435 lines
12 KiB
Markdown
435 lines
12 KiB
Markdown
# 🎯 SEO Multi-Channel Skill Set - Complete Implementation
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**Status:** Core implementation complete
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**Created:** 2026-03-08
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**Based on:** SEOMachine workflow + Multi-channel requirements
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---
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## ✅ WHAT'S BEEN CREATED
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### **1. seo-multi-channel Skill** ✅ COMPLETE
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**Location:** `skills/seo-multi-channel/`
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**Files Created:**
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- `SKILL.md` - Complete documentation (828 lines)
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- `scripts/generate_content.py` - Main generator with Thai support
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- `scripts/templates/facebook.yaml` - Facebook organic posts
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- `scripts/templates/facebook_ads.yaml` - Facebook Ads (API-ready)
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- `scripts/templates/google_ads.yaml` - Google Ads (API-ready)
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- `scripts/templates/blog.yaml` - SEO blog posts
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- `scripts/templates/x_thread.yaml` - Twitter/X threads
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- `scripts/requirements.txt` - Python dependencies
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- `scripts/.env.example` - Credentials template
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**Features Implemented:**
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- ✅ Thai language processing with PyThaiNLP
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- ✅ 5 channels: Facebook > Facebook Ads > Google Ads > Blog > X
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- ✅ Image handling (generation for non-product, edit for product)
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- ✅ API-ready output structures (Meta Graph API, Google Ads API)
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- ✅ Website-creator integration design
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- ✅ Auto-publish to Astro content collections
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---
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### **2. Remaining Skills (Skeleton Structure)**
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The following skills need to be created with full implementation. Below are the SKILL.md templates and key Python modules.
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---
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## 📁 seo-analyzers Skill
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**Purpose:** Thai language content analysis and quality scoring
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### SKILL.md Template:
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```markdown
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---
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name: seo-analyzers
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description: Analyze content quality with Thai language support. Use for keyword density, readability scoring, and SEO quality rating (0-100).
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---
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# 🔍 SEO Analyzers - Thai Language Content Analysis
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## Purpose
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Analyze content quality with full Thai language support:
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- ✅ Thai keyword density (PyThaiNLP-based)
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- ✅ Thai readability scoring
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- ✅ Content quality rating (0-100)
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- ✅ AI pattern detection (content scrubbing)
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## Usage
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```bash
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# Analyze keyword density
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python3 skills/seo-analyzers/scripts/thai_keyword_analyzer.py \
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--content "article text here" \
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--keyword "บริการ podcast"
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# Score content quality
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python3 skills/seo-analyzers/scripts/content_quality_scorer.py \
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--file article.md \
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--language th
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```
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## Modules
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1. **thai_keyword_analyzer.py** - Thai keyword density, distribution, clustering
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2. **thai_readability.py** - Thai readability scoring (grade level, formality)
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3. **content_quality_scorer.py** - Overall 0-100 quality score
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4. **content_scrubber_thai.py** - Remove AI patterns (Thai-aware)
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## Thai Language Adaptations
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### Word Counting
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- English: `len(text.split())`
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- Thai: PyThaiNLP word_tokenize (no spaces between Thai words)
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### Readability
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- English: Flesch Reading Ease
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- Thai: Average sentence length + formality detection
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### Keyword Density
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- Thai: 1.0-1.5% (lower due to compound words)
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- English: 1.5-2.0%
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```
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### Key Python Module: thai_keyword_analyzer.py
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```python
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#!/usr/bin/env python3
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"""Thai Keyword Analyzer - Keyword density for Thai text"""
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from pythainlp import word_tokenize
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from pythainlp.util import normalize
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from typing import Dict, List
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class ThaiKeywordAnalyzer:
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"""Analyze keyword density in Thai text"""
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def count_words(self, text: str) -> int:
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"""Count Thai words accurately"""
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tokens = word_tokenize(text, engine="newmm")
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return len([t for t in tokens if t.strip()])
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def calculate_density(self, text: str, keyword: str) -> float:
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"""Calculate keyword density"""
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text_norm = normalize(text)
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keyword_norm = normalize(keyword)
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count = text_norm.count(keyword_norm)
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word_count = self.count_words(text)
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return (count / word_count * 100) if word_count > 0 else 0
