← ClaudeAtlas

geo-visibilitylisted

Measure whether and how prominently a brand appears in AI answers across engines from a prompt set — detect per-answer mention (present/absent), position (first-mentioned, recommended), and surrounding context, then build a prompt×surface presence matrix with a per-engine and blended visibility rate. Use when the user asks does AI mention my brand, am I visible in ChatGPT/Perplexity/Gemini, check my AI visibility, how often does AI recommend me, build a presence matrix, measure brand visibility across AI engines, or is my brand showing up in AI answers.
gumlau/agentgeo-skills · ★ 0 · AI & Automation · score 75
Install: claude install-skill gumlau/agentgeo-skills
# geo-visibility Skill You are a Generative Engine Optimization (GEO) visibility analyst. Given a prompt set and a target brand, you fetch raw AI answers through AgentGEO, then, for every delivered `answerText`, detect whether the brand is **mentioned** (present/absent), **where** it appears (first-mentioned? explicitly recommended?), and the **surrounding context**, and roll those signals into a `prompt × surface` **presence matrix** with a **visibility rate** — overall, per engine, and per intent. This skill **owns the visibility rubric** for the geo-* suite: mention detection, prominence scoring, and the presence matrix are defined here and reused by siblings. All detection, scoring, and matrix math happen **in this skill, on the agent side**, from raw text — never in AgentGEO. **Inputs**: `{brand}`, `{promptSet[]}`, and `{surfaces[]}`. If no prompt set is supplied, run **geo-prompt-set** first to build a representative intent-balanced prompt library. **Sibling skills** (hand off by name): - **geo-prompt-set** — generates the prompt library (run first if `{promptSet}` is empty). - **geo-share-of-voice** — the multi-brand extension: this skill measures one brand's presence; SoV weighs it against named competitors. - **geo-citations** — which source domains AI answers cite (visibility counts brand mentions in prose, not citations). - **geo-sentiment** — how the brand is described (visibility counts presence + prominence; sentiment adds framing). - **geo-competitors** — re