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Ruff Linting
ASecurityPython linting with ruff. Fast linting, rule selection, auto-fixing, and config. Use when checking Python code quality, enforcing standards, or finding bugs.
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- Added September 3, 2026
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[](https://www.skillsdirectory.com/skills/laurigates-ruff-linting)---
created: 2025-12-16
modified: 2026-05-29
reviewed: 2026-05-29
name: ruff-linting
description: Python linting with ruff. Fast linting, rule selection, auto-fixing, and config. Use when checking Python code quality, enforcing standards, or finding bugs.
user-invocable: false
allowed-tools: Bash(ruff *), Bash(python *), Bash(uv *), Read, Edit, Write, Grep, Glob
---
# ruff Linting
Expert knowledge for using `ruff check` as an extremely fast Python linter with comprehensive rule support and automatic fixing.
## When to Use This Skill
| Use this skill when... | Use a focused sibling instead when... |
|---|---|
| Running `ruff check`, selecting rule sets, or auto-fixing lint violations | Running `ruff format` to enforce code style — use ruff-formatting |
| Configuring `[tool.ruff.lint]` rules and per-file ignores in pyproject.toml | Comparing ruff against type-checkers and formatters at a stack level — use python-code-quality |
| Wiring ruff into editors, pre-commit, CI/CD, Docker, or build systems | See the quick forms in [CI/CD Integration](#cicd-integration) below; full editor/CI/Docker/migration recipes in [REFERENCE.md](REFERENCE.md) |
| Migrating from Flake8/pylint/isort/pyupgrade to ruff's combined rule set | Running `ruff format` to enforce code style — use ruff-formatting |
## Core Expertise
**ruff Advantages**
- Extremely fast (10-100x faster than Flake8)
- Written in Rust for performance
- Replaces multiple tools (Flake8, pylint, isort, pyupgrade, etc.)
- Auto-fix capabilities for many rules
- Compatible with existing configurations
- Over 800 built-in rules
## Basic Usage
### Simple Linting
```bash
# Lint current directory
ruff check
# Lint specific files or directories
ruff check path/to/file.py
ruff check src/ tests/
# IMPORTANT: Pass directory as parameter to stay in repo root
# ✅ Good
ruff check services/orchestrator
# ❌ Bad
cd services/orchestrator && ruff check
```
### Auto-Fixing
```bash
# Show what would be fixed (diff preview)
ruff check --diff
# Apply safe automatic fixes
ruff check --fix
# Fix specific files
ruff check --fix src/main.py
# Fix with preview (see changes before applying)
ruff check --diff services/orchestrator
ruff check --fix services/orchestrator
```
### Output Formats
```bash
# Default output
ruff check
# Show statistics
ruff check --statistics
# JSON output for tooling
ruff check --output-format json
# GitHub Actions annotations
ruff check --output-format github
# GitLab Code Quality report
ruff check --output-format gitlab
# Concise output
ruff check --output-format concise
```
## Rule Selection
### Common Rule Codes
| Code | Description | Example Rules |
|------|-------------|---------------|
| `E` | pycodestyle errors | E501 (line too long) |
| `F` | Pyflakes | F401 (unused import) |
| `W` | pycodestyle warnings | W605 (invalid escape) |
| `B` | flake8-bugbear | B006 (mutable default) |
| `I` | isort | I001 (unsorted imports) |
| `UP` | pyupgrade | UP006 (deprecated types) |
| `SIM` | flake8-simplify | SIM102 (nested if) |
| `D` | pydocstyle | D100 (missing docstring) |
| `N` | pep8-naming | N806 (variable naming) |
| `S` | flake8-bandit (security) | S101 (assert usage) |
| `C4` | flake8-comprehensions | C400 (unnecessary generator) |
### Selecting Rules
```bash
# Select specific rules at runtime
ruff check --select E,F,B,I
# Extend default selection
ruff check --extend-select UP,SIM
# Ignore specific rules
ruff check --ignore E501,E402
# Show which rules would apply
ruff rule --all
# Explain a specific rule
ruff rule F401
```
### Rule Queries
```bash
# List all available rules
ruff rule --all
# Search for rules by pattern
ruff rule --all | grep "import"
