Auriti-Labs/geo-optimizer-skill

• highreadme#1

  Clarify 'GEO' acronym and purpose in README's first line

  原因：

  当前

  The current README starts with a div align="center" and then ### The open-source **Answer Engine Optimization (AEO)** & **Generative Engine Optimization (GEO)** toolkit.

  复制粘贴的修复

  复制

  # GEO Optimizer Skill: Generative Engine Optimization (GEO) Toolkit
  This open-source toolkit helps you audit, optimize, and track your website's visibility and citation by AI answer engines like ChatGPT, Perplexity, Gemini, and Google AI Overviews. It is NOT a geographical information tool.

  待办完成忽略
• mediumcomparison#2

  Add a 'Comparison to Traditional SEO Tools' section in the README

  原因：

  复制粘贴的修复

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  ## How is GEO Optimizer different from traditional SEO tools?
  
  Traditional SEO tools like Google Search Console, Ahrefs, and Semrush focus on organic search rankings, keywords, and backlinks for human-driven search engines. GEO Optimizer, however, is specifically designed for **Generative Engine Optimization (GEO)** and **Answer Engine Optimization (AEO)**. It audits your site for AI crawlability, understanding, and, most importantly, **citation** by AI models like ChatGPT, Perplexity, Gemini, and Google AI Overviews. While traditional SEO aims for visibility in search results, GEO Optimizer aims for accurate and attributed answers from AI.

  待办完成忽略
• mediumabout#3

  Highlight academic foundation in the repository description

  原因：

  当前

  Open-source Answer Engine Optimization (AEO) & Generative Engine Optimization (GEO) toolkit — audit, optimize & track whether ChatGPT, Perplexity, Gemini & Google AI Overviews cite your site. AI SEO / LLM SEO. CLI, Python, MCP, Astro.

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  Open-source Answer Engine Optimization (AEO) & Generative Engine Optimization (GEO) toolkit with an academic foundation (KDD 2024, ICLR 2026) — audit, optimize & track whether ChatGPT, Perplexity, Gemini & Google AI Overviews cite your site. AI SEO / LLM SEO. CLI, Python, MCP, Astro.

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How can I optimize my website content for better visibility in AI search results and citations?

  你：未被推荐
  AI 推荐顺序：

  1. Google's Structured Data Markup Helper
  2. Schema App
  3. Yoast SEO
  4. Rank Math
  5. Google Search Console
  6. Surfer SEO
  7. Clearscope
  8. Grammarly
  9. Ahrefs
  10. Semrush
  11. Moz Link Explorer
  12. Google My Business

  AI 推荐了 12 个替代方案，却始终没点名 Auriti-Labs/geo-optimizer-skill。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What tools help track if AI models like ChatGPT and Gemini are citing my website?

  你：未被推荐
  AI 推荐顺序：

  1. Google Search Console
  2. Ahrefs
  3. Semrush
  4. Moz Pro
  5. Google Alerts
  6. Talkwalker Alerts
  7. Turnitin
  8. Grammarly's Plagiarism Checker
  9. Copyscape
  10. Google Custom Search API
  11. Bing Web Search API

  AI 推荐了 11 个替代方案，却始终没点名 Auriti-Labs/geo-optimizer-skill。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of Auriti-Labs/geo-optimizer-skill?

  pass
  ⚠AI 未点名 Auriti-Labs/geo-optimizer-skill —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts Auriti-Labs/geo-optimizer-skill in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 Auriti-Labs/geo-optimizer-skill

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo Auriti-Labs/geo-optimizer-skill solve, and who is the primary audience?

  pass
  ⚠AI 未点名 Auriti-Labs/geo-optimizer-skill —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？