About io.github.AutomateLab-tech/ai-seo
io.github.AutomateLab-tech/ai-seo is an MCP server in the Science category: mCP server for AI-SEO auditing: schema, robots.txt, llms.txt, citation scoring, and AEO/GEO rewrites.
Install
claude mcp add io-github-automatelab-tech-ai-seo -- npx -y @automatelab/ai-seo-mcpnpx -y @automatelab/ai-seo-mcpThis server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.
Tools (19)
audit_canonicalCanonical link integrity, trailing-slash hygiene, `og:url` consistency.
Parameters not published.
audit_pageComposite AI-SEO audit with 8-dimension scoring (schema, technical, structure, robots, freshness, authority, entity density, sitemap).
Parameters not published.
audit_schemaValidate JSON-LD against Schema.org rules and AI-citation best practice. Flags deprecated patterns.
Parameters not published.
audit_siteSingle-call site sweep: `audit_page` + `check_robots` + `check_sitemap` + `audit_schema` with overall grade and top-5 fixes.
Parameters not published.
audit_sitemapSite-wide content audit: stride-sample N URLs from the sitemap, run `audit_page` on each, return distribution + worst pages + top findings.
Parameters not published.
check_robotsParse `robots.txt` and report per-crawler allow/disallow for all known AI crawlers. Surfaces the GPTBot-blocked-but-OAI-SearchBot-allowed trap.
Parameters not published.
check_sitemapValidate XML sitemaps: presence, URL count, `lastmod` freshness, image/video extensions.
Parameters not published.
check_technicalHEAD tag audit: canonical, OpenGraph, Twitter Card, hreflang, HTTPS, noindex, title hygiene.
Parameters not published.
diff_pagesCompare two URLs for AI citation-worthiness: side-by-side dimension scores, gap analysis, and prioritized fix recommendations for url_a.
Parameters not published.
extract_entitiesExtract named entities, `sameAs` links, and citation-density score from a page's content and structured data.
Parameters not published.
Show all 19 tools
llms_txt_generateGenerate `llms.txt` and optionally `llms-full.txt` from a domain's sitemap.
Parameters not published.
llms_txt_validateLint an existing `llms.txt` for spec compliance and broken links.
Parameters not published.
report_saveRender an `audit_page` / `audit_site` result as a Markdown report and write it to disk under `MCP_WORKSPACE_ROOT`.
Parameters not published.
rewrite_aeoRewrite content for Answer Engine Optimization (BLUF structure, FAQ format, schema additions).
Parameters not published.
rewrite_geoRewrite content for Generative Engine Optimization (entity definitions, comparison tables, synthesis-ready structure).
Parameters not published.
score_agentic_browsingScore a page against the Lighthouse "Agentic Browsing" category (May 2026): llms.txt, WebMCP, accessibility-tree integrity, and layout stability.
Parameters not published.
score_ai_overview_eligibilityScore a page's probability of appearing in Google AI Overviews using current correlation factors.
Parameters not published.
score_citation_worthinessScore 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 heading.
Parameters not published.
score_test_citationSimulate "would an AI engine cite this for this query?" via MCP sampling, with deterministic heuristic fallback.
Parameters not published.
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