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entity-optimizer

Audit and build entity presence across Knowledge Graph, Wikidata, and AI systems.

Updated May 11, 2026
Search Tags:#knowledge graph#seo#geo#wikidata#entity optimization#knowledge panel#sameas
One-click install
npx skills add https://github.com/cloudofgeorge/AI-hands-Engineer --skill entity-optimizer-cloudofgeorge
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: entity-optimizer
Source: https://github.com/cloudofgeorge/AI-hands-Engineer/tree/main/skills/seo/entity-optimizer
Command: npx skills add https://github.com/cloudofgeorge/AI-hands-Engineer --skill entity-optimizer-cloudofgeorge

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? Search engines and AI assistants often fail to recognize a brand, person, or product as a distinct entity, which means no Knowledge Panel, no AI citations, and confusion with similarly named entities. This Skill audits entity recognition gaps and produces a concrete plan to fix them. ## Core Features & Use Cases - Entity Audit: Tests how Google Knowledge Graph, Wikidata, Wikipedia, and AI systems (ChatGPT, Claude, Perplexity, Google AI Overview) currently resolve an entity. - 47-Signal Checklist: Evaluates six signal categories covering structured data, knowledge bases, NAP+E consistency, third-party validation, and AI-specific signals. - Action Plan & Canonical Profile: Produces a prioritized roadmap (Wikidata entry, sameAs links, Person schema) plus a reusable canonical entity profile stored under memory/entities/. - Use Case: A B2B SaaS company discovers ChatGPT describes it only as a generic "analytics tool" and no Knowledge Panel exists; the Skill identifies the missing Wikidata entry and sameAs links as the top fixes. ## Quick Start Ask the assistant to audit entity presence for your brand name and domain, then follow the prioritized action plan it generates.

Frequently Asked Questions about entity-optimizer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I get a Google Knowledge Panel for my brand?▼

Create a Wikidata entry with key properties (instance of, official website, inception), add Organization schema with sameAs links on your site, and earn mentions in authoritative sources. Knowledge Panels typically follow once the Knowledge Graph can resolve the entity.

How do I check if AI systems recognize my brand entity?▼

Query ChatGPT, Claude, Perplexity, and Google AI Overview with prompts like "What is [entity name]?" and "Who founded [entity name]?" Record whether each system recognizes the entity, describes it accurately, and cites its content.

What are sameAs links and why do they matter for entity SEO?▼

sameAs is a Schema.org property linking your entity to authoritative profiles like Wikidata, Wikipedia, LinkedIn, and Crunchbase. It is the strongest structured-data signal for helping search engines and AI systems resolve and disambiguate your entity.

Can I create a Wikipedia article for my own company?▼

Wikipedia prohibits self-editing due to conflict-of-interest rules. Instead, build notability through 3 or more independent reliable sources such as industry press coverage, then use the Requested Articles process. Wikidata entry creation is a more direct alternative.

What should I do when AI systems confuse my brand with another entity?▼

Add a consistent qualifier to your name, ensure your Schema @id is unique, strengthen sameAs links, and build topic-specific authority. Disambiguation should be resolved before investing in other entity signals.

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