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This skill helps you perform ultra-fast Python type checking with ty, enabling rapid diagnostics and IDE-friendly feedback.
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---
model: haiku
created: 2026-01-29
modified: 2026-01-29
reviewed: 2026-01-29
name: ty-type-checking
description: |
Python type checking with ty, Astral's extremely fast type checker (10-100x faster than mypy/Pyright).
Use when checking Python types, configuring type checking rules, or setting up type checking in projects.
Triggered by: ty, type checking, type errors, static analysis, mypy alternative, pyright alternative.
allowed-tools: Bash(ty *), Bash(python *), Bash(uv *), Read, Edit, Write, Grep, Glob, TodoWrite
---
# ty Type Checking
Expert knowledge for using `ty` as an extremely fast Python type checker from Astral (creators of uv and ruff).
## When to Use This Skill
| Use this skill when... | Use basedpyright instead when... | Use mypy instead when... |
|------------------------|----------------------------------|--------------------------|
| Want fastest type checking (10-100x faster) | Need strictest defaults out of box | Need extensive plugin ecosystem |
| Using Astral toolchain (uv, ruff) | Want Microsoft-backed alternative | Have legacy mypy configuration |
| Need excellent diagnostics | Need Pylance compatibility | Require mypy-specific plugins |
| Want incremental/watch mode | Team prefers Pyright conventions | Need Django/Pydantic mypy plugins |
| Setting up new Python project | Already using basedpyright | Existing mypy expertise |
## Core Expertise
**ty Advantages**
- Extremely fast (10-100x faster than mypy and Pyright)
- Written in Rust for performance
- Best-in-class diagnostic messages inspired by Rust compiler
- Incremental analysis optimized for IDE workflows
- Built-in LSP for editor integration
- First-class intersection types
- Advanced type narrowing and reachability analysis
- Part of Astral ecosystem (uv, ruff)
## Installation
### Via uv (Recommended)
```bash
# Install globally as tool
uv tool install ty@latest
# Run without installing
uvx ty check
# Install as dev dependency
uv add --dev ty
```
### Via pip
```bash
pip install ty
```
### VS Code Extension
Install the `astral-sh.ty` extension from the VS Code marketplace.
## Basic Usage
### Type Checking
```bash
# Check current directory
ty check
# Check specific files or directories
ty check src/
ty check src/ tests/
ty check path/to/file.py
# Verbose output
ty check --verbose
# Hide progress indicators
ty check --hide-progress
```
### Output Control
```bash
# Default output with diagnostics
ty check
# Hide progress spinners (useful for CI)
ty check --hide-progress
# Verbose mode for debugging
ty check --verbose
```
## Configuration
### pyproject.toml
```toml
[tool.ty]
# Python version targeting
python-version = "3.12"
# Files to exclude
exclude = [
"**/__pycache__",
"**/.venv",
"**/node_modules",
"tests/fixtures/**",
]
[tool.ty.rules]
# Configure rule severity: "error", "warn", or "ignore"
index-out-of-bounds = "error"
possibly-unbound = "warn"
unknown-type = "ignore"
```
### ty.toml (standalone)
```toml
# ty.toml takes precedence over pyproject.toml
python-version = "3.12"
exclude = [
"**/__pycache__",
"**/.venv",
]
[rules]
index-out-of-bounds = "error"
possibly-unbound = "warn"
```
### Configuration Hierarchy
1. Command-line arguments (highest priority)
2. `ty.toml` in current directory
3. `pyproject.toml` `[tool.ty]` section
4. User config: `~/.config/ty/ty.toml` (Linux) or `%APPDATA%\ty\ty.toml` (Windows)
5. ty defaults (lowest priority)
## CLI Options
### Core Options
| Flag | Description |
|------|-------------|
| `--python <VERSION>` | Python environment/version to use |
| `--project <PATH>` | Run within given project directory |
| `--config <PATH>` | Path to ty.toml configuration file |
| `--verbose` | Enable verbose output |
| `--hide-progress` | Hide progress spinners/bars |
### Rule Configuration
| Flag | Description |
|------|-------------|
| `--error <RULE>` | Treat rule as error severity |
| `--warn <RULE>` | Treat rule as warning severity |
| `--ignore <RULE>` | Ignore rule completely |
### File Selection
| Flag | Description |
|------|-------------|
| `--exclude <PATTERN>` | Glob patterns for files to exclude |
| `--respect-ignore-files` | Respect .gitignore (default) |
| `--no-respect-ignore-files` | Ignore .gitignore files |
## Editor Integration
### VS Code
1. Install extension: `astral-sh.ty`
2. ty provides LSP with:
- Real-time type checking
- Go to Definition
- Auto-complete with type hints
- Auto-import suggestions
- Rename symbol
- Inlay hints
- Semantic highlighting
### Neovim
```lua
-- Using nvim-lspconfig
require("lspconfig").ty.setup({
settings = {
ty = {
-- Configuration options
}
}
})
```
### PyCharm
ty provides a PyCharm plugin for IDE integration.
