AI Citation Toolkit - audit, score, and rewrite web pages for AI-citation eligibility. AEO/GEO/LLM visibility for any MCP client.
AI Citation Toolkit - audit, score, and rewrite web pages for AI-citation eligibility. AEO/GEO/LLM visibility for any MCP client.
Works inside Claude, Cursor, Windsurf, Codex, and any MCP client that speaks stdio.
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| Tool | What it does |
|---|---|
| uses | actions/checkout@v4 |
| name | AI-SEO audit |
| audit_page | Composite AI-SEO audit with 8-dimension scoring (schema, technical, structure, robots, freshness, authority, entity density, sitemap). |
| audit_schema | Validate JSON-LD against Schema.org rules and AI-citation best practice. Flags deprecated patterns. |
| audit_canonical | Canonical link integrity, trailing-slash hygiene, og:url consistency. |
| audit_site | Single-call site sweep: audit_page + check_robots + check_sitemap + audit_schema with overall grade and top-5 fixes. |
| audit_sitemap | Site-wide content audit: stride-sample N URLs from the sitemap, run audit_page on each, return distribution + worst pages + top findings. |
| check_robots | Parse robots.txt and report per-crawler allow/disallow for all known AI crawlers. Surfaces the GPTBot-blocked-but-OAI-SearchBot-allowed trap. |
| check_sitemap | Validate XML sitemaps: presence, URL count, lastmod freshness, image/video extensions. |
| check_technical | HEAD tag audit: canonical, OpenGraph, Twitter Card, hreflang, HTTPS, noindex, title hygiene. |
| score_ai_overview_eligibility | Score a page's probability of appearing in Google AI Overviews using current correlation factors. |
| score_citation_worthiness | Score how citable a page or text block is for Perplexity, ChatGPT, Google AI Overviews, and Claude. Includes per-section chunk_analysis / extractability_score: how cleanly an LLM can lift a standalone answer from each he |
| score_agentic_browsing | Score a page against the Lighthouse "Agentic Browsing" category (May 2026): llms.txt, WebMCP, accessibility-tree integrity, and layout stability. |
| score_test_citation | Simulate "would an AI engine cite this for this query?" via MCP sampling, with deterministic heuristic fallback. |
{
"mcpServers": {
"ai-seo": {
"command": "npx",
"args": [
"-y",
"@automatelab/ai-seo-mcp"
]
}
}
}From the project documentation. Replace placeholders and example paths before connecting.
Give your coding agent the full DevTools toolbox: traces, network, console, heap snapshots and Lighthouse.
Automates SEO tasks and provides AI-powered optimization by integrating with the Google Ads Keyword Planner API.
Facilitates technical marketing content creation, optimization, and product positioning based on Open Strategy Partners' methodologies.
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# AccesibilityHub MCP Server for orchestrating web accessibility tools (axe-core, Pa11y, Lighthouse). Analyze web pages, check color contrast, get