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Content Creation Skill

Media Content Creation Package Skill for AI Agents
An open-source Agent Skill that helps AI agents turn source material, notes, links, ideas, product details, and rough drafts into purpose-led, platform-ready media content packages.

Created and maintained by Chuluu.

中文说明 | English

AI Skill Version License: MIT by Chuluu Workflow Publishing

Workflow | Prompt Pack | Examples | Quality Rubric | Testing Matrix | Publishing


3-Minute Quick Start

git clone https://github.com/ChuluuMGL/content-creation-skill.git
cd content-creation-skill
scripts/install.sh codex

Invoke:

Use $content-creation-workflow to turn this material into Xiaohongshu and WeChat drafts.
Purpose: tutorial.
[paste material]

Validate the included sample:

npm run validate

No backend is required for the default workflow.

For copy-ready prompts, see assets/prompts/. For realistic output shapes, see assets/examples/.


What This Skill Does

content-creation-skill turns one source material into a structured media content package. It is designed for creator, brand, marketing, and operator workflows where the output should be useful enough to copy into a platform editor after human review.

Output What It Contains
Purpose route Conversion, point-of-view, tutorial, case recap, brand trust, SEO acquisition, or community distribution.
Platform drafts Xiaohongshu, WeChat official account, WordPress, website article, Douyin script, newsletter, or social post.
100-point score Hard checks plus purpose-led quality scoring and the 3 highest-impact fixes.
Targeted revision Only revise the requested title, opening, section, CTA, tone, or length while preserving facts.
Platform adaptation Rebuild hook, structure, tags, and CTA for each platform while keeping facts stable.
Manual publishing package Copy-ready title, body, tags, cover-image prompt, checklist, and fact-risk notes.

The first-stage scope is deliberate: this skill does not log in to platforms, manage cookies, store API keys, or claim that content has been published.


Use Cases

Scenario Typical Request
Creator post "Turn these notes into a Xiaohongshu post with a strong opening and useful tags."
WeChat article "Write a structured WeChat article from this project recap."
Multi-platform adaptation "Adapt this long article into Xiaohongshu and Douyin versions without changing facts."
Content scoring "Score this draft for conversion purpose and list the 3 most important fixes."
Local polish "Only rewrite the opening to sound more like real experience."
SEO article "Turn this topic into a WordPress article that answers search intent."
Manual publishing handoff "Package this for manual posting with title, tags, cover prompt, and final checklist."

Workflow

This skill uses a purpose-led workflow rather than a generic writing template.

Phase Gate Deliverable
1. Intake Source material, platform, style, and factual-risk check. Brief summary and assumptions
2. Purpose route Choose the primary writing purpose. Purpose route and structure
3. Draft Generate platform-ready content. Title, body, tags, cover prompt
4. Score Run hard checks and the 100-point rubric. Score and top fixes
5. Revise Apply targeted section-level changes. Revised section and rationale
6. Adapt Convert the same factual core across platforms. Platform-specific drafts
7. Package Prepare manual publishing assets. Copy-ready package and checklist

See references/workflow.md for the full sequence.


Writing Purposes

Purpose Best For Success Signal
conversion Product, service, tool, course, offer. Reader knows why to try, buy, or contact.
point-of-view Industry opinion, founder view, trend judgment. Reader remembers one sharp stance.
tutorial How-to, checklist, workflow, prompt, tool usage. Reader can do the thing.
case-recap Project story, launch recap, customer work. Reader trusts the process.
brand-trust Company update, customer story, capability narrative. Reader trusts the brand.
seo-acquisition Evergreen explainer, WordPress, website article. Search intent is answered.
community-distribution Group post, newsletter note, social update. Reader replies, saves, or shares.

See references/content-routes.md.


Work Modes

Mode When to Use Behavior
draft Create a new content package. Purpose route, platform draft, tags, cover prompt, checklist.
score Evaluate an existing draft. Hard checks, 100-point score, top fixes.
revise Change a specific part. Only returns the requested section plus rationale.
adapt Convert one draft across platforms. Preserves facts and rebuilds platform structure.
package Prepare manual publishing. Copy-ready title, body, tags, cover prompt, checklist.