# Get detailed rule explanation
ruff rule F401
# Output: unused-import (F401)
# Derived from the Pyflakes linter.
# Checks for unused imports.
# List all linters
ruff linter
# JSON output for automation
ruff rule F401 --output-format json
```
## Configuration
### pyproject.toml
```toml
[tool.ruff]
# Line length limit (same as Black)
line-length = 88
# Target Python version
target-version = "py311"
# Exclude directories
exclude = [
".git",
".venv",
"__pycache__",
"build",
"dist",
]
[tool.ruff.lint]
# Enable specific rule sets
select = [
"E", # pycodestyle errors
"F", # Pyflakes
"B", # flake8-bugbear
"I", # isort
"UP", # pyupgrade
"SIM", # flake8-simplify
]
# Disable specific rules
ignore = [
"E501", # Line too long (handled by formatter)
"B008", # Function calls in argument defaults
]
# Allow automatic fixes
fixable = ["ALL"]
unfixable = ["B"] # Don't auto-fix bugbear rules
# Per-file ignores
[tool.ruff.lint.per-file-ignores]
"__init__.py" = ["F401", "E402"]
"tests/**/*.py" = ["S101"] # Allow assert in tests
```
### ruff.toml (standalone)
```toml
# Same options as pyproject.toml but without [tool.ruff] prefix
line-length = 100
target-version = "py39"
[lint]
select = ["E", "F", "B"]
ignore = ["E501"]
[lint.isort]
known-first-party = ["myapp"]
force-single-line = true
```
## Advanced Usage
### Per-File Configuration
```bash
# Override settings for specific paths
ruff check --config path/to/ruff.toml
# Use inline configuration
ruff check --select E,F,B --ignore E501
```
### Targeting Specific Issues
```bash
# Check only specific rule codes
ruff check --select F401,F841 # Only unused imports/variables
# Security-focused check
ruff check --select S # All bandit rules
# Import organization only
ruff check --select I --fix
# Docstring checks
ruff check --select D
```
### Integration Patterns
```bash
# Check only changed files (git)
git diff --name-only --diff-filter=d | grep '\.py$' | xargs ruff check
# Check files modified in branch
git diff --name-only main...HEAD | grep '\.py$' | xargs ruff check
# Parallel checking of multiple directories
ruff check src/ &
ruff check tests/ &
wait
# Combine with other tools
ruff check && pytest && ty check
```
## CI/CD Integration
Quick form — lint with PR annotations on GitHub Actions:
```yaml
# .github/workflows/lint.yml
name: Lint
on: [push, pull_request]
jobs:
ruff:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: astral-sh/ruff-action@v3
with:
args: 'check --output-format github'
```
Quick form — pre-commit hook:
```yaml
# .pre-commit-config.yaml
repos:
- repo: https://github.com/astral-sh/ruff-pre-commit
rev: v0.14.0
hooks:
- id: ruff-check
args: [--fix]
- id: ruff-format
```
For the full integration recipes — editor setup (VS Code, Neovim, Zed, Helix), the advanced pre-commit config, GitLab/CircleCI/Jenkins, Make/Just/Task/tox, Docker, LSP server settings, and Flake8/Black/pylint migration guides — see [REFERENCE.md](REFERENCE.md).
