explaingit

mccoyspace/autoclaude

Analysis updated 2026-05-18

2Audience · writerComplexity · 1/5Setup · easy

TLDR

A Claude skill that rewrites text to look like generic, dismissable AI writing on purpose, hiding the original ideas in plain sight underneath the cliches.

Mindmap

mindmap
  root((autoclaude))
    What it does
      Coats text in AI cliches
      Hides ideas in plain sight
    Tech stack
      Claude skill
      Custom GPT instructions
    Use cases
      Rewrite dismissable text
      Recover original ideas
      Trigger via short phrase
    Audience
      Writers
      Claude users
    Constraints
      Payload integrity
      No added or removed ideas

Code map

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filefunction / class

What do people build with it?

USE CASE 1

Rewrite a piece of writing so it looks like forgettable AI output while keeping the original meaning intact.

USE CASE 2

Hide ideas from casual skimmers by coating them in recognizable AI writing patterns.

USE CASE 3

Ask for a decoded version of a coated text to recover the original ideas.

USE CASE 4

Trigger the rewrite in Claude or a custom GPT with a short phrase like autoclaude this.

What is it built with?

Claude skillGPT custom instructions

How does it compare?

mccoyspace/autoclaude0-bingwu-0/live-interpreter0xkaz/llm-governance-dashboard
Stars222
LanguagePythonPython
Setup difficultyeasymoderatehard
Complexity1/52/54/5
Audiencewritergeneralops devops

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · easy Time to first run · 5min

Install the skill file into Claude's skills directory or paste it into a custom GPT's instructions.

License is not stated in the explanation.

In plain English

autoclaude is a plugin for Claude (the AI assistant) that transforms any text into writing that reads like generic, mediocre AI output, on purpose. The goal is cultural steganography, which means hiding something in plain sight rather than through encryption. Instead of scrambling content so it is unreadable, autoclaude wraps original ideas in a layer of AI writing clichés, the phrases and patterns that readers have learned to skim past or dismiss. The project builds on a specific observation: AI-generated writing has developed a recognizable register. Filler words like "delve," "leverage," and "paramount," opening sentences that mention stakeholders, and heavy em-dash clauses are so common that many readers now dismiss content on sight. autoclaude deliberately triggers that reflex. The original ideas survive intact underneath, but the surface looks like another forgettable AI summary. The skill applies the coating in passes: replacing plain words with cliché equivalents, injecting structural patterns like em-dash asides and listicle blocks, and concentrating the heaviest coating at the opening and closing where skimmers pay most attention. A hard constraint is payload integrity, the skill is instructed never to add or remove ideas from the original, only to coat them. Anyone who reads past the surface can recover the content, or ask for a decoded version alongside the output. To use it, install autoclaude.skill into your Claude skills directory, or paste autoclaude.md into a custom GPT system instructions field. Trigger phrases include "autoclaude this" or "make this dismissable." The project cites James Scott's The Art of Not Being Governed as an inspiration.

Copy-paste prompts

Prompt 1
autoclaude this text so it reads like generic AI writing.
Prompt 2
How do I install autoclaude.skill into my Claude skills directory?
Prompt 3
Explain how autoclaude preserves the original ideas while changing the surface writing style.
Prompt 4
Show me how to paste autoclaude.md into a custom GPT's system instructions.

Frequently asked questions

What is autoclaude?

A Claude skill that rewrites text to look like generic, dismissable AI writing on purpose, hiding the original ideas in plain sight underneath the cliches.

What license does autoclaude use?

License is not stated in the explanation.

How hard is autoclaude to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is autoclaude for?

Mainly writer.

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