SkillsPrompt-to-Page SERP Clustering: Agent Skill
Prompt-to-Page SERP Clustering: Agent Skill
Group tracked prompts by the pages Google shows for them, map each group to an existing or new page, and score which pages to build first.
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For agents
Your AI gets this skill, your clients' context and the research tools, in Claude or any MCP client.
Connector URL: https://mcp.unilytics.ai/mcp
What you get
A page map workbook: your tracked prompts grouped by the pages Google shows for them (the SERP is the search results page), each group assigned to an existing or new page with the evidence for it, and a score from 0 to 100 for which pages are worth doing first.
Deliverable: Page map
When to use it
Mapping tracked prompts to pages, or finding AEO content gaps.
The steps
The skill takes your agent through these steps, in order. Each step's full instructions come with the skill when you run it through Unilytics.
- Prompt master
- Fetch SERPs
- Spell triage
- Cluster
- Escalation adjudication (reasoning)
- Judgment pass (reasoning)
- Page assignment
- Five gates
- Deliverable
The full skill also covers: File map · Before you start · Rule zero: scope the offer before you map anything to it · The four rules that matter most · Definition of done · Known limit: Google organic overlap is a proxy for citations · Who does what · Rules for this skill.
Tools it needs, with or without Unilytics
Straight from the skill: the data each step needs and the tools that can supply it. Unilytics is one option, never a requirement.
| Capability | Ways to get it |
|---|---|
| Google top-20 SERP per prompt with organic rank, title, spell correction, People Also Ask, related searches, AI Overview | A SERP API such as DataForSEO (Google organic, advanced) or SerpApi; or the Unilytics MCP serp_results or aeo_serp_urls (ranks, near-miss and spell) |
| Lean URL-only SERP list for bulk passes | A search/scrape API such as Firecrawl search; or the Unilytics MCP aeo_serp_urls |
| Seed keyword volume, CPC, keyword difficulty | Semrush, Ahrefs, Keywords Everywhere or DataForSEO; or the Unilytics MCP keyword_research |
| 12-month trend direction | Google Trends, or a keyword tool's 12-month series; or the Unilytics MCP google_trends |
| Keywords an already-ranking URL ranks for (backfill) | Semrush Organic Research in URL mode, or Ahrefs Organic keywords for a URL (UI export or API) |
| Page inventory | The client's sitemap or a crawl (Screaming Frog or any crawler); or the Unilytics MCP aeo_site_pages or site_map |
| URL status and redirect check (8b) | Any crawler or HTTP client that reports the resolved URL; or the Unilytics MCP content_scrape or batch_scrape |
| Search Console impressions for centroid priority | Your own Search Console connector or export |
| Answer-engine cited sources (placement check only) | A prompt-tracking tool with a citation export, or the engines directly; brand mentions only: the Unilytics MCP brand_visibility |
| Optional cross-check: embedding clusters, or the same SERP-overlap method as a hosted tool | The Unilytics MCP aeo_cluster_prompts (embeddings) or aeo_cluster_by_urls |
| Build the workbook | Any spreadsheet tool; in Python, openpyxl |
Without the Unilytics MCP
Every step runs without Unilytics. Without it, what you lose is one connection for several of the capabilities above: each one then comes from the other ways listed for it (a tool or account you already have, a vendor API, or a manual export). The Unilytics MCP is one optional way to get several of these tools in a single connection: https://unilytics.ai
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