ruff (Agent Skills)

# Ruff Repository

This repository contains both Ruff (a Python linter and formatter) and ty (a Python type checker). The crates follow a naming convention: `ruff_*` for Ruff-specific code and `ty_*` for ty-specific code. ty reuses several Ruff crates, including the Python parser (`ruff_python_parser`) and AST definitions (`ruff_python_ast`).

## Code Review Rules

When reviewing a branch or pull request, be deliberately nitpicky. Report not
only bugs and regressions, but also architectural and maintenance risks, weak
test coverage, unclear code, unnecessary complexity, and meaningful style or
consistency issues. Order findings by severity, cite files and lines, and
distinguish blockers from non-blocking improvements. Number each review point
for easy reference in subsequent review discussion.

During code review, check the proposed changes against all applicable code, test,
documentation, and architectural conventions in this `AGENTS.md`. Report
meaningful violations introduced by the changes; do not apply agent-only workflow
instructions to PR authors or flag unrelated pre-existing issues.

## Running Tests

Run all tests (using `nextest` for faster execution and setting `INSTA_FORCE_PASS=1 INSTA_UPDATE=always MDTEST_UPDATE_SNAPSHOTS=1` to ensure all snapshots are updated):

```sh
CARGO_PROFILE_DEV_OPT_LEVEL=1 CARGO_PROFILE_DEV_LTO=off INSTA_FORCE_PASS=1 INSTA_UPDATE=always CARGO_PROFILE_DEV_DEBUG="line-tables-only" MDTEST_UPDATE_SNAPSHOTS=1 cargo nextest run
```

File-watcher tests do not work inside the sandbox. It is usually unnecessary to run them locally before filing a change unless you are certain that the change affects file-watching behavior.

Run tests for a specific crate:

```sh
CARGO_PROFILE_DEV_OPT_LEVEL=1 CARGO_PROFILE_DEV_LTO=off INSTA_FORCE_PASS=1 INSTA_UPDATE=always CARGO_PROFILE_DEV_DEBUG="line-tables-only" MDTEST_UPDATE_SNAPSHOTS=1 cargo nextest run -p ty_python_semantic
```

Run a single mdtest file. The path to the mdtest file should be relative to the `crates/ty_python_semantic/resources/mdtest` folder. Include `--test mdtest` to avoid building unrelated test binaries:

```sh
CARGO_PROFILE_DEV_OPT_LEVEL=1 CARGO_PROFILE_DEV_LTO=off INSTA_FORCE_PASS=1 INSTA_UPDATE=always CARGO_PROFILE_DEV_DEBUG="line-tables-only" MDTEST_UPDATE_SNAPSHOTS=1 cargo nextest run -p ty_python_semantic --test mdtest -- mdtest::<path/to/mdtest_file.md>
```

To run a specific mdtest within a file, use a substring of the Markdown header text as `MDTEST_TEST_FILTER`. Only use this if it's necessary to isolate a single test case:

```sh
MDTEST_TEST_FILTER="<filter>" CARGO_PROFILE_DEV_OPT_LEVEL=1 CARGO_PROFILE_DEV_LTO=off INSTA_FORCE_PASS=1 INSTA_UPDATE=always CARGO_PROFILE_DEV_DEBUG="line-tables-only" MDTEST_UPDATE_SNAPSHOTS=1 cargo nextest run -p ty_python_semantic --test mdtest -- mdtest::<path/to/mdtest_file.md>
```

### Fallback without nextest

If `cargo nextest` is not available, use `cargo test` with the same environment variables:

```sh
# Run all tests.
CARGO_PROFILE_DEV_OPT_LEVEL=1 CARGO_PROFILE_DEV_LTO=off INSTA_FORCE_PASS=1 INSTA_UPDATE=always CARGO_PROFILE_DEV_DEBUG="line-tables-only" MDTEST_UPDATE_SNAPSHOTS=1 cargo test

# Run tests for a specific crate.
CARGO_PROFILE_DEV_OPT_LEVEL=1 CARGO_PROFILE_DEV_LTO=off INSTA_FORCE_PASS=1 INSTA_UPDATE=always CARGO_PROFILE_DEV_DEBUG="line-tables-only" MDTEST_UPDATE_SNAPSHOTS=1 cargo test -p ty_python_semantic

# Run a single mdtest file.
CARGO_PROFILE_DEV_OPT_LEVEL=1 CARGO_PROFILE_DEV_LTO=off INSTA_FORCE_PASS=1 INSTA_UPDATE=always CARGO_PROFILE_DEV_DEBUG="line-tables-only" MDTEST_UPDATE_SNAPSHOTS=1 cargo test -p ty_python_semantic --test mdtest -- <path/to/mdtest_file.md>

# Run a specific mdtest within a file.
MDTEST_TEST_FILTER="<filter>" CARGO_PROFILE_DEV_OPT_LEVEL=1 CARGO_PROFILE_DEV_LTO=off INSTA_FORCE_PASS=1 INSTA_UPDATE=always CARGO_PROFILE_DEV_DEBUG="line-tables-only" MDTEST_UPDATE_SNAPSHOTS=1 cargo test -p ty_python_semantic --test mdtest -- <path/to/mdtest_file.md>
```

### Snapshot updates

After running the tests, always review the contents of any snapshots that have been added or updated.

