entity-optimizer

name	entity-optimizer
description	SEO entity optimizer: build brand presence in Google Knowledge Graph, Wikidata, and AI systems for entity recognition, citations, and authority signals. Part of a 20-skill SEO & GEO suite. 实体优化/知识图谱/品牌SEO/谷歌知识面板/品牌权威
version	6.0.0
license	Apache-2.0
compatibility	Claude Code ≥1.0, skills.sh marketplace, ClawHub marketplace, Vercel Labs skills ecosystem. No system packages required. Optional: MCP network access for SEO tool integrations.
homepage	https://github.com/aaron-he-zhu/seo-geo-claude-skills
when_to_use	Use when optimizing entity presence for Knowledge Graph, Wikidata, or AI engine disambiguation. Also for brand entity canonicalization.
argument-hint	<entity name or brand>
metadata	{"author":"aaron-he-zhu","version":"6.0.0","geo-relevance":"high","tags":["seo","geo","entity-optimization","knowledge-graph","knowledge-panel","brand-entity","wikidata","entity-disambiguation","实体优化","エンティティ","엔티티","entidad-seo"],"triggers":["optimize entity presence","build knowledge graph","improve knowledge panel","entity audit","establish brand entity","entity disambiguation","Google doesn't know my brand","no knowledge panel","establish my brand","establish my brand as an entity","get a Google knowledge card","no Wikipedia entry","how to get a knowledge panel","how to build brand entity","实体优化","知识图谱","品牌实体","知识面板","品牌词","品牌词优化","品牌搜不到","没有知识面板","Google不认识我的品牌","エンティティ最適化","ナレッジパネル","엔티티 최적화","지식 패널","구글이 내 브랜드 모르는데?","지식 패널 만들려면?","optimización de entidad","panel de conocimiento","otimização de entidade","[Truncated]"]}

Entity Optimizer

SEO & GEO Skills Library · 20 skills for SEO + GEO · ClawHub · skills.sh System Mode: This cross-cutting skill is part of the protocol layer and follows the shared Skill Contract and State Model.

Make search engines and AI systems recognize your brand as a distinct entity — so they can cite it. This skill audits, builds, and maintains entity identity across Google Knowledge Graph, Wikidata, and AI engines, turning an invisible brand into one that earns Knowledge Panels, rich results, and AI citations. Use it when Google does not know your brand or when AI systems confuse you with a competitor.

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.

System role: Canonical Entity Profile. It acts as the source of truth for entity identity, associations, and disambiguation across the library.

When This Must Trigger

Use this when brand or entity identity needs to be established or verified — even if the user doesn't use entity terminology:

• User says "Google doesn't know my brand" or "no knowledge panel"
• Auto-recommended when memory/entities/candidates.md accumulates 3 or more uncanonized entity candidates from other skills
• Establishing a new brand/person/product as a recognized entity
• Auditing current entity presence across Knowledge Graph, Wikidata, and AI systems
• Improving or correcting a Knowledge Panel
• Building entity associations (entity ↔ topic, entity ↔ industry)
• Resolving entity disambiguation issues (your entity confused with another)
• Strengthening entity signals for AI citation
• After launching a new brand, product, or organization
• Preparing for a site migration (preserving entity identity)
• Running periodic entity health checks

What This Skill Does

1. Entity Audit: Evaluates current entity presence across search and AI systems