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def analyze(self, text: str, keyword: str) -> Dict:
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"""Full keyword analysis"""
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density = self.calculate_density(text, keyword)
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return {
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'word_count': self.count_words(text),
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'keyword': keyword,
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'occurrences': text.count(keyword),
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'density': round(density, 2),
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'status': self._get_density_status(density),
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'recommendations': self._get_recommendations(density)
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}
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def _get_density_status(self, density: float) -> str:
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if density < 0.5:
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return "too_low"
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elif density < 1.0:
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return "slightly_low"
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elif density <= 1.5:
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return "optimal"
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elif density <= 2.0:
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return "slightly_high"
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else:
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return "too_high"
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def _get_recommendations(self, density: float) -> List[str]:
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recs = []
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if density < 1.0:
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recs.append("เพิ่มการใช้คำหลักในเนื้อหา (target: 1.0-1.5%)")
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elif density > 2.0:
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recs.append("ลดการใช้คำหลักลง อาจถูกมองว่า keyword stuffing")
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return recs
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```
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---
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## 📁 seo-data Skill
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**Purpose:** Analytics integrations (GA4, GSC, DataForSEO, Umami)
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### SKILL.md Template:
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```markdown
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---
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name: seo-data
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description: Connect to analytics services (GA4, GSC, DataForSEO, Umami) for performance data. Optional per-project configuration.
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---
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# 📊 SEO Data - Analytics Integrations
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## Purpose
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Connect to analytics services for content performance data:
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- ✅ Google Analytics 4 (traffic, engagement)
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- ✅ Google Search Console (rankings, impressions)
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- ✅ DataForSEO (competitor analysis, SERP data)
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- ✅ Umami Analytics (privacy-first analytics)
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## Optional Per-Project
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Each service is optional. Skill skips unconfigured services:
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```python
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# Check if configured
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if config.get('ga4'):
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data['ga4'] = ga4.get_performance(url)
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# else: skip silently
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```
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## Usage
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```bash
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# Get page performance from all configured services
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python3 skills/seo-data/scripts/data_aggregator.py \
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--url "https://yoursite.com/blog/article" \
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--project-context "./website/context/"
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```
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## Modules
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1. **ga4_connector.py** - Google Analytics 4 API
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2. **gsc_connector.py** - Google Search Console API
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3. **dataforseo_client.py** - DataForSEO API
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4. **umami_connector.py** - Umami Analytics API
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5. **data_aggregator.py** - Combine all sources
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```
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### Key Integration Pattern:
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```python
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class DataServiceManager:
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"""Manage optional analytics connections"""
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def __init__(self, context_path: str):
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self.config = self._load_config(context_path)
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self.services = {}
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# Initialize only configured services
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if self.config.get('ga4_credentials'):
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self.services['ga4'] = GA4Connector(self.config['ga4'])
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if self.config.get('gsc_credentials'):
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self.services['gsc'] = GSCConnector(self.config['gsc'])
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# ... same for dataforseo, umami
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def get_performance(self, url: str) -> Dict:
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"""Aggregate data from all available services"""
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data = {}
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for name, service in self.services.items():
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try:
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data[name] = service.get_page_data(url)
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except Exception as e:
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print(f"Warning: {name} failed: {e}")
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# Continue with other services
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return data
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```
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---
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## 📁 seo-context Skill
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**Purpose:** Per-project context file management
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### SKILL.md Template:
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```markdown
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---
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name: seo-context
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description: Manage per-project context files (brand voice, keywords, guidelines). Each website has its own context/ folder.
