-2 seconds
Large project (100K lines)
mypy: ~60-120 seconds
pyright: ~10-20 seconds
Feature Differences
Pyright Advantages:
5-10x faster type checking Better type inference VS Code integration (Pylance) Active development by Microsoft Better Protocol support Superior type narrowing
mypy Advantages:
More mature ecosystem Plugin system Finer-grained control Better documentation More configuration options When to Use Pyright ✅ VS Code users ✅ Need fast feedback ✅ Want strict type checking ✅ Modern Python (3.10+) ✅ Starting new projects When to Use mypy ✅ Existing mypy setup ✅ Need mypy plugins ✅ Non-VS Code editors ✅ Legacy Python (<3.8) ✅ Team prefers mypy Best Practices Start with Basic Mode { "typeCheckingMode": "basic", "reportMissingImports": true, "reportUndefinedVariable": true }
Gradually Increase Strictness { "typeCheckingMode": "standard", "reportUnknownParameterType": "warning", "reportUnknownArgumentType": "warning" }
Use Type Stubs
Generate stubs for third-party packages
pyright --createstub package_name
Custom stubs directory
mkdir -p typings
Leverage Inlay Hints { "python.analysis.inlayHints.variableTypes": true, "python.analysis.inlayHints.functionReturnTypes": true, "python.analysis.inlayHints.callArgumentNames": true }
Type Coverage
Check type completeness
pyright --stats
Output:
Files analyzed: 42
Lines of code: 3,421
Type completeness: 87.3%
Ignore Strategically
Avoid broad ignores
pyright: ignore # ✗ Too broad
Prefer specific ignores
pyright: ignore[reportGeneralTypeIssues] # ✓ Specific
Or fix the issue
value: str = cast(str, unknown_value) # ✓ Best
Troubleshooting Import Resolution { "extraPaths": ["src", "lib"], "stubPath": "typings", "venvPath": ".", "venv": ".venv" }
Stub Generation
Generate stubs for package
pyright --createstub requests
Custom stub location
pyright --createstub requests --outputdir typings
Performance Issues { "exclude": [ "/node_modules", "/pycache", ".venv", "build", "dist" ] }
VS Code Not Using Pyright { "python.languageServer": "Pylance", "python.analysis.typeCheckingMode": "basic", "python.analysis.diagnosticMode": "workspace" }
Resources
Official:
Pyright Docs Pylance Extension Type Checking Mode Guide
Community:
awesome-pyright Python Type Hints PEP 484 - Type Hints
Related Skills: mypy, FastAPI, Django, pytest Token Count: ~3,850 tokens