Content Creation System

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

Install: npx skills add esmondo/berkarja

When to Apply

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

Sub-Workflows by Priority

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	—

Quick Reference

Validator Output Format

{
  "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

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

Blueprint Structure (Planner)

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

Step 1: Identify the Request

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

Step 2: Load References as Needed

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`

Step 3: Full Setup (Optional)

For Python setup wizard and config:

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

Example Flow

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

Validation Dimensions (Weights)

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

content-creation-system

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