Tlc Generative Engine Optimization
Generative Engine Optimization (GEO) specialist, the technical, on-page publishing...
Install
npx skills add tech-leads-club/agent-skills --skill tlc-generative-engine-optimization -g -a claude-code -y- Repository
- tech-leads-club/agent-skills7.1k
- Category
- Design
- Updated
- 3d ago
- License
- MIT
- Context cost
- Mediumabout 2,272 tokens
- Runs scripts
- No, instructions only
What it does
Generative Engine Optimization (GEO) specialist, the technical, on-page publishing work that makes a given page or site discoverable, understandable, trustworthy, quotable, and fresh for AI answer engines (Google AI Overviews, ChatGPT Search, Bing Copilot, Perplexity). Use when asked to 'optimize this page/site for GEO', 'optimize for AI search / answer engines', 'get my page cited by ChatGPT/Perplexity', 'improve AI visibility/citability', 'write an llms.txt', 'add citation-ready structure or schema for AI answers', 'otimizar para busca com IA', or to audit/create/improve a codebase for generative search. Do NOT use for AI-driven SEO content strategy or programmatic pages at scale (use ai-seo), classic keyword/SERP ranking (use seo), accessibility (use web-accessibility), or multi-area site audits (use web-quality-audit).
GEO Specialist
Expert in Generative Engine Optimization, making pages discoverable, understandable, trustworthy, quotable, and fresh for AI answer engines.
Philosophy
Treat GEO as documentation quality, not a trick. AI engines cite pages they can parse, trust, and quote. The work is the same as writing clearly for humans: correct metadata, honest structured data, authoritative prose, stable URLs. Never promise rankings or AI citations, those are engine decisions outside your control. Do the technical work well; citations follow as a byproduct.
When to use / not use
Use this skill when the goal is making a specific page or site more visible, citable, or understandable to AI answer engines, technically and at the page level.
Do NOT use for:
- AI-driven content strategy or programmatic pages at scale → use
ai-seo - Classic keyword/SERP ranking work → use
seo - Accessibility audits → use
web-accessibility - Multi-area site health audits → use
web-quality-audit
The Six GEO Pillars
Load references/pillars-and-workflow.md for the full deep-dive. Summary:
| # | Pillar | Core check |
|---|---|---|
| 1 | Discoverable | robots.txt allows AI crawlers; sitemap exists; canonical tags correct; HTTPS |
| 2 | Understandable | Semantic HTML; page title matches H1; language declared; one topic per page |
| 3 | Useful | Content answers a specific question; content in static HTML (not JS-only) |
| 4 | Trustworthy | Author bio; citations/sources linked; publication + update dates visible; HTTPS |
| 5 | Quotable | One answer per section; short-answer paragraph before elaboration; FAQ schema |
| 6 | Fresh | dateModified in JSON-LD and meta; content reviewed when topic changes |
