Home / ryze-ai-adgent / open-seo-mcp-skills · GitHub

ai-visibility SKILL.md skillA

ai-visibility from ryze-ai-adgent/open-seo-mcp-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add ryze-ai-adgent/open-seo-mcp-skills/ai-visibility@git:20261027.f587b0a

Pins git:20261027.f587b0a in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: ryze-ai-adgent/open-seo-mcp-skills
Path: skills/ai-visibility/SKILL.md
Versions recorded: 3
Latest version: git:20261027.f587b0a, committed Oct 27, 2026
First version recorded: Aug 29, 2026
Size: 2,511 bytes
Repository stars: 8,507
License: MIT

Measure real AI-engine visibility — traffic from ChatGPT, Perplexity, Claude, Gemini and which pages they cite — from actual GA4 referral data, not prompt sampling. Use when asked "AI visibility", "GEO/AEO check", "do LLMs cite us", "traffic from ChatGPT", or "how do we show up in AI search".

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# AI Visibility

## Requires

The free Ryze MCP connector (`https://connector.get-ryze.ai/mcp`). Claude Code: `claude mcp add ryze --transport http https://connector.get-ryze.ai/mcp`. claude.ai / Desktop / Cursor: add it as a custom connector with the same URL. Setup: https://www.get-ryze.ai/how-to-connect-claude-to-google-meta-ads-mcp?utm_source=github&utm_content=open-seo-mcp-skills

Every "AI visibility tracker" samples prompts and guesses. GA4 records the actual clicks AI engines send. Measure the real thing first, then diagnose.

## Workflow

1. **Traffic by engine.** `google_analytics__getAiTrafficByEngine` — sessions per AI source (ChatGPT, Perplexity, Gemini, Claude, Copilot…), current vs previous period.
2. **Trend.** `google_analytics__getAiTrafficDaily` — is AI traffic growing, and did anything spike (a spike = something started citing you; find it).
3. **Cited pages.** `google_analytics__getAiLandingPages` — which URLs AI engines actually send people to. These are your proven-citable pages.
4. **Referral detail.** `google_analytics__getAIReferrals` for source-level detail and conversions — is AI traffic converting better or worse than organic.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add ryze-ai-adgent/open-seo-mcp-skills/ai-visibility@sha256:0dbc6eb9cbd0fa2d

The line at the top of this page pins the label git:20261027.f587b0a, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

[![mdr](https://markdownregistry.com/badge/art_jcuir233zkkawgiq.svg)](https://markdownregistry.com/a/art_jcuir233zkkawgiq)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between Aug 29, 2026 and Oct 27, 2026, about one every 29 days.

version	committed	commit	size	audit
git:20261027.f587b0a latest	2026-10-27	f587b0a	2,511 B	A	view · diff
git:20260908.f49b254	2026-09-08	f49b254	2,461 B	A	view · diff
git:20260829.f30f04f	2026-08-29	f30f04f	2,139 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.

pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (2511 bytes)
pass: No zero-width or bidi control characters
pass: No instruction hidden inside an HTML comment
pass: No link to an exfiltration or paste host
pass: No credential-shaped string
pass: No instruction to send local credentials anywhere
pass: No text hidden with inline styles
pass: No prompt-injection phrasing
pass: No curl or wget piped into a shell
pass: No recursive delete of root, home or parent
pass: No instruction to read or print local credentials
pass: No base64 blob over 200 characters
pass: No link to a raw IP address
pass: No script tag

Source

GitHub

ryze-ai-adgent/open-seo-mcp-skills · 8,507 stars · license MIT · pushed 2026-10-27 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_jcuir233zkkawgiq
GET https://markdownregistry.com/api/v1/resolve?ref=ryze-ai-adgent/open-seo-mcp-skills/ai-visibility
GET https://markdownregistry.com/api/v1/blob/0dbc6eb9cbd0fa2dacc31a767b86b9fa12644bcfa75aa068999c290be3302185

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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