## Common Patterns
### Finding Specific Issues
```bash
# Find unused imports
ruff check --select F401
# Find mutable default arguments
ruff check --select B006
# Find deprecated type usage
ruff check --select UP006
# Security issues
ruff check --select S
# Code complexity
ruff check --select C901
# Find all TODOs
ruff check --select FIX # flake8-fixme
```
### Gradual Adoption
```bash
# Start with minimal rules
ruff check --select E,F
# Add bugbear
ruff check --select E,F,B
# Add import sorting
ruff check --select E,F,B,I --fix
# Add pyupgrade
ruff check --select E,F,B,I,UP --fix
# Generate baseline configuration
ruff check --select ALL --ignore <violations> > ruff-baseline.toml
```
### Refactoring Support
```bash
# Auto-fix all safe violations
ruff check --fix
# Preview changes before fixing
ruff check --diff | less
# Fix only imports
ruff check --select I --fix
# Modernize code
ruff check --select UP --fix
# Simplify comprehensions
ruff check --select C4,SIM --fix
```
## Plugin Configuration
### isort (Import Sorting)
```toml
[tool.ruff.lint.isort]
combine-as-imports = true
known-first-party = ["myapp"]
section-order = ["future", "standard-library", "third-party", "first-party", "local-folder"]
```
### flake8-quotes
```toml
[tool.ruff.lint.flake8-quotes]
docstring-quotes = "double"
inline-quotes = "single"
multiline-quotes = "double"
```
### pydocstyle
```toml
[tool.ruff.lint.pydocstyle]
convention = "google" # or "numpy", "pep257"
```
### pylint
```toml
[tool.ruff.lint.pylint]
max-args = 10
max-branches = 15
max-returns = 8
max-statements = 60
```
## Best Practices
**When to Use ruff check**
- Code quality enforcement
- Pre-commit validation
- CI/CD pipelines
- Refactoring assistance
- Security scanning
- Import organization
**Critical: Directory Parameters**
- ✅ **Always** pass directory as parameter: `ruff check services/orchestrator`
- ❌ **Never** use cd: `cd services/orchestrator && ruff check`
- Reason: Parallel execution, clearer output, tool compatibility
**Rule Selection Strategy**
1. Start minimal: `select = ["E", "F"]` (errors + pyflakes)
2. Add bugbear: `select = ["E", "F", "B"]`
3. Add imports: `select = ["E", "F", "B", "I"]`
4. Add pyupgrade: `select = ["E", "F", "B", "I", "UP"]`
5. Consider security: `select = ["E", "F", "B", "I", "UP", "S"]`
**Fixable vs Unfixable**
- Mark uncertain rules as `unfixable` to review manually
- Common unfixables: `B` (bugbear), `F` (pyflakes F401)
- Let ruff fix safe rules: `I` (isort), `UP` (pyupgrade)
**Common Mistakes to Avoid**
- Using `cd` instead of passing directory parameter
- Enabling ALL rules immediately (use gradual adoption)
- Not using `--diff` before `--fix`
- Ignoring rule explanations (`ruff rule <code>`)
- Not configuring per-file ignores for special cases
## Quick Reference
### Essential Commands
```bash
# Basic operations
ruff check # Lint current directory
ruff check path/to/dir # Lint specific directory
ruff check --diff # Show fix preview
ruff check --fix # Apply fixes
# Rule management
ruff rule --all # List all rules
ruff rule F401 # Explain rule F401
ruff linter # List all linters
# Output formats
ruff check --statistics # Show violation counts
ruff check --output-format json # JSON output
ruff check --output-format github # GitHub Actions format
# Selection
ruff check --select E,F,B # Select rules
ruff check --ignore E501 # Ignore rules
ruff check --extend-select UP # Extend selection
```
### Configuration Hierarchy
1. Command-line arguments (highest priority)
2. `ruff.toml` in current directory
3. `pyproject.toml` in current directory
4. Parent directory configs (recursive)
5. User config: `~/.config/ruff/ruff.toml`
### Common Rule Combinations
```bash
# Minimal safety
ruff check --select E,F
# Good default
ruff check --select E,F,B,I
# Comprehensive
ruff check --select E,F,B,I,UP,SIM
# Security-focused
ruff check --select E,F,B,S
# Docstring enforcement
ruff check --select D --config '[lint.pydocstyle]\nconvention = "google"'
```
This makes ruff check the preferred tool for fast, comprehensive Python code linting.
Files in this skill
- REFERENCE.md
- SKILL.md
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