What this skill does
Phase 4 of the pipeline. Ahrefs numbers alone are useless without understanding the SERP. This step inspects what actually ranks for each keyword candidate and issues a verdict.
It evaluates each candidate on:
- Intent clarity - does the SERP agree on what the searcher wants?
- Format signals - what page type wins (listicle, comparison, guide, LP)?
- Competitive landscape - who ranks and how entrenched they are
- Beatability - is there a realistic gap to exploit?
Each candidate gets a QUALIFY, CONDITIONAL, or KILL verdict. Many topics die here. That's the point - it stops weak topics before they reach a content brief.
Inputs
- Keyword candidate list - from keyword-validation, or pasted in directly
Requirements
- Ahrefs MCP server connected (SERP overview); live SERP checks via web search
When it activates
- "qualify these keywords against the SERP"
- "which of these can we actually rank for"
/serp-qualification (after keyword-validation, or standalone)
Output
Each keyword tagged QUALIFY / CONDITIONAL / KILL, with the SERP reasoning behind the verdict.
Tips
- Survivors go to the Business Fit Filter next
- A KILL here is a win - it saves the cost of briefing a topic that can't rank
- CONDITIONAL means winnable with a specific angle - note the angle for topic shaping