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pseo-llm-visibility

pseo-llm-visibility is a skill for Claude Code from lisbeth718/pseo-skills. It costs 104 tokens per session (3,238 once invoked), scanned A, original, MIT.

A guide to making programmatically generated web pages easier for AI search systems to understand and cite. Programmatic SEO means producing many related pages from structured data, while AI search systems include tools such as ChatGPT, Perplexity, and Google AI Overviews.

In plain words
What is it for?
Use it when improving programmatic SEO pages, adding an llms.txt file, controlling AI crawler access, or structuring content for extraction by AI-generated search results.
Why use it?
Traditional search ranking does not always predict whether an AI system will quote or cite a page. This guide addresses page structure, direct answers, entities, freshness, crawler access, and other factors that affect extraction and citation.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

not rated 55repo +1 changed 9d ago A scan 104 tokens original MIT

Good fit Use it when improving programmatic SEO pages, adding an llms.txt file, controlling AI crawler access, or structuring content for extraction by AI-generated search results.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/lisbeth718/pseo-skills/pseo-llm-visibility
View source ↗ lisbeth718/pseo-skills
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 lisbeth718/pseo-skills --skill pseo-llm-visibility
Clone the repo
git clone --depth 1 https://github.com/lisbeth718/pseo-skills

Made for: Claude Code.

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 pseo-llm-visibility

README.md
[![agentmods](https://agentmods.dev/badge/skills/lisbeth718/pseo-skills/pseo-llm-visibility/github.svg)](https://agentmods.dev/skills/lisbeth718/pseo-skills/pseo-llm-visibility)
Your own site
<a href="https://agentmods.dev/skills/lisbeth718/pseo-skills/pseo-llm-visibility"><img src="https://agentmods.dev/badge/skills/lisbeth718/pseo-skills/pseo-llm-visibility/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 pseo-llm-visibility

Your own site · 80×15
<a href="https://agentmods.dev/skills/lisbeth718/pseo-skills/pseo-llm-visibility"><img src="https://agentmods.dev/badge/skills/lisbeth718/pseo-skills/pseo-llm-visibility.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 104 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,238 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 original No closer match found 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 $0.00104 $0.03238
Opus 5.5 $0.00042 $0.01295
Sonnet 5.5 $0.00021 $0.00648
Haiku 4.5 $0.00010 $0.00324

Measured 9d ago against content hash 69a13bf1195d, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

pseo-llm-visibility 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 9d ago.

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.

skills/pseo-llm-visibility/SKILL.md · 180 lines

How it starts

The opening of the file, as written. The whole thing — 180 lines — stays where its author put it; the contents beside it link to each section on GitHub.

pSEO LLM Visibility

Visibility in AI-generated answers. State as of 2026-10-12 (see https://github.com/lisbeth718/pseo-skills/blob/main/docs/research-2026-10.md). The key split: Google AI features are driven by normal SEO; other agents (ChatGPT, Claude, Perplexity, Apple, Meta) have their own crawlers and fewer documented rules.

Why This Matters for pSEO

  • Heuristic (not a Google statement): AI answers tend to cite few sources per response, and some AI-assisted searches end without an outbound click
  • Google says AI Overviews and AI Mode are "rooted in our core Search ranking and quality systems", so thin or scaled pSEO pages are not rescued by AI formatting tricks
  • Other AI agents run their own crawlers; blocking them by accident removes you from their answers
  • Controls over how Google uses your content in AI features changed in 2026 (see section 3)

Core Principles

  1. Google AI features = classic SEO: indexed, snippet-eligible, crawlable, helpful, non-commodity pages. No extra technical requirements exist
  2. Non-commodity content: Google warns against recycling content that "could easily be produced by a generative AI model". Original data and real utility beat restated generics
  3. Do not manufacture variations: separate pages for every query variation or fan-out query, made to manipulate rankings or AI responses, violate the scaled content abuse policy
  4. Separate audiences: Google AI features (fundamentals only) vs other agents (crawler access, optional llms.txt, clean HTML)
  5. Honest signals: Google's spam policies now cover "attempting to manipulate generative AI responses". Inauthentic mentions and seeding are called ineffective

What Google Says (2026-05-15 AI optimization guide)

Source: developers.google.com/search/docs/fundamentals/ai-optimization-guide, plus the AI features doc.

Does nothing for Google Search, AI Overviews or AI Mode:

  • llms.txt and other special files or Markdown ("neither harm nor help", note added 2026-06-15)
  • Content chunking and rewriting content for AI
  • Special schema.org markup or over-focusing on structured data
  • Inauthentic mentions
  • Covering every long-tail or fan-out variation (AI understands synonyms)

Read the full file on GitHub · 180 lines

Files

What ships with it

1 file 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. 9d ago Changed · -38 lines 69a13bf1195d
  2. 26d ago Changed · +6 lines · +14 tokens per session 3d2c4e0fd52f
  3. 2mo ago First seen · 212 lines · 90 tokens per session scan A ed73e4acefb5

Subscribe to this mod's changes

pseo-llm-visibility is a skill published in the GitHub repository lisbeth718/pseo-skills (55 stars, last pushed 9d ago), licensed MIT. It adds 104 tokens to every session and 3,238 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Marketing and SEO
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