entity-optimizer
Audit and strengthen entity recognition across search engines and AI systems.
- Evaluates entity presence across Google Knowledge Graph, Wikidata, Wikipedia, and AI systems with a 47-signal checklist covering structured data, knowledge bases, consistency, content authority, third-party mentions, and AI-specific signals
- Identifies gaps in entity identity and creates prioritized action plans with specific, timeframed steps for establishing or fixing brand, person, product, or organization entities
- Works standalone with public search and AI query testing; integrates with knowledge graph, SEO, AI monitor, and brand monitor tools for automated analysis
- Includes templates for entity audits, Knowledge Panel optimization, Wikidata entry creation, and AI entity resolution testing to improve citation likelihood in AI-generated responses
Entity Optimizer
Audits, builds, and maintains entity identity across search engines and AI systems. Entities — the people, organizations, products, and concepts that search engines and AI systems recognize as distinct things — are the foundation of how both Google and LLMs decide what a brand is and whether to cite it.
Why entities matter for SEO + GEO:
- SEO: Google's Knowledge Graph powers Knowledge Panels, rich results, and entity-based ranking signals. A well-defined entity earns SERP real estate.
- GEO: AI systems resolve queries to entities before generating answers. If an AI cannot identify an entity, it cannot cite it — no matter how good the content is.
What This Skill Does
Audits entity presence across Knowledge Graph, Wikidata, Wikipedia, and AI systems; maps all 6 signal categories (47 signals); produces a gap analysis, building plan, and disambiguation strategy.
Quick Start
Start with one of these prompts. Finish with a canonical entity profile and a handoff summary using the repository format in Skill Contract.
Entity Audit
More from aaron-he-zhu/seo-geo-claude-skills
backlink-analyzer
Use when analyzing backlink profiles, link authority, toxic links, link-building opportunities, or competitor link gaps. 外链分析/反向链接
18.9Kseo-content-writer
Write SEO blog posts, articles, landing pages with keyword integration, header optimization, and snippet targeting. SEO文章写作/内容优化
5.1Kkeyword-research
Find high-value SEO keywords: search volume, difficulty, intent classification, topic clusters. 关键词研究/内容选题
4.5Kcompetitor-analysis
Analyze competitor SEO/GEO: keywords, content, backlinks, AI citations, traffic share gaps. 竞品分析/竞争对手
3.9Ktechnical-seo-checker
Technical SEO audit: Core Web Vitals, crawl, indexing, mobile, speed, architecture, redirects. 技术SEO/网站速度
3.6Kon-page-seo-auditor
Audit on-page SEO: titles, headers, images, links with scored report and fix priorities. 页面SEO审计/排名诊断
3.5K