seo-geoGEO / AI search, an agent skill published by agricidaniel/claude-seo

GEO / AI search

agricidaniel/claude-seoskills.sh ↗

Installs

5,268

deduplicated, at the last sync

Since we started

+3.5%

39 readings, about 2 hours apart. Not a live curve.

Our category

GEO / AI search

ours

Last read

Sep 5, 2026

from the directory

Our brief

ours

This skill performs Generative Engine Optimization (GEO) analysis to help users optimize content for various AI-powered search experiences, including Google AI Overviews, ChatGPT web search, and Perplexity. It analyzes structural elements like passage citability scoring, brand mention signals, and technical compliance such as llms.txt presence [3]. The goal is to apply SEO fundamentals specifically tailored for modern AI search surfaces.

What it produces
  • GEO-ANALYSIS.md report
  • GEO Readiness Score (XX/100)
What it needs
  • URL of the content to analyze
Paid services

not detected

The evidence does not contain information regarding required payments, paid plans, or API costs for using this skill.

Registration

not detected

The evidence does not mention any requirement to register an account to use the skill.

Limits and human review

The skill cannot predict definitive search engine outcomes because third-party tools have no access to Google's internal ranking data [1]. Furthermore, it provides analysis based on published criteria and heuristics, rather than guaranteeing a specific rank or citation rate.

Evidencestatic findingsskills/seo-geo/references/google-ai-optimization-guide.md:1-52skills/seo-geo/references/llmstxt-evidence.md:1-42skills/seo-geo/SKILL.md:1-271
static findingsstatic_finding
[{"code":"payment","match":"Stripe","path":"references/llmstxt-evidence.md"}]
skills/seo-geo/references/google-ai-optimization-guide.md1–52 · excerpt truncated
# Google AI Optimization Guide — primary-source synthesis (June 2026)

Google published a dedicated **AI optimization guide** under Search Central
docs (under the new "Generative AI fundamentals" section; announced via the
Search Central blog 2026-05-15, doc last updated 2026-06-29). Its position is
the most-cited primary source for how AI Overviews and AI Mode interact with
Search ranking. Every claude-seo audit that touches GEO should treat this doc
as the canonical reference and reject community claims that contradict it.

**Primary source:**
https://developers.google.com/search/docs/fundamentals/ai-optimization-guide
(announcing blog: https://developers.google.com/search/blog/2026/05/a-new-resource-for-optimizing)

> **Companion doc — third-party SEO tools (2026-06-05):** Google published
> "Using third-party SEO tools, services, and advice." No tool guarantees
> rankings; third-party tools have **no access to Google's internal ranking
> data**; Google does not endorse vendors; evaluate AEO/GEO claims against
> official guidance; Search Console is the authoritative first-party source.
> claude-seo's scores are heuristics, not Google-internal signals — state this
> honestly in r
skills/seo-geo/references/llmstxt-evidence.md1–42 · excerpt truncated
# `/llms.txt` — evidence-based reframe (June 2026)

## TL;DR

`/llms.txt` is **not currently consumed by any major AI search system**, and
**Google now states in its own docs that Google Search ignores it**. Generate
one anyway as low-cost optionality for non-Google AI services, but never present
it as a Google ranking or citation lever in any claude-seo report.

## Primary-source evidence

| Source | Date | What they said |
|---|---|---|
| **Google AI optimization guide** (docs) | 2026-06-29 | You don't need llms.txt/AI-text files for Google Search (incl. generative AI features); doing so "won't harm (nor help) your visibility or rankings in Google Search, **as Google Search ignores them**." |
| **John Mueller** (Google) | 2026 | Called the llms.txt discovery/differentiation use case "a dead end." |
| **John Mueller** (Google) — Reddit + Bluesky | 2025 | "No AI system currently uses llms.txt." Compared the file to deprecated meta keywords. |
| **Gary Illyes** (Google) — Search Central Live | July 2025 | Google has no plans to support llms.txt. |
| **SE Ranking** — 300k-domain study | November 2025 | Among the 50 most AI-cited domains, **only one** had an `/llms.txt`. |
| **Otterly
skills/seo-geo/SKILL.md1–271 · excerpt truncated
---
name: seo-geo
description: >
  Optimize content for AI Overviews (formerly SGE), ChatGPT web search,
  Perplexity, and other AI-powered search experiences. Generative Engine
  Optimization (GEO) analysis including brand mention signals, AI crawler
  accessibility, llms.txt compliance, passage-level citability scoring, and
  platform-specific optimization. Use when user says "AI Overviews", "SGE",
  "GEO", "AI search", "LLM optimization", "Perplexity", "AI citations",
  "ChatGPT search", or "AI visibility".
user-invocable: true
argument-hint: "[url]"
license: MIT
metadata:
  author: AgriciDaniel
  version: "2.2.5"
  category: seo
---

# AI Search / GEO Optimization (May 2026)

## Primary Source: Google's AI Optimization Guide

Google's official position, published under Search Central docs:

> "Optimizing for generative AI search is **still SEO** from Google's
> perspective. AEO and GEO are rebranded labels for the same work."

Read `references/google-ai-optimization-guide.md` for the full synthesis,
myth-busting list (`llms.txt`, chunking, AI-rephrasing, mention-farming,
all rejected by Google as ineffective), and the Who/How/Why test for
content quality.

Audits should frame G

Read 4 of 4 text files in the skill.

Checked September 2026 · GemmaWritten from the skill's published files. Check the source before relying on access or cost details.

Installfrom the directory

npx skills add https://github.com/agricidaniel/claude-seo

Installing happens there, not here. We are an index with an opinion, not a mirror.

What is inside itfrom the directory

LICENSE.txt
references/google-ai-optimization-guide.md
references/llmstxt-evidence.md
SKILL.md

4 files — names only. The directory does not report sizes.

What the auditors foundfrom the directory

A skill is instructions your agent will follow and scripts it may run, so who checked it matters as much as how many people installed it.

Gen Agent Trust HubThe skill is designed for SEO analysis of AI search engines. It is functionally safe but includes a vulnerability surface for indirect prompt injection because it processes content from external URLs.May 11, 2026 · SAFEpass
Socket1 alert: gptAnomalyMay 11, 2026warn
SnykRisk: MEDIUM · 1 issueMay 11, 2026 · MEDIUMwarn
Runlayer1 file scanned · No issuesMar 6, 2026 · NONEpass
ZeroLeaksScore: 93/100 · 2 sections analyzedApr 16, 2026 · NONEpass

Installs, reading by readingours

5.1k
5.3k
Aug 30, 202639 readings over 6 days, drawn as the last reading of each day.Sep 5, 2026

Axis starts at 5.1k, not zero — the range is 5.1k to 5.3k.

Asked out loudspoken, not typed

The same skill in the words people use speaking to an assistant rather than typing into a box. Each one carries the situation it came from, and each answer says only what the skill's own files support.

before using the skillDo I need to pay anything to use this skill?

The evidence does not state whether payment is required to run the analysis. It only mentions a static finding related to Stripe in one of its reference files.

discussing SEO toolsWhat kind of optimization does this do?

It performs Generative Engine Optimization (GEO) by analyzing how well your content is structured for AI search engines. It looks at things like brand mentions, structural readability, and if it's easy for AI crawlers to cite specific passages.

reviewing a reportWill this guarantee I rank better in Google Search?

No. The evidence explicitly states that third-party tools have no access to Google's internal ranking data, and the scores generated are heuristics, not official signals.

Filed alongside itours