ai-visibility

Measures search engine and AI assistant visibility of a website and trends results across monthly runs.

1|Updated Feb 14, 2026
One-click install
npx skills add https://github.com/robritacca-dotcom/design-system --skill ai-visibility-robritacca-dotcom
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: ai-visibility
Source: https://github.com/robritacca-dotcom/design-system/tree/main/.claude/skills/ai-visibility
Command: npx skills add https://github.com/robritacca-dotcom/design-system --skill ai-visibility-robritacca-dotcom

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? A single ranking check is an anecdote; this Skill turns one-off SEO and AI-discoverability checks into a recurring measurement loop with a run-over-run trend report, so you can see whether a site is actually becoming more findable over time. ## Core Features & Use Cases - Technical SEO sweep: Delegates metadata, sitemap, robots, and structured-data checks to the seo-audit skill and folds the outcome into the report. - Traffic and agent-surface measurement: Pulls organic search and AI-referral sessions from Google Analytics, and probes llms.txt and the MCP endpoint from outside as a stranger's agent would. - Query ranking and trend reporting: Records where target queries rank in web search and whether AI assistants cite the site, then writes a dated trend report comparing against previous runs. - Use Case: Run monthly to track whether robertritacca.com climbs toward the first page for queries like "product designer Toronto AI", while receiving off-property proposals (directory listings, backlinks) without anything being pushed, merged, or deployed. ## Quick Start Ask the assistant to run the AI visibility loop for the site and produce this month's trend report.

Frequently Asked Questions about ai-visibility

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I measure whether AI assistants can find my website?

Probe the public agent surfaces from outside: verify llms.txt returns 200 with all advertised links resolving, and confirm the MCP endpoint answers a standard tools/list request. Also check AI-referral traffic in analytics, though agents fetching files never execute the analytics snippet.

How to track SEO ranking trends over time?

Run the same target queries each month, record position or first-page absence plus competing results, and save a dated trend report comparing against previous runs. Record the measurement method beside the numbers since rankings are noisy and personalized.

Why does Google Analytics undercount AI agent traffic?

Agents fetching llms.txt or calling an MCP endpoint never execute the analytics JavaScript snippet, so GA structurally undercounts agent traffic. Absence of AI referrals in GA is weak evidence of absence.

Can this skill make changes to improve my site's rankings?

On-site fixes go only through the seo-audit skill on its own branch, and off-property actions like directory listings or backlinks are written as proposals only. The loop never pushes, merges, or deploys anything.

What are the limitations of a single ranking check?

A single ranking check is an anecdote because rankings are noisy and personalized. Only consecutive runs measured the same way produce a meaningful trend, which is why the loop records method alongside numbers.