When running tests with `INSTA_FORCE_PASS=1`, check for `.pending-snap` files if any affected tests use inline snapshots.

Never edit snapshot files or inline snapshot bodies manually. Regenerate them by running the relevant tests with the snapshot-update environment variables documented above, then review the generated diff.

## Writing mdtests

- Write mdtests as readable, literate specifications, and minimize the context a reader must hold in mind. Prefer short, focused code blocks, and define types, fixtures, and helpers close to the assertions that use them. Give independent scenarios separate sibling Markdown test headings at the same level; only introduce child headings if any existing code beneath their parent is first moved into child sections. When scenarios need shared setup, interleave short prose-and-code blocks under the same heading. Code blocks for the same file within a section are concatenated, so do not repeat imports or definitions.
- Prioritize document structure and readability over avoiding duplicated setup. Add a test to an existing section when its heading accurately describes the new scenario, adding or improving introductory prose as needed; otherwise, create a separate sibling section, even if that requires repeating a small fixture.
- Introduce each scenario with a short prose paragraph explaining the code immediately below. Use clear, precise terminology. Avoid using jargon where it's unnecessary, and avoid inventing new jargon if there's an existing term of art used in that file. Avoid long paragraphs covering multiple scenarios followed by a single long code block.
- Minimize regression examples to the behavior under test. When adapting real-world code or an issue reproducer, remove incidental types, methods, type parameters, imports, and domain-specific details. Preserve complexity only when necessary to reproduce the regression or distinguish the intended behavior, and reuse nearby fixtures or simple built-in types when doing so keeps the test easy to understand.
- Prefer a minimal, purpose-built custom type over a standard-library type when a regression depends on particular attributes, methods, bounds, or constraints. Define the relevant behavior in the test so readers do not need to look up the standard-library type to understand the scenario. For commonly used standard-library types, consider adding a separate regression using the real type to protect against changes in typeshed.
- Place each mdtest in a file for the behavior it actually tests, and assert that behavior directly. Prefer an existing file when one already covers that behavior; create a new file when no existing file is a good fit. Do not choose a file solely because its directive or helper can express the assertion.

## Running Clippy

```sh
CARGO_PROFILE_DEV_OPT_LEVEL=1 CARGO_PROFILE_DEV_LTO=off CARGO_PROFILE_DEV_DEBUG="line-tables-only" cargo clippy --workspace --all-targets --all-features -- -D warnings
```

## Running Debug Builds

Use debug builds (not `--release`) when developing, as release builds lack debug assertions and have slower compile times.

Run Ruff:

```sh
CARGO_PROFILE_DEV_OPT_LEVEL=1 CARGO_PROFILE_DEV_LTO=off CARGO_PROFILE_DEV_DEBUG="line-tables-only" cargo run --bin ruff -- check path/to/file.py
```

Run ty:

```sh
CARGO_PROFILE_DEV_OPT_LEVEL=1 CARGO_PROFILE_DEV_LTO=off CARGO_PROFILE_DEV_DEBUG="line-tables-only" cargo run --bin ty -- check path/to/file.py
```

## Working on ty

The guidance in this section applies to edits to `ty*` crates, reviews of ty PRs, or other work when the ty type checker has been specifically mentioned by the user.

### Related skills

When the task matches a more specific ty workflow, also read and follow that skill from the repository root:

- Diagnostic changes, diagnostic message changes, or diagnostic reviews: `.agents/skills/adding-ty-diagnostics/SKILL.md`.
- Ecosystem report summaries: `.agents/skills/summarise-ecosystem-results/SKILL.md`.
- Reproducing, investigating, or minimizing ecosystem or primer differences: `.agents/skills/minimizing-ty-ecosystem-changes/SKILL.md`.

### Completion ranking

When changing ty autocomplete ranking, add or update evaluation fixtures under `crates/ty_completion_eval/truth/`. Extend an existing project when it is a good fit for the behavior being tested; otherwise, add a new one. Use `<CURSOR:expected_name>` directives to assert ranking, and include the expected module for auto-import completions. Add `completion.rs` unit tests only when the evaluation fixtures cannot adequately cover the behavior.

Regenerate and review the committed evaluation results after changing ranking behavior or fixtures:

```sh
CARGO_PROFILE_DEV_OPT_LEVEL=1 CARGO_PROFILE_DEV_LTO=off CARGO_PROFILE_DEV_DEBUG="line-tables-only" cargo run --package ty_completion_eval -- all --threshold 0.4 --tasks crates/ty_completion_eval/completion-evaluation-tasks.csv
```

To inspect one evaluation task, run `cargo run --package ty_completion_eval -- show-one <fixture-name> --file-name <file-name> --index <cursor-index>`.

### Ad hoc reproductions

When running ty against a temporary Python reproduction file, create it outside the Ruff checkout (for example, under `/tmp`). A file inside the checkout discovers Ruff's root `pyproject.toml`, whose `requires-python = ">=3.7"` causes ty to infer Python 3.7 as the default Python version.

