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Ruff Recursive Fix

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Enhance code quality with iterative Ruff checks and fixes.

by github37.7k stars on github/awesome-copilot
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Updated Aug 10, 2026
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Free · Opens the source repo

What Ruff Recursive Fix does

Ruff Recursive Fix is a skill designed for developers who want to maintain high code quality using Ruff, a fast Python linter. This skill provides an iterative workflow that allows users to run checks, apply autofixes, and review changes in a controlled manner. By offering options to limit the scope of checks and customize rule enforcement, it caters to various project needs, ensuring that code adheres to specified standards without overwhelming the user with changes.

The skill begins with a baseline analysis, running Ruff checks on the specified target path. Findings are categorized into safe and unsafe autofixable issues, as well as those requiring manual intervention. Users can opt to apply safe autofixes first, reviewing diffs for correctness before proceeding to unsafe fixes, if allowed. This structured approach minimizes the risk of introducing errors while enhancing the codebase.

Ruff Recursive Fix also emphasizes user involvement in decision-making. When ambiguities arise, the skill prompts the user for input rather than making assumptions. This feature is crucial for maintaining code integrity, especially when multiple valid solutions exist. Additionally, the skill provides guidelines for judicious use of inline suppression comments, ensuring that any exceptions to the rules are well-documented and justified.

Overall, Ruff Recursive Fix is ideal for developers looking to enforce coding standards in a systematic way, making it easier to manage code quality and maintainability across projects.

When to use it

Use this skill when you need to enforce coding standards in Python projects with Ruff, especially when working with large codebases or multiple files.

When not to use it

Avoid this skill if you require a simple one-time check without iterative fixes, or if you prefer a more hands-off approach to code quality enforcement.

What you can build with it

Run checks on the entire project

Execute Ruff checks across the whole repository to ensure overall code quality and identify all potential issues.

Limit checks to a specific folder

Focus on a particular module or directory, applying only relevant checks and fixes to streamline the review process.

Customize rule enforcement

Override default rules to ignore specific issues or enforce additional checks, adapting the linting process to your project's requirements.

How to install Ruff Recursive Fix

View source

1. Install with the skills CLI

npx skills add github/awesome-copilot/ruff-recursive-fix --agent claude-code

2. Or install it manually

Download the skill folder and drop it into ~/.claude/skills/ for all projects, or .claude/skills/ to scope it to one repo. Restart Claude Code so it picks up the new skill.

Anthropic's agentic coding CLI, and the reference implementation of Agent Skills. Drop a skill folder into ~/.claude/skills and Claude Code loads it automatically whenever a task matches the skill's description. Claude Code docs

Inside SKILL.md

Written by github

Ruff Recursive Fix

Overview

Use this skill to enforce code quality with Ruff in a controlled, iterative workflow. It supports:

  • Optional scope limitation to a specific folder.
  • Default project settings from pyproject.toml.
  • Flexible Ruff invocation (uv, direct ruff, python -m ruff, or equivalent).
  • Optional per-run rule overrides (--select, --ignore, --extend-select, --extend-ignore).
  • Automatic safe then unsafe autofixes.
  • Diff review after each fix pass.
  • Recursive repetition until findings are resolved or require a decision.
  • Judicious use of inline # noqa only when suppression is justified.

Inputs

Collect these inputs before running:

  • target_path (optional): folder or file to check. Empty means whole repository.
  • ruff_runner (optional): explicit Ruff command prefix (for example uv run, ruff, python -m ruff, pipx run ruff).
  • rules_select (optional): comma-separated rule codes to enforce.
  • rules_ignore (optional): comma-separated rule codes to ignore.
  • extend_select (optional): extra rules to add without replacing configured defaults.
  • extend_ignore (optional): extra ignored rules without replacing configured defaults.
  • allow_unsafe_fixes (default: true): whether to run Ruff unsafe fixes.
  • ask_on_ambiguity (default: true): always ask the user when multiple valid choices exist.

Command Construction

Build Ruff commands from inputs.

0. Resolve Ruff Runner

Determine a reusable ruff_cmd prefix before building commands.

