feat(seo-skills): multi-backend Data Source Selection (#7)
Replaces single-vendor (Ahrefs-only) tool defaults with a per-task backend menu across all 14 SEO skills. Each skill now lists every capable MCP in allowed-tools and documents how to pick between Semrush, Ahrefs, OurSEO Agent (CLI + MCP), DataForSEO, and GSC in its SKILL.md Data Source Selection section. Tool stubs (~40 new files) populated per skill with capability deltas, call patterns, and explicit "not for this skill when" callouts so the menu is self-correcting. Skills affected: 19-keyword-strategy, 20-serp-analysis, 21-position-tracking, 22-link-building, 23-content-strategy, 24-ecommerce, 25-kpi-framework, 26-international, 27-ai-visibility, 28-knowledge-graph, 31-competitor-intel, 32-crawl-budget, 33-migration-planner, 34-reporting-dashboard. Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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@@ -24,24 +24,72 @@ Comprehensive competitor intelligence for SEO: auto-discover competitors, build
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7. **Alert Generation** - Flag significant competitive movements
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8. **Market Share Estimation** - Organic traffic share within competitive set
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## MCP Tool Usage
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## Data Source Selection
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### SEO Data
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Competitor intelligence spans **organic profile** (traffic, keywords), **backlink profile** (DR, refdomains), **content velocity** (top pages, new content), and **Korean platform presence**. Different backends own different slices.
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| Backend | Best for | Notes |
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|---|---|---|
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| **Semrush MCP** (`mcp__semrush__*`) | **Default** for organic competitor profile, keyword overlap, traffic trends | `organic_research`, `trends_research`, `overview_research` → `get_report_schema` → `execute_report`. Auto-discovery of competitors. |
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| **Ahrefs MCP** (`mcp__ahrefs__*`) | Backlink profile, organic competitor discovery, top-pages-by-traffic, historical DR | `site-explorer-organic-competitors`, `site-explorer-organic-keywords`, `site-explorer-top-pages`, `site-explorer-domain-rating-history`, `site-explorer-backlinks-stats`. Pair with Semrush for cross-check. |
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| **OurSEO** (CLI + MCP) | SERP overlap spot-checks, content similarity, crawl-derived content velocity | `mcp__ourseo__check_serp`, `mcp__ourseo__find_similar_pages`, `mcp__ourseo__crawl_website`. CLI: `our serp competitors`, `our serp ranked-keywords`. |
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| **OurSEO CLI — Korean** (`our research naver *`) | Naver-engine competitor analysis (Blog/Cafe/Smart Store presence, Naver SERP) | Naver-only; required for Korean market since Semrush/Ahrefs don't cover Naver. |
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| **WebSearch** | Korean Blog/Cafe/Tistory/Brunch presence checks | Supplement Korean platform mapping when Semrush/Ahrefs underrepresent these. |
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| **DataForSEO MCP** (`mcp__dfs-mcp__*`) | Fallback for ranked-keywords / SERP competitors when `our` CLI isn't running | Same data as `our serp *`. |
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### How to pick
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1. **User named a backend explicitly** → use it.
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2. **User preference memory** — read `feedback_seo_tool_preferences.md`; honor the task-type default.
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3. **Task is backlink-focused** (DR comparison, link gap) → Ahrefs (backlink-graph moat).
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4. **Task is keyword/traffic-focused** → Semrush (organic competitor view is strongest).
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5. **Task is Korean-market competitor analysis** → **OurSEO CLI** (`our research naver *` + `our serp * --location 2410`). Korean platforms aren't covered by Semrush/Ahrefs.
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6. **Default**: Semrush MCP for organic + Ahrefs for backlinks (paired). Korean override: OurSEO CLI.
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7. **Still ambiguous + non-trivial** → ask once via `AskUserQuestion`.
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### Backend call patterns
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**Semrush MCP (default organic):**
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```
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our-seo-agent CLI: Primary competitive data source (future); use --input for pre-fetched JSON
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WebSearch / WebFetch: Supplementary competitor data
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mcp__semrush__organic_research(query="<target>", database="us")
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mcp__semrush__organic_research(query="<competitor>", database="us")
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mcp__semrush__trends_research(query="<target>", database="us")
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mcp__semrush__overview_research(query="<target>", database="us")
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```
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### Notion for Report Storage
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**Ahrefs MCP (backlink + top pages):**
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```
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mcp__notion__notion-create-pages: Save reports to SEO Audit Log
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mcp__ahrefs__site-explorer-organic-competitors(target="<target>")
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mcp__ahrefs__site-explorer-organic-keywords(target="<target>", country="us", limit=500)
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mcp__ahrefs__site-explorer-top-pages(target="<competitor>", country="us")
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mcp__ahrefs__site-explorer-domain-rating-history(target="<target>", history="weekly")
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mcp__ahrefs__site-explorer-backlinks-stats(target="<target>")
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```
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### WebSearch for Korean Market
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**OurSEO (SERP overlap + content similarity):**
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```
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WebSearch: Check Naver Blog/Cafe presence for competitors
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mcp__ourseo__check_serp(keyword="<keyword>", domain="<target>", country="kr")
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mcp__ourseo__find_similar_pages(crawl_path="<path>", query="<topic>")
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mcp__ourseo__crawl_website(url="<competitor>", max_pages=50)
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```
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**OurSEO CLI (Korean batch):**
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```bash
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our serp ranked-keywords <competitor.com> --location 2410 --limit 100
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our serp competitors <target.com> --location 2410
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our research naver serp "<keyword>"
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our research naver keywords ideas "<keyword>"
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```
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**Korean platform presence (WebSearch):**
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```
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WebSearch: blog.naver.com "<competitor brand>"
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WebSearch: cafe.naver.com "<competitor brand>"
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WebSearch: tistory.com "<competitor brand>"
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```
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Always record the chosen data source(s) in the report **Overview** so future runs can compare like-for-like.
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## Workflow
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### Competitor Profiling
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