### PR conventions

When working on ty, PR titles should start with `[ty]`. Add the `ty` GitHub label if you have permission to do so;
if you don't, however, automation should add it anyway, so there's no need to worry about it. Similarly, add the `server`
label if your change only affects the LSP server and you have permission to add that label.

### The `db` parameter

For free functions and associated functions without a `self` parameter, `db` should be the first parameter. For methods with a `self` parameter, `db` should come immediately after `self`.

### Salsa tips

#### Tracked functions and methods

Adding `#[salsa::tracked]` to a function or method means that the Salsa framework will cache the function/method.
This can sometimes be done for performance reasons, and can also be done to ensure incremental computation in an
IDE context.

Methods that access `.node()` should usually be `#[salsa::tracked]`, or ty's incrementality will suffer:
we don't want to accidentally introduce a dependency on module `a`'s AST in a Salsa query that would be
called when type-checking module `b`. Prefer higher-level semantic APIs over raw AST access where possible,
but ask for guidance from the user if this would require significant refactoring.

#### Reduce memory usage where possible

For Salsa-cached values, avoid retaining excess collection capacity. Prefer boxed slices; otherwise shrink collections that may have spare capacity before returning them. In particular, inspect `HashMap` and `HashSet` values constructed via `extend`, `collect`, explicit reservation, or removal, since those operations can leave capacity that insert-only construction does not.

Salsa caching can occur due to a function/method having `#[salsa::tracked]` on it, or due to a struct with `#[salsa::interned]` being constructed.

## Generated Release Workflow

Parts of `.github/workflows/release.yml` are generated by cargo-dist from `dist-workspace.toml`. Before editing the release workflow, check whether the relevant section is generated. Prefer changing `dist-workspace.toml` or the referenced reusable workflow instead of editing generated YAML. After modifying cargo-dist configuration, regenerate the workflow with the cargo-dist version pinned in `dist-workspace.toml` and inspect the resulting diff to ensure the change will survive future regenerations.

## Development Guidelines

- All significant changes must be tested. Add or update focused tests for semantic changes when existing coverage does not already establish the intended behavior.
- Look to see if your tests could go in an existing file before adding a new file for your tests.
- Get your tests to pass. If you didn't run the tests, your code does not work.
- Follow existing code style. Check neighboring files for patterns.
- Prefer narrow visibility by default because this workspace is generally its own consumer. However, do not add workarounds solely to avoid `pub`: make an item public when another workspace crate needs it and that produces the cleaner implementation.
- Rust imports should always go at the top of the file, never locally in functions.
- Run `uv run --only-group dev --locked prek` at the end of a task if you changed files in the repo. This includes changes such as rebases or addressing review comments. Use `uv run --only-group dev --locked prek run --files <path1> <path2>` and pass every file you changed. This keeps the hook run independent of staged state and avoids sweeping unrelated changes. Use `uv run --only-group dev --locked prek run --all-files` when a full-repository hook sweep is specifically needed.
- Before writing significant amounts of new code, look for existing utilities or mechanisms that could solve the problem. Avoid expanding the task to unrelated issues, but do not confuse keeping the task focused with minimizing the size of the implementation. Prefer addressing the underlying architectural problem over adding a localized workaround, even when doing so requires a substantial refactor or rearchitecture. Ask the user for guidance if in doubt about whether to attempt a larger refactor or not.
- Try hard to avoid patterns that require `panic!`, `unreachable!`, `.unwrap()` or `.expect()`. Instead, try to encode those constraints in the type system. Don't be afraid to write code that's more verbose or requires largeish refactors if it enables you to avoid these unsafe calls.
- Prefer let chains (`if let` combined with `&&`) and let guards (`PAT if let ... =>`) over nested `if let` statements to reduce indentation and improve readability. At the end of a task, always check your work to see if you missed opportunities to use `let` chains or `let` guards.
- If you _have_ to suppress a Clippy lint, prefer to use `#[expect()]` over `[allow()]`, where possible. But if a lint is complaining about unused/dead code, it's usually best to just delete the unused code.
- Don't use comments to narrate code, but do use them to explain invariants and why something unusual was done a particular way. Make sure that a comment will make sense to somebody who's reading the code for the first time. Prefer plain language, avoid jargon, and don't be afraid to be more verbose if it's necessary to explain something well. Giving examples of the kind of Python code we're trying to model at this particular point in Ruff or ty can often be very helpful for future readers of the code.
- Run `CARGO_PROFILE_DEV_OPT_LEVEL=1 CARGO_PROFILE_DEV_LTO=off CARGO_PROFILE_DEV_DEBUG="line-tables-only" cargo dev generate-all` after changing configuration options, CLI arguments, lint rules, or environment variable definitions, as these changes require regeneration of schemas, docs, and CLI references.
- Don't prefix tests with `test_`.
- Don't separate struct definitions from their `impl` blocks unless the `impl` is deliberately placed in a separate file, as for large structs.
- Avoid running `uv run` for any scripts from the repository root unless you use `--no-project`, `--script` or similar. Using `uv run` from the Ruff repo root without these flags will build Ruff from source, which is very slow and usually unnecessary.