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ai-seo

ai-seo is a skill for Claude Code from iamwaqargulzar/Marketing-Agent-OS. It costs 65 tokens per session (1,127 once invoked), scanned A, a copy of impeccable, Apache-2.0.

A skill for improving visibility in both traditional search engines and AI answer tools. It covers AI-search topics such as citations, crawler access, brand evidence, and llms.txt alongside conventional SEO.

In plain words
What is it for?
Use it to review source accessibility, entity clarity, answerable content, AI crawler access, llms.txt, and platform readiness, then plan tests and recommendations.
Why use it?
It helps distinguish documented search requirements from hypotheses about AI-answer visibility, so uncertain tactics are not presented as guaranteed ranking factors.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the marketing-agent-os plugin — 175 skills shipped together

not rated 8repo changed 14d ago A scan 65 tokens copy · 66% Apache-2.0

Good fit Use it to review source accessibility, entity clarity, answerable content, AI crawler access, llms.txt, and platform readiness, then plan tests and recommendations.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/iamwaqargulzar/marketing-agent-os/ai-seo
View source ↗ iamwaqargulzar/Marketing-Agent-OS
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add iamwaqargulzar/Marketing-Agent-OS --skill ai-seo
Clone the repo
git clone --depth 1 https://github.com/iamwaqargulzar/Marketing-Agent-OS

Made for: Claude Code.

Or install marketing-agent-os, the plugin that ships this one along with the rest of its 175 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for ai-seo

README.md
[![agentmods](https://agentmods.dev/badge/skills/iamwaqargulzar/marketing-agent-os/ai-seo/github.svg)](https://agentmods.dev/skills/iamwaqargulzar/marketing-agent-os/ai-seo)
Your own site
<a href="https://agentmods.dev/skills/iamwaqargulzar/marketing-agent-os/ai-seo"><img src="https://agentmods.dev/badge/skills/iamwaqargulzar/marketing-agent-os/ai-seo/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for ai-seo

Your own site · 80×15
<a href="https://agentmods.dev/skills/iamwaqargulzar/marketing-agent-os/ai-seo"><img src="https://agentmods.dev/badge/skills/iamwaqargulzar/marketing-agent-os/ai-seo.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 65 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,127 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 66% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00065 $0.01127
Opus 5.5 $0.00026 $0.00451
Sonnet 5.5 $0.00013 $0.00225
Haiku 4.5 $0.00006 $0.00113

Measured 14d ago against content hash 6b113102abc9, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ai-seo scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 14d ago.

The scan reads SKILL.md. This mod also ships 7 executable files (scripts/brand_scanner.py, scripts/citability_scorer.py, scripts/fetch_page.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

66% identical to impeccable — 322 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

skills/ai-seo/SKILL.md · 88 lines

How it starts

The opening of the file, as written. The whole thing — 88 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Ai Seo

Quick Start

Use this skill for ai seo. Start from the user’s concrete objective and available evidence; do not substitute generic marketing advice for task-specific analysis.

Skill Contract

  • Reads: user-provided context; relevant project files; .agents/product-marketing.md when present; approved public or connected data sources.
  • Writes: recommendations and artifacts in the response by default. Persistent file/account changes require explicit request or authorization.
  • Evidence: label consequential claims as measured, user-provided, calculated, estimated, or proxy. Never upgrade uncertainty silently.
  • Side effects: do not publish, send, spend, delete, mutate accounts, or persist registry truth without user authorization.
  • Freshness: verify current platform rules, search eligibility, ad policies, model/tool capabilities, laws, pricing, and other time-sensitive claims before acting.

Instructions

  1. Separate conventional SEO requirements from AI-answer visibility hypotheses; optimize for both without treating speculative GEO tactics as guaranteed ranking factors.
  2. Test source accessibility, entity clarity, answerability, citation-worthiness, factual density, provenance, structure and crawl directives.
  3. Evaluate AI crawler access and llms.txt as interoperability aids, not as substitutes for robots.txt, sitemaps or high-quality indexable content.
  4. Use scripts/citability_scorer.py, scripts/llmstxt_generator.py and scripts/brand_scanner.py when deterministic checks help.
  5. When platform behavior or eligibility can change, verify current first-party documentation before making implementation claims.
  6. Report observations separately from hypotheses and label confidence.
  7. When recommending page formats or interpreting citation changes, read references/format-volatility.md; do not generalize a dated change from one answer engine to every platform.
  8. For crawler access, read references/crawler-policy.md; decide search discovery, user retrieval, model training, and grounding separately. Inspect the live robots response for CDN-managed rules.
  9. For positioning, third-party consensus, or AI-answer sentiment, read references/visibility-strategy.md; distinguish a mention or citation from a favorable recommendation and measure buyer-relevant prompts.

Read the full file on GitHub · 88 lines

Files

What ships with it

15 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 14d ago Changed · +4 lines · +16 tokens per session 6b113102abc9
  2. 22d ago Changed · +4 lines 726cfd83e97f
  3. 1mo ago Changed · +4 lines a4e128cae372
  4. 1mo ago Changed · +2 lines 0ebc1148727f
  5. 2mo ago First seen · 74 lines · 49 tokens per session scan A f11bc18318a6

Subscribe to this mod's changes

ai-seo is a skill published in the GitHub repository iamwaqargulzar/Marketing-Agent-OS (8 stars, last pushed 3d ago), licensed Apache-2.0. It adds 65 tokens to every session and 1,127 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 66% identical to impeccable, differing in 322 lines, and is treated as a copy.

Claude CodeMarketing and SEOaeoagent-skillsai-agentsampanswer-engine-optimization
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