---
title: "Ruff Recursive Fix - Air Market"
description: "Your Python linter is reporting a pile of problems and not all of them fix themselves. This runs the checks, applies the automatic fixes over and over, walks you through what changed, and then handle…"
canonical: "https://airmarket.ai/app/ruff-recursive-fix"
---

[Air Market](/) / [Developer Tools](/category/devtools) / Ruff Recursive Fix

Skill by [GitHub](/@github)

# Ruff Recursive Fix

Work through Python lint findings until nothing is left

## What this does

Your Python linter is reporting a pile of problems and not all of them fix themselves. This runs the checks, applies the automatic fixes over and over, walks you through what changed, and then handles whatever is left with direct edits or by asking you. Reach for it when the list is too long to work through by hand.

### Top 3 things it does for you

- Clean up Ruff findings in this code
- Apply the autofixes and show me each one
- Narrow the check to certain files or rules

## Information

**Ruff Recursive Fix at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [GitHub](/@github) |
| Category | [Developer Tools](/category/devtools) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 6 KB |
| Licence | MIT |
| Repository | [github/awesome-copilot](https://github.com/github/awesome-copilot/tree/90921cc46f4e452ea379e70884d60ec25263f16a/skills/ruff-recursive-fix) |
| GitHub stars | 38,187 (as of Nov 2026) |
| Installs | 1,526, counted by skills.sh (Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Ruff Recursive Fix and flagged nothing. AIR's verdict: **safe**.

**What Ruff Recursive Fix's check was run against**

|  |  |
| --- | --- |
| Commit | 90921cc46f4e452ea379e70884d60ec25263f16a |
| Content hash | e0c4c89e386b4f26348b86149d93dccb6e8d5c4bf3d362a869656b8de060a9e5 |
| Files read | [Browse the files at this exact commit](https://github.com/github/awesome-copilot/blob/90921cc46f4e452ea379e70884d60ec25263f16a/skills/ruff-recursive-fix/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Ruff Recursive Fix](/security/ruff-recursive-fix)

## About Ruff Recursive Fix

This runs Ruff checks, with scope and rule overrides if you want to narrow what gets examined. Safe and unsafe autofixes are applied iteratively rather than in a single pass.

Each change is reviewed as it goes. Whatever findings remain after the automatic fixes are resolved with targeted edits, or brought to you for a decision.

## What's inside

- SKILL.md - instructions

## Questions

### Is Ruff Recursive Fix safe to install?

AIR scanned this exact version of Ruff Recursive Fix and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 90921cc46f4e, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/ruff-recursive-fix.

### How do I install Ruff Recursive Fix?

Open https://airmarket.ai/app/ruff-recursive-fix on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/github/awesome-copilot/tree/90921cc46f4e452ea379e70884d60ec25263f16a/skills/ruff-recursive-fix. Install from that link, not the branch.

## Related on Air Market

- [More Developer Tools listings](/category/devtools)
- [Everything by GitHub](/@github)

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Canonical URL: <https://airmarket.ai/app/ruff-recursive-fix>
