AI workflow MCP-native Claude · ChatGPT · Gemini · MCP

AI Editor In Chief

Point it at your own past writing and get back a voice file you drop into any AI session, so every draft sounds like you, not like a chatbot.

Instant download for members · yours forever

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What it does

Trained on your tone of voice.
Self-learning improves the output over time.
Setup in 20 minutes.

The Breakdown

The build steps, prompt architecture, and a worked walkthrough. Open to members.

01 It reads your best writing and names the patterns that make it yours

02 Moves, not metrics: the seven things it extracts

03 The voice file you own, portable to any AI

04 The loop: every edit you make sharpens the rules

05 A worked run: one brief, one draft, one edit, a sharper rule set

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How to install

Every workflow runs on the AI you already use. Pick your platform; each setup takes a couple of minutes.

01 Claude Code Local install

Drop the skill folder into your Claude Code skills directory and restart.

Complete the $15 purchase. You get the ai-editor-in-chief zip plus a demo run log as an instant download.
Unzip and copy the whole ai-editor-in-chief folder into ~/.claude/skills/ so the result is ~/.claude/skills/ai-editor-in-chief/.
Restart Claude Code.
In any project, say "run ai-editor-in-chief" or "write in my voice". Claude starts the four-phase workflow.

02 Claude Desktop MCP-native

Add the included MCP server entry to Claude Desktop config.

Open claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/).
Add the snippet below under mcpServers.
Quit and reopen Claude Desktop. The skill appears in the tools tray.

{
  "mcpServers": {
    "ai-editor-in-chief": {
      "command": "node",
      "args": ["/absolute/path/to/ai-editor-in-chief/mcp/server.js"]
    }
  }
}

03 ChatGPT Project or Custom GPT

Paste-in path: build a Project or Custom GPT that wraps the skill.

In ChatGPT, go to Explore GPTs → Create.
Paste SKILL.md into Instructions.
Upload your writing corpus into Knowledge.
Save. Open the GPT and say "write in my voice".

04 Gemini Gem

Create a Gemini Gem with the skill brain in its instructions field.

Open Gemini → Gems → Create a new Gem.
Paste SKILL.md into the instructions field.
Upload your writing corpus as knowledge files.
Save and open the Gem. Say "write in my voice".

Read the full install guide

Stacks with

These AI workflows are designed to chain together. Run one's output through another and you get a real production pipeline.

AI Proposal Drafter
Stacks with AI Proposal Drafter from MWM Issue 03. Point AI Proposal Drafter at your voice-fingerprint.md from this skill, and the SOW prose is shaped through your rule set automatically.
The Agent Inbox
Pairs with The Agent Inbox from MWM Issue 04. Conversational search summaries come back written in your own voice.