deslop SKILL.md skillA

deslop from understudylabs/orchestra-agent-tools is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add understudylabs/orchestra-agent-tools/deslop@git:20260812.510c636

Pins git:20260812.510c636 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
understudylabs/orchestra-agent-tools
Path
skills/deslop/SKILL.md
Versions recorded
1
Latest version
git:20260812.510c636, committed Aug 12, 2026
Size
8,367 bytes
Repository stars
19
License
MIT

Use when a user asks to "deslop", "de-AI", "make it sound human", remove AI patterns or tropes, clean up AI writing, review prose for authenticity, or draft substantial natural-sounding prose. Applies to papers, articles, memos, reports, newsletters, cover letters, and other edited writing.

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

# Deslop: Remove AI Writing Patterns from Prose

Strip predictable AI patterns from writing. Make prose sound like a specific human wrote it, not like a language model generated it.

## Safety Gates

Preserve the author's meaning, factual claims, citations, uncertainty, and
voice. Do not invent sources, evidence, quotations, or personal experiences to
make prose feel human. Flag a claim that needs verification instead of quietly
strengthening, weakening, or deleting it.

## When to Apply

- Any request to "make it sound human" or "deslop" writing
- Any prose (articles, blog posts, essays, memos, newsletters, reports) or scientific writing (manuscripts, abstracts, cover letters, grant narratives, discussion sections, peer review responses) where the user wants it to sound natural rather than AI-generated
- Editing or revising existing text where the user wants it to sound natural rather than AI-generated
- Reviewing text for AI tells

## Core Rules

### 1. Cut filler phrases
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add understudylabs/orchestra-agent-tools/deslop@sha256:e575c03cb1c48baa

The line at the top of this page pins the label git:20260812.510c636, 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_klki5oh2ca36wonx.svg)](https://markdownregistry.com/a/art_klki5oh2ca36wonx)

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

Versions

The registry has recorded 1 version of this file, committed on Aug 12, 2026.

versioncommittedcommitsizeaudit
git:20260812.510c636 latest2026-08-12 510c636 8,367 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 (8367 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

understudylabs/orchestra-agent-tools · 19 stars · license MIT · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_klki5oh2ca36wonx
GET https://markdownregistry.com/api/v1/resolve?ref=understudylabs/orchestra-agent-tools/deslop
GET https://markdownregistry.com/api/v1/blob/e575c03cb1c48baa5cea4e665b22927396d11e727396ba6b44850dba71be607f

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 understudylabs/orchestra-agent-tools

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