ai-slop-cleaner SKILL.md skillA

ai-slop-cleaner from vibeeval/vibecosystem is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add vibeeval/vibecosystem/ai-slop-cleaner@git:20260328.603ff34

Pins git:20260328.603ff34 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
vibeeval/vibecosystem
Path
skills/ai-slop-cleaner/SKILL.md
Versions recorded
1
Latest version
git:20260328.603ff34, committed Mar 28, 2026
Size
13,080 bytes
Repository stars
539
License
MIT

Post-implementation cleanup that removes AI-generated bloat while preserving functionality. Runs pass-by-pass with test verification after each pass. Activate after kraken/spark complete a feature, or when a codebase needs hygiene work.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# AI Slop Cleaner

AI code generation produces working code. It also produces unnecessary code alongside it. This skill removes the unnecessary parts while keeping everything that matters.

## What Is "AI Slop"?

AI slop is code that:
- Works, but shouldn't exist
- Adds complexity without adding value
- Was clearly generated to pad a response rather than solve a problem
- Suggests the author wasn't thinking, just generating

Common slop categories and their signals:

| Category | Signal |
|----------|--------|
| Dead imports | Imported but never referenced in the file |
| Unused variables | Declared, never read |
| Commented-out code | Blocks of `// old code` or `/* removed */` |
| Debug remnants | `console.log`, `print()`, `debugger`, `fmt.Println` |
| Obvious comments | `// increment counter` above `count++` |
| Redundant JSDoc | `@param name - the name` above `name: string` |
| Premature abstractions | A factory that creates exactly one thing |
| One-use helpers | Private function called exactly once, trivially inlinable |
| Overly generic types | `<T extends object>` when `T` is always `User` |
| Over-parameterized | `fn(a, b, c, d, e)` where 4 params never vary |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add vibeeval/vibecosystem/ai-slop-cleaner@sha256:afaf01465972e9e5

The line at the top of this page pins the label git:20260328.603ff34, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_pd5qjgpjawqweqsx.svg)](https://markdownregistry.com/a/art_pd5qjgpjawqweqsx)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Mar 28, 2026.

versioncommittedcommitsizeaudit
git:20260328.603ff34 latest2026-03-28 603ff34 13,080 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (13080 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

vibeeval/vibecosystem · 539 stars · license MIT · pushed 2026-11-04 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_pd5qjgpjawqweqsx
GET https://markdownregistry.com/api/v1/resolve?ref=vibeeval/vibecosystem/ai-slop-cleaner
GET https://markdownregistry.com/api/v1/blob/afaf01465972e9e5c48e5f6d0169ae360ec3892fbbe50ad577f4eebb87b654ce

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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