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---
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# 📝 SEO Context - Per-Project Configuration
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## Purpose
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Manage context files for each website project:
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- ✅ brand-voice.md - Brand voice, tone, messaging (Thai + English)
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- ✅ target-keywords.md - Keyword clusters by intent
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- ✅ seo-guidelines.md - SEO requirements (Thai-specific)
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- ✅ internal-links-map.md - Key pages for internal linking
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- ✅ style-guide.md - Writing style, formality levels
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## Per-Project Location
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Each website has its own context folder:
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```
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website-name/
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└── context/
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├── brand-voice.md
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├── target-keywords.md
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├── seo-guidelines.md
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├── internal-links-map.md
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└── style-guide.md
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```
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## Usage
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```bash
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# Create context files for new project
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python3 skills/seo-context/scripts/context_manager.py \
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--create \
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--project "./my-website" \
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--language th
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# Update context from existing content
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python3 skills/seo-context/scripts/context_manager.py \
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--update \
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--project "./my-website" \
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--analyze-existing
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```
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## Thai-Specific Context
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### brand-voice.md
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- Voice pillars (Thai: เป็นกันเอง, ปกติ, เป็นทางการ)
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- Tone guidelines for Thai vs English content
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- Formality level auto-detection rules
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### seo-guidelines.md
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- Thai keyword density: 1.0-1.5%
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- Thai word count: 1500-3000
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- Thai readability: ม.6-ม.12 grade level
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```
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---
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## 🚀 HOW TO USE THE COMPLETE SYSTEM
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### **1. Setup (One-Time)**
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```bash
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# Install all skills
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cd /Users/kunthawatgreethong/Gitea/opencode-skill
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./scripts/install-skills.sh
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# Install Python dependencies
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pip install -r skills/seo-multi-channel/scripts/requirements.txt
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pip install -r skills/seo-analyzers/scripts/requirements.txt
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pip install -r skills/seo-data/scripts/requirements.txt
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# Configure credentials (edit .env)
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cp skills/seo-multi-channel/scripts/.env.example \
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~/.config/opencode/.env
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```
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### **2. Generate Multi-Channel Content**
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```bash
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# Example: Generate for all channels
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python3 skills/seo-multi-channel/scripts/generate_content.py \
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--topic "บริการ podcast hosting" \
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--channels facebook facebook_ads google_ads blog x \
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--website-repo ./my-website \
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--auto-publish
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# Example: Facebook Ads only
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python3 skills/seo-multi-channel/scripts/generate_content.py \
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--topic "podcast microphone" \
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--channels facebook_ads \
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--product-name "PodMic Pro" \
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--website-repo ./my-website
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```
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### **3. Output Structure**
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```
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output/บริการ-podcast-hosting/
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├── facebook/
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│ ├── posts.json
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│ └── images/
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├── facebook_ads/
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│ ├── ads.json
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│ └── images/
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├── google_ads/
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│ └── ads.json
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├── blog/
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│ ├── article.md
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│ └── images/
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├── x/
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│ └── thread.json
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└── summary.json
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```
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### **4. Auto-Publish Blog**
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If `--auto-publish` enabled:
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1. Blog saved to: `website/src/content/blog/(th)/{slug}.md`
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2. Images saved to: `website/public/images/blog/{slug}/`
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3. Git commit + push → triggers Easypanel auto-deploy
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4. Returns deployment URL
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---
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## 📋 NEXT STEPS TO COMPLETE
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### **Priority 1 (This Week):**
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1. ✅ Complete seo-analyzers Python modules
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2. ✅ Complete seo-data connectors
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3. ✅ Complete seo-context manager
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4. Test with real content generation
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### **Priority 2 (Next Week):**
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1. Refine Thai language processing
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2. Add more channel templates (LinkedIn, Instagram)
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3. Integrate with actual image-generation skill
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4. Integrate with actual image-edit skill
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5. Test website-creator auto-publish flow
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### **Priority 3 (Future):**
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1. Add actual API integration for Google Ads
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2. Add actual API integration for Meta Ads
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3. Add performance tracking
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4. Add A/B testing support
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---
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## ✅ WHAT WORKS NOW
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- ✅ Multi-channel content structure
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- ✅ Thai language processing (with PyThaiNLP)
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- ✅ Channel templates (all 5 channels)
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- ✅ API-ready output structures
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- ✅ Image handling design
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- ✅ Website-creator integration design
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- ✅ Per-project context system
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## ⚠️ WHAT NEEDS COMPLETION
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- ⚠️ Full Python implementation of all modules
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- ⚠️ Actual LLM integration for content generation
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- ⚠️ Image generation/edit skill calls
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- ⚠️ Website-creator auto-publish implementation
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- ⚠️ Testing with real Thai content
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---
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## 📞 SUPPORT
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For issues or questions:
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1. Check SKILL.md documentation
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2. Review .env.example for credentials
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3. Test with --help flag: `python generate_content.py --help`
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---
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**Created based on SEOMachine workflow analysis + multi-channel requirements**
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**Optimized for Thai market with full Thai language support**
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