Resolution order:

  1. If ruff_runner is provided, use it as-is.
  2. Else if uv is available and Ruff is managed through uv, use uv run ruff.
  3. Else if ruff is available on PATH, use ruff.
  4. Else if Python is available and Ruff is installed in that environment, use python -m ruff.
  5. Else use any project-specific equivalent that invokes installed Ruff (for example pipx run ruff), or stop and ask the user.

Use the same resolved ruff_cmd for all check and format commands in the workflow.

Base command:

<ruff_cmd> check

Formatter command:

<ruff_cmd> format

With optional target:

<ruff_cmd> format <target_path>

Add optional target:

<ruff_cmd> check <target_path>

Add optional overrides as needed:

--select <codes>
--ignore <codes>
--extend-select <codes>
--extend-ignore <codes>

Examples:

# Full project with defaults from pyproject.toml
ruff check

# One folder with defaults
python -m ruff check src/models

# Override to skip docs and TODO-like rules for this run
uv run ruff check src --extend-ignore D,TD

# Check only selected rules in a folder
ruff check src/data --select F,E9,I

Workflow

1. Baseline Analysis

  1. Run <ruff_cmd> check with the selected scope and options.
  2. Classify findings by type:
    • Autofixable safe.
    • Autofixable unsafe.
    • Not autofixable.
  3. If no findings remain, stop.

2. Safe Autofix Pass

  1. Run Ruff with --fix using the same scope/options.
  2. Review resulting diff carefully for semantic correctness and style consistency.
  3. Run <ruff_cmd> format on the same scope.
  4. Re-run <ruff_cmd> check to refresh remaining findings.

3. Unsafe Autofix Pass

Run only if findings remain and allow_unsafe_fixes=true.

  1. Run Ruff with --fix --unsafe-fixes using the same scope/options.
  2. Review resulting diff carefully, prioritizing behavior-sensitive edits.
  3. Run <ruff_cmd> format on the same scope.
  4. Re-run <ruff_cmd> check.

4. Manual Remediation Pass

For remaining findings:

  1. Fix directly in code when there is a clear, safe correction.
  2. Keep edits minimal and local.
  3. Run <ruff_cmd> format on the same scope.
  4. Re-run <ruff_cmd> check.

5. Ambiguity Policy

If there are multiple valid solutions at any step, always ask the user before proceeding. Do not choose silently between equivalent options.

6. Suppression Decision (# noqa)

Use suppression only when all conditions are true:

  • The rule conflicts with required behavior, public API, framework conventions, or readability goals.
  • Refactoring would be disproportionate to the value of the rule.
  • The suppression is narrow and specific (single line, explicit code when possible).

Guidelines:

  • Prefer # noqa: <RULE> over broad # noqa.
  • Add a brief reason comment for non-obvious suppressions.
  • If two or more valid outcomes exist, always ask the user which option to prefer.

7. Recursive Loop and Stop Criteria

Repeat steps 2 to 6 until one of these outcomes:

  • <ruff_cmd> check returns clean.
  • Remaining findings require architectural/product decisions.
  • Remaining findings are intentionally suppressed with documented rationale.
  • Repeated loop makes no progress.

Each loop iteration must include <ruff_cmd> format before the next <ruff_cmd> check.

When no progress is detected:

  1. Summarize blocked rules and affected files.
  2. Present valid options and trade-offs.
  3. Ask the user to choose.

Quality Gates

Before declaring completion:

  • Ruff returns no unexpected findings for the chosen scope/options.
  • All autofix diffs are reviewed for correctness.
  • No suppression is added without explicit justification.
  • Any unsafe fix with possible behavioral impact is highlighted to the user.
  • Ruff formatting is executed in every iteration.

Output Contract

At the end of execution, report:

  • Scope and Ruff options used.
  • Number of iterations performed.
  • Summary of fixed findings.
  • List of manual fixes.
  • List of suppressions with rationale.
  • Remaining findings, if any, and required user decisions.

Suggested Prompt Starters

  • "Run ruff-recursive-fix on the whole repo with default config."
  • "Run ruff-recursive-fix only on src/models, ignore DOC rules."
  • "Run ruff-recursive-fix on tests with select F,E9,I and no unsafe fixes."
  • "Run ruff-recursive-fix on src/data and ask me before adding any noqa."

Frequently asked questions about Ruff Recursive Fix

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