HubDev Free GEO/AEO Scorecard (Claude / Cursor starter)

A free ($0) starter scorecard for assessing answer-engine readiness (citeability) with a one-page 1–5 rubric for Claude or Cursor. It is not a citation guarantee. Full skill packs are sold separately on this store.

Includes: scorecard rubric (six dimensions), README (5 steps), and stub SKILL.md with an honesty gate.

Does not include paid packs.

Sample output (real public page, abridged)

Page: stripe.com/resources/more/payment-gateways-101 — query “What is a payment gateway?” (audited 2026-11-06; not a HubDev client)

Dimension | Score | Evidence (abridged)

Answerability | 3/5 | Clear definition exists, but sits below a stats intro and TOC — not early

Citeability | 3/5 | Good tables and steps; a table says gateways don’t settle funds while a later line says they do — a quote can conflict

Entity clarity | 4/5 | Publisher clear; no named author

Freshness | 4/5 | Visible “Last updated” date; one key stat has no study date

Structure | 3/5 | Useful H2s; Article schema has author null and no dateModified

Source quality | 2/5 | Few outbound, checkable sources for non-obvious claims

Total | 19/30 |

Top fix (P0): put a one-paragraph direct answer above the intro and make the settlement wording match the table.

The score is a subjective readiness judgment against the rubric, not a measure of AI visibility or a citation guarantee. Run it on your own URL to get the same evidence-per-dimension output.