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TheCraigHewitt/seomachine
默认分支 main · commit 70231da1 · 扫描时间 2026/5/14 10:57:32
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行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 TheCraigHewitt/seomachine 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
2 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Reposition the README H1 and opening paragraph to clarify its nature
原因:
当前# SEO Machine A specialized Claude Code workspace for creating long-form, SEO-optimized blog content for any business. This system helps you research, write, analyze, and optimize content that ranks well and serves your target audience.
复制粘贴的修复# SEO Machine: An Open-Source Claude Code Workspace for Advanced SEO Content This repository provides a specialized, open-source Claude Code workspace designed for creating long-form, SEO-optimized blog content for any business. Unlike commercial SaaS platforms, SEO Machine offers a customizable, local environment to research, write, analyze, and optimize content that ranks well and serves your target audience, leveraging Anthropic's Claude API.
- mediumcomparison#2Add a 'Why SEO Machine?' section to the README
原因:
复制粘贴的修复## Why SEO Machine? Differentiating from SaaS & Other Tools SEO Machine stands out by offering a powerful, customizable, and open-source content optimization environment built directly within Claude Code. Unlike proprietary SaaS platforms (e.g., Surfer SEO, Jasper, Clearscope) that often come with recurring fees and limited customization, SEO Machine provides: - **Full Control & Customization:** Tailor agents, commands, and workflows to your exact brand voice, SEO guidelines, and specific content needs. - **Local & Private:** Your data and content remain within your controlled environment, not on third-party servers. - **Leverages Claude Code's Strengths:** Directly integrates with Claude's advanced reasoning and context management for superior content generation and analysis. - **Transparent & Extensible:** As an open-source project, you can inspect, modify, and extend its capabilities without vendor lock-in.
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- Surfer SEO · 被推荐 2 次
- Clearscope · 被推荐 2 次
- MarketMuse · 被推荐 2 次
- Frase.io · 被推荐 2 次
- Jasper (formerly Jarvis.ai) · 被推荐 1 次
- 品类问题What AI tools help generate and optimize long-form SEO blog content for businesses?你:未被推荐AI 推荐顺序:
- Surfer SEO
- Jasper (formerly Jarvis.ai)
- Clearscope
- MarketMuse
- Frase.io
AI 推荐了 5 个替代方案,却始终没点名 TheCraigHewitt/seomachine。这就是要补上的差距。
查看 AI 完整回答
- 品类问题How can I use AI to analyze SEO performance and improve existing article content?你:未被推荐AI 推荐顺序:
- Surfer SEO
- MarketMuse
- Clearscope
- Frase.io
- Semrush (Content Marketing Platform)
- Topic (by DemandJump)
- WriterZen
AI 推荐了 7 个替代方案,却始终没点名 TheCraigHewitt/seomachine。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesswarn
建议:
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of TheCraigHewitt/seomachine?passAI 未点名 TheCraigHewitt/seomachine —— 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 TheCraigHewitt/seomachine in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 TheCraigHewitt/seomachine
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 TheCraigHewitt/seomachine solve, and who is the primary audience?passAI 未点名 TheCraigHewitt/seomachine —— 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?
嵌入你的 GEO 徽章
把这个徽章贴进 TheCraigHewitt/seomachine 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/TheCraigHewitt/seomachine)<a href="https://repogeo.com/zh/r/TheCraigHewitt/seomachine"><img src="https://repogeo.com/badge/TheCraigHewitt/seomachine.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
TheCraigHewitt/seomachine — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3