ty: Python Type Checker & Language Server
ty (v0.0.34, May 2026) is Astral's Rust-based Python type checker and language server. Beta status: 0.0.x versioning, breaking changes between versions, and no stable API yet. Astral reports 10-100x faster checks than mypy and Pyright on large projects.
Formerly "Red-Knot", renamed May 2025, extracted from the ruff repo to astral-sh/ty.
When to Use ty
[tool.ty]section inpyproject.tomlorty.tomlexists- Type checking Python code in any project
- Setting up an LSP for Python in your editor
When to wait: Projects heavily dependent on mypy plugins (Pydantic, Django, SQLAlchemy). ty has no plugin system and no plans to add one, first-class framework support is the stated approach instead.
How to Invoke
uvx ty check # One-off (latest)
uv run ty check # Project dependency
ty check # Global install
CLI Commands
# Type checking
ty check # Check current directory
ty check path/to/file.py # Specific file
ty check src/ tests/ # Multiple directories
# Rule severity
ty check --error unresolved-import
ty check --warn division-by-zero
ty check --ignore unresolved-attribute
# Python targeting
ty check --python-version 3.12
ty check --python-platform linux
ty check --python .venv/bin/python
# Output formats
ty check --output-format full # Rich diagnostics (default)
ty check --output-format concise # One line per error
ty check --output-format github # GitHub Actions annotations
ty check --output-format gitlab # GitLab Code Quality
ty check --output-format junit # JUnit XML
# Watch mode
ty check --watch # Re-check on file changes
ty check -W # Short form
# Migration helper
ty check --add-ignore # Auto-add ty: ignore comments for all errors
# Introspection
ty explain rule # List all rules
ty explain rule invalid-assignment # Explain specific rule
# Language server
ty server # Start LSP
Exit Codes
| Code | Meaning |
| ---- | ------------------------------------------------------------ |
| 0 | No errors (warnings don't count unless --error-on-warning) |
| 1 | Type errors found |
| 2 | CLI/configuration error |
Configuration
ty reads from ty.toml (takes precedence) or pyproject.toml under [tool.ty].
[tool.ty.environment]
python-version = "3.12" # 3.7-3.15 allowed; unset falls back to 3.14
python-platform = "linux" # win32|darwin|android|ios|linux|all
python = ".venv" # Path to environment/interpreter
root = ["src"] # First-party module discovery
extra-paths = [] # Additional resolution paths
[tool.ty.rules]
unresolved-import = "error"
division-by-zero = "ignore"
possibly-unresolved-reference = "warn"
[tool.ty.analysis]
allowed-unresolved-imports = ["mypackage._internal.*"]
replace-imports-with-any = ["legacy_lib.*"]
respect-type-ignore-comments = true
[tool.ty.src]
include = ["src/**/*.py"]
exclude = ["**/migrations/**"]
respect-ignore-files = true
[tool.ty.terminal]
output-format = "full"
error-on-warning = false
Per-File Overrides
[[tool.ty.overrides]]
include = ["tests/**", "**/test_*.py"]
[tool.ty.overrides.rules]
possibly-unresolved-reference = "warn"
unresolved-attribute = "ignore"
Suppression Comments
# Preferred: rule-specific
x = foo # ty: ignore[possibly-unresolved-reference]
# Broad (discouraged)
x = foo # ty: ignore
# Legacy (honored by default, configurable)
x = foo # type: ignore
Rule: Fix type errors instead of suppressing. Only add ignore comments when explicitly requested. Always prefer rule-specific ignores.
What Makes ty Unique
Unknown vs Any
ty distinguishes between Any (deliberate opt-out) and Unknown (inferred gap). This is the "gradual guarantee", all code is checked, but unknowns are treated permissively rather than skipped entirely (mypy skips unannotated functions by default).
Intersection Types
ty supports A & B intersection types natively, not available in mypy or pyright.
Fine-Grained Incrementality
Built on Salsa (same framework as rust-analyzer). Changing one function re-parses only that function and its dependents, not the entire file. This powers sub-millisecond editor responses.
Performance
| Project | ty | pyright | mypy | | --------------------- | --------- | ------- | ------ | | home-assistant (cold) | 2.19s | 19.62s | 45.66s | | PyTorch (cold) | 4.04s | 262.74s | — | | PyTorch (incremental) | 4.7ms | 386ms | — |
Editor/LSP Setup
ty ships a full LSP with go-to-definition, find references, auto-complete with auto-import, rename, inlay hints, and hover.
VS Code: Install astral-sh.ty extension.
Neovim (>=0.11):
vim.lsp.config('ty', { settings = { ty = {} } })
vim.lsp.enable('ty')
Neovim (<0.11):
require('lspconfig').ty.setup({ settings = { ty = {} } })
Zed: Built-in, enable in settings:
{ "languages": { "Python": { "language_servers": ["ty", "ruff"] } } }
PyCharm: Native support in 2025.3+.
Any LSP client: Run ty server and connect.
Integration with Ruff
ty and ruff are complementary:
| Tool | Role | | -------- | -------------------------------------------------- | | ruff | Linting (style, correctness, imports) + formatting | | ty | Type checking + language server |
ty has no strict mode for requiring annotations. Use ruff's ANN001/ANN201 rules instead. Both LSPs can run simultaneously in editors.
Current Limitations (Beta)
| Limitation | Impact | Workaround |
| ---------------------------------- | ----------------------------------------- | -------------------------------------- |
| No plugin system | No Pydantic/Django/SQLAlchemy plugins | Wait for first-class framework support |
| No strict mode | Can't require annotations | Use ruff ANN rules |
| No pre-commit hook | Must set up manually | uvx ty check in custom hook |
| No TypeVarTuple/Unpack | NumPy/tensor typing limited | Use mypy for these |
| No TypedDict functional syntax | TD = TypedDict("TD", ...) not supported | Use class syntax |
| Beta stability | Breaking changes between versions | Pin version, test upgrades |
| Script deps ignored | PEP 723 inline metadata not recognized | Run ty in project context |
| Limited monorepo support | No automatic multi-root discovery | Configure root paths manually |
For the full type system feature matrix, see references/type-system.md.
For detailed migration tables from mypy/pyright, see references/migration.md.
Migration Strategy
Quick Start (Parallel Adoption)
- Run
ty check --add-ignoreto auto-suppress all current errors as baseline - Add ty to CI as non-blocking alongside existing type checker
- Gradually remove
ty: ignorecomments - Switch ty to blocking once comfortable
From mypy
mypy . -> ty check
mypy --strict . -> ty check --error-on-warning # (partial)
mypy -p mypackage -> ty check src/mypackage/ # paths, not modules
mypy --python-version 3.11 -> ty check --python-version 3.11
From pyright
pyright . -> ty check
pyright path/to/file.py -> ty check path/to/file.py
Anti-Patterns
| Anti-Pattern | Fix |
| --------------------------------------------------- | ------------------------------------------------------------ |
| Blanket # ty: ignore everywhere | Fix errors or use rule-specific ignores |
| Using # type: ignore in new code | Use # ty: ignore[rule-name] |
| Expecting mypy plugin behavior | Check limitation table; wait for framework support if needed |
| Running ty on unannotated code expecting strictness | Add ruff ANN rules for annotation enforcement |
| Pinning to latest without testing | Pin version in CI, test upgrades deliberately |
What This Skill is NOT
- Not a replacement for
ty explain rule <name>for rule details - Not for linting or formatting (use ruff)
- Not for package management (use uv)
- Not a mypy drop-in replacement yet (plugin gap, beta stability)