Fix SEO skill 34 bugs, Korean labels, and transition Ahrefs refs to our-seo-agent (#2)
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## Overview
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AI search visibility and brand radar tool for tracking how a brand appears in AI-generated search answers. Monitors AI answer citations, tracks share of voice in AI search vs competitors, analyzes cited domains and pages, and tracks impressions/mentions history. Uses Ahrefs Brand Radar APIs for comprehensive AI visibility monitoring.
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AI search visibility and brand radar tool for tracking how a brand appears in AI-generated search answers. Monitors AI answer citations, tracks share of voice in AI search vs competitors, analyzes cited domains and pages, and tracks impressions/mentions history. Uses our-seo-agent CLI or pre-fetched data for comprehensive AI visibility monitoring.
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## Quick Start
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@@ -74,19 +74,13 @@ python scripts/ai_citation_analyzer.py --target example.com --responses --json
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- Competitor citation comparison
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- Recommendation generation for improving AI visibility
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## Ahrefs MCP Tools Used
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## Data Sources
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| Tool | Purpose |
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|------|---------|
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| `brand-radar-ai-responses` | Get AI-generated responses mentioning brand |
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| `brand-radar-cited-domains` | Domains cited in AI answers |
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| `brand-radar-cited-pages` | Specific pages cited in AI answers |
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| `brand-radar-impressions-history` | Brand impression trend over time |
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| `brand-radar-impressions-overview` | Current impression metrics |
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| `brand-radar-mentions-history` | Brand mention trend over time |
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| `brand-radar-mentions-overview` | Current mention metrics |
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| `brand-radar-sov-history` | Share of voice trend |
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| `brand-radar-sov-overview` | Current share of voice |
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| Source | Purpose |
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|--------|---------|
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| `our-seo-agent` CLI | Primary data source (future); use `--input` for pre-fetched JSON |
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| WebSearch / WebFetch | Supplementary live data |
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| Notion MCP | Save audit report to database |
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## Output Format
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@@ -2,14 +2,14 @@
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name: seo-ai-visibility
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description: |
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AI search visibility and brand radar monitoring. Tracks how a brand appears
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in AI-generated search answers using Ahrefs Brand Radar APIs.
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in AI-generated search answers using our-seo-agent CLI or pre-fetched data.
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Triggers: AI search, AI visibility, brand radar, AI citations,
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share of voice, AI answers, AI mentions.
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---
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# SEO AI Visibility & Brand Radar
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Monitor and analyze brand visibility in AI-generated search results. This skill uses Ahrefs Brand Radar APIs to track impressions, mentions, share of voice, cited domains, cited pages, and AI response content.
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Monitor and analyze brand visibility in AI-generated search results. This skill uses our-seo-agent CLI or pre-fetched data to track impressions, mentions, share of voice, cited domains, cited pages, and AI response content.
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## Capabilities
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@@ -30,24 +30,18 @@ Monitor and analyze brand visibility in AI-generated search results. This skill
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## Workflow
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1. **Input**: User provides target domain and optional competitors
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2. **Data Collection**: Fetch metrics from Ahrefs Brand Radar APIs
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2. **Data Collection**: Fetch metrics from our-seo-agent CLI or pre-fetched JSON
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3. **Analysis**: Calculate trends, compare competitors, analyze sentiment
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4. **Recommendations**: Generate actionable Korean-language recommendations
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5. **Output**: JSON report and Notion database entry
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## Ahrefs MCP Tools
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## Data Sources
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| Tool | Purpose |
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|------|---------|
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| `brand-radar-ai-responses` | AI-generated responses mentioning brand |
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| `brand-radar-cited-domains` | Domains cited in AI answers |
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| `brand-radar-cited-pages` | Specific pages cited in AI answers |
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| `brand-radar-impressions-history` | Impression trend over time |
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| `brand-radar-impressions-overview` | Current impression metrics |
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| `brand-radar-mentions-history` | Mention trend over time |
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| `brand-radar-mentions-overview` | Current mention metrics |
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| `brand-radar-sov-history` | Share of voice trend |
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| `brand-radar-sov-overview` | Current share of voice |
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| Source | Purpose |
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|--------|---------|
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| `our-seo-agent` CLI | Primary AI visibility data source (future); use `--input` for pre-fetched JSON |
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| WebSearch / WebFetch | Supplementary AI search data |
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| Notion MCP | Save audit report to database |
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## Notion Output
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@@ -100,7 +94,7 @@ All reports are saved to the OurDigital SEO Audit Log:
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## Limitations
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- Requires Ahrefs Brand Radar API access (not available in basic plans)
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- Requires our-seo-agent CLI or pre-fetched AI visibility data
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- AI search landscape changes rapidly; data may not reflect real-time state
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- Share of Voice metrics are relative to tracked competitor set only
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- Sentiment analysis based on AI-generated text, not user perception
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