菜单
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-auditor; not for net-new drafting — use seo-content-writer. AI引用优化/GEO优化/AI搜索
默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。
决定是否安装前，请先阅读 SKILL.md，以及 SkillsMP 当前展示的配套文件。
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt；运行前请先检查来源。
npx skills add https://github.com/aaron-he-zhu/seo-geo-claude-skills --skill geo-content-optimizer命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地？可下载 SkillsMP 当前能够提供的文件。
基于 SOC 职业分类
正在显示 SKILL.md
| name | geo-content-optimizer |
| 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-auditor; not for net-new drafting — use seo-content-writer. AI引用优化/GEO优化/AI搜索 |
| version | 9.9.12 |
| license | Apache-2.0 |
| compatibility | Claude Code and compatible agent-skill hosts |
| homepage | https://github.com/aaron-he-zhu/seo-geo-claude-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":"9.9.12","geo-relevance":"high"} |
Optimizes content for AI-generated answers and citation surfaces such as ChatGPT, Perplexity, Gemini, Claude, and AI Overviews.
Improves structure, authority signals, factual density, quotable statements, source attribution, and overall GEO readiness.
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).
Expected output: a ready-to-use asset or implementation-ready transformation plus a short handoff summary ready for memory/content/.
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-optimizer as an open loop.memory/content/.memory/hot-cache.md and memory/open-loops.md; propose durable decisions as pending-decision items.Next Best Skill below when the asset is ready for review or deployment.Emit the standard shape from .
Use ~~AI monitor and ~~SEO tool when connected; otherwise ask for target queries, content, engines, competitor examples, and known AI-citation gaps. See CONNECTORS.md.
Measuring whether GEO work paid off: the changes this skill makes (extractable, quotable, answer-shaped content) move citability — testable in minutes by handing a live-fetch engine the URL and asking the target query. That is a proxy. Whether an engine then cites you unprompted (surfacing) is gated by its crawl/index refresh — week-scale and confounded, not minute-level. Do not conflate the two or promise fast surfacing. The latency of each signal, and why outcome deltas need a control group, are defined in references/measurement-protocol.md.
When a user requests GEO optimization, run these five steps:
Label every metric Measured (tool/export), User-provided, or Estimated (model inference); never present an estimate as measured; if a required metric is unavailable, mark it N/A — do not invent it.
Reference: See Instructions Detail for the full CORE-EEAT GEO target tables, AI engine preferences, analysis templates, optimization report template, self-check matrix, and examples.
User: "Optimize this paragraph for GEO: 'Email marketing is a good way to reach customers. It's been around for a while and many businesses use it.'"
Output adds a clear definition, dated/source-backed facts, structured list, quotable statements, and a before/after GEO score. See the full pattern in Instructions Detail — Example.
Reference: See the GEO Readiness Checklist in GEO Optimization Techniques for the full checklist covering definitions, quotable content, authority, structure, and technical elements.
On user confirmation, save to memory/content/YYYY-MM-DD-<topic>.md — see Skill Contract §Save Results Template.
Use when the user asks to "optimize meta tags"; improves titles, descriptions, Open Graph, Twitter cards, and CTR test variants. Not for JSON-LD structured data — use schema-markup-generator; not for body copy — use seo-content-writer. 标题优化/元描述/CTR
Use when the user asks to "generate schema"; creates JSON-LD for FAQ, HowTo, Article, Product, and LocalBusiness rich-result candidates. Not for title/meta-description tags — use meta-tags-optimizer; not for crawl/index technical issues — use technical-seo-checker. Schema标记/结构化数据
Use when the user asks to "write SEO content"; drafts new posts, articles, and landing pages with keywords, headers, snippets, and evidence boundaries. Not for AI-citation/GEO readiness scoring — use geo-content-optimizer; not for updating decaying existing content — use content-refresher. SEO文章写作/内容优化