Python static analysis with ruff, mypy, pyright. Type checking and linting best practices. USE WHEN: "type checking", "mypy", "pyright", "ruff", "linting", "static analysis", "type error", "type hints", "pylint", "flake8", "black", "isort", "code quality" DO NOT USE FOR: Basic type hint syntax - use languages/python skill DO NOT USE FOR: Runtime validation - use Pydantic
Scanned 9/8/2026
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---
name: python-quality
description: |
Python static analysis with ruff, mypy, pyright. Type checking and linting best practices.
USE WHEN: "type checking", "mypy", "pyright", "ruff", "linting", "static analysis",
"type error", "type hints", "pylint", "flake8", "black", "isort", "code quality"
DO NOT USE FOR: Basic type hint syntax - use languages/python skill
DO NOT USE FOR: Runtime validation - use Pydantic
allowed-tools: Read, Grep, Glob, Write, Edit, Bash
---
# Python Code Quality
> **Deep Knowledge**: Use `mcp__documentation__fetch_docs` with technology: `python` topic: `quality` for complete documentation.
## Tool Stack (2026)
| Tool | Purpose | Speed | Recommendation |
|------|---------|-------|----------------|
| **ruff** | Linting + Formatting | Fastest (10-100x) | Primary |
| **mypy** | Type checking | Good | CI gate |
| **pyright** | Type checking | Fast | IDE (Pylance) |
| **ty** | Type checking | Fastest | Emerging |
**Recommended setup**: ruff (lint/format) + pyright (IDE) + mypy (CI)
## ruff Configuration
```toml
# pyproject.toml
[tool.ruff]
line-length = 88
target-version = "py312"
src = ["src", "tests"]
[tool.ruff.lint]
select = [
"E", # pycodestyle errors
"W", # pycodestyle warnings
"F", # Pyflakes
"I", # isort
"B", # flake8-bugbear
"C4", # flake8-comprehensions
"UP", # pyupgrade
"ARG", # flake8-unused-arguments
"SIM", # flake8-simplify
"TCH", # flake8-type-checking
"S", # flake8-bandit (security)
"RUF", # Ruff-specific rules
]
ignore = [
"E501", # line too long (formatter handles)
"S101", # assert usage (OK in tests)
]
[tool.ruff.lint.per-file-ignores]
"tests/*" = ["S101", "ARG"]
"__init__.py" = ["F401"]
[tool.ruff.lint.isort]
known-first-party = ["my_package"]
[tool.ruff.format]
quote-style = "double"
indent-style = "space"
```
### ruff Commands
```bash
# Lint
ruff check .
ruff check --fix . # Auto-fix
# Format
ruff format .
ruff format --check . # Check only
# Combined (CI)
ruff check . && ruff format --check .
```
## mypy Configuration
```toml
# pyproject.toml
[tool.mypy]
python_version = "3.12"
strict = true
warn_return_any = true
warn_unused_ignores = true
disallow_untyped_defs = true
disallow_incomplete_defs = true
check_untyped_defs = true
no_implicit_optional = true
show_error_codes = true
enable_error_code = ["ignore-without-code", "truthy-bool"]
[[tool.mypy.overrides]]
module = "tests.*"
disallow_untyped_defs = false
[[tool.mypy.overrides]]
module = ["third_party_lib.*"]
ignore_missing_imports = true
```
### mypy Commands
```bash
# Check
mypy src/
mypy src/ --strict
# Daemon mode (faster)
dmypy run -- src/
# Generate stubs
stubgen -p my_package -o stubs/
```
## pyright Configuration
```json
// pyrightconfig.json
{
"include": ["src"],
"exclude": ["**/node_modules", "**/__pycache__"],
"typeCheckingMode": "strict",
"pythonVersion": "3.12",
"reportMissingImports": true,
"reportMissingTypeStubs": false,
"reportUnusedImport": true,
"reportUnusedVariable": true
}
```
Or in pyproject.toml:
```toml
[tool.pyright]
include = ["src"]
typeCheckingMode = "strict"
pythonVersion = "3.12"
```
## Common Type Errors & Solutions
### Missing return type
```python
# Error: Function is missing a return type annotation
def greet(name: str): # Bad
