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
Workflow | Prompt Pack | Examples | Quality Rubric | Testing Matrix | Publishing
git clone https://github.com/ChuluuMGL/content-creation-skill.git
cd content-creation-skill
scripts/install.sh codexInvoke:
Use $content-creation-workflow to turn this material into Xiaohongshu and WeChat drafts.
Purpose: tutorial.
[paste material]
Validate the included sample:
npm run validateNo backend is required for the default workflow.
For copy-ready prompts, see assets/prompts/. For realistic output shapes, see assets/examples/.
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.
| 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." |
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.
| 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.
| 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. |
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.
| 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. |
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:runtimeThe reusable prompt pack lives in assets/prompts/.
Use $content-creation-workflow to create a Xiaohongshu and WeChat content package.
Purpose: tutorial.
Material:
[paste notes]
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]
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]
Adapt this WeChat article into Xiaohongshu and Douyin versions.
Keep facts unchanged. Rebuild the hook, structure, tags, and CTA for each platform.
[paste article]
- 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.
| 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 |
- business-website-skill - Build client-ready business websites.
- proposal-ppt-skill - Create stage-gated business proposal decks and presenter scripts.
MIT. Copyright (c) 2026 Chuluu.
| Item | Value |
|---|---|
| Copyright holder | Chuluu |
| Maintainer / GitHub publisher | ChuluuMGL |
| Website | github.com/ChuluuMGL |
| Notice | NOTICE |