| name | geo-content-optimizer |
| slug | geo-content-optimizer |
| displayName | GEO Content Optimizer · AI引用优化 |
| summary | AI引用优化/GEO优化/AI搜索 |
| description | Use when the user asks to "optimize for AI citations"; improves citation readiness for ChatGPT, Perplexity, AI Overviews, Gemini, and Claude. Not for structural on-page SEO — use on-page-seo-checker; not for net-new drafting — use content-writer. AI引用优化/GEO优化/AI搜索 |
| version | 20.1.0 |
| license | Apache-2.0 |
| compatibility | Claude Code and compatible agent-skill hosts |
| homepage | https://github.com/aaron-he-zhu/aaron-marketing-skills |
| when_to_use | Use when optimizing content for AI engines like ChatGPT, Perplexity, AI Overviews, Gemini, Claude, or Copilot. Also for AI citation optimization, generative engine visibility, AI引用优化, AI搜索优化, GEO优化, or 让AI引用我. |
| argument-hint | <content URL or text> [target AI engine] |
| metadata | {"author":"aaron-he-zhu","version":"20.1.0","discipline":"seo-geo","phase":"implement","geo-relevance":"high","hermes":{"tags":["marketing","seo-geo","implement"],"category":"seo-geo"},"openclaw":{"emoji":"🔍","homepage":"https://github.com/aaron-he-zhu/aaron-marketing-skills"}} |
GEO Content Optimizer
Optimizes content for AI-generated answers and citation surfaces such as ChatGPT, Perplexity, Gemini, Claude, and AI Overviews.
What This Skill Does
Improves structure, authority signals, factual density, quotable statements, source attribution, and overall GEO readiness.
Quick Start
Optimize this content for GEO/AI citations: [content or URL]
Make this article more likely to be cited by AI systems
Write content about [topic] optimized for both SEO and GEO
Audit this content for GEO readiness and suggest improvements
AI Overview is eating clicks on 12 head queries — build a recovery plan
See AI Overview Recovery for the 4-phase playbook (measure → diagnose → rewrite → monitor) tailored to recovery scenarios (as opposed to generic GEO optimization).
Skill Contract
Expected output: a ready-to-use asset or implementation-ready transformation plus a short handoff summary ready for memory/content/.
- Reads: the brief, target keywords, entity inputs, and quality constraints. Canonical entity profiles: if the content mentions a brand / person / product, this skill MUST consult
memory/entities/<slug>.md (per the entity-geo handoff schema) to populate display_name, description_short, ai_resolution_status and decide whether disambiguation boilerplate is needed. If the profile is missing or stale (>90 days), declare DONE_WITH_CONCERNS and recommend entity-registry as an open loop.
- Writes: a user-facing content, metadata, or schema deliverable plus a reusable summary that can be stored under
memory/content/.
- Promotes: approved angles, messaging choices, missing evidence, and publish blockers to
memory/hot-cache.md and memory/open-loops.md; propose durable decisions as pending-decision items.
- Done when: each target AI query has a standalone, quotable answer block; a before/after GEO score and AI Query Coverage are reported; and the CORE-EEAT GEO self-check (C02, O03, O05, E01) has no unaddressed Fail.
- Primary next skill: use the
Next Best Skill below when the asset is ready for review or deployment.
