stop-slop SKILL.md skillA

stop-slop from tdimino/claude-code-minoan is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add tdimino/claude-code-minoan/stop-slop@git:20260416.4e43d41

Pins git:20260416.4e43d41 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
tdimino/claude-code-minoan
Path
skills/core-development/stop-slop/SKILL.md
Versions recorded
2
Latest version
git:20260416.4e43d41, committed Apr 16, 2026
First version recorded
Apr 6, 2026
Size
4,005 bytes
Repository stars
41
License
MIT

Strip AI writing patterns from prose across five registers — casual, professional, academic, technical, and narrative. Applies 200+ pattern rules to eliminate predictable LLM tells. Triggers on clean up writing, remove AI slop, edit prose, make this sound less AI.

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

# Stop Slop

Eliminate predictable AI writing patterns. Produce clear, specific, human-sounding prose across any register.

## Step 1: Detect register

Infer the register from context before applying rules. Different registers tolerate different patterns.

| Signal | Register |
|--------|----------|
| Citations, methodology, "we hypothesize" | `academic` |
| API docs, READMEs, changelogs, error messages | `technical` |
| Fiction, essays, memoir, creative nonfiction | `narrative` |
| Blog posts, social media, emails | `casual` |
| Reports, proposals, business comms | `professional` |

If the user specifies a register, use it. See [references/registers.md](references/registers.md) for per-register acceptable vs. flagged patterns.

## Step 2: Remove slop

Apply these rules, adjusted for register:

1. **Cut filler phrases and AI vocabulary.** Remove throat-clearing openers, chatbot artifacts, significance inflation, and words that appear 100-1,000x more in LLM output than human text. See [references/phrases.md](references/phrases.md).
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add tdimino/claude-code-minoan/stop-slop@sha256:171e2d37663832ff

The line at the top of this page pins the label git:20260416.4e43d41, 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_bou6xacl6eoxaya6.svg)](https://markdownregistry.com/a/art_bou6xacl6eoxaya6)

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

Versions

The registry has recorded 2 versions of this file, between Apr 6, 2026 and Apr 16, 2026, about one every 10 days.

versioncommittedcommitsizeaudit
git:20260416.4e43d41 latest2026-04-16 4e43d41 4,005 BA view · diff
git:20260406.65c1e202026-04-06 65c1e20 3,973 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 (4005 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

tdimino/claude-code-minoan · 41 stars · license MIT · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_bou6xacl6eoxaya6
GET https://markdownregistry.com/api/v1/resolve?ref=tdimino/claude-code-minoan/stop-slop
GET https://markdownregistry.com/api/v1/blob/171e2d37663832ff0d956d97ac03e1408488ce4df663063dd76a3975782ac7f7

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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Every file in tdimino/claude-code-minoan

Other files named stop-slop

stop-slop SKILL.md skill
b-mendoza/agent-skills · .agents/skills/stop-slop/SKILL.md · Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.
git:20260728.e5bfc3a · audit A · 3 stars

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