neo-stop-slop SKILL.md skillA

neo-stop-slop from benknightdark/neo-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add benknightdark/neo-skills/neo-stop-slop@v1.1.0

Pins v1.1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
benknightdark/neo-skills
Path
skills/neo-stop-slop/SKILL.md
Versions recorded
3
Latest version
v1.1.0, committed Aug 17, 2026
First version recorded
May 25, 2026
Size
8,921 bytes
Repository stars
7
License
MIT

Use this skill when the user wants to polish, rewrite, shorten, or review prose so it sounds natural rather than AI-generated. Trigger for Traditional Chinese or English drafts, rough notes, source material, articles, technical docs, code comments, commit messages, PR descriptions, sales copy, or requests to remove AI tells, slop, fluff, or formulaic phrasing.

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

# Neo Stop Slop

`neo-stop-slop` is a writing skill for removing AI tells, filler, and formulaic verbosity from Chinese and English prose. It handles copy, technical drafts, code comments, Git commits, PR descriptions, and rough notes or source material that need to become clear, accurate articles.

It combines two core workflows: **Reviewer** for diagnosing text and **Generator** for rewriting it. Article Rewrite rules add source fidelity and Taiwan Traditional Chinese writing guidance where needed.

---

## Gotchas

*   **Over-shortening risk**: When rewriting, preserve all important technical details and facts. Removing AI tells means removing filler and decorative structure, not deleting substance.
*   **Article Rewrite fact boundary**: When handling drafts, notes, articles, or source material, use only information supplied and supported by the user. Do not add external context, data, causality, motives, impact, or unverified conclusions. Preserve uncertainty, attribution, and contradictions. See `references/article-rewrite.md` for the complete rules.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add benknightdark/neo-skills/neo-stop-slop@sha256:4a2d1f976da82001

The line at the top of this page pins the label v1.1.0, 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_sqio6a7c62huyetz.svg)](https://markdownregistry.com/a/art_sqio6a7c62huyetz)

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

Versions

The registry has recorded 3 versions of this file, between May 25, 2026 and Aug 17, 2026, about one every 42 days.

versioncommittedcommitsizeaudit
v1.1.0 latest2026-08-17 5917631 8,921 BA view · diff
v1.0.02026-05-31 de0cb05 7,230 BA view · diff
v1.0.02026-05-25 8043eae 7,319 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 (8921 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

benknightdark/neo-skills · 7 stars · license MIT · pushed 2026-10-25 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_sqio6a7c62huyetz
GET https://markdownregistry.com/api/v1/resolve?ref=benknightdark/neo-skills/neo-stop-slop
GET https://markdownregistry.com/api/v1/blob/4a2d1f976da82001391f9d82b2cca0356cf278706f5d8d549b60a41cdba90e9b

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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