## CI Integration
### GitHub Actions
```yaml
name: Type Check
on: [push, pull_request]
jobs:
type-check:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- name: Install uv
uses: astral-sh/setup-uv@v2
with:
enable-cache: true
- name: Run ty
run: uvx ty check --hide-progress
```
### Pre-commit Hook
```yaml
# .pre-commit-config.yaml
repos:
- repo: https://github.com/astral-sh/ty
rev: v0.0.10
hooks:
- id: ty
```
### GitLab CI
```yaml
ty-check:
stage: test
image: python:3.12
before_script:
- pip install ty
script:
- ty check --hide-progress
```
## Common Patterns
### Quick Type Check
```bash
# Fast check of current project
ty check
# Check specific module
ty check src/api/
# Check with custom Python version
ty check --python 3.11
```
### Configuring Rule Severity
```bash
# Make specific rules errors
ty check --error index-out-of-bounds --error possibly-unbound
# Ignore noisy rules
ty check --ignore unknown-type
# Mix severities
ty check --error division-by-zero --warn possibly-unbound --ignore unknown-type
```
### Excluding Files
```bash
# Exclude test fixtures
ty check --exclude "tests/fixtures/**"
# Exclude multiple patterns
ty check --exclude "**/*_test.py" --exclude "**/conftest.py"
# Don't respect .gitignore
ty check --no-respect-ignore-files
```
## Comparison with Other Type Checkers
### Performance
| Type Checker | Relative Speed | Notes |
|--------------|----------------|-------|
| ty | 1x (baseline) | Fastest, Rust-based |
| Pyright | 10-60x slower | Good performance |
| mypy | 10-100x slower | Slower but mature |
In editor (after file edit):
- ty: ~5ms to recompute diagnostics
- Pyright: ~400ms
- mypy: Several seconds
### Feature Comparison
| Feature | ty | basedpyright | mypy |
|---------|----|--------------| -----|
| Speed | Fastest | Fast | Moderate |
| LSP | Built-in | Built-in | dmypy |
| Diagnostics | Excellent | Good | Basic |
| Plugin system | Limited | Limited | Extensive |
| Intersection types | First-class | Partial | Limited |
| Ecosystem | Astral (uv, ruff) | Microsoft | Standalone |
## Migration
### From mypy
```toml
# mypy.ini / [tool.mypy]
[mypy]
python_version = 3.12
strict = true
warn_unused_ignores = true
# Equivalent ty configuration
[tool.ty]
python-version = "3.12"
[tool.ty.rules]
# Configure equivalent strictness via rules
```
### From Pyright/basedpyright
```toml
# [tool.pyright] or [tool.basedpyright]
[tool.basedpyright]
pythonVersion = "3.12"
typeCheckingMode = "strict"
# Equivalent ty configuration
[tool.ty]
python-version = "3.12"
[tool.ty.rules]
# Configure strictness via rules
```
## Best Practices
### 1. Use with Astral Toolchain
```bash
# Combine with uv and ruff for complete workflow
uv init my-project && cd my-project
uv add --dev ty ruff
uv run ty check
uv run ruff check --fix
```
### 2. Configure Project-Level Settings
```toml
# pyproject.toml - recommended setup
[tool.ty]
python-version = "3.12"
exclude = [
"**/__pycache__",
"**/.venv",
"**/build",
"**/dist",
]
[tool.ty.rules]
# Start with defaults, adjust as needed
```
### 3. CI with Hide Progress
```bash
# Always use --hide-progress in CI for cleaner logs
ty check --hide-progress
```
### 4. Incremental Adoption
```bash
# Start by checking new code only
ty check src/new_module/
# Gradually expand coverage
ty check src/
```
## Agentic Optimizations
| Context | Command |
|---------|---------|
| Quick check | `ty check` |
| CI check | `ty check --hide-progress` |
| Verbose debug | `ty check --verbose` |
| Check module | `ty check src/module/` |
| Strict errors | `ty check --error possibly-unbound` |
| Ignore rule | `ty check --ignore unknown-type` |
## Quick Reference
### Essential Commands
```bash
# Basic type checking
ty check # Check current directory
ty check src/ # Check specific directory
ty check file.py # Check specific file
# Configuration
ty check --config ty.toml # Use custom config
ty check --python 3.12 # Specify Python version
# Output control
ty check --verbose # Verbose output
ty check --hide-progress # No progress indicators
# Rule control
ty check --error RULE # Treat as error
ty check --warn RULE # Treat as warning
ty check --ignore RULE # Ignore rule
# File selection
ty check --exclude "pattern" # Exclude files
```
### Minimal Configuration
```toml
# pyproject.toml
[tool.ty]
python-version = "3.12"
exclude = ["**/__pycache__", "**/.venv"]
```
## See Also
- **basedpyright-type-checking** - Alternative type checker with stricter defaults
- **ruff-linting** - Fast linting from same ecosystem
- **ruff-formatting** - Fast formatting from same ecosystem
- **python-development** - General Python development patterns
## References
- Official docs: https://docs.astral.sh/ty/
- GitHub: https://github.com/astral-sh/ty
- Blog announcement: https://astral.sh/blog/ty
- Playground: https://play.ty.dev/
This skill provides practical guidance for using ty, Astral's extremely fast Python type checker, to find and manage type issues in projects. It covers installation, core CLI commands, configuration options, editor and CI integration, and migration from mypy or Pyright. Use it to speed up static analysis and get precise diagnostics with minimal setup.
ty performs incremental static analysis of Python code using a Rust-based engine that prioritizes speed and high-quality diagnostics. It reads configuration from ty.toml or pyproject.toml, respects ignore patterns by default, and exposes CLI flags and rule controls to adjust severity. ty also exposes an LSP for editor integration and supports CI-friendly options like --hide-progress.
How do I target a specific Python version?
Use --python <VERSION> or set python-version in ty.toml or pyproject.toml (for example "3.12").
Which config takes precedence if multiple exist?
Priority is: CLI flags, ty.toml in current dir, pyproject.toml [tool.ty], user config (~/.config/ty/ or %APPDATA%\ty), then ty defaults.