slop-sweep

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Structured scan for AI-slop code patterns across backend + frontend. Use when the user says "run /slop-sweep", asks to review recent diffs for AI-generated cruft, or wants to sweep the tree for banner comments / as-unknown-as casts / stacked any-suppressions / mock-data imports in production.

pablo-health By pablo-health schedule Updated 4/23/2026

name: slop-sweep description: Structured scan for AI-slop code patterns across backend + frontend. Use when the user says "run /slop-sweep", asks to review recent diffs for AI-generated cruft, or wants to sweep the tree for banner comments / as-unknown-as casts / stacked any-suppressions / mock-data imports in production. tools: [Read, Bash, Glob]

Slop Sweep

Seven-check sweep for the low-signal patterns that show up in AI-generated diffs. Output is a prioritized findings list — high-severity first (guardrail violations), low-severity last (chatter).

How to run

python .claude/skills/slop-sweep/check.py

Checks

# Severity Pattern Why it matters
1 HIGH Underscore-prefixed Depends(...) parameters in backend/app/routes/ Silences linters on audit/http_request — CLAUDE.md guardrail #2.
2 HIGH mockData imports in non-test frontend files CLAUDE.md guardrail #6 — mock data must never ship.
3 MED as unknown as X casts in TypeScript Usually a shortcut past real typing; CLAUDE.md guardrail #7.
4 MED @typescript-eslint/no-explicit-any stacked ≥2× in one file Three or more identical casts is a refactor obligation, not a lint exception (guardrail #7).
5 MED Hardcoded hex colors (#abc123) outside tailwind.config.ts Pablo uses the design-system palette; raw hex is usually slop.
6 LOW Banner comments (# ==== FOO ====, // ==== FOO ====) No semantic value; AI padding.
7 LOW // TODO: consider... / # TODO: consider... without an issue link Unactionable chatter.

Output

Grouped by severity, one finding per line (file:line pattern snippet), followed by a totals row. Exit code 1 if any HIGH finding, otherwise 0 (MED/LOW are reported but don't fail the command — they're for review).

Scope

  • Backend: backend/app/**/*.py
  • Frontend: frontend/src/**/*.{ts,tsx} and frontend/app/**/*.{ts,tsx}
  • Ignores node_modules/, .next/, dist/, build/, __pycache__/, and any file under a test/ or tests/ directory (for the mockData check only).
Install via CLI
npx skills add https://github.com/pablo-health/pablo --skill slop-sweep
Repository Details
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