cf-aeo-checklisted

Post-publication AI-visibility check — re-probes target queries via web search, records whether the published piece is cited in Google AI Overviews, audits on-page extractability (definition block, dates, schema, structures) via web fetch, and appends every check to per-brand history so deltas are tracked over time. Triggers on "/contentforge:cf-aeo-check", "is our article cited in AI Overviews", "did we earn AI citations", "check AEO for this URL", "why is a competitor cited instead of us". Measures Google-observable signals only (no ChatGPT/Perplexity probing unless an AEO-tracking connector is present, and then labeled); closes the loop /contentforge:cf-brief opens and routes absent verdicts to /contentforge:content-refresh with evidence. Reports and records — it does not edit or republish the page.
teachskillofskills-ai/ContentForge-techshu · ★ 0 · AI & Automation · score 75

Install: claude install-skill teachskillofskills-ai/ContentForge-techshu

# AEO Citation Check — Post-Publication Close the loop that `/contentforge:cf-brief` opens. The brief checks AI Overview presence and citation patterns **before** production; this skill verifies — after publication — whether the piece actually earned citations, tracks the trend across re-checks, and routes losses to `/contentforge:content-refresh` with specific evidence. ## Honest scope — read before promising anything - **What this skill measures directly:** Google SERP state for the target queries via web search (AI Overview present? which domains are cited/visible? does the piece rank?), and on-page extractability of the published URL via web fetch (definition block intact, dates visible, schema present, metrics tables surviving the CMS). - **What it cannot measure directly:** citations inside ChatGPT, Perplexity, Gemini or Copilot answers — there is no public API for "was I cited," and probing chat UIs is not reproducible. Cross-engine measurement needs a third-party tracker (Profound, Otterly, Conductor AgentStack, HubSpot AEO — same list the Phase 6 optimizer names). **If such a connector is available in the tool list, use it and label the data's source; if not, say plainly that engine coverage is Google-observable-only.** Never present an estimate as a measurement. ## When to Use Use `/contentforge:cf-aeo-check` when: - A piece published **2+ weeks ago** and you want to know if AI engines are citing it (earlier checks mostly measure indexing lag, not merit) - You'