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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# Google Search Console
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GSC is the **first-party data source** for clicks / impressions / CTR / position in the reporting dashboard. Every other source for these metrics is modelled — when GSC is available, it is the authoritative source and should drive the corresponding dashboard sections.
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## Tools used in dashboard sections
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| Section | Source |
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|---|---|
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| First-party clicks trend | `our research search-console pages --days 90` |
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| First-party impressions trend | `our research search-console pages --days 90` |
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| Average CTR | computed from `pages` or `queries` |
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| Top branded queries | filter `queries` output |
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| Top non-branded queries | filter `queries` output |
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| Cannibalization flags | `our research search-console combined --days 90` |
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## CLI
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```bash
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our research search-console queries --site sc-domain:<domain> --days 28
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our research search-console pages --site sc-domain:<domain> --days 90
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our research search-console combined --site sc-domain:<domain> --days 90
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```
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`sc-domain:` prefix for Domain-verified properties.
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## Ahrefs GSC alternates (when project connected)
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```
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mcp__ahrefs__gsc-performance-history(project_id="<id>")
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mcp__ahrefs__gsc-pages-history(project_id="<id>")
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mcp__ahrefs__gsc-positions-history(project_id="<id>")
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mcp__ahrefs__gsc-ctr-by-position(project_id="<id>")
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mcp__ahrefs__gsc-anonymous-queries(project_id="<id>")
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```
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## Reporting rule
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Whenever GSC feeds a section, list it in the report's **Sources** subsection with the date window (e.g., `Clicks / Impressions: GSC (28d, 2026-04-16 → 2026-05-14)`).
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Use **consistent windows** across reporting periods — switching from 28d to 90d silently changes every CTR number on the page.
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## Not for this skill when
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- **Competitor performance sections** — GSC is single-site.
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- **Modelled traffic-value (USD)** — Semrush `overview_research`.
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- **Net-new keyword discovery sections** — Semrush / Ahrefs.
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- **GA4 sessions / conversions** — `our research ga4 *`.
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Gotcha: `our-claude-skills/custom-skills/15-seo-search-console/code/gotcha/gsc-cli-integration.md`.
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