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SEO Intelligence Toolkit

SEO智能工具包

All-in-one SEO intelligence: keyword discovery, rank tracking, technical audits, content gaps, competitor analysis, AI visibility, and GitHub SEO.
User request: $ARGUMENTS
Before running any commands, read 
references/nimble-playbook.md
for Claude Code constraints (no shell state, no 
&
/
wait
, sub-agent permissions, communication style).
一站式SEO智能解决方案：关键词挖掘、排名追踪、技术审计、内容差距分析、竞争对手分析、AI可见性分析以及GitHub仓库SEO优化。
用户请求：$ARGUMENTS
在运行任何命令之前，请阅读
references/nimble-playbook.md
了解Claude Code的限制条件（无shell状态、禁止使用
&
/
wait
、子Agent权限、沟通风格）。

Workflow Router

工作流路由

Detect the user's SEO intent from 
$ARGUMENTS
and route to the appropriate workflow. If the intent is ambiguous or generic ("help me with SEO"), ask which workflow to run.
从
$ARGUMENTS
中检测用户的SEO意图，并路由到对应的工作流。如果意图模糊或通用（例如“帮我做SEO”），请询问用户要运行哪个工作流。

Available Workflows

可用工作流

WorkflowTriggersReference
Keyword Researchkeyword opportunities, topic clusters, difficulty, what to rank for
references/wf-keyword-research.md
Rank Trackertrack rankings, keyword positions, ranking delta, position check
references/wf-rank-tracker.md
Site AuditSEO audit, technical SEO, meta tags, schema, crawl for issues, CWV
references/wf-site-audit.md
Content Gapcontent gap, keyword gap, compare coverage, missing topics
references/wf-content-gap.md
Competitor Keywordscompetitor keywords, reverse-engineer SEO, competitor title tags
references/wf-competitor-keywords.md
AI VisibilityAI visibility, ChatGPT presence, Perplexity, AI Overview, GEO
references/wf-ai-visibility.md
GitHub SEOgithub seo, repo discoverability, optimize readme, repo audit
references/wf-github-seo.md
工作流触发词参考文档
关键词研究keyword opportunities、topic clusters、difficulty、what to rank for
references/wf-keyword-research.md
排名追踪器track rankings、keyword positions、ranking delta、position check
references/wf-rank-tracker.md
站点审计SEO audit、technical SEO、meta tags、schema、crawl for issues、CWV
references/wf-site-audit.md
内容差距分析content gap、keyword gap、compare coverage、missing topics
references/wf-content-gap.md
竞争对手关键词分析competitor keywords、reverse-engineer SEO、competitor title tags
references/wf-competitor-keywords.md
AI可见性分析AI visibility、ChatGPT presence、Perplexity、AI Overview、GEO
references/wf-ai-visibility.md
GitHub SEO优化github seo、repo discoverability、optimize readme、repo audit
references/wf-github-seo.md

Intent Detection

意图检测

Map the request to one workflow:
  • Keywords / topics / difficulty / clusters / "what to rank for" → Keyword Research
  • Rankings / positions / tracking / delta / monitoring → Rank Tracker
  • Audit / crawl / technical / meta / schema / links / CWV → Site Audit
  • Gap / missing topics / coverage comparison / "what should I write" → Content Gap
  • Competitor site crawl / reverse-engineer / on-page at scale → Competitor Keywords
  • AI visibility / ChatGPT / Perplexity / AI Overview / GEO → AI Visibility
  • GitHub / repo / README / discoverability → GitHub SEO
If unclear, present the options with AskUserQuestion:
Which SEO workflow should I run?
  • Keyword Research — discover keyword opportunities and topic clusters
  • Rank Tracker — check and track keyword positions over time
  • Site Audit — full technical SEO crawl with JS rendering
  • Content Gap — compare content coverage against competitors
  • Competitor Keywords — reverse-engineer competitor on-page SEO at scale
  • AI Visibility — measure brand presence across 5 AI platforms
  • GitHub SEO — audit repository discoverability and README quality
将用户请求映射到对应工作流：
  • 关键词/主题/难度/聚类/“应该优化哪些内容排名” → 关键词研究
  • 排名/位置/追踪/变化/监控 → 排名追踪器
  • 审计/抓取/技术优化/元标签/Schema/链接/CWV → 站点审计
  • 差距/缺失主题/覆盖范围对比/“我应该写什么内容” → 内容差距分析
  • 竞争对手站点抓取/逆向解析/大规模页面SEO分析 → 竞争对手关键词分析
  • AI可见性/ChatGPT/Perplexity/AI Overview/GEO → AI可见性分析
  • GitHub/仓库/README/可发现性 → GitHub SEO优化
如果意图不明确，请通过AskUserQuestion展示以下选项：
我应该运行哪个SEO工作流？
  • 关键词研究 — 挖掘关键词机会和主题聚类
  • 排名追踪器 — 检查并追踪关键词排名变化
  • 站点审计 — 支持JS渲染的全面技术SEO抓取
  • 内容差距分析 — 对比与竞争对手的内容覆盖范围
  • 竞争对手关键词分析 — 大规模逆向解析竞争对手页面SEO策略
  • AI可见性分析 — 衡量品牌在5个AI平台的曝光度
  • GitHub SEO优化 — 审计仓库可发现性和README质量

Execution

执行流程

Once a workflow is identified:
  1. Read the corresponding 
    references/wf-{name}.md
  2. Follow its instructions from Step 0 (Preflight) through to the output format
  3. All 
    references/
    paths inside workflow files are relative to this skill's directory
确定工作流后：
  1. 阅读对应的
    references/wf-{name}.md
    文档
  2. 遵循文档中从第0步（预检查）到输出格式的所有说明
  3. 工作流文件中所有
    references/
    路径均相对于本技能的目录

Workflow Chaining

工作流串联

After completing a workflow, suggest natural next steps using sibling workflows. Common chains:
  • Site Audit → Keyword Research → Content Gap → Rank Tracker
  • Keyword Research → Competitor Keywords → Content Gap
  • AI Visibility → Content Gap → Keyword Research
When chaining, read the next workflow file and continue. Context from the previous run (discovered domains, keyword lists, profile data) carries forward — do not re-run preflight or re-ask onboarding questions.
完成一个工作流后，建议使用相关工作流进行自然的下一步操作。常见串联路径：
  • 站点审计 → 关键词研究 → 内容差距分析 → 排名追踪器
  • 关键词研究 → 竞争对手关键词分析 → 内容差距分析
  • AI可见性分析 → 内容差距分析 → 关键词研究
串联时，读取下一个工作流文件并继续执行。上一次运行的上下文（已发现的域名、关键词列表、配置文件数据）会被保留——无需重新运行预检查或询问入门问题。

Shared Configuration

共享配置

All workflows use:
  • Business profile + onboarding: 
    references/profile-and-onboarding.md
  • Data persistence: 
    references/memory-and-distribution.md
  • CLI patterns + constraints: 
    references/nimble-playbook.md
  • AI platform agent discovery: 
    references/ai-platform-profiles.md
所有工作流均使用：
  • 业务配置文件 + 入门指南： 
    references/profile-and-onboarding.md
  • 数据持久化： 
    references/memory-and-distribution.md
  • CLI模式 + 限制条件： 
    references/nimble-playbook.md
  • AI平台Agent发现： 
    references/ai-platform-profiles.md