Quality Rubric

Default scoring is 100 points:

Dimension Points
Purpose fit 20
Platform fit 20
Information density 15
Opening strength 15
Structure clarity 10
Voice consistency 10
CTA usefulness 5
Risk control 5

Hard checks run before scoring: facts, title length, body length, platform format, forbidden words, image-prompt rules, and domain-boundary warnings. See references/quality-check.md.


Included Files

File / Folder Purpose
SKILL.md Core skill metadata and agent instructions.
NOTICE Copyright, maintainer, and publication notice.
CONTRIBUTING.md Contribution rules and PR checklist.
PUBLISHING.md ChuluuMGL skill repository publishing standard.
SECURITY.md Security and privacy policy.
references/workflow.md Draft, score, revise, adapt, and package workflow.
references/content-routes.md Purpose-first writing routes and platform mapping.
references/quality-check.md Hard checks, scoring rubric, and revision rules.
references/platform-specs.md Platform length, format, title, and image constraints.
references/style-systems.md Voice systems and style-card guidance.
references/publish-backends.md Optional publishing handoff boundaries.
references/runtime-compatibility.md Agent compatibility and degradation notes.
assets/examples/ Style cards, platform cards, manifest, and purpose examples.
assets/prompts/ Copy-ready prompt pack for ordinary users.
scripts/check_content.py Deterministic hard checks for content packages.
scripts/validate_skill.py Repository validation script.
scripts/install.sh Installs the skill into common agent skills directories.
scripts/package_runtime_skill.py Creates a lightweight runtime ZIP.
agents/openai.yaml Codex/OpenAI-style UI metadata.
skill.json Machine-readable metadata for directories and marketplaces.

Install And Compatibility

The core skill follows the open Agent Skills shape: a folder with SKILL.md, plus optional references/, scripts/, assets/, and metadata.

Agent/runtime Suggested install path Status
Codex .agents/skills/content-creation-skill/ or user skills folder Maintainer workflow
Claude Code .claude/skills/content-creation-skill/ Expected compatible
Cursor .cursor/skills/content-creation-skill/ Expected compatible
OpenClaw configured skills root Expected compatible
Hermes ~/.hermes/skills/content-creation-skill/ or configured root Expected compatible

Install:

scripts/install.sh codex
scripts/install.sh claude
scripts/install.sh cursor
scripts/install.sh custom "$HOME/.config/agents/skills"

Create a lightweight runtime package:

npm run package:runtime

Recommended Prompts

The reusable prompt pack lives in assets/prompts/.

Draft A Purpose-Led Package

Use $content-creation-workflow to create a Xiaohongshu and WeChat content package.
Purpose: tutorial.
Material:
[paste notes]

Score A Draft

Use $content-creation-workflow score mode.
Platform: Xiaohongshu.
Purpose: conversion.
Return hard-check issues, a 100-point score, and the 3 highest-impact fixes.
[paste draft]

Targeted Revision

Use $content-creation-workflow revise mode.
Only rewrite the opening. Make it sound like real experience, not advertising.
Do not change the later steps or facts.
[paste draft]

Platform Adaptation

Adapt this WeChat article into Xiaohongshu and Douyin versions.
Keep facts unchanged. Rebuild the hook, structure, tags, and CTA for each platform.
[paste article]

Not For

  • Legal documents.
  • Academic papers.
  • Medical, financial, or regulatory advice.
  • Automatic public publishing.
  • Credential, cookie, token, or API-key management.

Those should be separate domain-specific skills or reviewed by qualified specialists.


Technical Specs

Item Description
Skill name content-creation-workflow
Repository ChuluuMGL/content-creation-skill
Format Local skill folder with SKILL.md, references, scripts, examples, and metadata
Primary output Media content package with draft, score, revision, adaptation, and manual publishing checklist
Script runtime Python 3 standard library
License MIT
Copyright holder Chuluu
Maintainer / GitHub publisher ChuluuMGL

Related Skills

License

MIT. Copyright (c) 2026 Chuluu.

Ownership

Item Value
Copyright holder Chuluu
Maintainer / GitHub publisher ChuluuMGL
Website github.com/ChuluuMGL
Notice NOTICE