return f"Hello {name}"
def greet(name: str) -> str: # Good
return f"Hello {name}"
```
### Optional handling
```python
# Error: "None" is not compatible with "str"
def get_name(user: User | None) -> str:
return user.name # Bad - user might be None
def get_name(user: User | None) -> str:
if user is None:
return "Unknown"
return user.name # Good - narrowed to User
```
### Type narrowing
```python
from typing import TypeGuard
def is_string_list(val: list[object]) -> TypeGuard[list[str]]:
return all(isinstance(x, str) for x in val)
def process(items: list[object]) -> None:
if is_string_list(items):
# items is now list[str]
print(items[0].upper())
```
### Callable types
```python
from collections.abc import Callable
# Function type
Handler = Callable[[str, int], bool]
def process(handler: Handler) -> None:
result = handler("test", 42)
```
### Generic variance
```python
from typing import TypeVar
# Invariant (default)
T = TypeVar("T")
# Covariant (read-only)
T_co = TypeVar("T_co", covariant=True)
# Contravariant (write-only)
T_contra = TypeVar("T_contra", contravariant=True)
```
## Strict Mode Migration
### Phase 1: Basic types
```toml
[tool.mypy]
check_untyped_defs = true
```
### Phase 2: Require annotations
```toml
[tool.mypy]
disallow_untyped_defs = true
disallow_incomplete_defs = true
```
### Phase 3: Full strict
```toml
[tool.mypy]
strict = true
```
### Per-module migration
```toml
[[tool.mypy.overrides]]
module = "legacy_module.*"
disallow_untyped_defs = false
```
## CI/CD Integration
```yaml
# GitHub Actions
name: Quality
on: [push, pull_request]
jobs:
quality:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- name: Install uv
uses: astral-sh/setup-uv@v4
- name: Install dependencies
run: uv sync
- name: Lint
run: uv run ruff check .
- name: Format check
run: uv run ruff format --check .
- name: Type check
run: uv run mypy src/
```
## Pre-commit Configuration
```yaml
# .pre-commit-config.yaml
repos:
- repo: https://github.com/astral-sh/ruff-pre-commit
rev: v0.14.0
hooks:
- id: ruff
args: [--fix]
- id: ruff-format
- repo: https://github.com/pre-commit/mirrors-mypy
rev: v1.14.0
hooks:
- id: mypy
additional_dependencies: [types-requests]
```
```bash
# Install hooks
pre-commit install
# Run manually
pre-commit run --all-files
```
## Type Stubs
```bash
# Install type stubs
uv add --dev types-requests types-redis
# Common stubs packages
# types-requests, types-redis, types-PyYAML
# types-python-dateutil, types-setuptools
```
## Quality Metrics
| Metric | Target | Tool |
|--------|--------|------|
| ruff violations | 0 | `ruff check` |
| mypy errors | 0 | `mypy --strict` |
| Type coverage | 100% | mypy reports |
| Cyclomatic complexity | <10 | `ruff --select=C901` |
## Anti-Patterns
| Anti-Pattern | Why It's Bad | Solution |
|--------------|--------------|----------|
| `# type: ignore` without code | Silences all errors | Use `# type: ignore[error-code]` |
| `Any` everywhere | No type safety | Use proper types or generics |
| Ignoring mypy in CI | Regressions slip in | Make it a required check |
| Not using `--strict` | Missing errors | Enable progressively |
| Manual formatting | Inconsistent, slow | Use ruff format |
## Quick Troubleshooting
| Issue | Cause | Solution |
|-------|-------|----------|
| "Module has no attribute" | Missing stubs | Install types-* package |
| "Incompatible types" | Type mismatch | Check expected vs actual type |
| "Cannot infer type" | Complex expression | Add explicit annotation |
| "Unused ignore" | Fixed error | Remove the ignore comment |
| ruff/mypy disagree | Different rules | Configure both consistently |
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