ai-slop

A writing checker for Markdown files that detects common signs of AI-generated prose, such as filler phrases, emoji-heavy formatting, artificial vocabulary, and citation artifacts. It can audit text or explicitly rewrite detected problems.

In plain words
What is it for?
Use it to inspect repository Markdown for listed writing patterns, review findings with a judgment rubric, and clean them up when you explicitly request fixes.
Why use it?
It helps make checked-in documentation and other prose sound more natural and less machine-generated.

Plugin for Claude Code

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Claude Code
/plugin marketplace add melodic-software/claude-code-plugins
agentmods
npx agentmods add plugins/melodic-software/claude-code-plugins/ai-slop
Clone the repo
git clone --depth 1 https://github.com/melodic-software/claude-code-plugins

Made for: Claude Code.

Per session not measured What this adds to a session before it is invoked.
When invoked not measured Not applicable: nothing here is loaded into a session.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Security

Grade A, and why

ai-slop scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/ai-slop/.claude-plugin/plugin.json · 24 lines

What it actually says

{
  "$schema": "https://json.schemastore.org/claude-code-plugin-manifest.json",
  "name": "ai-slop",
  "version": "0.5.5",
  "description": "Detects and removes AI-writing tells (slop) in checked-in markdown prose: em dashes, emoji formatting, AI vocabulary, negative parallelisms, chatbot phrases, filler, stacked hedging, citation artifacts, model-era phrases, and the rest of a catalog distilled from Wikipedia's Signs of AI writing plus a repo-owned, evidence-graded inventory of current-generation model vocabulary. Read-only audit by default with a deterministic detector plus a judgment rubric; an explicit fix action rewrites findings behind a semantic-diff guard. Findings conform to the detector-findings convention so the review fanout fix relay can consume them.",
  "author": {
    "name": "Melodic Software",
    "email": "[email protected]"
  },
  "license": "MIT",
  "keywords": [
    "ai-slop",
    "ai-writing",
    "slop",
    "unslop",
    "em-dash",
    "emoji",
    "detector",
    "prose",
    "audit",
    "skill"
  ]
}
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. yesterday First seen · 24 lines scan A 83266a661609

Subscribe to this mod's changes

ai-slop is a plugin published in the GitHub repository melodic-software/claude-code-plugins (12 stars, last pushed yesterday), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.