npx skills add https://github.com/microsoft/github-copilot-for-azure --skill azure-aiHow Ruff Recursive Fix fits into a Paperclip company.
Ruff Recursive Fix drops into any Paperclip agent that handles this kind of work. Assign it to a specialist inside a pre-configured PaperclipOrg company and the skill becomes available on every heartbeat — no prompt engineering, no tool wiring.
Pre-configured AI company — 18 agents, 18 skills, one-time purchase.
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---name: ruff-recursive-fixdescription: Run Ruff checks with optional scope and rule overrides, apply safe and unsafe autofixes iteratively, review each change, and resolve remaining findings with targeted edits or user decisions.--- # 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: ```bash<ruff_cmd> check``` Formatter command: ```bash<ruff_cmd> format``` With optional target: ```bash<ruff_cmd> format <target_path>``` Add optional target: ```bash<ruff_cmd> check <target_path>``` Add optional overrides as needed: ```bash--select <codes>--ignore <codes>--extend-select <codes>--extend-ignore <codes>``` Examples: ```bash# Full project with defaults from pyproject.tomlruff check # One folder with defaultspython -m ruff check src/models # Override to skip docs and TODO-like rules for this runuv run ruff check src --extend-ignore D,TD # Check only selected rules in a folderruff 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."Add Educational Comments
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