content-creation-system

Compare original and translation side by side

🇺🇸

Original

English

🇨🇳

Translation

Chinese

Content Creation System

内容创作系统

Multi-agent workflow for social media content from ideation to publishing. Coordinates validation, trend intelligence, planning, and distribution.

Install:

npx skills add esmondo/berkarja

面向社交媒体的多Agent工作流，覆盖从创意构思到发布的全流程。统筹验证、趋势情报、规划与分发环节。

安装：

npx skills add esmondo/berkarja

When to Apply

适用场景

Reference this skill when the user:

Submits a content idea and wants validation (novelty, platform fit)
Asks "is this idea worth making?" or "will this perform on TikTok/IG/YT?"
Wants a production plan or blueprint for a validated idea
Asks about trends (what's active, rising, saturated)
Needs brand voice alignment check on a draft
Wants to repurpose content across platforms
Asks about performance of past content

当用户有以下需求时，可调用该Skill：

提交内容创意并需要验证（新颖性、平台适配性）
询问“这个创意值得做吗？”或“这个在TikTok/IG/YT上会火吗？”
为已验证的创意制定制作计划或蓝图
咨询趋势相关问题（当前热门、上升期、已饱和的内容方向）
需要对草稿进行品牌调性对齐检查
希望跨平台复用内容
询问过往内容的表现情况

Sub-Workflows by Priority

按优先级划分的子工作流

Priority	Workflow	When	Load Reference
1	Validator	Idea submitted	`validation_criteria.yaml` , rubric
2	Trends	Need trend context	—
3	Planner	Validated idea → blueprint	`planner-structure` (below)
4	Persona	Brand consistency check	`brand_voice` , `content_pillars`
5	Analyst	Post-publish metrics	—
6	Distributor	Scheduling, repurposing	—
7	Research	Fact-checking, citations	—

优先级	工作流	适用场景	加载参考文件
1	Validator	提交创意后	`validation_criteria.yaml` , 评分标准
2	Trends	需要趋势背景信息时	—
3	Planner	创意验证通过后生成蓝图	`planner-structure` （见下文）
4	Persona	品牌一致性检查	`brand_voice` , `content_pillars`
5	Analyst	发布后数据分析	—
6	Distributor	排期、内容复用	—
7	Research	事实核查、引用来源	—

Quick Reference

快速参考

Validator Output Format

Validator输出格式

json

{
  "novelty": 0.75,
  "fit": { "tiktok": 0.9, "ig": 0.7, "yt": 0.5 },
  "viable": true,
  "rec": ["Strong TikTok hook", "Add visual B-roll for IG"]
}

json

{
  "novelty": 0.75,
  "fit": { "tiktok": 0.9, "ig": 0.7, "yt": 0.5 },
  "viable": true,
  "rec": ["Strong TikTok hook", "Add visual B-roll for IG"]
}

Platform Fit Criteria

平台适配标准

TikTok: Hook in 3s, trend-ready, audio-driven
IG: Visual quality, 15–90s, editing complexity
YT: Depth potential, 8–15min, retention structure

TikTok：3秒内抓住眼球，贴合趋势，音频驱动
IG：视觉质量高，时长15–90秒，有一定剪辑复杂度
YT：有深度挖掘潜力，时长8–15分钟，具备留存用户的结构

Blueprint Structure (Planner)

蓝图结构（规划器）

yaml

concept: [1-line summary]
platform_primary: [TikTok/IG/YT]
format: [talking head/B-roll/screen record]
hook: [First 3s script]
structure: [intro/body/CTA]
repurpose: [vertical→horizontal adaptations]

yaml

concept: [1-line summary]
platform_primary: [TikTok/IG/YT]
format: [talking head/B-roll/screen record]
hook: [First 3s script]
structure: [intro/body/CTA]
repurpose: [vertical→horizontal adaptations]

How to Use

使用方法

Step 1: Identify the Request

步骤1：识别用户请求

User says…	Route to
"I have an idea: …"	Validator + Trends
"Plan this for production"	Planner
"Check if this fits my brand"	Persona
"How did my last video do?"	Analyst

用户表述…	路由至模块
"我有一个创意：…"	Validator + Trends
"帮我规划这个创意的制作"	Planner
"检查这个是否符合我的品牌调性"	Persona
"我上一个视频表现如何？"	Analyst

Step 2: Load References as Needed

步骤2：按需加载参考文件

Task	Reference File
Platform rules	`knowledge-base/platform_best_practices.md`
Validation scoring	`sub-agents/content-idea-validator/validation_criteria.yaml`
Scoring rubric	`sub-agents/content-idea-validator/scoring_rubric.yaml`
Blueprint template	`sub-agents/content-planner/SKILL.md`

任务	参考文件路径
平台规则	`knowledge-base/platform_best_practices.md`
验证评分标准	`sub-agents/content-idea-validator/validation_criteria.yaml`
评分细则	`sub-agents/content-idea-validator/scoring_rubric.yaml`
蓝图模板	`sub-agents/content-planner/SKILL.md`

Step 3: Full Setup (Optional)

步骤3：完整设置（可选）

For Python setup wizard and config:

bash

curl -fsSL https://raw.githubusercontent.com/esmondo/berkarja/main/scripts/install.sh | bash

如需Python设置向导和配置，请执行：

bash

curl -fsSL https://raw.githubusercontent.com/esmondo/berkarja/main/scripts/install.sh | bash

Example Flow

示例流程

User: "I want to make a video about EEG signal artifacts in meditation research"

Validator: Score novelty (is this overdone?), platform fit (TikTok vs YT depth), viability
Trends: Check if "meditation tech" or "neurotech" is active/saturated
Planner: If validated → generate blueprint (hook, structure, format)
Persona: If user has brand_voice → check alignment before final script

用户： "我想做一个关于冥想研究中EEG信号伪影的视频"

Validator（验证器）：评估新颖性（该主题是否已过度创作？）、平台适配性（TikTok vs YT的深度匹配度）、可行性
Trends（趋势模块）：查看“冥想科技”或“神经科技”领域当前是热门、上升期还是已饱和
Planner（规划器）：若创意通过验证→生成制作蓝图（开场钩子、结构、形式）
Persona（品牌调性模块）：若用户有品牌调性设置→在最终脚本确定前检查对齐度

Validation Dimensions (Weights)

验证维度（权重）

Dimension	Weight	Description
Relevance	0.25	Audience needs, interests
Uniqueness	0.20	Differentiation from existing
Feasibility	0.20	Resources, time, technical
Alignment	0.20	Brand voice, pillars
Impact	0.15	Reach, engagement potential

维度	权重	描述
相关性	0.25	受众需求与兴趣匹配度
独特性	0.20	与现有内容的差异化程度
可行性	0.20	资源、时间、技术可行性
品牌对齐度	0.20	与品牌调性、核心支柱的匹配度
影响力	0.15	触达与互动潜力