This skill should be used when the user asks to "optimize entity presence", "build knowledge graph", "improve knowledge panel", "entity audit", "establish brand entity", "Google does not know my brand", "no knowledge panel", or "establish my brand as an entity". Works standalone with public search and AI query testing; supercharged when you connect ~~knowledge graph + ~~SEO tool + ~~AI monitor for automated entity analysis. For structured data implementation, see schema-markup-generator. For content-level AI optimization, see geo-content-optimizer.

当用户提出“优化实体存在”“构建知识图谱”“改进知识面板”“实体审核”“建立品牌实体”“Google不了解我的品牌”“无知识面板”或“将我的品牌建立为实体”等需求时，请使用此技能。该技能可独立配合公开搜索和AI查询测试使用，若连接知识图谱、SEO工具和AI监控系统进行自动化实体分析，效果将大幅提升。如需结构化数据实现，请参阅schema-markup-generator；如需内容层级的AI优化，请参阅geo-content-optimizer。