Why it is worth attention

It provides a comprehensive, opinionated editorial workflow with rigorous standards for stance, source quality, visual production, and platform adaptation, specifically designed for AI agents to produce high-quality content beyond generic AI writing.

Who it is for

Content creators using AI agents (Claude, Codex, etc.)
Writers producing WeChat articles or Medium/Substack essays
Researchers and data storytellers needing statistical graphics
Editors seeking to de-AI-fy drafts and enforce quality gates

Use cases

Turning an interview transcript or research question into a polished essay
Producing a WeChat article with mobile-optimized layout and platform-specific HTML
Creating a data-driven research article with charts, atlases, and evidence cards
Generating a complete publishing package (final draft, HTML preview, social copy, visual assets)

Strengths

Detailed, actionable quality gate with 10+ checks covering stance, source discipline, anti-AI prose, and visual quality
Strong emphasis on human voice and removal of generic AI filler
Supports multiple platforms (WeChat, Medium, Substack) with specific reference guides and layout patterns
Packaged for easy plugin installation in Claude and Codex agents, plus a copy-paste prompt for chat-only tools

Considerations

Heavily dependent on AI agent capabilities (file reading, browsing, script execution) for full workflow
Requires manual curation and reference reading to apply standards effectively
Primarily designed for agent workflows; direct human use without an agent is less streamlined

README quick start

Shakespeare Writing Studio

Shakespeare Writing Studio is an agent-ready editorial system for producing publish-ready writing in Chinese and English.

It supports WeChat articles, Medium/Substack essays, research notes, op-eds, founder memos, speeches, data storytelling, statistical graphics, HTML previews, and complete publishing packages.

The goal is simple: turn a rough idea, draft, notes, transcript, or research question into work that has a point of view, reads like a human wrote it, cites serious sources, and looks ready to publish.

What It Produces

final.md: publish-ready article, essay, memo, speech, or research note.
Platform preview: wechat-ready.html, medium-ready.html, or clean web HTML.
Visual assets: covers, timelines, evidence cards, mechanism diagrams, data charts, statistical atlases, maps, word clouds, or source-backed explainers.
publishing-note.md: title options, subtitle/deck, social copy, source cautions, visual notes, paste steps, and AI-feel cleanup notes.

Core Standard

Strong writing needs more than fluent paragraphs.

This workflow checks for:

a clear, arguable stance
a title with tension and search value
a concrete opening
paragraph rhythm that works on mobile
serious source discipline
human sentence texture
visuals that raise the article's perceived quality
data graphics that clarify the argument
platform-specific packaging
a final QA gate before release

If a paragraph, chart, or cover could appear in any article on the internet, it usually needs to be rebuilt.

Examples

Workflow Modules

Start with:

SKILL.md

Install As A Plugin

This repository is packaged for both marketplace-style plugin installation and direct agent reading.

Codex / OpenAI-style marketplace:

codex plugin marketplace add https://github.com/ZCZHAO-1999/shakespeare-writing-studio

Claude-style marketplace:

claude plugin marketplace add https://github.com/ZCZHAO-1999/

Description

Agent-ready writing studio for Chinese WeChat articles, English essays, research writing, human voice editing, source-bound data storytelling, and statistical graphics.

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